Technology and Health Care - Volume 32, issue 6

Authors: Quan, Wentao | Guo, Xudong | Cui, Haipo | Luo, Linlaisheng | Li, Mengyun

Article Type: Research Article

Abstract: BACKGROUND: Multi-channel acquisition systems of brain neural signals can provide a powerful tool with a wide range of information for the clinical application of brain computer interfaces. High-throughput implantable systems are limited by size and power consumption, posing challenges to system design. OBJECTIVE: To acquire more comprehensive neural signals and wirelessly transmit high-throughput brain neural signals, a FPGA-based acquisition system for multi-channel brain nerve signals has been developed. And the Bluetooth transmission with low-power technology are utilized. METHODS: To wirelessly transmit large amount of data with limited Bluetooth bandwidth and improve the accuracy …of neural signal decoding, an improved sharing run length encoding (SRLE) is proposed to compress the spike data of brain neural signal to improve the transmission efficiency of the system. The functional prototype has been developed, which consists of multi-channel data acquisition chips, FPGA main control module with the improved SRLE, a wireless data transmitter, a wireless data receiver and an upper computer. And the developed functional prototype was tested for spike detection of brain neural signal by animal experiments. RESULTS: From the animal experiments, it shows that the system can successfully collect and transmit brain nerve signals. And the improved SRLE algorithm has an excellent compression effect with the average compression rate of 5.94%, compared to the double run-length encoding, the FDR encoding, and the traditional run-length encoding. CONCLUSION: The developed system, incorporating the improved SRLE algorithm, is capable of wirelessly capturing spike signals with 1024 channels, thereby realizing the implantable systems of High-throughput brain neural signals. Show more

Keywords: Brain nerve signal, wireless transmission, multi-channel system, improved SRLE, compression ratio

DOI: 10.3233/THC-231401

Citation: Technology and Health Care, vol. 32, no. 6, pp. 3955-3966, 2024

Authors: Zheng, Chichao | Tang, Yi | Wang, Yadan | Wang, Yuanguo | Peng, Hu

Article Type: Research Article

Abstract: BACKGROUND: Ultrasound imaging has been widely used in clinical examination because of portability, safety, and low cost. However, there are still some main challenges of imaging quality that remain in conventional ultrasound systems. OBJECTIVE: Improving image quality of SA-based methods using an improved imaging mode named far-focus compound (FSC) imaging. METHODS: A far-focus compound (FSC) imaging based on full-aperture transmission and full-aperture reception is proposed in this paper. In transmission, it uses the full aperture to transmit the focused beam to ensure image resolution and emission of sound field energy. In reception, the …full aperture is used to receive the reflected beam to ensure the image quality. A lag-one coherence-based zero-cross factor (LOCZF) is then implemented in FSC for improvement of contrast ratio (CR). The LOCZF uses lag-one coherence as zero-cross factor’s adaptive coefficient. Comparisons were made with several other weighting techniques by performing simulations and experiments for performance evaluation. RESULTS: Results confirm that LOCZF applied to FSC offers a good image contrast and simultaneously the speckle pattern. For simulated cysts, CR improvement of LOCZF reaches 194.1%. For experimental cysts, CR improvement of LOCZF reaches 220%. From the in-vivo result, compared with FSC, CR improvement of LOCZF reaches 112.7%. CONCLUSION: Proved gCNR performance. In addition, the LOCZF method shows good performance in experiments. The proposed method can be used as an effective weighting technique for improvement of image quality in ultrasound imaging. Show more

Keywords: Ultrasonic imaging, far-focus compound imaging, reversal-squart zero-cross factor, lag-one coherence-based zero-cross factor

DOI: 10.3233/THC-231452

Citation: Technology and Health Care, vol. 32, no. 6, pp. 3967-3984, 2024

Authors: Niu, Haiying | He, Huijie | Zhao, Zilong | Lu, Xuemei | Zhao, Gang

Article Type: Research Article

Abstract: BACKGROUND: Asthma is a major public health concern due to its persistent inflammation of the airways. The intricate and widely variable epidemiology of asthma among nations and populations is a result of the interplay between genetic, environmental, and socioeconomic factors. OBJECTIVE: This study aims to investigate whether VitD supplementation can reduce the frequency of exacerbations (including the frequency of exacerbations requiring systemic corticosteroids and the frequency of exacerbations necessitating trips to the hospital or emergency room, or both) and improve pulmonary function (clinical indicators such as the FEV1% predicted value). METHODS: Computers were …used to search Pubmed, Medline, ISI Web of Science, Embase, Cachrane Library, CNKI, CBM, VIP, and the Wanfang Database. Asthma/asthma, VitD/VitD, lung function/lung function, retrieval time is from database setup to October 8, 2021, to search all randomized controlled trials (RCTs) on the effect of VitD on human asthma and to retroactively incorporate references to literature were all included in the search criteria. After rigorous screening, quality evaluation, and data extraction of the included literature by two reviewers independently, heterogeneity tests and sensitivity analyses were performed. RESULTS: The findings show that a total of 12 relevant studies meeting the inclusion criteria were finally included, including 649 cases in the experimental group and 646 cases in the control group. VitD intervention reduced the number of asthma exacerbations, including the rate of exacerbations requiring systemic corticosteroid therapy and the rate of acute exacerbations requiring emergency department or hospital visits or both. CONCLUSIONS: In the outcome of lung function (FEV1% predicted value), it was shown that VitD supplementation improved lung function; in the outcome of serum 25-hydroxyVitD levels, it was shown that VitD supplementation increased serum 25-hydroxyVitD levels. Show more

Keywords: Asthma, VitD, FEV, lung function, 25-hydroxyVitD

DOI: 10.3233/THC-231462

Citation: Technology and Health Care, vol. 32, no. 6, pp. 3985-4008, 2024

Authors: Hong, Haisen | Sha, Mo | Chen, Zhangxin | Li, Yanwei | Kang, Liangqi

Article Type: Research Article

Abstract: BACKGROUND: Femoral neck fractures, which are fractures occurring from the femoral head to the base of the femoral neck, are prevalent in the elderly population. With the progression of societal aging, the incidence of femoral neck fractures has been steadily increasing, making it a significant global issue that urgently needs to be addressed. OBJECTIVE: To compare the efficacy and safety of dynamic hip screw (DHS) with anti-rotation screw and femoral neck system (FNS) internal fixation for the treatment of Garden II–IV type femoral neck fractures. METHODS: A total of 90 patients with Garden …II–IV type femoral neck fractures were randomly assigned to either the control group (n = 45) treated with DHS and anti-rotation screw or the experimental group (n = 45) treated with FNS. Surgical outcomes, including incision size, blood loss, operation time, fluoroscopy frequency, and fracture healing time, were compared. Postoperative complication rates, reoperation rates, Harris scores, and visual analogue scale (VAS) scores were also assessed. RESULTS: The experimental group demonstrated significantly reduced incision length, blood loss, operation time, and fluoroscopy frequency compared to the control group (P < 0.01). No significant differences were observed in fracture healing time, Garden classification, or fracture reduction outcomes between the two groups (P > 0.05). At 6 months post-treatment, both groups showed significant improvements in Harris scores and VAS scores compared to pre-treatment (P < 0.05), with no significant differences between the groups (P > 0.05). The rates of internal fixation failure, nonunion, and avascular necrosis of the femoral head, as well as overall incidence of postoperative complications and reoperation rates, showed no significant differences between the two groups (P > 0.05). CONCLUSIONS: Both DHS with anti-rotation screw and FNS internal fixation demonstrated comparable efficacy and safety profiles in the treatment of Garden II–IV type femoral neck fractures. The experimental group showed advantages in terms of reduced incision length, blood loss, operation time, and fluoroscopy frequency, while maintaining similar clinical outcomes and complication rates. Show more

Keywords: Femoral neck fractures, Garden II–IV classification, dynamic hip screw (DHS), anti-rotation screw, femoral neck system (FNS), internal fixation

DOI: 10.3233/THC-231547

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4009-4017, 2024

Authors: Abu-Izneid, Tareq | Rauf, Abdur | Naz, Saima | Ibrahim, Muhammad | Muhammad, Naveed | Wadood, Abdul | Ajmal, Amar | Hemeg, Hassan A. | Fahad, Shah | Thiruvengadam, Muthu | Venkidasamy, Baskar

Article Type: Research Article

Abstract: BACKGROUND: Ficus benghalensis has been used by local health care practitioners to treat pain, inflammation, rheumatism, and other health issues. OBJECTIVE: In this study, the crude extract and diverse fractions, along with the isolated compound of F. benghalensis were examined for their roles as muscle relaxants, analgesics, and sedatives. METHODS: The extract and isolated compound 1 were screened for muscle-relaxant, analgesic, and sedative actions. The acetic acid-mediated writhing model was utilized for analgesic assessment, the muscle relaxant potential was quantified through traction and inclined plan tests, and the open field test was …applied for sedative effects. RESULTS: The extract/fractions (25, 50, and 100 mg/kg) and isolated compounds (2.5, 5, 10, and 20 mg/kg) were tested at various doses. A profound (p < 0.001) reduce in the acetic acid-mediated writhing model was observed against carpachromene (64.44%), followed by ethyl acetate (60.67%) and methanol (58.42%) fractions. A marked (p < 0.001) muscle relaxant activity was noticed against the isolated compound (71.09%), followed by ethyl acetate (66.98%) and methanol (67.10%) fractions. Regarding the sedative effect, a significant action was noted against the isolated compound (71.09%), followed by ethyl acetate (66.98%) and methanol (67.10%) fractions. Furthermore, the binding modes of the isolated compounds were explored using molecular docking. The molecular docking study revealed that the isolated compound possessed good binding affinity for COX2 and GABA. Our isolated compound may possess inhibitory activity against COX2 and GABA receptors. CONCLUSION: The extract and isolated compounds of Ficus benghalensis can be used as analgesics, muscle relaxants, and sedatives. However, detailed molecular and functional analyses are essential to ascertain their function as muscle relaxants, analgesics, and sedatives. Show more

Keywords: Ficus benghalensis, Moraceae, carpachromene, analgesic, muscle relaxant, sedative, molecular docking

DOI: 10.3233/THC-231703

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4019-4030, 2024

Authors: Li, Zhaoxi | Guo, Xiaohui | Shi, Wei | He, Rongxia | Zhong, Hua

Article Type: Research Article

Abstract: BACKGROUND: Electronic foetal monitoring (EFM), a method to monitor foetal intrauterine conditions and foetal reserve capacity, is the most extensively used intrauterine monitoring technology in obstetrics. OBJECTIVE: This study aims to compare the Thoth wearable foetal electrocardiogram (foetal ECG [FECG]) monitoring system with a traditional Doppler foetal heart monitoring system before labour to investigate their respective values in clinical application. METHODS: A total of 393 pregnant women admitted to our hospital between 2020 and 2022 participated in this study. They were recruited using the convenience sampling method. We employed a paired design to …assess the confusion rate, trend overlap, and foetal heart rate/ECG monitoring consistency, whereas a completely randomised design was used to measure pregnancy outcome indicators. The participants were divided into two groups using a random number table: the Thoth group (n = 196) and the traditional Doppler group (n = 197). Each group was monitored using the corresponding system. RESULTS: The Thoth monitor demonstrated a lower confusion rate compared with the traditional Doppler monitor (0.25% vs 2.04%; χ 2 = 5.508, P = 0.019). The trend overlap in foetal heart rates was consistently 100%, with 91.2% of readings showing a consistency rate of ⩾ 95%. Additionally, the Thoth monitor recorded a higher cumulative interruption time in the foetal heart rate curve (12.13 ± 2.22 vs 21.02 ± 2.34; t = 18.471, P < 0.001) and more abnormal ECGs (21.21 ± 4.32 vs 18.21 ± 2.91; t = 7.582, P < 0.001) than the traditional Doppler system. CONCLUSION: The Thoth wearable FECG monitor offers several advantages over the traditional Doppler foetal heart monitoring system. These include a reduced confusion rate, more accurate data collection, a lower rate of clinical misjudgement, reduced workload for medical staff, and enhanced comfort during vaginal delivery. The rates of emergency caesarean sections and neonatal asphyxia in the Thoth group were marginally lower than those in the Doppler group, which may be attributed to issues such as ECG disconnection or interference from the maternal heart rate. Show more

Keywords: Foetal heart monitoring, foetal ECG monitor, Thoth wearable device, Doppler device, heart rates

DOI: 10.3233/THC-231752

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4031-4040, 2024

Authors: Wang, Zuoshan | Wang, Shilin | Wang, Manya | Sun, Yan

Article Type: Research Article

Abstract: BACKGROUND: Healthcare is crucial to patient care because it provides vital services for maintaining and restoring health. As healthcare technology evolves, cutting-edge tools facilitate faster diagnosis and more effective patient treatment. In the present age of pandemics, the Internet of Things (IoT) offers a potential solution to the problem of patient safety monitoring by creating a massive quantity of data about the patient through the linked devices around them and then analyzing it to estimate the patient’s current status. Utilizing the IoT-based meta-heuristic algorithm allows patients to be remotely monitored, resulting in timely diagnosis and improved care. Meta-heuristic algorithms …are successful, resilient, and effective in solving real-world enhancement, clustering, predicting, and grouping. Healthcare organizations need an efficient method for dealing with big data since the prevalence of such data makes it challenging to analyze for diagnosis. The current techniques used in medical diagnostics have limitations due to imbalanced data and the overfitting issue. OBJECTIVE: This study introduces the particle swarm optimization and convolutional neural network to be used as a meta-heuristic optimization method for extensive data analysis in the IoT to monitor patients’ health conditions. METHOD: Particle Swarm Optimization is used to optimize the data used in the study. Information for a diabetes diagnosis model that includes cardiac risk forecasting is collected. Particle Swarm Optimization and Convolutional Neural Networks (PSO-CNN) results effectively make illness predictions. Support Vector Machine has been used to predict the possibility of a heart attack based on the classification of the collected data into projected abnormal and normal ranges for diabetes. RESULTS: The results of the simulations reveal that the PSO-CNN model used to predict diabetic disease increased in accuracy by 92.6%, precision by 92.5%, recall by 93.2%, F1-score by 94.2%, and quantization error by 4.1%. CONCLUSION: The suggested approach could be applied to identify cancer cells. Show more

Keywords: Healthcare, disease diagnosis, meta-heuristic algorithm, IoT, patient monitoring, Particle Swarm Optimization, convolutional neural network, diabetes, cardiac risk forecasting, support vector machine, cancer cells

DOI: 10.3233/THC-231755

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4041-4061, 2024

Authors: Jiang, Yangzheng | Yang, Jiantao | Tian, Hui | Jiang, Chuan | Wang, Hongzhu

Article Type: Research Article

Abstract: BACKGROUND: Flatfoot (pes planus) is a common foot deformity, and its causes are mainly related to age, gender, weight, and genetics. Previous studies have shown that custom-made insoles could have a positive effect in improving plantar pressure and symptoms in individuals with flexible flatfeet, but it remains to be explored whether they can still show benefits in daily walking on different slopes. OBJECTIVE: This study aims to investigate a custom-made insole based on plantar pressure redistribution and to verify its effectiveness by gait analysis on different slopes. METHODS: We recruited 10 subjects and …compared the peak pressure and impulse in each area between custom-made insole (CI) and ordinary insole (OI) groups. RESULTS: The results illustrate that CI raises the pressure in T area, improves the ability of the subjects to move forward in the slope walking, which was beneficial to gait stability. CONCLUSION: The redistribution of pressure in MF and MH area is promoted to provide active protection for subjects. Meanwhile, CI could decrease the impulse in MF area during uphill and level walking, which effectively reduces the accumulation of fatigue during gait. Moreover, avoiding downhill walking could be able to protect foot from injury in daily life. Show more

Keywords: Flatfoot, custom-made insole, slope, pressure, impulse

DOI: 10.3233/THC-231785

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4063-4075, 2024

Authors: Yang, Ping | Wu, Xiaoneng

Article Type: Research Article

Abstract: BACKGROUND: The objective performance evaluation of an athlete is essential to allow detailed research into elite sports. The automatic identification and classification of football teaching and training exercises overcome the shortcomings of manual analytical approaches. Video monitoring is vital in detecting human conduct acts and preventing or reducing inappropriate actions in time. The video’s digital material is classified by relevance depending on those individual actions. OBJECTIVE: The research goal is to systematically use the data from an inertial measurement unit (IMU) and data from computer vision analysis for the deep Learning of football teaching motion recognition …(DL-FTMR). There has been a search for many libraries. The studies included have examined and analyzed training through profound model construction learning methods. Investigations show the ability to distinguish the efficiency of qualified and less qualified officers for sport-specific video-based decision-making assessments. METHODS: Video-based research is an effective way of assessing decision-making due to the potential to present changing in-game decision-making scenarios more environmentally friendly than static picture printing. The data showed that the filtering accuracy of responses is improved without losing response time. This observation indicates that practicing with a video monitoring system offers a play view close to that seen in a game scenario. It can be an essential way to improve the perception of selection precision. This study discusses publicly accessible training datasets for Human Activity Recognition (HAR) and presents a dataset that combines various components. The study also used the UT-Interaction dataset to identify complex events. RESULTS: Thus, the experimental results of DL-FTMR give a performance ratio of 94.5%, behavior processing ratio of 92.4%, athletes energy level ratio of 92.5%, interaction ratio of 91.8%, prediction ratio of 92.5%, sensitivity ratio of 93.7%, and the precision ratio of 94.86% compared to the optimized convolutional neural network (OCNN), Gaussian Mixture Model (GMM), you only look once (YOLO), Human Activity Recognition- state-of-the-art methodologies (HAR-SAM). CONCLUSION: This finding proves that exercising a video monitoring system that provides a play view similar to that seen in a game scenario can be a valuable technique to increase selection accuracy perception. Show more

Keywords: Football, training, deep learning, video surveillance, skills, detection

DOI: 10.3233/THC-231860

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4077-4096, 2024

Authors: Zhao, Dechun | Luo, Zixin | Yao, Mingcai | Wei, Li | Qin, Lu | Wang, Ziqiong

Article Type: Research Article

Abstract: BACKGROUND: The local field potential (LFP) signals are a vital signal for studying the mechanisms of deep brain stimulation (DBS) and constructing adaptive DBS containing information related to the motor symptoms of Parkinson’s disease (PD). OBJECTIVE: A Parkinson’s disease state identification algorithm based on the feature extraction strategy of transfer learning was proposed. METHODS: The algorithm uses continuous wavelet transform (CWT) to convert one-dimensional LFP signals into two-dimensional gray-scalogram images and color images respectively, and designs a Bayesian optimized random forest (RF) classifier to replace the three fully connected layers for the classification …task in the VGG16 model, to realize automatic identification of the pathological state of PD patients. RESULTS: It was found that consistently superior performance of gray-scalogram images over color images. The proposed algorithm achieved an accuracy of 97.76%, precision of 99.01%, recall of 96.47%, and F1-score of 97.73%, outperforming feature extractors such as VGG19, InceptionV3, ResNet50, and the lightweight network MobileNet. CONCLUSIONS: This algorithm has high accuracy and can distinguish the disease states of PD patients without manual feature extraction, effectively assisting the working of doctors. Show more

Keywords: Parkinson’s disease, deep brain stimulation, local field potential, transfer learning, state identification

DOI: 10.3233/THC-231929

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4097-4107, 2024

Authors: Hsiao, Min-Chien | Yen, Yu-Chun | Wang, Chun-Hsiang | Chen, Yen-Nien | Wang, Shun-Ping | Su, Kuo-Chih

Article Type: Research Article

Abstract: BACKGROUND: To avoid risks of mucosal infection from contact lenses removal, a contact lens plunger is often used. OBJECTIVE: Given various types of contact lens plungers available on the market, no study has yet been done on mechanical effects of the contact lens plunger on contact lens removal. Here, this study used finite element analysis to investigate the effects of plunger size and plunger position on the removal of soft and rigid gas permeable (RGP) contact lenses. METHODS: First, we established finite element analysis models for the plunger, contact lens, cornea, and aqueous …humor. The plunger is made of mostly silicone rubber, and the contact lenses are mainly made of soft and hard material. The part of the plunger used for removal was located either at the central or the edged position, with pulling 1 mm distance. The main parameters observation indicators of in this study were the reaction force at the fixed end of the cornea, aqueous humor, the von Mises stress of the plunger, the contact lenses, and the cornea. RESULTS: Results of this study showed that when a plunger of a larger diameter was used, the reaction force of the plunger was also larger, especially when applied to RGP lenses, which required a slightly larger force (∼ 0.27 N). Also, when removing a RGP lens from the edge, there was a greater stress at the edge of the contact lens (2.5799 MPa), and this caused a higher stress on both the cornea (0.0165 MPa) and the aqueous humor (0.00114 MPa). CONCLUSIONS: When using a plunger with a larger diameter to remove a RGP lens, although a larger force required, the relatively larger contact area likely reduced the stress on the cornea and aqueous humor, thereby reducing the risk of eye injury. In addition, when removing a RGP lens, the results of this study recommended it to be removed from the plunger edge, as that facilitated the removal of contact lens. Show more

Keywords: Plunger design, contact lenses, finite element analysis, biomechanics

DOI: 10.3233/THC-231983

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4109-4121, 2024

Authors: Chen, Changsheng | Zhang, Yu | Lin, Yuda | Shen, Chong | Zhang, Zhe | Wu, Zhouliang | Qie, Yunkai | Zhao, Gangjian | Hu, Hailong

Article Type: Research Article

Abstract: BACKGROUND: Bone morphogenetic proteins (BMPs) are a group of cancer-related proteins vital for development and progression of certain cancer types. Nevertheless, function of BMP family in pan-cancer was not detailedly researched. OBJECTIVE: Investigating expression pattern and prognostic value of the BMPs family (BMP1-8A and BMP8B) expression across multiple cancer types. METHODS: Our research integrated multi-omics data for exploring potential associations between BMPs expression and prognosis, clinicopathological characteristics, copy number or somatic mutations, immune characteristics, tumor microenvironment (TME), tumor mutation burden (TMB), microsatellite instability (MSI), immune checkpoint genes and drug sensitivity in The Cancer …Genome Atlas (TCGA) tumors. Furthermore, association of BMPs expression and immunotherapy effectiveness was investigated in some confirmatory cohorts (GSE111636, GSE78220, GSE67501, GSE176307, IMvigor210 and mRNA sequencing data from currently undergoing TRUCE01 clinical research included), and biological function and potential signaling pathways of BMPs in bladder cancer (BCa) was explored via Gene Set Enrichment Analysis (GSEA). Eventually, immune infiltration analysis was done via BMPs expression, copy number or somatic mutations in BCa, as well as validation of the expression levels by reverse transcription-quantitative PCR and western blot, and in vitro functional experiments of BMP8A. RESULTS: Discoveries displayed BMPs expression was related to prognosis, clinicopathological characteristics, mutations, TME, TMB, MSI and immune checkpoint genes of TCGA tumors. Anticancer drug sensitivity analysis displayed BMPs were associated with various drug sensitivities. What’s more, it was discovered that expression level of certain BMP family members related to objective response to immunotherapy. By GSEA, we discovered multiple immune-associated functions and pathways were enriched. Immune infiltration analysis on BCa also displayed significant associations among BMPs copy number variations, mutation status and infiltration level of diverse immune cells. Furthermore, differential expression validation and in vitro phenotypic experiment indicated that BMP8A significantly promoted BCa cell proliferation, migration and invasion. CONCLUSIONS: Current results confirmed significance of both BMPs expression and genomic alteration in the prognosis and treatment of diverse cancer types, and suggested that BMPs may be vital for BCa and can possibly be utilized as biomarkers for immunotherapy. Show more

Keywords: Bone morphogenetic proteins, pan-cancer analysis, bladder cancer, tumor microenvironment, prognosis

DOI: 10.3233/THC-232004

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4123-4175, 2024

Authors: Tu, Jin-Peng | Shi, Xiao-Feng | Wang, Hui | Zhao, Jie | Wang, Xin | Mo, Chun-Bai | Song, Wen-Li

Article Type: Research Article

Abstract: BACKGROUND: Renal failure is one of the most common chronic complications of diabetes. Simultaneous pancreas-kidney transplantation (SPK) is considered the preferred treatment for individuals with diabetes and chronic renal failure. This procedure has demonstrated efficacy in enhancing the quality of life for patients and minimizing the complications associated with diabetes. OBJECTIVE: In this study, we analyzed the incidence and safety of complications in different thrombosis prevention techniques post simultaneous pancreas-kidney transplantation (SPK). METHODS: Patients who underwent SPK between January 2019 and December 2022 were selectively categorized into two groups: the heparin group and the …non-heparin group depending on the utilization of low molecular weight heparin. The occurrence of complications and clinical outcomes were subsequently calculated in each group. RESULTS: In this study, we included a total of 58 recipients who underwent SPK, with 36 in the heparin group and 22 in the non-heparin group. Among the 58 participants, there were 3 cases of pancreatic thrombosis complications, with 2 cases (5.6%) in the heparin group and 1 case (4.6%) in the non-heparin group, and the differences were not statistically significant (P > 0.05). Regarding gastrointestinal bleeding, there were 17 cases out of the total 58 patients, with 14 cases (38.9%) in the heparin group and 3 cases (13.6%) in the non-heparin group, and the difference was statistically significant (P < 0.05). CONCLUSION: After surgery, the use of low molecular weight heparin anticoagulation may increase the likelihood of experiencing gastrointestinal bleeding. Prior to the surgery, a comprehensive evaluation of the coagulation status and medical history of the patient should be performed, enabling stratification of risks involved. Based on this assessment, either low-molecular-weight heparin or aspirin should be selected as a preventive measure against thrombosis. Show more

Keywords: Heparin, simultaneous pancreas-kidney transplantation (SPK), thrombosis

DOI: 10.3233/THC-232037

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4177-4185, 2024

Authors: Fragidis, Leonidas | Tsamoglou, Sofia | Kosmidis, Kosmas | Aggelidis, Vassilios

Article Type: Research Article

Abstract: BACKGROUND: The global implementation of Electronic Health Records has significantly enhanced the quality of medical care and the overall delivery of public health services. The incorporation of Evidence-Based Medicine offers numerous benefits and enhances the efficacy of decision-making in areas such as prevention, prognosis, diagnosis, and therapeutic approaches. OBJECTIVE: The objective of this paper is to propose an architectural design of an Evidence-Based Medicine information system based on the Electronic Health Record, taking into account the existing and future level of interoperability of health information systems in Greece. METHODS: A study of the …suggested evidence-based medicine architectures found in the existing literature was conducted. Moreover, the interoperability architecture of health information systems in Greece was analyzed. The architecture design reviewed by specialized personnel and their recommendations were incorporated into the final design of the proposed architecture. RESULTS: The proposed integrated architecture of an Evidence-Based Medicine system based on the Electronic Health Record integrates and utilizes citizens’ health data while leveraging the existing knowledge available in the literature. CONCLUSIONS: Taking into consideration the recently established National Interoperability Framework, which aligns with the European Interoperability Framework, the proposed realistic architectural approach contributes to improving the quality of healthcare provided through the ability to make safe, timely and accurate decisions by physicians. Show more

Keywords: Electronic health records, evidence-based medicine, clinical decision support systems, health information systems

DOI: 10.3233/THC-232042

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4187-4201, 2024

Authors: Gao, Peng | Chen, Lijun | He, Linbo | Lei, Jiang | Luo, Menglu | Gu, Li

Article Type: Research Article

Abstract: BACKGROUND: Chronic obstructive pulmonary disease (COPD) is a common respiratory disease globally, characterized by obstructive ventilatory disorder under pulmonary function tests. Recent years have witnessed a yearly increase in the prevalence of COPD. OBJECTIVE: To investigate the impact of respiratory virus infections on patients with acute exacerbation of chronic obstructive pulmonary disease (AECOPD), and to perform sequencing typing and mutation analysis of viruses with high detection rate. METHODS: A total of 1523 inpatients with AECOPD admitted to our hospital from April 1,2020 to March 30,2022 were collected and divided into two groups: the …infected group (n = 532) and the non-infected group (n = 991). The related indexes between the two groups were collected and compared (including clinical characteristics and laboratory tests that blood cell count, PCT, CRP, adenovirus, respiratory syncytial virus, rhinovirus, influenza A virus, influenza B virus, etc.). RESULTS: In the infected group, the proportion of patients with palpitations (49.44% VS 8.07%, P < 0.001), lipid metabolism abnormalities (18.42% VS 39.96%, P < 0.001), heart failure (39.85% VS 29.87%, P < 0.001), disease duration (17.48 ± 7.47 VS 12.45 ± 11.43 d, P < 0.001), and poor prognosis (69.55% VS 17.15%, P < 0.001) were higher than those in the non-infected group; Adenovirus (ADV) accounted for 75.94% (404/532) of all infected viruses. 31 virus strains could be categorized into 16 ADV-C1, one ADV-C5, two ADV-B3, three ADV-B7, two ADV-D17, two ADV-D19, and five ADV-D27, which were similar to the serotypes reported in severe pneumonia. Furthermore, three strains of C1 adenovirus were found to be highly homologous to the original strain AF534906 by sequencing, and the phylogenetic trees of the three main structural genes were all on the same branch as the original strain. Base mutations and amino acid variants were found in each structural gene segment. In clinical data, it’s found that patients with mutations are worse than those without mutations. CONCLUSION: Respiratory viruses are common in patients with poor prognosis of AECOPD, especially adenovirus, respiratory syncytial virus. Respiratory virus infections will lead to the deterioration of patients with AECOPD, accompanied by longer treatment cycles and poor prognosis. Show more

Keywords: Chronic obstructive pulmonary disease, respiratory virus infections, genotyping

DOI: 10.3233/THC-240010

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4203-4221, 2024

Authors: R, Seethalakshmi | S, Hariharan | Karnan, Hemalatha | V, Keerthana | V, Akshara

Article Type: Research Article

Abstract: BACKGROUND: Atherosclerosis is a condition which disrupts blood flow due to plaque build-up inside the arteries. Under conditions where consecutive plaques are prevailing blood hammer principle is exhibited. OBJECTIVE: The pressure and shear stress produced at an infinitesimal area act as the governing equation for stent modeling. The leading order pressure lays the foundation for the design of cardiac stents with definite dimensions. METHOD: The designed stent was encapsulated inside a crimper validated through ANSYS-static and transient structural simulation to derive the total deformation, equivalent strain, and stress exerted on the stent. Five …different biomaterials stainless steel 316, cobalt, chromium, platinum, and Poly lactic acid were selected for the material assessment. RESULT: Static and Transient structural analysis for a period of 1 and 10 secs was implemented for a stent with and without a crimper. The material performance in terms of total deformation, equivalent stress, and strain are analyzed. CONCLUSION: The paper envisions the dynamics of blood hammer in atherosclerosis that provides the changes in the pressure and clotting process. It shows the promising results of the stent behavior in varied forces which gives valuable insights for future improvement in stent design and material selection. Show more

Keywords: Atherosclerosis, blood hammer, stent, transient

DOI: 10.3233/THC-240051

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4223-4238, 2024

Authors: Bhatt, Ashish | Nigam, Vineeta Saxena

Article Type: Research Article

Abstract: BACKGROUND: Brain tumor is an extremely dangerous disease with a very high mortality rate worldwide. Detecting brain tumors accurately is crucial due to the varying appearance of tumor cells and the dimensional irregularities in their growth. This poses a significant challenge for detection algorithms. Currently, there are numerous algorithms utilized for this purpose, ranging from transform-based methods to those rooted in machine learning techniques. These algorithms aim to enhance the accuracy of detection despite the complexities involved in identifying brain tumor cells. The major limitation of these algorithms is the mapping of extracted features of a brain tumor in …the classification algorithms. OBJECTIVE: To employ a combination of transform methods to extract texture feature from brain tumor images. METHODS: This paper employs a combination of transform methods based on sub band decomposition for texture feature extraction from MRI scans, hybrid feature optimization methods using firefly and glow-worm algorithms for selection of feature, employment of MKSVM algorithm and stacking ensemble classifier for classification and application of the feature of fusion of different feature extraction methods. RESULTS: The algorithm under consideration has been put into practice using MATLAB, utilizing datasets from BRATS (Brain Tumor Segmentation) for the years 2013, 2015, and 2018. These datasets serve as the foundation for testing and validating the algorithm’s performance across different time periods, providing a comprehensive assessment of its effectiveness in detecting brain tumors. The proposed algorithm achieves maximum detection accuracy, detection sensitivity and specificity up to 98%, 99% and 99.5% respectively. The experimental outcomes showcase the efficiency of the algorithm in detection of brain tumor. CONCLUSION: The proposed work mainly contributes in brain tumor detection in the following aspects: a) use of combination of transform methods for texture feature extraction from MRI scans b) hybrid feature selection methods using firefly and glow-worm optimization algorithms for selection of feature c) employment of MKSVM algorithm and stacking ensemble classifier for classification and application of the feature of fusion of different feature extraction methods. Show more

Keywords: Brain tumor, transform function, feature fusion, optimization, machine learning algorithm

DOI: 10.3233/THC-240052

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4239-4256, 2024

Authors: Hwang, Daon | Cho, Ki Hun

Article Type: Research Article

Abstract: BACKGROUND: Traditional canes have no special functions besides weight support, and their long-term use may cause secondary damage to the musculoskeletal system and gait deviation. OBJECTIVE: This study aimed to investigate the usability of the cane-combined weight support feedback device (CWSFD) to identify areas requiring improvement and the current level of satisfaction. METHODS: As a collet-type device, the CWSFD has a structure allowing attachment and detachment at the lower end of a traditional mono cane. To assess the level of satisfaction and areas of improvement regarding the novel CWSFD, a usability test was …conducted on 10 physical therapists with ⩾ 20 years of clinical experience. The usability test comprised a satisfaction survey questionnaire to determine the level of satisfaction, and an in-depth interview to identify the points of improvement. RESULTS: The usability test demonstrated a moderate or higher level of satisfaction in all tested items, and the in-depth interview revealed that the device should have a lower weight with a greater diversity of feedback. CONCLUSIONS: We anticipate that by implementing the respective improvements, a novel device will be developed in the future; for its commercialization, studies to verify the clinical effectiveness are warranted. Show more

Keywords: Cane, gait, satisfaction, usability test, weight support

DOI: 10.3233/THC-240056

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4257-4265, 2024

Authors: K, Gayathri | N, Uma Maheswari | R, Venkatesh | B, Ganesh Prabu

Article Type: Research Article

Abstract: BACKGROUND: The left ventricle segmentation (LVS) is crucial to the assessment of cardiac function. Globally, cardiovascular disease accounts for the majority of deaths, posing a significant health threat. In recent years, LVS has gained important attention due to its ability to measure vital parameters such as myocardial mass, end-diastolic volume, and ejection fraction. Medical professionals realize that manually segmenting data to evaluate these processes takes a lot of time, effort when diagnosing heart diseases. Yet, manually segmenting these images is labour-intensive and may reduce diagnostic accuracy. OBJECTIVE/METHODS: This paper, propose a combination of different deep neural networks for …semantic segmentation of the left ventricle based on Tri-Convolutional Networks (Tri-ConvNets) to obtain highly accurate segmentation. CMRI images are initially pre-processed to remove noise artefacts and enhance image quality, then ROI-based extraction is done in three stages to accurately identify the LV. The extracted features are given as input to three different deep learning structures for segmenting the LV in an efficient way. The contour edges are processed in the standard ConvNet, the contour points are processed using Fully ConvNet and finally the noise free images are converted into patches to perform pixel-wise operations in ConvNets. RESULTS/CONCLUSIONS: The proposed Tri-ConvNets model achieves the Jaccard indices of 0.9491 ± 0.0188 for the sunny brook dataset and 0.9497 ± 0.0237 for the York dataset, and the dice index of 0.9419 ± 0.0178 for the ACDC dataset and 0.9414 ± 0.0247 for LVSC dataset respectively. The experimental results also reveal that the proposed Tri-ConvNets model is faster and requires minimal resources compared to state-of-the-art models. Show more

Keywords: Left ventricle, convolutional neural networks, deep learning, region of interest, MRI

DOI: 10.3233/THC-240062

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4267-4289, 2024

Authors: Zhang, Hongru | Wang, Chen | Yang, Ning

Article Type: Research Article

Abstract: BACKGROUND: Early identification of sepsis has been shown to significantly improve patient prognosis. OBJECTIVE: Therefore, the aim of this meta-analysis is to systematically evaluate the diagnostic efficacy of machine-learning algorithms for sepsis prediction. METHODS: Systematic searches were conducted in PubMed, Embase and Cochrane databases, covering literature up to December 2023. The keywords included machine learning, sepsis and prediction. After screening, data were extracted and analysed from studies meeting the inclusion criteria. Key evaluation metrics included sensitivity, specificity and the area under the curve (AUC) for diagnostic accuracy. RESULTS: The …meta-analysis included a total of 21 studies with a data sample size of 4,158,941. Overall, the pooled sensitivity was 0.82 (95% confidence interval [CI] = 0.70–0.90; P < 0.001; I 2 = 99.7%), the specificity was 0.91 (95% CI = 0.86–0.94; P < 0.001; I 2 = 99.9%), and the AUC was 0.94 (95% CI = 0.91–0.96). The subgroup analysis revealed that in the emergency department setting (6 studies), the pooled sensitivity was 0.79 (95% CI = 0.68–0.87; P < 0.001; I 2 = 99.6%), the specificity was 0.94 (95% CI 0.90–0.97; P < 0.001; I 2 = 99.9%), and the AUC was 0.94 (95% CI = 0.92–0.96). In the Intensive Care Unit setting (11 studies), the sensitivity was 0.91 (95% CI = 0.75–0.97; P < 0.001; I 2 = 98.3%), the specificity was 0.85 (95% CI = 0.75–0.92; P < 0.001; I 2 = 99.9%), and the AUC was 0.93 (95% CI = 0.91–0.95). Due to the limited number of studies in the in-hospital and mixed settings (n < 3), no pooled analysis was performed. CONCLUSION: Machine-learning algorithms have demonstrated excellent diagnostic accuracy in predicting the occurrence of sepsis, showing potential for clinical application. Show more

Keywords: Sepsis, machine learning, prediction, meta-analysis

DOI: 10.3233/THC-240087

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4291-4307, 2024

Authors: Rajeshkumar, C. | Soundar, K. Ruba

Article Type: Research Article

Abstract: BACKGROUND: Due to the increasing prevalence of respiratory diseases and the importance of early diagnosis. The need for non-invasive and touchless medical diagnostic solutions has become increasingly crucial in modern healthcare to detect lung abnormalities. OBJECTIVE: Existing methods for lung abnormality detection often rely on invasive and time-consuming procedures limiting their effectiveness in real-time diagnosis. This work introduces a novel Touchless Lung Abnormality (TO-LAB) detection model utilizing universal software radio peripherals (USRP) and machine learning algorithms. METHODS: The TO-LAB model integrates a blood pressure meter and an RGB-D depth-sensing camera to gather individual …data without physical contact. Heart rate (HR) is analyzed through image conversion to IPPG signals, while blood pressure (BP) is obtained via analog conversion from the blood pressure meter. This touchless imaging setup facilitates the extraction of essential signal features crucial for respiratory pattern analysis. Advanced computer vision algorithms like Mel-frequency cepstral coefficients (MFCC) and Principal Component Analysis (PCA) process the acquired data to focus on breathing abnormalities. These features are then combined and inputted into a machine learning-based Multi-class SVM for breathing activity analysis. The Multi-class SVM categorizes breathing abnormalities as normal, shallow, or elevated based on the fused features. The efficiency of this TO-LAB model is evaluated with the simulated and real-time data. RESULTS: According to the findings, the proposed TO-LAB model attains the maximum accuracy of 96.15% for real time data; however, the accuracy increases to 99.54% for simulated data for the efficient classification of breathing abnormalities. CONCLUSION: From this analysis, our model attains better results in simulated data but it declines the accuracy while processing with real-time data. Moreover, this work has a significant medical impact since it presents a solution to the problem of gathering enough data during the epidemic to create a realistic model with a large dataset. Show more

Keywords: Breathing abnormality, touchless detection, universal software radio peripherals, machine learning, multi-class SVM

DOI: 10.3233/THC-240149

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4309-4330, 2024

Authors: Ni, Boye | Jin, Huaping | Wu, Wei

Article Type: Research Article

Abstract: BACKGROUND: According to the Global Burden of Disease Study the prevalence of stroke worldwide has significantly increased from 1990 to 2019, making it the second leading cause of death worldwide. Approximately 70%–80% of stroke patients are unable to live independently due to disability. OBJECTIVE: To explore the therapeutic effect of proprioceptive neuromuscular facilitation (PNF) combined with muscle energy technique (MET) on post-stroke dysphagia. METHODS: A total of 122 stroke patients with dysphagia admitted to our hospital from January 2017 to December 2020 were divided into the control group (n = …61) and the study group (n = 61). Patients in the control group received conventional rehabilitation plans, while those in the study group were given a combined therapy of MET and PNF. Standard Swallowing Function Assessment Scale (SSA), Videofluoroscopic Swallow Study (VFSS), Swallowing Quality of Life (SWAL-QOL) scores, Water Swallow Test (WST) grading, and efficacy indicators were compared between two group with t -tests, Wilcoxon signed-rank test, χ 2 test or Fisher’s exact probability test. RESULTS: After treatment, the study group showed lower SSA score (P = 0.036), and VFSS, P = 0.013 than the control group. The changes in SSA score (P = 0.013) and VFSS score (P < 0.001) in the study group were greater than the control group. Furthermore, after treatment, both the study group and the control group showed a decrease in WST grading (P < 0.001); and the degree of post-treatment WST grading decline in the study group was higher (P = 0.009). Besides, after treatment, the SWAL-QOL score of the study group was higher than the control group (P < 0.001); and the effective rate of patients in the study group was higher than that in the control group (P = 0.021). CONCLUSION: Compared with traditional rehabilitative training strategies, PNF combined with MET can effectively improve swallowing function, and enhance the quality of life in patients with post-stroke dysphagia. Show more

Keywords: Proprioceptive neuromuscular facilitation, muscle energy technique, stroke, dysphagia

DOI: 10.3233/THC-240220

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4331-4342, 2024

Authors: Lu, Jieting | Sun, Xiaoling | Zhang, Yun

Article Type: Research Article

Abstract: BACKGROUND: Nursing management considers nursing quality management at its core. Evaluation indexes of nursing quality not only control nursing quality, measure work enthusiasm, and judge the difference in nursing levels but also help nurses accurately understand the satisfaction degree of patients. OBJECTIVE: To analyze pediatric tumor nursing quality evaluation indexes and establish a scientific and rigorous index system of children’s nursing quality. METHODS:   Based on the “structure-process-result” in this study, the Delphi method was used to carry out questionnaire investigations and opinion collection for domestic experts in pediatrics, pediatric oncology internal medicine, and pediatric oncology …surgical care and clinical aspects two times. In addition, the Kendall coordination coefficient and analytic hierarchy process were used to determine the content of indicators at all levels, set the weight, and finally establish the quality index system of pediatric tumor nursing. RESULTS: The response rate of 27 experts in the first round of the questionnaire was 100%, Ca0.77, Cs,0.73, Cr0.75, and the W value of the expert coordination coefficient was 0.315. In the second round of 27 expert consultations, the reply rate was 96%, Ca0.81, Cs0.80, Cr0.805, and the specialist coordination coefficient W value was 0.369. After two rounds of consultation, the importance evaluation scores of each indicator ranged from 3.31 to 4.88 and 3.29 to 5.00, respectively, and more than 94.7% of the indicators’ importance evaluation scores were higher than 3.50. Finally, 3 Level-1 indicators, 12 Level-2 indicators, and 54 Level-3 indicators are established. CONCLUSION: This study has established a simple, comprehensive, and scientific quality index system for pediatric tumor nursing, highlighted the characteristics of pediatric tumor nursing, and provided an evaluation system for specialized nursing of pediatric tumors to more standardized pediatric tumor nursing and contribute to the sustainable and scientific development of pediatric tumor nursing. Show more

Keywords: Pediatric tumor, tumor nursing, quality indexes, Delphi method, health care, semi-structured interview method, oncology nurses

DOI: 10.3233/THC-240252

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4343-4351, 2024

Authors: Tian, Wei | Zhang, Sheng | Gao, Yuan | Wang, Yan | Cui, Qianqian

Article Type: Research Article

Abstract: BACKGROUND: Irrational pharmacotherapy and increasing pharmacy costs remain major concerns in healthcare systems. Pharmacists are expected to employ diagnosis-related group (DRG) data to analyse inpatient pharmacy utilization. OBJECTIVE: This project aimed to pilot an efficient pharmacist-led programme to analyse factors related to pharmacy expenses, evaluate the rational use of drugs in batch processing, and make further interventions based on DRG data. METHODS: Patients from the OB25 (caesarean section without comorbidities or complications) DRG were selected in 2018, and the most relevant factors were identified through statistical analysis. Interventions were implemented by sending monthly …reports on prescribing data and drug review results for the same DRGs to the department starting in 2019. Pre–post comparisons were conducted to demonstrate changes in pharmacy costs and appropriateness at a tertiary teaching hospital with 2,300 beds in China. RESULTS: A total of 1,110 patients were identified from the OB25 DRG data in 2018. Multivariate linear analysis indicated that the number of items prescribed and wards substantially influenced pharmacy expenditure. Drugs labelled as vital, essential, and non-essential revealed that 46.6% of total pharmacy costs were spent on non-essential drugs, whereas 38.7% were spent on vital drugs. The use of inappropriate pharmaceuticals and drug items was substantially reduced, and the average pharmacy cost after intervention was 336.7 RMB in 2020. The benefit–cost ratio of the programme was 9.86. CONCLUSION: Interventions based on DRG data are highly efficient and feasible for reducing inpatient pharmacy costs and non-essential drug use. Show more

Keywords: Diagnosis-related groups, rational use of drugs, cost savings, prescribing behaviour, pharmacist intervention

DOI: 10.3233/THC-240284

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4353-4363, 2024

Authors: Pélissier, Léna | Beraud, Duane | Pereira, Bruno | Couret, Alexis | Isacco, Laurie | Thivel, David

Article Type: Research Article

Abstract: BACKGROUND: Exploring the independent effect of mechanical discharge in response to weight loss (WL) seems necessary but remains highly challenging from a methodological point. Anti-gravity treadmills could be relevant to simulate a mechanical WL by body weight support (BWS), but their reliability remains unclear to properly explore exercise energy metabolism, especially at low degrees of alleviations. OBJECTIVE: The study aimed to evaluate the accuracy and reproducibility of an anti-gravity treadmill to generate BWS, and the reproducibility of cardiometabolic responses to an exercise performed at low degrees of BWS on this device. METHODS: Observed …BWS of 18 normal-weight males was obtained twice at seven degrees of target BWS (i.e., 0, 3, 6, 9, 12, 15, 18%) using a digital scale inside the anti-gravity treadmill, and was compared to the expected BWS. Then, 15 of them performed 5-min bout of low-intensity walking exercise at these degrees of BWS in a randomized order, separated by 4-min rest. The exercise was identically repeated on three occasions separated by a minimum of 3 days. Energy metabolism and heart rate (HR) were measured throughout the exercise by indirect calorimetry and a HR monitor, respectively. RESULTS: The observed BWS were significantly different from the expected BWS (p < 0.001), and there was a high inter- and intra-individual variability in BWS generated by the anti-gravity treadmill. Results showed an overall good reliability of VO2 (intraclass correlation coefficients (ICC) values ranging from 0.67 to 0.85) and HR (ICC > 0.8) in response to exercise. An effect of the degree of BWS was observed for VO2 (p < 0.001), illustrating reduced values at 15% and 18% of BWS compared to 0, 3, and 6%. CONCLUSIONS: Such device might not be adapted to simulate low degrees of WL in normal-weight males, particularly when it comes to the exploration of energy metabolism. Show more

Keywords: Lower-body positive pressure, accuracy, alleviation, exercise, energy metabolism

DOI: 10.3233/THC-240314

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4365-4380, 2024

Authors: H, Summia Parveen | S, Karthik | R, Sabitha

Article Type: Research Article

Abstract: BACKGROUND: Early pregnancy thyroid function assessment in mothers is covered. The benefits of using load-specific reference ranges are well-established. OBJECTIVE: We pondered whether the categorization of maternal thyroid function would change if multiple blood samples obtained early in pregnancy were used. Even though binary classification is a common goal of current disease diagnosis techniques, the data sets are small, and the outcomes are not validated. Most current approaches concentrate on model optimization, focusing less on feature engineering. METHODS: The suggested method can predict increased protein binding, non-thyroid syndrome (NTIS) (simultaneous non-thyroid disease), autoimmune …thyroiditis (compensated hypothyroidism), and Hashimoto’s thyroiditis (primary hypothyroidism). In this paper, we develop an automatic thyroid nodule classification system using a multi-scale vision transformer and image enhancement. Graph equalization is the chosen technique for image enhancement, and in our experiments, we used neural networks with four-layer network nodes. This work presents an enhanced linguistic coverage neuro-fuzzy classifier with chosen features for thyroid disease feature selection diagnosis. The training procedure is optimized, and a multi-scale vision transformer network is employed. Each hop connection in Dense Net now has trainable weight parameters, altering the architecture. Images of thyroid nodules from 508 patients make up the data set for this article. Sets of 80% training and 20% validation and 70% training and 30% validation are created from the data. Simultaneously, we take into account how the number of training iterations, network structure, activation function of network nodes, and other factors affect the classification outcomes. RESULTS: According to the experimental results, the best number of training iterations is 500, the logistic function is the best activation function, and the ideal network structure is 2500-40-2-1. CONCLUSION: K-fold validation and performance comparison with previous research validate the suggested methodology’s enhanced effectiveness. Show more

Keywords: Maternal thyroid disease, multi-scale vision transformer, improved linguistic hedges, neural-fuzzy classifier

DOI: 10.3233/THC-240362

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4381-4402, 2024

Authors: Xu, Leilei | Hua, Fu | Li, Changhua | Xu, Tong

Article Type: Research Article

Abstract: BACKGROUND: Laparoscopic and robotic-assisted techniques have gained popularity, and endometrial cancer (EC) remains a significant health problem among women. OBJECTIVE: Minimally invasive surgical (MIS) therapy options for early endometrial cancer will be evaluated for their effectiveness and safety is the aim of this paper. We also investigate the differences in oncologic outcomes between MIS and open surgery (OS) for individuals with early-stage EC. The patient was diagnosed with early-stage EC and treated with laparoscopic surgery and was the focus of a retrospective analysis. 162 patients with early EC were analyzed, with diagnoses occurring between 2002 and …2022. METHODS: The patients were fragmented into two groups, one for OS and another for laparoscopic procedures. The total tumor excision and recurrence rates were identical across the two methods, indicating similar oncologic results. Rates of complications were likewise comparable across the two groups. RESULTS: The quality of life ratings of patients with robotic-assisted surgery was higher than those with laparoscopic surgery. Sixty-two (62.2%) of the 162 patients in this research had OS, whereas Fifty-six (57.8%) had MIS. The probability of recurrence of EC from stages III to IV was significanitly higher in women who had OS. CONCLUSION: Minimally invasive procedures were shown to be effective in treating early-stage EC, and while these findings provide support for their usage, larger multicenter randomized controlled studies are required to verify these results and further examine possible long-term advantages. Patients with early-stage EC, regardless of histologic type, had superior survival rates with MIS compared to OS. Show more

Keywords: Early stage, endometrial cancer (EC), adjuvant treatment, minimally invasive surgery (MIS), open surgery (OS)Highlights•Certain patients with endometrial cancer at an early stage may be candidates for minimally invasive surgical. •There are several benefits to treating early endometrial cancer with minimally invasive surgical.•Selecting patients for minimally invasive treatments of early-stage endometrial cancer and performing thorough preoperative evaluations are essential for maximizing the probability of success.

DOI: 10.3233/THC-240439

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4403-4415, 2024

Authors: Cheng, Changfeng | Wang, Jiening | Yang, Kun | Wu, Xubo | Ren, Xue | Liu, Tiantian | Zhao, Zhongzhi | Zhang, Beibei | Ma, Bitao | Jiang, Liming

Article Type: Research Article

Abstract: BACKGROUND: Knee osteoarthritis is a common degenerative joint disease where a single treatment method often fails to fully alleviate symptoms. Hence, finding effective non-invasive combined treatment approaches is particularly crucial. OBJECTIVE: The efficacy of treating knee osteoarthritis with hip abductors exercise training combined with repetitive transcranial magnetic stimulation was assessed through functional scales and objective evaluation methods. METHODS: In this four-week randomized clinical trial, 160 patients meeting inclusion criteria were randomly assigned 1:1 to group A to receive oral celecoxib and group B to receive a combination of hip abductors exercise training and …repeated transcranial magnetic stimulation. The primary outcome was the western Ontario and McMaster universities osteoarthritis index. The secondary outcomes include Visual Analogue Scale, knee outcome survey activities of daily living scale, Active Range of Motion, and the Quadriceps Angle, the tibiofemoral angle, peak adductor moment, the integrated electromyography and root mean square of the surface electromyography of the lower extremity muscles. Paired sample t test was used for Within-Group comparison of outcome indicators, and independent sample t test was used for Between-Group comparison. RESULTS: Of the 160 randomly assigned patients, 150 completed the study. After 4 weeks, the WOMAC index decreased from 61 ± 10.83 to 40.55 ± 7.58 in the combined treatment group and from 60.97 ± 10.18 to 47.7 ± 10.13 in the celecoxib group. The effect of the combined treatment group was significantly higher than that in the celecoxib group (P < 0.001). In the combined treatment group, the score of knee joint daily living scale increased (P < 0.001), the active range of motion increased (P < 0.001), the quadriceps angle decreased (P < 0.001), the tibiofemoral angle increased (P < 0.001), and the peak adduction moment decreased (P < 0.001), integrated electromyography and root mean square increased (P < 0.001), and the effect was better than that of celecoxib group (P < 0.001). The visual analog scale score in celecoxib group was lower (P < 0.001) and knee outcome survey activities of daily living scale was higher (P < 0.001). The incidence of treatment-related adverse events was 10% in the celecoxib group and 2.5% in the combined treatment group, all of which were mild. CONCLUSIONS: Hip abductors exercise training combined with repetitive transcranial magnetic stimulation can enhance abduction muscle strength, improve mobility, reduce joint pain, and enhance quality of life. This combined approach shows superior clinical effectiveness compared to oral celecoxib. Show more

Keywords: Knee osteoarthritis, hip abductors exercise training, repetitive transcranial magnetic stimulation, surface electromyography, celecoxib

DOI: 10.3233/THC-240456

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4417-4430, 2024

Authors: Wang, Zhanchao | Wang, Wei | Zuo, Bin | Lu, Hua

Article Type: Research Article

Abstract: BACKGROUND: Osteoarthritis (OA) and osteoporosis (OS) are the most common orthopedic diseases. OBJECTIVE: To identify important genes as biomarkers for the pathogenesis of OA and OS. METHODS: Microarray data for OA and OS were downloaded from the Gene Expression Omnibus database. Differentially expressed genes (DEGs) between the OA and healthy control groups and between the OS and healthy control groups were identified using the Limma software package. Overlapping hub DEGs were selected using MCC, MNC, DEGREE, and EPC. Weighted gene co-expression network analysis (WGCNA) was used to mine OA- and OS-related modules. Shared …hub DEGs were identified, human microRNA disease database was used to screen microRNAs associated with OA and OS, and an miRNA-target gene network was constructed. Finally, the expression of shared hub DEGs was evaluated. RESULTS: A total of 104 overlapping DEGs were identified in both the OA and OS groups, which were mainly related to inflammatory biological processes, such as the Akt and TNF signaling pathways Forty-six hub DEGs were identified using MCC, MNC, DEGREE, and EPC modules using different algorithms. Seven modules with 392 genes that highly correlated with disease were identified in the WGCNA. Furthermore, 10 shared hub DEGs were identified between the OA and OS groups, including OGN, FAP, COL6A3, THBS4, IGFBP2, LRRC15, DDR2, RND3, EFNB2, and CD48. A network consisting of 8 shared hub DEGs and 55 miRNAs was constructed. Furthermore, CD48 was significantly upregulated in the OA and OS groups, whereas EFNB2, DR2, COL6A3, and RND3 were significantly downregulated in OA and OS. Other hub DEGs were significantly upregulated in OA and downregulated in OS. CONCLUSIONS: The ten genes may be promising biomarkers for modulating the development of both OA and OS. Show more

Keywords: Osteoarthritis, osteoporosis, hub DEGs

DOI: 10.3233/THC-240574

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4431-4444, 2024

Authors: Yu, Qing | Hu, Jing

Article Type: Research Article

Abstract: BACKGROUND: The number of cesarean sections performed is increasing every year, and obstetric anesthesia is of great interest to physicians and research scholars because of its specificity, high risk, and high complication rate. OBJECTIVE: To investigate the effects of combined spinal epidural anesthesia (CSEA) with different intervertebral spaces during cesarean section on anesthesia effect, anesthesia onset time, anesthesia recovery time, maternal adverse reactions, and neonates. METHODS: Ninety-two women who underwent cesarean section in our hospital from September 2022 to February 2023 were selected as the study subjects and randomly divided them into two …groups (group A and group B), 46 women in each group. Group A underwent CSEA via an L2-3 gap and group B underwent CSEA via an L3-4 gap puncture. The anesthesia effect, anesthesia onset time, sensory recovery time, adverse effects, and neonatal Apgar score were compared between the two groups. RESULTS: When CSEA was performed from L2-3, the anesthesia efficiency was higher, but the difference was not statistically significant. When anesthesia was performed by puncture from L2-3, the onset of anesthesia and recovery time was shorter, and the incidence of intraoperative maternal nausea and vomiting, hypotension, respiratory depression, and other adverse reactions was low with a statistically significant difference. However, the Apgar scores of the neonates in the two groups have no difference. CONCLUSIONS: When CSEA is induced via L2-3 interspace, anesthesia has a rapid onset of action, shorter recovery time, and few maternal adverse effects, without affecting the final anesthetic outcome. Show more

Keywords: Combined spinal-epidural anesthesia, intervertebral spaces, cesarean section, difference

DOI: 10.3233/THC-240599

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4445-4452, 2024

Authors: K. P, Ajitha Gladis | D, Roja Ramani | N, Mohana Suganthi | P, Linu Babu

Article Type: Research Article

Abstract: BACKGROUND: Gastrointestinal tract (GIT) diseases impact the entire digestive system, spanning from the mouth to the anus. Wireless Capsule Endoscopy (WCE) stands out as an effective analytic instrument for Gastrointestinal tract diseases. Nevertheless, accurately identifying various lesion features, such as irregular sizes, shapes, colors, and textures, remains challenging in this field. OBJECTIVE: Several computer vision algorithms have been introduced to tackle these challenges, but many relied on handcrafted features, resulting in inaccuracies in various instances. METHODS: In this work, a novel Deep SS-Hexa model is proposed which is a combination two different deep …learning structures for extracting two different features from the WCE images to detect various GIT ailment. The gathered images are denoised by weighted median filter to remove the noisy distortions and augment the images for enhancing the training data. The structural and statistical (SS) feature extraction process is sectioned into two phases for the analysis of distinct regions of gastrointestinal. In the first stage, statistical features of the image are retrieved using MobileNet with the support of SiLU activation function to retrieve the relevant features. In the second phase, the segmented intestine images are transformed into structural features to learn the local information. These SS features are parallelly fused for selecting the best relevant features with walrus optimization algorithm. Finally, Deep belief network (DBN) is used classified the GIT diseases into hexa classes namely normal, ulcer, pylorus, cecum, esophagitis and polyps on the basis of the selected features. RESULTS: The proposed Deep SS-Hexa model attains an overall average accuracy of 99.16% in GIT disease detection based on KVASIR and KID datasets. The proposed Deep SS-Hexa model achieves high level of accuracy with minimal computational cost in the recognition of GIT illness. CONCLUSIONS: The proposed Deep SS-Hexa Model progresses the overall accuracy range of 0.04%, 0.80% better than GastroVision, Genetic algorithm based on KVASIR dataset and 0.60%, 1.21% better than Modified U-Net, WCENet based on KID dataset respectively. Show more

Keywords: Gastrointestinal tract, wireless capsule endoscopy, mobile network, structural and statistical features, deep belief network

DOI: 10.3233/THC-240603

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4453-4473, 2024

Authors: Teng, Xiaohuan | Sun, Yanrong | Zhao, Landi | Kang, Yingxian

Article Type: Research Article

Abstract: BACKGROUND: In 2019, approximately 330 million individuals in China were affected by cardiovascular diseases, with 11.4 million cases specifically attributed to coronary artery disease (CAD). A national public health report indicated that the mortality rate for CAD ranged from 121.59 to 130.14 per 100,000 individuals in 2019. The treatments for CAD include lifestyle changes, medications, percutaneous coronary intervention (PCI) and coronary artery bypass grafting. OBJECTIVE: To investigate the management effect of a digital health program in patients with coronary artery disease (CAD) after percutaneous coronary intervention (PCI). METHODS: This retrospective study compares …blood pressure, blood glucose, low-density lipoprotein cholesterol (LDL-C), medication adherence, lifestyle modification, and readmission rate between digital health users and traditional follow-up in post-PCI CAD patients. RESULTS: In this study of 698 CAD patients, the 6-month readmission rate of all patients was 27.4%, with digital health users showing lower rates than those in traditional follow-up (22.6% vs. 32.1%, p = 0.005). Digital health users had significantly higher target achievements rates in blood pressure (79.7% vs. 54.7%, p < 0.001), blood glucose (98.9% vs. 82.5%, p < 0.001) and LDL-C level (71.3% vs. 52.7%, p < 0.001) at 6-month post-PCI. The digital health group had more patients adopting lifestyle changes, including quitting smoking, maintaining a healthy diet, and exercising regularly. In risk factor analysis, digital health utilization (OR = 0.60, 95%CI: 0.40–0.90, p = 0.014) and multivessel disease (double: OR = 1.72, 95%CI: 1.09—2.72, p = 0.02; triple: OR = 2.59, 95%CI: 1.61–4.17, p < 0.001) were independent predictors of CAD-related cardiovascular readmissions. CONCLUSIONS: Post-PCI patients using digital health platforms exhibited improved blood pressure, glucose, and LDL-C control, greater treatment adherence, enhanced lifestyle changes, and reduced six-month readmission rates versus those with traditional follow-up. Show more

Keywords: Coronary artery disease, PCI, disease management, digital health

DOI: 10.3233/THC-240621

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4475-4484, 2024

Authors: Radhakrishnan, Menaka | Ramamurthy, Karthik | Shanmugam, Saranya | Prasanna, Gaurav | S, Vignesh | Y, Surya | Won, Daehan

Article Type: Research Article

Abstract: BACKGROUND: Autism Spectrum Disorder (ASD) is a condition with social interaction, communication, and behavioral difficulties. Diagnostic methods mostly rely on subjective evaluations and can lack objectivity. In this research Machine learning (ML) and deep learning (DL) techniques are used to enhance ASD classification. OBJECTIVE: This study focuses on improving ASD and TD classification accuracy with a minimal number of EEG channels. ML and DL models are used with EEG data, including Mu Rhythm from the Sensory Motor Cortex (SMC) for classification. METHODS: Non-linear features in time and frequency domains are extracted and ML …models are applied for classification. The EEG 1D data is transformed into images using Independent Component Analysis-Second Order Blind Identification (ICA-SOBI), Spectrogram, and Continuous Wavelet Transform (CWT). RESULTS: Stacking Classifier employed with non-linear features yields precision, recall, F1-score, and accuracy rates of 78%, 79%, 78%, and 78% respectively. Including entropy and fuzzy entropy features further improves accuracy to 81.4%. In addition, DL models, employing SOBI, CWT, and spectrogram plots, achieve precision, recall, F1-score, and accuracy of 75%, 75%, 74%, and 75% respectively. The hybrid model, which combined deep learning features from spectrogram and CWT with machine learning, exhibits prominent improvement, attained precision, recall, F1-score, and accuracy of 94%, 94%, 94%, and 94% respectively. Incorporating entropy and fuzzy entropy features further improved the accuracy to 96.9%. CONCLUSIONS: This study underscores the potential of ML and DL techniques in improving the classification of ASD and TD individuals, particularly when utilizing a minimal set of EEG channels. Show more

Keywords: Independent component analysis – Second Order Blind Identification (ICA – SOBI), Continuous Wavelet transform (CWT), stacking classifier, hybrid model, spectrogram, electroencephalogram

DOI: 10.3233/THC-240644

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4485-4503, 2024

Authors: Cui, Lin | Zhang, Xueyan | Wen, Yingying | Li, Cuihua | Zhang, Jianyun | Cui, XiWei | Sun, Hao | Chang, Liu

Article Type: Research Article

Abstract: BACKGROUND: Endoscopic submucosal dissection (ESD) is a well-established treatment for gastrointestinal tumors and enables en bloc resection. Adequate counter traction with good visualization is important for safe and effective dissection. OBJECTIVE: Based on magnetic anchor-guided endoscopic submucosal dissection (MAG-ESD), we would like to explore the feasibility of magnetic hydrogel as an internal magnetic anchor that can be injected into the submucosa through an endoscopic needle to assist colonic endoscopic submucosal dissection. METHODS: This prospective trial was conducted on 20 porcine colons ex vivo. We injected magnetic hydrogel into submucosa of the porcine colons …ex vivo for MAG-ESD to evaluate the traction effect and operation satisfaction. RESULTS: Magnetic hydrogel assisted ESD was successfully performed on 20 porcine colons ex vivo. Adequate counter traction with good visualization was successfully obtained during the procedure of dissection. CONCLUSION: Magnetic hydrogel assisted MAG-ESD is feasible and effective. Show more

Keywords: Magnetic surgery, magnetic hydrogel, magnetic anchor-guided endoscopic submucosal dissection, colonic tumorsMain points:•Magnetic hydrogel can play the role of target magnet during ESD, which can provide adequate counter traction with good visualization and effective dissection;•Magnetic hydrogel can make ESD more simple and efficient, shorten the procedure time, improve the endoscopists’ satisfaction, especially for ESD beginners more friendly.

DOI: 10.3233/THC-240653

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4505-4514, 2024

Authors: Zhao, Zhifeng | Yua, Yadong

Article Type: Research Article

Abstract: BACKGROUND: Lung cancer (LC) is one of the leading causes of death worldwide. Treatment methodologies such as chemotherapy and radiotherapy have improved patient survival rates. Nevertheless, these treatments can also lead to adverse reactions and impact patients’ nutritional status and quality of life (QOL). Antibiotics are commonly used for treating infections, but there is still controversy regarding their potential adverse effects on LC patients. OBJECTIVE: This work aimed to investigate the impact of antibiotic adoption on the nutritional status and QOL of LC patients undergoing radiotherapy or chemotherapy, providing valuable insights for the clinical management of …LC. METHODS: A meta-analysis approach was employed to comprehensively evaluate the relationship by synthesizing relevant literature. Published studies were identified through searches in databases such as PubMed, EMBASE, Cochrane Library, Web of Science, and CNKI. The inclusion criteria encompassed randomized controlled trials, cohort studies, and cross-sectional studies. Assessment indicators included patient weight, BMI, hemoglobin levels, and QOL. Meta-analysis was conducted using software such as the Cochrane Collaboration and RevMan5.3. Heterogeneity was evaluated using the Higgins I 2 index, where values between 25% and 50% indicate moderate heterogeneity, and values greater than 50% indicate substantial heterogeneity. RESULTS: 12 eligible studies involving 1,917 patients were finally included. LC patients who received antibiotics during radiotherapy or chemotherapy were found to have a higher risk of malnutrition. The antibiotic group exhibited a more significant decrease in body mass index (BMI) (P < 0.05) and lower serum albumin levels (P < 0.05) versus the control (C) group. Additionally, the overall QOL scores in the antibiotic group were dramatically lower than those in the C group, showing a significant difference with P < 0.05. Sensitivity analysis indicated that the overall conclusions of this work were robust and unbiased. CONCLUSION: Antibiotics in LC patients undergoing radiotherapy or chemotherapy may increase the risk of malnutrition and decrease their QOL. Hence, physicians should carefully consider antibiotics and take necessary preventive measures and supportive treatments to improve LC patients’ nutritional status and QOL. Show more

Keywords: Antibiotics, lung cancer patients, radiotherapy, chemotherapy, nutritional status, quality of life

DOI: 10.3233/THC-240660

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4515-4536, 2024

Authors: Takahashi, Hakuo | Yamashita, Shingo | Yakura, Nobuki

Article Type: Research Article

Abstract: BACKGROUND: Blood pressure (BP) naturally undergoes fluctuations and variations, particularly during anesthesia administration during surgery, hemodialysis, upper and lower gastrointestinal endoscopy, exercise testing, arterial and venous catheterization, and rehabilitation. These changes in BP may lead to life-threatening events. OBJECTIVES: The performance of the Omron HBP-M4500 device in monitoring blood pressure (BP) in the upper arm was validated according to the International Organization for Standardization (ISO) 81060-2:2018+ amendment (Amd) 1:2020 protocol. METHODS: The device was used to assess 113 participants in the inflation mode, and 107 participants in the deflation mode. All …the patients fulfilled the inclusion criteria, including the arm circumference range and systolic and diastolic BP levels, outlined in the protocol. Data validation and analysis were performed according to the manufacturer’s instructions. RESULTS: In criterion 1, the mean ± standard deviation (SD) values of the differences between the test device and reference BP were - 0.6 ± 5.80/2.8 ± 6.78 mmHg (systolic/diastolic) and - 1.0 ± 5.35/3.2 ± 6.52 mmHg for the inflation and deflation modes, respectively. These data fulfilled the ISO81060-2:2018+ Amd1:2020 requirements of ⩽ 5 ± ⁣ ⩽ 8 mmHg. In criterion 2, the differences were - 0.6 ± 4.44/2.8 ± 6.26 and - 1.0 ± 3.84/3.2 ± 6.09 mmHg for the inflation and deflation modes, respectively, fulfilling criterion 2 with SD values of ⩽ 6.91 and ⩽ 6.87 for systolic BP and ⩽ 6.34 and ⩽ 6.14 for diastolic BP in the inflation and deflation modes, respectively. These two criteria were fulfilled in both studies. CONCLUSION: The Omron HBP-M4500 device, either in inflation or deflation mode, fulfilled the criteria outlined in the ISO protocol. Therefore, this device is valuable for BP measurement in clinical and hospital settings. Show more

Keywords: Blood pressure monitoring device, validation study, international protocol

DOI: 10.3233/THC-240676

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4537-4544, 2024

Authors: Mansoor, C.M.M. | Chettri, Sarat Kumar | Naleer, H.M.M.

Article Type: Research Article

Abstract: BACKGROUND: Heart disease is a severe health issue that results in high fatality rates worldwide. Identifying cardiovascular diseases such as coronary artery disease (CAD) and heart attacks through repetitive clinical data analysis is a significant task. Detecting heart disease in its early stages can save lives. The most lethal cardiovascular condition is CAD, which develops over time due to plaque buildup in coronary arteries, causing incomplete blood flow obstruction. Machine Learning (ML) is progressively used in the medical sector to detect CAD disease. OBJECTIVE: The primary aim of this work is to deliver a state-of-the-art approach …to enhancing CAD prediction accuracy by using a DL algorithm in a classification context. METHODS: A unique ML technique is proposed in this study to predict CAD disease accurately using a deep learning algorithm in a classification context. An ensemble voting classifier classification model is developed based on various methods such as Naïve Bayes (NB), Logistic Regression (LR), Decision Tree (DT), XGBoost, Random Forest (RF), Convolutional Neural Network (CNN), Support Vector Machine (SVM), K Nearest Neighbor (KNN), Bidirectional LSTM and Long Short-Term Memory (LSTM). The performance of the ensemble models and a novel model are compared in this study. The Alizadeh Sani dataset, which consists of a random sample of 216 cases with CAD, is used in this study. Synthetic Minority Over Sampling Technique (SMOTE) is used to address the issue of imbalanced datasets, and the Chi-square test is used for feature selection optimization. Performance is assessed using various assessment methodologies, such as confusion matrix, accuracy, recall, precision, f1-score, and auc-roc. RESULTS: When a novel algorithm achieves the highest accuracy relative to other algorithms, it demonstrates its effectiveness in several ways, including superior performance, robustness, generalization capability, efficiency, innovative approaches, and benchmarking against baselines. These characteristics collectively contribute to establishing the novel algorithm as a promising solution for addressing the target problem in machine learning and related fields. CONCLUSION: Implementing the novel model in this study significantly improved performance, achieving a prediction accuracy rate of 92% in the detection of CAD. These findings are competitive and on par with the top outcomes among other methods. Show more

Keywords: Machine learning, coronary artery disease, heart disease, feature selection, classification

DOI: 10.3233/THC-240740

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4545-4569, 2024

Authors: Liu, Fengjie | Wang, Buquan | Mao, Chenggang

Article Type: Research Article

Abstract: BACKGROUND: Allergic Rhinitis (AR), a prevalent condition in otorhinolaryngology, is mediated by Type 1 hypersensitivity through IgE, characterized by Type 2 inflammatory response and eosinophil infiltration in the nasal mucosa. Since AR disease exhibits significant heterogeneity in symptom severity, an objective assessment of AR severity may facilitate better individualized treatment. OBJECTIVE: To explore the changes in peripheral blood IL-9, Th9, and BAFF levels of allergic rhinitis (AR) in patients and the clinical significance associated with it. METHODS: A retrospective study selected 80 AR patients admitted from January 2022 to October 2022 as the …case group, dividing them into mild and moderate-to-severe groups based on symptom scores. Concurrently, 50 patients without AR, who were treated for nasal bone fractures or underwent septoplasty, were selected as the group for comparison. Alterations in the expression levels of peripheral blood IL-9, Th9, and BAFF were analyzed and compared among the different groups. The diagnostic value of serum BAFF for the severity of AR was analyzed using the receiver operating characteristic (ROC) curve. RESULTS: Noticeable variations were observed in clinical variables among the three groups such as, total IgE levels, peripheral blood eosinophil count and proportion, TNSS, and VAS (P < 0.05), while no statistically significant differences were observed in other variables (P > 0.05). The comparison of IL-9, Th9, and BAFF among the three groups revealed statistically significant differences (P < 0.05). Analysis using multivariate logistic regression revealed that IL-9 (OR = 2.365), Th9 (OR = 2.186), BAFF (OR = 2.307) were influencing factors of moderate-to-severe AR (P < 0.05). The ROC curve indicated that the AUC for the diagnosis of moderate-to-severe AR by IL-9, Th9, BAFF were 0.770, 0.734, 0.761, respectively, and the combined detection AUC was 0.888, an area under the curve higher than individual testing. CONCLUSION: Changes in peripheral blood IL-9, Th9, and BAFF levels in AR patients may function as indicators to assess the level of severity in diagnostic procedures. Show more

Keywords: Allergic rhinitis, peripheral blood, IL-9, Th9, BAFF, clinical significance

DOI: 10.3233/THC-240756

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4571-4580, 2024

Authors: Cai, Zhuhua | Guo, Xueke | Zheng, Ge | Xiang, Junmiao | Liu, Lingyun | Lin, Dongmei | Deng, Xiaohui

Article Type: Research Article

Abstract: BACKGROUND: Elevated levels of tumor necrosis factor-alpha (TNF-α ) have been associated with adverse pregnancy outcomes, specifically recurrent pregnancy loss (RPL). These elevated levels may be associated with the presence of autoantibodies. Although TNF-α inhibitors have shown promise in improving pregnancy rates, further research is needed to comprehend their impact and mechanisms in RPL patients. OBJECTIVE: This study aims to investigate the association between elevated TNF-α levels and autoantibodies in RPL patients, as well as evaluate the effect of TNF-α inhibition on pregnancy outcomes. …METHODS: A total of 249 RPL patients were included in this study. Serum levels of TNF-α , autoantibodies, and complement were measured and monitored. Among these patients, 138 tested positive for TNF-α , while 111 tested negative. The medical records of these patients were retrospectively evaluated. Additionally, 102 patients with elevated TNF-α levels were treated with TNF-α inhibitors, and their pregnancy outcomes were assessed. RESULTS: TNF-α -positive RPL patients had higher levels of complement C1q, anti-cardiolipin (ACL)-IgA, ACL-IgM ,ACL-IgG, thyroglobulin antibody, and Anti-phosphatidylserine/prothrombin IgM antibody, as well as a higher positive rate of antinuclear antibodies compared to TNF-α -negative patients (23.19% vs. 12.6%, P < 0.05). Conversely, complement C3 were lower in TNF-α -positive patients (t test, P < 0.05). The use of TNF-α inhibitors led to a reduction in the early abortion rate (13.7% vs. 44.4%, P < 0.001) and an improvement in term delivery rate (52.0% vs. 27.8%, P = 0.012). Furthermore, patients who used TNF-α inhibitors before 5 weeks of pregnancy had a lower early abortion rate (7.7% vs. 24.3%, P = 0.033) and a higher term delivery rate (69.2% vs. 48.6%, P = 0.033). CONCLUSION: TNF-α plays a role in the occurrence and development of RPL, and its expression is closely associated with autoantibodies and complements. TNF-α inhibitors increase the term delivery rate in TNF-α -positive RPL patients, and their use before 5 weeks of pregnancy may more beneficial. Show more

Keywords: Antinuclear antibodies, anti-phospholipid antibodies, estrogen, human chorionic gonadotropin, pregnancy, pregnancy outcome, tumor necrosis factor

DOI: 10.3233/THC-240757

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4581-4591, 2024

Authors: Hu, Xia | Jiang, Huiqing | Liu, Peizhen | Li, Zhiquan | Zhang, Ruiying

Article Type: Research Article

Abstract: BACKGROUND: The Stepped Care Model (SCM) is an evidence-based treatment approach that tailors treatment intensity based on patients’ health status, aiming to achieve the most positive treatment outcomes with the least intensive and cost-effective interventions. Currently, the effectiveness of the Stepped Care Model in postoperative rehabilitation for TKA (Total Knee Arthroplasty) patients has not been reported. OBJECTIVE: The present study aimed to investigate whether the stepped care model could improve early-stage self-report quality of life and knee function after total knee arthroplasty via a prospective randomized controlled design. METHODS: It was a mono-center, …parallel-group, open-label, prospective randomized controlled study. Patients who aging from 60–75 years old as well as underwent unilateral primary total knee arthroplasty due to end-stage knee osteoarthritis between 2020.06 to 2022.02 were enrolled. Participants were randomized and arranged into two groups in a 1:1 allocation. The control group was given traditional rehabilitation guidance, while the stepped care model group was given continued stepped care. Hospital for special surgery knee score, daily living ability (ADL), knee flexion range, and adverse events at 1, 3, and 6 months after total knee arthroplasty were recorded. RESULTS: 88 patients proceeded to the final analysis. There was no significant difference of age, gender, length of stay, BMI, and educational level between the two groups at the baseline. After specific stepped care model interventions, patients showed significant improvements in HHS in 1 month (85.00 (82.25, 86.00) vs. 80.00 (75.00, 83.00), p < 0.001), 3 months (88.00 (86.00, 92.00) vs. 83.00 (76.75, 85.00), p < 0.001), and 6 months (93.00 (90.25, 98.00) vs. 88.00 (84.25, 91.75), p < 0.001) when compared with the control group. Similar results were also found in both daily living ability and knee flexion angle measurements. No adverse event was observed during the follow-up. CONCLUSION: The present study found that the stepped care model intervention significantly improved early-stage knee function and self-reported life quality after total knee arthroplasty due to knee osteoarthritis. Female patients and those less than 70 years old benefit more from the stepped care model intervention after total knee arthroplasty. Show more

Keywords: Stepped care model, total knee arthroplasty, randomized controlled trail, knee function, life quality

DOI: 10.3233/THC-240780

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4593-4601, 2024

Authors: Wang, Ping | Ma, Shumei | Wang, Xuelian

Article Type: Research Article

Abstract: BACKGROUND: Soft ureteroscopic holmium laser lithotripsy is becoming increasingly popular as the preferred method for treating mid-to-lower ureteral stones. Studies have indicated that the size, composition, hardness, and fragility of the stones can impact the treatment’s effectiveness. OBJECTIVE: To explore the relationship between stone volume, average CT value and operation time and efficiency before ureteral soft lens laser lithotripsy. METHODS: Our study on 126 patients undergoing ureteroscopic holmium laser lithotripsy for ureteral calculi from May 2020 to January 2022 categorized them into groups based on stone volume and CT value. We compared surgical …outcomes and analyzed correlations between stone characteristics, operation parameters, and stone clearance rate to identify independent risk factors influencing treatment efficacy. RESULTS: Group A demonstrated significantly shorter operation durations and lower blood loss compared to Group B, along with higher single stone clearance rates and fewer postoperative complications. Similarly, Group C exhibited shorter operation times, reduced blood loss, higher stone clearance rates, and lower complication rates than Group D. Preoperative stone volume and CT value correlated positively with operation time and stone clearance rate, with both factors identified as independent risk factors affecting ureteral stone clearance following holmium laser lithotripsy. CONCLUSION: The stone volume and average CT value before ureteral soft lens laser lithotripsy show a positive correlation with operation time and efficiency, indicating that larger stone volumes and higher CT values lead to slower lithotripsy speeds and reduced operation efficiency. Furthermore, preoperative stone volume and average CT value are identified as independent risk factors for residual stones. Show more

Keywords: Ureteral soft lens laser lithotripsy, stone volume, stone CT value, operation time, operation efficiency

DOI: 10.3233/THC-240794

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4603-4612, 2024

Authors: Milovanovic, Aleksandar | Isailovic, Velibor | Saveljic, Igor | Filipovic, Nenad

Article Type: Research Article

Abstract: BACKGROUND: Fractional flow reserve (FFR) determined invasively has been globally accepted as the gold standard for determining the functional significance of coronary artery stenoses. However, despite its great importance, the invasive method has certain disadvantages, including the risk of vascular injuries, the need for vasodilation, and significant medical costs. That is why great attention was paid to the development of non-invasive methods that would enable reliable diagnosis without exposing patients to the risk of unwanted consequences. OBJECTIVE: This paper aimed to create and verify an alternative, less resource- and time-demanding, non-invasive solution. METHODS: …The determination of FFR is based on the application of the fundamental laws of fluid dynamics. All energy losses in the coronary artery with stenosis were identified and analyzed in detail. A three-dimensional model of a coronary artery was generated using the corresponding angiographic images. Finally, the pressure due to stenosis was calculated and the FFR was determined. RESULTS: The results obtained using the proposed analytical method were compared with available experimental data for 40 patients who experienced the invasive coronary angiography. The coefficient of determination, mean difference and standard deviation values are determined to be 0.726, - 0.017 and 0.056, respectively. These values were slightly higher for FFR values above 0.80. CONCLUSION: The FFR calculated by the proposed analytical method has a relatively good correlation with clinical data, which leads to the conclusion that it can provide a reliable assessment of the functional significance of coronary stenosis. Show more

Keywords: Coronary artery stenosis, analytical method, fractional flow reserve

DOI: 10.3233/THC-240803

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4613-4626, 2024

Authors: Ren, Die | Cai, Fei | Zhu, Mengqi | Zheng, Yijun | Chen, Wei

Article Type: Research Article

Abstract: BACKGROUND: Breast-conserving surgery is an important treatment for breast cancer, which not only eradicates the disease, but also protects the integrity of the breast, however, postoperative nausea and vomiting often bother patients. OBJECTIVE: This study examines the effects of evidence-based nursing practices on nausea and vomiting in patients after breast-conserving surgery, with the aim of providing new perspectives for clinical nursing practice. METHODS: One hundred and sixty patients who underwent breast-conserving surgery from January 2023 to December 2023 in Fudan University Shanghai Cancer Center were enrolled. The patients were divided into an intervention …group (evidence-based nursing group) and a control group (conventional nursing group) using the random number table method, both groups comprised 80 patients. The control group used conventional nursing methods, and the intervention group added evidence-based nursing intervention on this basis. Comparative analysis focused on the incidence of nausea and vomiting, quality of life metrics, and postoperative satisfaction. RESULTS: In the intervention group, notably lower incidence rates of postoperative nausea and vomiting were observed compared to the control group within both the 0–24 hour and 24–48-hour postoperative periods (P < 0.05). Furthermore, the intervention group exhibited significantly higher scores across all five dimensions as well as the overall score of the FACT-B scale in comparison to the control group (P < 0.05), accompanied by heightened satisfaction with the nursing staff. CONCLUSION: This study demonstrated the positive clinical intervention effects of evidence-based nursing measures and emphasized their importance in improving postoperative nausea and vomiting and quality of life. Future studies are expected to incorporate evidence-based nursing practices into nursing care to improve patient recovery and overall quality of care. Show more

Keywords: Breast cancer, breast-conserving surgery, evidence-based nursing practices, nausea and vomiting, interventions

DOI: 10.3233/THC-240814

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4627-4636, 2024

Authors: Cerrito, Adrien | Fang, Juan | Schertenleib, Simón Javier Gamero | Hunt, Kenneth James | Schmitt, Kai-Uwe

Article Type: Research Article

Abstract: BACKGROUND: Physical inactivity is prevalent among hospitalized patients and the daytime spent lying should be utilised for exercise. However, implementing new interventions in hospitals’ complex daily routines is difficult and requires a participatory approach. OBJECTIVE: Exploring clinical settings and clinicians’ perspectives regarding exercise in hospitalized patients to gauge the potential of further development of an in-bed training device and to formulate development goals. METHODS: A User-Centered Design approach was employed, consisting of work shadowing and focus groups with physiotherapists and nurses. Content and network analyses of the focus group data were performed. Personas …were then developed and used to create clinical scenarios. RESULTS: Some clinicians perceived in-bed exercise counterproductive, while others recognized potential for unsupervised training. The most important design characteristics appeared to be a small size, low weight and simplicity of use to facilitate storage, transportation, and administration, respectively. The scenarios revealed that the device’s use could increase the physical activity time by 1.4%, although it would also increase the working time of clinicians. CONCLUSION: The study highlighted the difficulties in developing a usable training device but encouraged the authors to pursue their efforts under the strict condition of following the formulated development goals. Show more

Keywords: Sedentary behavior, exercise, hospitalization, user-centered design

DOI: 10.3233/THC-240816

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4637-4651, 2024

Authors: Li, Qiang | Lu, Yingjun

Article Type: Research Article

Abstract: BACKGROUND: The POSSUM scoring system, widely employed in assessing surgical risks, offers a simplified and objective approach for the prediction of complications and mortality in patient. Despite its effectiveness in various surgical fields, including orthopedics and cardiovascular surgery, yet its utilization in elderly patients undergoing colorectal cancer surgery is infrequent. OBJECTIVE: To analyze the predictive value of POSSUM scoring system for postoperative complications and mortality in elderly with colorectal cancer. METHODS: 306 elderly colorectal cancer patients were grouped according to the complications and death within 30 days after surgery. Among them, 108 cases …in complication group, 198 cases in non-complication group, 16 cases in death group and 290 cases in survival group. POSSUM scores of all subjects were obtained and its predictive value for postoperative complications and mortality of elderly was conducted by ROC curve. RESULTS: No apparent difference were observed in complications and mortality among patients with different disease types, operation types and operation timing (P > 0.05). The R2 in complication group was higher than non-complication group (P < 0.05). The R1 in death group were higher than survival group (P < 0.05). The AUC of R2 for predicting postoperative complications was 0.955 with a sensitivity of 88.89% and a specificity of 94.44% and the AUC of R1 for evaluating postoperative mortality of elderly with colorectal cancer was 0.783 with a sensitivity of 56.25% and a specificity of 82.93%. CONCLUSION: POSSUM score system has a certain predictive value for postoperative complications and mortality in elderly with colorectal cancer. However, the predicted mortality rate is higher than actual mortality rate. Show more

Keywords: Colorectal cancer, POSSUM scoring system, postoperative complications and mortality, predictive value

DOI: 10.3233/THC-240849

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4653-4660, 2024

Authors: Wang, Bo | Chen, Min | Wu, Yan | Qin, Xiaosai | Meng, Manshi

Article Type: Research Article

Abstract: BACKGROUND: The conventional round suture needle poses a significant risk of needle stick injuries among surgical physicians, identified as a global occupational hazard by the World Health Organization, increasing hospital costs and exposure to bloodborne pathogens. While novel blunt suture needles have shown promise in reducing these risks, their adoption is limited domestically, prompting a study to compare their efficacy against traditional sharp needles in reducing needle stick injuries among surgical physicians. OBJECTIVE: To investigate suture needle stick injuries among surgical doctors during operations and assess the application effectiveness of a novel blunt suture needle. …METHODS: A total of 106 surgical department physicians from March 2021 to February 2023 participated in the study. After completing a questionnaire survey on suture needle injuries during surgery, the participants were divided into two groups. Over a 6-month intervention period, the control group used regular round needles while the study group utilized novel blunt suture needles. Subsequently, suture needle injury incidence rates and economic hygiene benefits were compared between the two groups. RESULTS: The suture needle injury questionnaire survey showed that over the past 6 months, among 106 surgical department physicians, 20 needle stick injuries occurred, yielding an incidence rate of 18.87%. The highest incidence (65.00%) was during suturing incisions longer than 10 cm, primarily when visibility was poor (70.00%). Surgeons linked most injuries (60.00%) to prolonged surgical duration causing fatigue. Although 85.00% detected injuries within 1 minute, only 40.00% were reported, often due to perceived reporting complexity. Following intervention, the study group had significantly fewer injuries per surgery and lower occupational exposure costs compared to the control group (p < 0.05). CONCLUSION: Surgical department physicians commonly sustain suture needle injuries while suturing incisions of 5–10 cm length under poor visibility, exacerbated by prolonged surgical duration. Despite detecting most injuries within 1 minute, only 40% are reported. The implementation of novel blunt suture needles significantly decreases injury rates, resulting in reduced occupational exposure costs and favorable safety and economic hygiene outcomes. Show more

Keywords: Operating room, surgical physicians, blunt suture needle, suture needle stick injury, economic hygiene benefits

DOI: 10.3233/THC-240906

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4661-4670, 2024

Authors: Yu, Lu | Yan, Ruping | Yang, Deling | Xia, Chengxing | Zhang, Zhixian

Article Type: Research Article

Abstract: BACKGROUND: Both radical prostatectomy and radiation therapy are effective in controlling the condition of patients with hormone-resistant prostate cancer (HRPCa). However, there is limited research on the prognosis and quality of life of HRPCa patients after different treatment modalities. OBJECTIVE: To explore the efficacy of radical prostatectomy (RP) and radiotherapy (RT), when treating high-risk prostate cancer (HRPCa). METHODS: Overall 103 HRPCa patients were included and were divided into RP group and RT group according to different treatment methods. The propensity score matching method (PSM) was used to balance the baseline data of the …two groups and match 34 patients in each group. The prognosis, quality of life, and basic efficacy of patients were compared. RESULTS: After intervention, the disease-free survival rate of the RT group was higher than that of the RP group (79.41% vs. 55.88%, p = 0.038). Quality of life scores between the two treatment methods had no difference before intervention (p > 0.05), but higher in RT group than that of the RP group after intervention (p < 0.05). After treatment, there was no statistically significant difference in total effective rate of treatment between two groups (44.12% vs. 58.82%, p > 0.05), but the disease control rate was significantly higher in RT group (94.12% vs. 76.47%, p = 0.040). CONCLUSION: Radical radiotherapy is effective in the clinical treatment of HRPCa patients, with a higher disease-free survival rate and improved quality of life after treatment, and is worth promoting. Show more

Keywords: Radical prostatectomy, radical radiotherapy, disease-free survival rate, quality of life

DOI: 10.3233/THC-240910

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4671-4679, 2024

Authors: Zhang, Yongmin | Wang, Dongbin | Gong, Hao | Tang, Haosen | Dong, Guangqi | Wang, Bin | Xia, Honggang

Article Type: Research Article

Abstract: BACKGROUND: Rib fractures are one of the most common blunt injuries, accounting for approximately 10% of all trauma patients and 60% of thoracic injuries. Multiple rib fractures, especially flail chest, can cause local chest wall softening due to the loss of rib support, leading to paradoxical breathing, severe pain, and a high likelihood of accompanying lung contusions. OBJECTIVE: This study investigates the mechanical properties of a new polymer material rib internal fixator to provide theoretical data for its clinical use. METHODS: We conducted in vitro mechanical tests on 20 fresh caudal fin sheep …ribs, using different fracture models across four randomly assigned groups (five ribs per group). The fixators were assessed using non-destructive three-point bending, torsion, and unilateral compression tests, with results averaged. Additionally, finite element analysis compared stress and strain in the polymer fixators and titanium alloy rib plates during bending and torsion tests. RESULTS: In vitro tests showed that the polymer fixators handled loads effectively up to a maximum without increase beyond a certain displacement. Bending and torsion tests via finite element analysis showed the polymer material sustained lower maximum equivalent stresses (84.455 MPa and 14.426 MPa) compared to titanium alloy plates (219.88 MPa and 46.47 MPa). CONCLUSION: The polymer rib fixator demonstrated sufficient strength for rib fracture fixation and was superior in stress management compared to titanium alloy plates in both bending and torsion tests, supporting its potential clinical application. Show more

Keywords: Rib fracture, internal fixation, rib internal fixator, biomechanics, finite element analysis

DOI: 10.3233/THC-240928

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4681-4694, 2024

Authors: Gong, Feifei | Wang, Hui | Shan, Zhixuan | Zhuang, Shaoyu | Xia, Huakuan | Tang, Liyu

Article Type: Research Article

Abstract: BACKGROUND: Oral cancer has a high worldwide incidence and mortality rate showing an upward trend year by year, predominantly occurring in emerging countries. Oral squamous cell carcinoma (OSCC) is one of the main types of oral cancer, accounting for more than 90% of all cases in oral cancer. OBJECTIVE: To evaluate the diagnostic value of 8-hydroxy-2’-deoxyguanosine (8-OHdG), 8-iso-Prostaglandin F2alpha (8-iso-PGF2α ) and tumor necrosis factor (TNF)-α as biomarkers in the early carcinogenesis of erosive oral lichen planus (EOLP) by measuring their levels in the blood of patients with EOLP and oral …squamous cell carcinoma (OSCC). METHODS: A total of 69 patients were enrolled in this case-control study [including an OSCC group (n = 23), an EOLP group (n = 23), and an age- and gender-matched healthy control group (n = 23)]. Blood levels of 8-OHdG, 8-iso-PGF2α and TNF-α were measured using enzyme-linked immunosorbent assay (ELISA). Statistical differences in these indicators among the three groups were analyzed. RESULTS: Plasma levels of 8-OHdG and 8-iso-PGF2α in the OSCC group were significantly higher than those in both the EOLP group and the control group (all P < 0.05); no significant statistical difference was found between the EOLP group and the control group. Serum levels of TNF-α in both the OSCC and EOLP groups were elevated compared with the control group, showing significant differences among all three groups (all P < 0.05). Receiver operating characteristic (ROC) curves revealed that plasma 8-OHdG and 8-iso-PGF2α levels and serum TNF-α levels had diagnostic effects on early carcinogenesis in EOLP patients. When these indicators were combined for diagnosis, the diagnostic effect was enhanced, with an area under the ROC curve (AUC) values of 0.819. CONCLUSION: 8-OHdG, 8-iso-PGF2α and TNF-α may serve as biological indicators for monitoring the early carcinogenesis of EOLP, and the diagnostic effect was augmented when these indicators were combined. Show more

Keywords: OSCC, erosive oral lichen planus, 8-OHdG, 8-iso-PGF2α, TNF-α

DOI: 10.3233/THC-240930

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4695-4705, 2024

Authors: Du, Huihui | Zhu, Kaiquan

Article Type: Research Article

Abstract: BACKGROUND: Laryngeal cancer is a malignant tumor that originates from the mucous membrane of the larynx. Currently, the specific involvement mechanism of copper death in laryngeal cancer patients has not been deeply studied. OBJECTIVE: This study aims to explore the molecular characteristics and clinical survival significance of copper death-related genes in laryngeal cancer. METHODS: Relevant transcriptomes and clinical data were retrieved and downloaded from the GEO database. Differential expression genes related to laryngeal cancer and copper death were selected, and the immune function, clinical risk correlation, and survival prognosis were analyzed. …RESULTS: The differential analysis results showed that the differential expression genes related to laryngeal cancer and Cu-proptosis included SLC31A1 and ATP7B, and there was interaction between the immune cell groups in the differential genes of copper death in laryngeal cancer. Decreasing the expression of the gene ANXA5 or increasing the expression of the gene SERPINH1 can increase the susceptibility to laryngeal cancer. CONCLUSION: Copper death-related genes can affect the survival prognosis of laryngeal cancer patients. Detection of changes in their expression can provide new diagnostic and treatment directions for the progression of early-stage laryngeal cancer. Show more

Keywords: Laryngeal cancer, copper death, ANXA5, machine learning, GEO

DOI: 10.3233/THC-240932

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4707-4725, 2024

Authors: Veihelmann, A. | Beck, F. | Huth, J. | Spetzger, U. | Schulze-Pellengahr, C. | Teske, W.

Article Type: Research Article

Abstract: BACKGROUND: It is estimated that a significant number of spinal surgeries are performed, but many patients do not often benefit. OBJECTIVE: Our aim was to determine how effective minimally invasive pain procedures (MIP) are in chronic low back pain (CLBP) patients with proven degenerative causes (specific low back pain). METHODS: 386 eligible patients with CLBP/sciatica resistant to conservative therapy and scheduled for open surgery were screened, and 167 could be enrolled in this study. Indications for MIP in the remaining 150 individuals were made by one experienced spinal surgeon. Before and 6 months …after the intervention, the numeric rating scale (NRS) and Oswestry Disability Index (ODI) were recorded. MIP was performed, such as radiofrequency of the facet and SI-joint, intradiscal electrothermal therapy in case of discogenic pain, as well as epidural neuroplasty in patients with disc herniation/epidural fibrosis. RESULTS: There was a statistically significant decrease in NRS (p < 0.05), as well as a significant increase in ODI (p < 0.001) 6 months after the procedures. This was also true for the results of all different pain generators and subsequent performed procedures alone. CONCLUSIONS: The indication of MIP should be routinely reviewed in patients with CLBP to avoid potentially open surgery and a burden on healthcare costs. Show more

Keywords: Minimal invasive surgical procedures, low back pain mechanical, disc herniation, sciatica, discogenic pain

DOI: 10.3233/THC-241003

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4727-4741, 2024

Authors: Yao, Chunying | Ma, Qiubo | Shi, Ying | Zhang, Na | Pang, Lei

Article Type: Research Article

Abstract: BACKGROUND: Membranous nephropathy (MN), also known as membranous glomerulonephritis, is a leading cause of adult nephrotic syndrome. The main pathological features encompass the deposition of immune complexes within the glomerular basement membrane epithelial cells, thickening of the basement membrane, and fusion of the foot process. OBJECTIVE: This study aims to investigate the role of the immune and inflammatory modulator miR-223 in the immunosuppressive and anti-inflammatory effects of cyclophosphamide (CTX) on membranous nephropathy (MN). METHODS: miR-223 mimetics or inhibitors was used to regulate miR-223 levels. LPS induced inflammatory cell model and cell polarization. CTX …was used to treat Lipopolysaccharides (LPS) induced inflammatory response and polarization. Cationic bovine serum albumin (c-BSA) induced BALB/c mouse MN model, while CTX was used to treat c-BSA induced MN. RESULTS: The miR-223 level in LPS induced inflammatory model cells was lower than that in control cells. The levels of inflammatory factors in LPS+ miR-223 mimetics and CTX+ miR-223i cells were lower than those in LPS and miR-223i cells. The protein levels of LPS+ miR-223 mimic, CTX+ miR-223i macrophage M2 phenotype markers Arginase-1 (Arg1), transforming growth factor β 1 (TGF-β 1), anti-inflammatory factors interleukin-4 (IL4) and interleukin-13 (IL13) were significantly higher than those of LPS and miR-223i. The effect of CTX was confirmed in a BALB/c mouse MN model induced by cationic bovine serum albumin (c-BSA). CONCLUSION: CTX upregulates the expression of miR-223, promotes polarization of M2 macrophages, alleviates the inflammatory response and renal injury of MN. Show more

Keywords: Cyclophosphamide, membranous nephropathy, macrophage, miR-223, inflammatory response

DOI: 10.3233/THC-241175

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4743-4756, 2024

Article Type: Other

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4757-4757, 2024

Authors: Lin, Chi | Yu, Chang Wu | Wang, Ning

Article Type: Editorial

DOI: 10.3233/THC-248052

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4759-4764, 2024

Authors: S.S., Akilan | Devprasad, Kayathri Devi | J, Raja Sekar

Article Type: Research Article

Abstract: BACKGROUND: Wireless Body Area Networks (WBANs) are integral to modern healthcare systems, providing continuous health monitoring and real-time data transmission. The sensitivity of medical data being transmitted makes security a significant concern in WBANs. OBJECTIVE: This study explores the application of the Elliptic Curve Cryptography (ECC)-based Diffie-Hellman Key Exchange (ECDH) algorithm to enhance security within WBANs. METHOD: The study investigates the suitability of ECC for this context and evaluates the performance and security implications of implementing ECDH in WBANs. RESULTS: The findings reveal that ECDH provides a robust and computationally …efficient solution for secure key exchange in WBANs, addressing inherent vulnerabilities. CONCLUSION: The adoption of ECC-based ECDH is poised to bolster data confidentiality and integrity in WBANs, promoting trust and widespread use of these networks in healthcare applications. This research contributes to the growing body of knowledge regarding security measures in WBANs and opens new avenues for the secure transmission of sensitive medical information. Show more

Keywords: Wireless Body Area Networks (WBANs), security, Elliptic Curve Cryptography (ECC), Diffie-Hellman key exchange (DHE), ECDH

DOI: 10.3233/THC-231614

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4765-4784, 2024

Authors: Wu, Weihua | Chen, Jie | An, Peng | Feng, Yangmei | Li, Chen | Zhang, Meiqi | Yu, Zhenfei

Article Type: Research Article

Abstract: BACKGROUND: The kidney is the most vulnerable organ in severe patients. In severe cases, the fatality rate of acute kidney damage is as high as 30% ∼ 60%. Severe ultrasound is a non-invasive method to evaluate renal blood flow. It can give a semi-quantitative score of renal blood flow and measure the Resistance Index (RI), which can reflect renal artery blood flow to a certain extent. OBJECTIVE: There is little literature on hemodynamic regulation in septic shock patients, but almost no research report on the relationship between hemodynamics and RI exists. Therefore, this …paper proposed the analysis of severe ultrasound and gene diagnosis in cardiac index and peripheral vascular RI of shock patients. METHODS: This paper mainly expounded on detecting renal function parameters and RI in patients with viral shock to understand further the correlation between them and renal flow and RI. RESULTS: It could be seen from the experimental results that the P values before and after resuscitation in the two groups with and without elevated Cardiac Output (CO) were 0.41 and 0.12, respectively, which were more significant than 0.05. CONCLUSION: RI had no apparent relationship with CO, and RI could not be used as an evaluation index for patients with early septic shock. Show more

Keywords: Severe ultrasound, shock patients, gene diagnosis, genetic algorithm

DOI: 10.3233/THC-231859

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4785-4800, 2024

Authors: Yu, Limei | Wang, Yuxia | Chen, Yun | Wang, Yakun | Zhang, Haida | Zhang, Meiqi | Li, Chen

Article Type: Research Article

Abstract: BACKGROUND: The incidence of brain injury is increasing year by year, and it has become one of the major diseases threatening human life in today’s society. From the perspective of the causes of brain injury, it is mainly due to falls from high places, traffic accidents, etc. Severe brain injury patients often lose consciousness. In recent years, the emergence of integrated traditional Chinese and Western medicine has provided a new approach and new ideas for the treatment of craniocerebral trauma. OBJECTIVE: The article systematically and scientifically expounded the role of Xingnaojing injection in the treatment of …brain injury by comparing the GCS (Glasgow Coma Scale) score, changes in intracranial pressure, the incidence of complications after brain injury, the transformation from moderate brain injury to severe brain injury, and recovery of consciousness. METHODS: For the problem of gene polymorphism in patients with brain injury, this article discussed the role of APOE2 (Apolipoprotein E2), ε 3, ε 4 in brain injury. All patients had a clear history of trauma and received strict nervous system examination and CT scanning when they were admitted to the hospital. After craniocerebral trauma surgery or conservative therapy, patients should take a Xingnaojing injection of 30 ml and a 0.9% sodium chloride injection of 250 ml after admission. After the operation, respiratory tract nursing should be strengthened, and patients who cannot eat should be given nasal feeding, acupuncture, and physiotherapy to prevent bedridden complications. RESULTS: The probability of epilepsy after brain injury was 27%. CONCLUSION: The article would help to evaluate the degree of brain damage and prognosis of patients. Show more

Keywords: Xingnaojing injection, craniocerebral injury, gene polymorphism, quantitative evaluation

DOI: 10.3233/THC-231864

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4801-4818, 2024

Authors: Li, Jun | Li, Rong

Article Type: Research Article

Abstract: BACKGROUND: Double rocking jump rope training can effectively enhance physical recovery, adaptability to exercise load, and lower limb muscle strength of badminton players in sports colleges, thus offering valuable insights for improving training methods in sports colleges and universities. OBJECTIVE: To investigate the effect of double rocking jump rope training on the lower limb muscle strength of badminton players specializing in badminton in sports colleges. METHODS: An experimental study was conducted through a ten-week teaching intervention experiment with badminton players. Relevant heart rate indexes and badminton related lower limb muscle strength indexes were …measured before and after the experiment. The data of the measured relevant indexes were statistically and analytically analyzed. At the end of the experiment, the physical recovery level and the heart’s adaptability to the exercise load of the control group were improved, and the lower limb muscle strength test indexes and sports performance were better than before the experiment. In the experimental group, badminton players’ physical function, anaerobic metabolism of the body and other aspects also improved. RESULTS: The physical function of the experimental group of badminton players, the energy supply capacity of the body anaerobic metabolism and aerobic work capacity all have an enhancement effect, enabling badminton players to adapt to large exercise loads quickly and improve the recovery rate of physical fitness. CONCLUSION: The introduction of double rocking jump rope into badminton training classes in sports colleges and universities as a means of lower limb muscle strength training is conducive to improving the level of lower limb muscle strength of special badminton players, enriching the teaching and training means of lower limb muscle strength in sports colleges and universities, and broadening the research field of lower limb muscle strength in badminton in sports colleges and universities. Show more

Keywords: Double rocking jump rope, badminton, lower limb muscle strength, AdaBoost algorithm optimization

DOI: 10.3233/THC-231868

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4819-4836, 2024

Authors: Yu, Hongxia

Article Type: Research Article

Abstract: BACKGROUND: The use of complementary therapies to relieve the side effects of chemotherapy in lung cancer patients is becoming increasingly popular. Practices from traditional Chinese medicine, such as acupoint massage and five-tone therapy, have demonstrated potential in alleviating symptoms such as nausea and vomiting experienced during chemotherapy. OBJECTIVE: This study aims to determine the effectiveness of combining five-tone therapy with acupoint massage in reducing chemotherapy-related symptoms in lung cancer patients. The main objective is to determine how these complementary therapies affect the quality of life and well-being of people undergoing chemotherapy for lung cancer. …METHODS: In this paper, 80 patients diagnosed with lung cancer who needed chemotherapy drugs were randomly divided into 2 groups, 40 patients. The first was treatment; the second was control. Chemotherapy drugs were combined with a 5-hydroxytryptamine blocker (granisetron), and acupoint massage was combined with pentatone therapy to prevent nausea, vomiting, and other gastrointestinal reactions. A 5-hydroxytryptamine blocker (granisetron) was combined with chemotherapy drugs to prevent nausea, vomiting, and other gastrointestinal reactions. Moreover, the difference in treatment effect was observed. RESULTS: Among 40 cases in treatment, 13 cases were clinically controlled, 15 cases were markedly effective, 9 cases were effective, and 3 cases were ineffective. The total effective rate was 92.50%; among 40 cases in control, 6 cases were clinically controlled, 16 cases were markedly effective, 12 cases were practical, and 6 cases were invalid. The total effective rate was 85.00%. CONCLUSION: By integrating traditional Chinese medicine techniques, healthcare professionals can augment the supportive care offered to those undergoing chemotherapy for lung cancer. Show more

Keywords: Acupoint massage, pentatonic therapy, treatment, chemotherapy drugs, vomiting

DOI: 10.3233/THC-231890

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4837-4856, 2024

Authors: Li, Chenxi | Li, Jian | Lu, Yao | Hou, Jiahui | Zhi, Zhaoyu | Zhao, Baocun | Zhang, Xiumei

Article Type: Research Article

Abstract: BACKGROUND: Volumetric modulated arc therapy (VMAT) guided by ultrasound is a novel radiation therapy technique that facilitates the delineation of the tumor target area under image guidance, enhancing the precision of radiation therapy and maximizing the protection of surrounding tissues. OBJECTIVE: The objective of this paper is to investigate the effectiveness of VMAT under ultrasonic guidance for cervical cancer patients and its impact on radiotherapy dosage and prognosis. METHODS: A retrospective analysis encompassed 128 instances of cervical cancer patients who were admitted to our medical facility between April 2019 and April 2021. The …patients were categorized into an observation cohort and a control cohort, depending on variations in treatment modalities post-admission. The control group underwent conventional radiotherapy, whereas the observation group received VMAT guided by ultrasound. Clinical efficacy, average radiation dosages (in the radiotherapy target area, rectum, and bladder), radiotherapy-related toxicities during treatment, and one-year survival rates were compared between the two groups. Additionally, variances in pre- and post-treatment serum levels of squamous cell carcinoma antigen (SCC-Ag), carcinoembryonic antigen (CEA), and carbohydrate antigen 724 (CA724) were subjected to assessment. RESULTS: When compared to the control group (64.52%), the observation cohort’s comprehensive effectiveness rate was considerably greater (80.30%). The observation group saw lower average radiation exposures and a reduction in the post-treatment concentrations of CEA, SCC-Ag, and CA724. The overall incidence of adverse effects from radiation treatment also declined. The observation group had a greater one-year survival rate (90.48%) than the control group (73.33%). When comparing the observation cohort to the control group, Kaplan-Meier survival analysis showed a significantly higher one-year survival rate (Log-Rank = 6.530, P = 0.011). CONCLUSION: VMAT guided by ultrasound for patients with cervical cancer demonstrates promising short- and long-term treatment outcomes. It also leads to improvements in serum CEA, SCC-Ag, and CA724 levels, as well as reductions in the average radiation dosages to the radiotherapy target area, rectum, and bladder. This approach warrants attention from clinicians in clinical practice. Show more

Keywords: Cervical cancer, intensity-modulated radiation therapy, ultrasound, radiation dosage, prognosis

DOI: 10.3233/THC-231977

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4857-4868, 2024

Authors: Wang, Kai | Zhu, Dongming | Chang, Zimin | Wu, Zhiyong

Article Type: Research Article

Abstract: BACKGROUND: The Ultimate Fighting Championship (UFC) stands as a prominent global platform for professional mixed martial arts, captivating audiences worldwide. With its continuous growth and globalization efforts, UFC events have garnered significant attention and achieved commendable results. However, as the scale of development expands, the operational demands on UFC events intensify. At its core, UFC thrives on the exceptional performances of its athletes, which serve as the primary allure for audiences. OBJECTIVE: This study aims to enhance the allure of UFC matches and cultivate exceptional athletes by predicting athlete performance on the field. To achieve this, …a recurrent neural network prediction model based on Bidirectional Long Short-Term Memory (BiLSTM) is proposed. The model seeks to leverage athlete portraits and characteristics for performance prediction. METHODS: The proposed methodology involves constructing athlete portraits and analyzing athlete characteristics to develop the prediction model. The BiLSTM-based recurrent neural network is utilized for its ability to capture temporal dependencies in sequential data. The model’s performance is assessed through experimental analysis. RESULTS: Experimental results demonstrate that the athlete performance prediction model achieved an overall accuracy of 0.7524. Comparative analysis reveals that the proposed BiLSTM model outperforms traditional methods such as Linear Regression and Multilayer Perceptron (MLP), showcasing superior prediction accuracy. CONCLUSION: This study introduces a novel approach to predicting athlete performance in UFC matches using a BiLSTM-based recurrent neural network. By leveraging athlete portraits and characteristics, the proposed model offers improved accuracy compared to classical methods. Enhancing the predictive capabilities in UFC not only enriches the viewing experience but also contributes to the development of exceptional athletes in the sport. Show more

Keywords: Recurrent neural network, UFC, athlete performance, winning percentage forecast, evaluation algorithm, deep learning, BiLSTM, XGBoost

DOI: 10.3233/THC-232000

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4869-4882, 2024

Authors: Sun, Xiaolan | Diao, Yanyan | Si, Fengxia | Yu, Aixia

Article Type: Research Article

Abstract: BACKGROUND: In the contemporary healthcare environment, optimizing patient care strategies is of importance, particularly in neurosurgical environments. While traditional nursing methods have the foundation of patient care, there exists a growing recognition of the potential benefits of comprehensive nurse management. Despite this acknowledgment, there remains a gap in understanding the comparative effectiveness of comprehensive nurse management versus traditional approaches in reducing postoperative psychological stress, enhancing patient satisfaction, and promoting adherence in neurosurgical patients. OBJECTIVE: This study compares the efficacy of comprehensive nurse management against traditional methods in facilitating the postoperative recovery of neurosurgical patients. …METHODS: Taking the traditional nursing management and detailed nursing management of neurosurgical patients in a municipal neurosurgical hospital from March 2021 to March 2022 as an example, the neurosurgery was divided into 50 patients in the detailed nursing management group and 50 patients in the traditional nursing management group. In the clear nursing management group, there were 50 patients, 20 male patients, with an average age of 58.7 ± 3.8 years, and 30 female patients, with an average age of 60.4 ± 4.3 years; In the traditional nursing management group, there were 50 patients, 26 male patients, with an average age of 59.7 ± 3.7 years, and 24 female patients, with an average age of 59.4 ± 3.9 years; Among the 100 patients, there were 60 cases of cerebral infarction, 25 cases of intracerebral hemorrhage and 15 cases of other neurosurgical diseases. RESULTS: Hundred neurosurgical patients were divided into two groups: comprehensive nursing management group and traditional nursing management group. The results showed that the comprehensive treatment effect of patients with detailed nursing management was better than that of the routine nursing group. At the same time, the complications were reduced, and the patient’s satisfaction was higher. CONCLUSION: Through retrospective analysis and investigation of patients, this paper discusses the clinical application of a detailed nursing management model in neurosurgery, which can reduce the probability of infection and other complications and improve the quality of life and treatment effect of patients. Show more

Keywords: Detailed nursing management intervention, neurosurgery, quality of life, cerebrovascular diseases, treatment effect

DOI: 10.3233/THC-232010

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4883-4894, 2024

Authors: Chen, Pan | Wang, Xiaojie | Yan, Pijun | Jiang, Chunxia | Lei, Yi | Miao, Ying

Article Type: Research Article

Abstract: BACKGROUND: Dysfunctions in metabolism and endocrine systems are outcomes of disruptions in human physiological processes, often leading to disease onset. External factors can hinder the human body’s innate capacity for self-regulation and healing, particularly when immune responses are compromised, allowing these factors to interfere with normal bodily functions directly. OBJECTIVE: To explore the effect of uric acid expression water in blood on the occurrence of atrial fibrillation in patients with hyperthyroidism, the expression level of uric acid in the blood and other physiological indexes were compared between patients with no symptoms of atrial fibrillation and patients …with hyperthyroidism with symptoms of atrial fibrillation, to find the correlation between them. METHODS: A group of 112 hyperthyroidism patients who were admitted to our hospital from September 2019 to March 2020 were chosen and split into two groups. The control group consisted of 56 individuals (21 men and 35 women) aged between 16 and 86 years old, with an average age of 46.23 years (± 7.63). The observation group consisted of 56 individuals (24 males and 32 females) between 15 and 79 years, with an average age of 53.44 years (± 8.91). RESULTS: In the patients who were not treated with drugs before hospitalization the disease course and symptoms varied. The patients’ clinical medical and demographic data were recorded and the patients’ physiological indexes were obtained through blood tests and analysis. The differences between the two groups were analyzed by renal function, blood lipid index, thyroid function, and cardiac ultrasound, and these influencing factors were analyzed by regression analysis. The research adhered to ethical norms and ensured clear data presentation by using a rigorous technique to compare uric acid levels and physiological indicators among various patient groups. CONCLUSION: The study concentrated on the validation, repeatability, and contextual interpretation of data to provide a robust and rigorously scientific comparison. The most common is the increase of uric acid in the blood, which can induce other diseases, and atrial fibrillation is one of the most common diseases of cardiovascular diseases. Show more

Keywords: Uric acid level, serum, atrial fibrillation, hyperthyroidism, endocrine

DOI: 10.3233/THC-232028

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4895-4907, 2024

Authors: Zhou, Ying | Li, Chunmei | Chen, Mingming | Gao, Congying

Article Type: Research Article

Abstract: BACKGROUND: Inflammatory bowel disease (IBD), including Crohn’s disease and ulcerative colitis, is characterized by chronic recurrent intestinal inflammation, and its primary clinical manifestations are abdominal pain, diarrhea, hematochezia, etc., which seriously affects patients’ quality of life. OBJECTIVE: To explore the impact of continuing empowerment education based on Roy’s adaptation theory on disease uncertainty and self-management ability in patients with inflammatory bowel disease. METHODS: Sixty patients with inflammatory bowel disease admitted to the hospital from March 2022 to March 2023 were selected and randomly divided into an intervention group (n = …30) and a control group (n = 30). The intervention group received continuous care based on multidisciplinary Cooperation on the WeChat platform, while the control group received routine constant care. The disease uncertainty, hope level, self-care ability, nursing quality, and nursing satisfaction of two groups of patients were compared. RESULT: Both patient groups had lower levels of ambiguity and complexity three months following discharge, with the intervention group exhibiting the lowest levels. On the other hand, the intervention group scored higher on sustaining close connections, taking good action, and having an attitude both now and in the future. The intervention group showed greater health awareness, self-concept, self-care competence, and self-care responsibility ratings. The intervention group also showed more significant attitude, pragmatism, thoroughness, and professionalism in their services. CONCLUSION: Continuous empowerment education based on Roy’s adaptation theory is applied to patients with inflammatory bowel disease. It can enhance confidence, self-management ability, quality of life, and patient satisfaction. Show more

Keywords: Multidisciplinary cooperation, continuous care, inflammatory bowel disease, quality of life

DOI: 10.3233/THC-232032

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4909-4918, 2024

Authors: Liang, Han | Li, Hao | Xia, Nan | Chen, Jingjing | Gao, Linlin | Liu, Hao | Lyu, Ping | Guo, Xiaolin | Yang, Ziwei

Article Type: Research Article

Abstract: BACKGROUND: Long noncoding RNAs (lncRNAs) participate in diseases, especially tumorigenesis, including gastric cancer (GC). Although lncRNAs in GC tissues have been extensively studied in previous research, the possible significance of circulating lncRNAs in diagnosing GC is still unknown. OBJECTIVE: The present work investigated lncRNAs ZFPM2-AS1 and XIST with high expression in GC tissues proved as potential plasma biomarkers from 20 early GC cases, 100 GC cases, and 90 normal subjects. METHODS: The possible correlation between ZFPM2-AS1 and XIST expression levels was analyzed with general characteristics and clinicopathological features. The performance in diagnosis was …assessed according to receiver operating characteristic (ROC) analysis. RESULTS: According to the results, XIST and ZFPM2-AS1 expression remarkably increased within GC plasma relative to normal subjects (P < 0.01); besides, lncRNA XIST expression after surgery had a tendency of downregulation compared with preoperative levels (P < 0.05). Moreover, the area under ROC curve (AUC) values were 0.62 for ZFPM2-AS1 and 0.68 for XIST, while the pooled AUC value of CA-724 and two lncRNAs was 0.751. CONCLUSION: Circulating lncRNAs ZFPM2-AS1 and XIST can serve as the candidate plasma biomarkers used to diagnose GC. Show more

Keywords: Long noncoding RNA, gastric cancer, ZFPM2-AS1, XIST, diagnosis, plasma, biomarker

DOI: 10.3233/THC-232033

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4919-4928, 2024

Authors: Zhong, Fengxing | Yin, Xiuping | Liu, Xinxin | Zhang, Qiming

Article Type: Research Article

Abstract: BACKGROUND: Understanding how pharmaceutical formulas target specific illnesses is crucial for developing effective treatments. Enriching ion channel data is a critical first step in comprehending a formula’s mechanism of action. OBJECTIVE: This study aims to explore the effective disease spectrum of the Qi Yu granule formula through network pharmacology analysis and backtracking, and analyze its potential curative effects on liver and spleen system diseases, particularly depression and breast cancer. METHODS: Using pharmacological tools and database analysis, the ion channel data of the formula’s components were investigated. The effective disease spectrum was determined, and …diseases related to liver and gallbladder, liver depression, and spleen deficiency were identified. Network pharmacology analysis was conducted to backtrack diseases, target gene proteins, and drug compositions. The extraction technology of volatile oil from medicinal herbs was experimentally studied to optimize the preparation process. RESULTS: The effective disease spectrum analysis identified potential curative effects of the Qi Yu granule formula on various diseases, including breast cancer. Backtracking revealed relationships between diseases, target gene proteins, and drug compositions. Experimental studies on volatile oil extraction provided insights into optimizing the preparation process. CONCLUSION: The study underscores the potential therapeutic benefits of the Qi Yu granule formula for liver and spleen system diseases. By integrating network pharmacology analysis and experimental research, this study offers valuable insights into the formulation and efficacy of the Qi Yu granules, paving the way for further exploration and optimization of TCM formulations. Show more

Keywords: Qi Yu granules, liver stagnation, edible plants, network pharmacology, spleen deficiency syndrome

DOI: 10.3233/THC-232034

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4929-4946, 2024

Authors: Wu, Xiaoqian | Chen, Cheng | Quan, Lili

Article Type: Research Article

Abstract: BACKGROUND: Traditional methods have the limitations of low accuracy and inconvenient operation in analyzing students’ abnormal behavior. Hence, a more intuitive, flexible, and user-friendly visualization tool is needed to help better understand students’ behavior data. OBJECTIVE: In this study a visual analysis and interactive interface of students’ abnormal behavior based on a clustering algorithm were examined and designed. METHODS: Firstly, this paper discusses the development of traditional methods for analyzing students’ abnormal behavior and visualization technology and discusses its limitations. Then, the K-means clustering algorithm is selected as the solution to find potential …abnormal patterns and groups from students’ behaviors. By collecting a large number of students’ behavior data and preprocessing them to extract relevant features, a K-means clustering algorithm is applied to cluster the data and obtain the clustering results of students’ abnormal behaviors. To visually display the clustering results and help users analyze students’ abnormal behaviors, a visual analysis method and an interactive interface are designed to present the clustering results to users. The interactive functions are provided, such as screening, zooming in and out, and correlation analysis, to support users’ in-depth exploration and analysis of data. Finally, the experimental evaluation is carried out, and the effectiveness and practicability of the proposed method are verified by using big data to obtain real student behavior data. RESULTS: The experimental results show that this method can accurately detect and visualize students’ abnormal behaviors and provide intuitive analysis results. CONCLUSION: This paper makes full use of the advantages of big data to understand students’ behavior patterns more comprehensively and provides a new solution for students’ management and behavior analysis in the field of education. Future research can further expand and improve this method to adapt to more complex students’ behavior data and needs. Show more

Keywords: Clustering algorithm, student behavior, big data, visual analysis, interactive interface

DOI: 10.3233/THC-232054

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4947-4963, 2024

Authors: Wang, Jing | Yin, Liang

Article Type: Research Article

Abstract: BACKGROUND: More than a million people are affected by brain tumors each year; high-grade gliomas (HGGs) and low-grade gliomas (LGGs) present serious diagnostic and treatment hurdles, resulting in shortened life expectancies. Glioma segmentation is still a significant difficulty in clinical settings, despite improvements in Magnetic Resonance Imaging (MRI) and diagnostic tools. Convolutional neural networks (CNNs) have seen recent advancements that offer promise for increasing segmentation accuracy, addressing the pressing need for improved diagnostic and therapeutic approaches. OBJECTIVE: The study intended to develop an automated glioma segmentation algorithm using CNN to accurately identify tumor components in MRI …images. The goal was to match the accuracy of experienced radiologists with commercial instruments, hence improving diagnostic precision and quantification. METHODS: 285 MRI scans of high-grade gliomas (HGGs) and low-grade gliomas (LGGs) were analyzed in the study. T1-weighted sequences were utilised for segmentation both pre-and post-contrast agent administration, along with T2-weighted sequences (with and without Fluid Attenuation by Inversion Recovery [FAIRE]). The segmentation performance was assessed with a U-Net network, renowned for its efficacy in medical image segmentation. DICE coefficients were computed for the tumour core with contrast enhancement, the entire tumour, and the tumour nucleus without contrast enhancement. RESULTS: The U-Net network produced DICE values of 0.7331 for the tumour core with contrast enhancement, 0.8624 for the total tumour, and 0.7267 for the tumour nucleus without contrast enhancement. The results align with previous studies, demonstrating segmentation accuracy on par with professional radiologists and commercially accessible segmentation tools. CONCLUSION: The study developed a CNN-based automated segmentation system for gliomas, achieving high accuracy in recognising glioma components in MRI images. The results confirm the ability of CNNs to enhance the accuracy of brain tumour diagnoses, suggesting a promising avenue for future research in medical imaging and diagnostics. This advancement is expected to improve diagnostic processes for clinicians and patients by providing more precise and quantitative results. Show more

Keywords: Biomedical imaging, CNN, deep learning, glioma, neuroimages, MRI

DOI: 10.3233/THC-240158

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4965-4982, 2024

Authors: Wen, Yi | Li, Xinyan | Shu, Wan | Zhang, Hong | Shen, Zhefan | Huang, Zhaoxia

Article Type: Review Article

Abstract: BACKGROUND: About 186 million people in the world suffer from infertility, and there is one infertile couple in every 4–6 couples. It is thus essential to find effective psychological treatment. OBJECTIVE: To conduct a systematic review of previous meta-analyses on mindfulness-based therapy outcomes in infertile female patients and a meta-analysis of studies nested within these meta-analyses. METHODS: Randomized controlled trials (RCTS) on the efficacy of mindset-based interventions in infertile female patients were retrieved from PubMed, The Cochrane Library, Embase, Web of Science, CNI, VIP Database, and Wanfang Database until March 1, 2023. Two …researchers screened the literature, extracted data according to inclusion and exclusion criteria, and conducted quality control according to Cochrane Handbook 5.1.0. When there was ambiguity, a third party determined it. The meta-analysis was performed using RevMan 5.3 software. RESULT: 14 randomized controlled trials involving 1784 patients were included. Meta-analysis showed that compared with conventional care, mindfulness-based intervention can effectively relieve anxiety in female infertility patients [SMD = - 2.25, 95% CI (- 2.90, - 1.60), P < 0.00001], depression [SMD = - 2.25, 95% CI (- 2.99, - 1.52), P < 0.00001], perceived stress [SMD = - 0.99, 95% CI (- 1.27, - 0.71), P < 0.00001], improved quality of life, physiological function [MD = 14.03, 95% CI (11.98, 16.07), P < 0.00001], Role limitations due to physical problems [MD = 11.30, 95% CI (5.71, 16.90), P < 0.0001], vitality [MD = 11.55, 95% CI (9.46, 13.65), P < 0.00001], mental health [MD = 17.32, 95% CI (15.29, 19.35), P < 0.00001]. CONCLUSION: Existing evidence shows that mindfulness therapy can effectively relieve the anxiety and depression of infertile women, reduce the level of stress, and improve the quality of life and sleep quality. However, due to the limited quantity and quality of the literature, multi-center, large-sample, and high-quality randomized controlled studies should be conducted in the future. Show more

Keywords: Mindfulness-based therapy, infertility, women, meta-analysis, evidence-based nursing, randomized controlled trial (RCTS), RF dimension

DOI: 10.3233/THC-240174

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4983-4997, 2024

Authors: Zhi, Jin | Li, Zhao

Article Type: Research Article

Abstract: BACKGROUND: Cerebral infarction is a health problem of global concern and brings a particular burden to medical treatment. OBJECTIVE: To analyze the correlation between insulin resistance (IR) levels and changes in cerebral atherosclerosis (AS) degree in non-diabetic patients with cerebral infarction. METHODS: A total of 134 non-diabetic patients with cerebral infarction who visited the Department of Neurology of our hospital from May 2019 to October 2020 were selected and underwent MRA/CTA (Magnetic resonance angiography/Computed tomography angiography) of cerebral arteries to refine the cerebrovascular imaging data, and according to the results of cerebral AS …load, the patients were divided into mild AS group and severe AS group, and the insulin resistance index was calculated with HOMA-IR (homeostasis model assessment of insulin resistance) to evaluate the IR level and HOMA-IR was compared between the two groups. Spearman correlation was used to analyze the correlation between the levels of IR in patients and the changes in cerebral AS load. RESULTS: 54 individuals had severe AS and 80 patients had mild AS, according to an MRA/CTA of the cerebral arteries. There was a significant difference (P < 0.05) in HOMA-IR between the difficult and gentle AS groups. A significant link between HOMA-IR and the severity of cerebral AS in patients was found using Spearman correlation analysis (r = 0.850, P < 0.05). CONCLUSION: The IR phenomenon was prevalent in non-diabetic patients with cerebral infarction, and the level of IR was closely related to the severity of cerebral AS. Show more

Keywords: Non-diabetic cerebral infarction, insulin resistance, Cerebral AS, relevance, metabolic syndrom

DOI: 10.3233/THC-240179

Citation: Technology and Health Care, vol. 32, no. 6, pp. 4999-5007, 2024

Authors: Hao, Huawen | Qiao, Wei | Wu, Yaguang

Article Type: Research Article

Abstract: BACKGROUND: The rapid growth of cities has been accompanied by problems with urban air quality, making air pollution challenging to manage. In this situation, people focus on indoor building materials to improve air quality. OBJECTIVE: In this paper, a novel bola-type surfactant was synthesized and used as a template, using ethyl orthosilicate and sodium meta-aluminate as the silicon and aluminum source, in the ratio of n (NaOH ): n (NaAIO2 ): n (SiO2 ): n (SDA ): n (H2 O) as 30:2.5:120:5:4800. …METHODS: Hydrothermal preparation of ZSM-5 molecular sieves with a nanosheet structure (H-ZSM-5) was accomplished. The manufactured lamellar ZSM-5 molecular sieves were examined using X-ray diffraction, transmission electron microscopy, scanning electron microscopy, and adsorption and desorption techniques. RESULTS: Traditional microporous ZSM-5 had a considerably lower static adsorption of formaldehyde molecules. The findings demonstrated that the nano-lamellar H-ZSM-5 molecular sieve can purify and eliminate larger molecular VOCs inside because it has the ability to adsorb larger molecular diameter VOCs. Additionally, the effectiveness of the adsorption was assessed using toluene vapour molecules with higher molecular diameters. CONCLUSION: The findings demonstrate that the nanosheet H-ZSM-5 molecular sieve can remove bigger molecule VOCs from indoor air and can be utilised to purify indoor spaces. This study offers a fresh approach to indoor environmental cleanup by demonstrating the capability of nano-lamellar H-ZSM-5 molecular sieves for molecular adsorption. Show more

Keywords: Bola-type surfactant, H-ZSM-5, formaldehyde, toluene, adsorption

DOI: 10.3233/THC-240187

Citation: Technology and Health Care, vol. 32, no. 6, pp. 5009-5023, 2024

Authors: Pandey, Anand | Singh, Ajeet | Boyapati, Prasanthi | Chaturvedi, Abhay | Purushotham, N. | M, Sangeetha

Article Type: Research Article

Abstract: BACKGROUND: Heart disease represents the leading cause of death globally. Timely diagnosis and treatment can prevent cardiovascular issues. An Electrocardiograms (ECG) serves as a diagnostic tool for identifying heart difficulties. Cardiovascular Disease (CVD) often gets identified through ECGs. Deep learning (DL) garners attention in healthcare due to its potential in swiftly diagnosing ECG anomalies, crucial for patient monitoring. Conversely, automatic CVD detection from ECGs poses a challenging task, wherein rule-based diagnostic models usually achieve top-notch performance. These models encounter complications in supervision vast volumes of diverse data, demanding widespread analysis and medical capability to ensure precise CVD diagnosis. …OBJECTIVE: This study aims to enhance cardiovascular disease diagnosis by combining symptom-based detection and ECG analysis. METHODS: To enhance these experiments, we built a novel automated prediction method based on a Feed Forward Neural Network (FFNN) model. The fundamental objective of our method is to develop the accuracy of ECG diagnosis. Our strategy employs chaos theory and destruction analysis to combine optimum deep learning features with a well-organized set of ECG properties. In addition, we use the constant-Q non-stationary Gabor transform (CQNGT) to convert one-dimensional ECG data into a two-dimensional picture. A pre-trained FFNN processes this image. To identify significant features from the FFNN output that correspond with the ECG data, we employ pairwise feature proximity. RESULTS: According to experimental findings, the suggested system, FFNN-CQNGT, surpasses other state-of-the-art systems in terms of precision of 94.89%, computational efficiency of 2.114 ms, accuracy of 95.55%, specificity of 93.77%, and sensitivity of 93.99% and MSE 40.32%. CONCLUSION: Contributing an automated ECG-based DL system based on FFNN-CQNGT for early-stage cardiovascular disease identification and classification holds great potential for both patient care and public health. Show more

Keywords: Cardiovascular Disease (CVD), Electrocardiograms (EEG), Feed Forward Neural Network (FFNN), constant-Q non-stationary Gabor transform (CQNGT)

DOI: 10.3233/THC-240543

Citation: Technology and Health Care, vol. 32, no. 6, pp. 5025-5045, 2024

Authors: Li, Xia | Dong, Lili

Article Type: Research Article

Abstract: BACKGROUND: Breast cancer (BC) is one of the most common malignancies in women and imposes a significant health burden globally. According to data from the World Health Organization, the incidence of BC has been increasing steadily over the years. It has become one of the leading causes of cancer-related death among women worldwide. OBJECTIVE: This work was to evaluate the combined intervention effect of psychological care along with the use of ondansetron, dexamethasone, and promethazine hydrochloride in breast cancer (BC) patients undergoing chemotherapy, including their impact on nausea and vomiting control, quality of life (QoL), and …psychological status. METHODS: 64 BC patients undergoing chemotherapy were collected and randomly rolled into a control group (Group C) and an intervention group (Group I). Group C received ondansetron combined with routine psychological support and counseling therapy, while Group I received a combination of ondansetron, dexamethasone, promethazine hydrochloride, and psychological care therapy. Self-assessment scores for anxiety, QoL ratings, white blood cell counts, and incidence of adverse reactions were assessed and compared between the two groups. RESULTS: Group I showed better control of nausea and vomiting versus Group C (P < 0.05). Marked improvements were also observed in the self-rating anxiety scale (SAS) scores, white blood cell counts, and nursing satisfaction in Group I versus Group C (P < 0.05). Nevertheless, the two groups had no significant difference regarding QoL scores (P > 0.05). CONCLUSION: the combination of psychological care with ondansetron, dexamethasone, and promethazine hydrochloride effectively controls nausea and vomiting symptoms in BC patients undergoing chemotherapy and provides higher levels of clinical nursing satisfaction. Show more

Keywords: Chemotherapy for breast cancer, psychological nursing, ondansetron, dexamethasone, promethazine hydrochloride

DOI: 10.3233/THC-240695

Citation: Technology and Health Care, vol. 32, no. 6, pp. 5047-5063, 2024

Authors: Yang, Xi | Zhang, Jianmei | Liang, Yanyan

Article Type: Research Article

Abstract: BACKGROUND: Myopia is a frequent visual problem, and the relationship between choroidal thickness (CT) and the degree of myopia has been a hot topic in myopia research. OBJECTIVE: This work aimed to explore the correlation between CT and the degree of myopia, providing a reference for diagnosing and treating myopia. METHODS: A cross-sectional study was conducted from September 2021 to December 2022, collecting data from 95 myopic patients aged between 18 and 50 years in the outpatient department. All subjects’ CT in the macular center (MC), spherical equivalent (SE), and other ocular parameters …were measured. Furthermore, the Pearson correlation coefficient (PCC) analyzed relationships between CT and various factors. RESULTS: The choroid was thickest in the MC and gradually became thinner towards the periphery, with the thinnest region located nasally in the healthy group. In the mild, moderate, and severe myopia groups, the choroid was thickest at 1,000 μ m temporal to the fovea, becoming thinner towards the periphery, with the thinnest region located nasally. The MC’s CT was correlated with a family history of myopia, SE, axial length (AL), and intraocular pressure (IOP). Meanwhile, there was a negative linear relationship between AL and CT in the MC (standard coefficient (SC) of - 0.596, P -value of 0.000, tolerance of 0.217, and variance inflation factor (VIF) of 4.467), and a positive linear correlation between SE and CT in the MC (SC of 0.205, P -value of 0.013, tolerance of 0.257, and VIF of 3.792). CONCLUSION: This work provided clues for further understanding of the pathogenesis of myopic eyes and served as a scientific basis for early screening and treatment of myopia. Additionally, investigating the correlation between myopia and CT can also yield a reference for developing personalized myopia management strategies, which will help slow down myopia’s progression and prevent related complications. Show more

Keywords: Choroidal thickness in the macular center, myopia, spherical equivalent, axial length, linear correlation

DOI: 10.3233/THC-240761

Citation: Technology and Health Care, vol. 32, no. 6, pp. 5065-5080, 2024

Authors: Anjikumar, Tamarapalli | Chakravarthy, A.S.N.

Article Type: Research Article

Abstract: BACKGROUND: In the Healthcare (HC) sector, the usage of Wireless Sensor Healthcare Networks (WSHN) is attaining specific importance. The sensor device is implanted into the patient’s body, and the sensed health information of patients is transformed via data aggregating devices like mobile devices, cameras, and so on, to the doctors. Thus, the early signs of diseases are identified, and remote monitoring of the patient’s health is carried out by the physician on time. This aids in improving the health condition of the people and reduces the severity of disorders. But, the security gap in HC remains unresolved, despite various …advantages. OBJECTIVE: This work proposes secured data communication in WSHN using Exponential Message Digest5 (EXP-MD5) and Diffie Hellman Secret Key-based Elliptic Curve Cryptography (DHSK-ECC) techniques. METHODS: Primarily, the patient registers their details in the Hospital Cloud Server (HCS). With hospital ID and patient ID, public and private keys are generated during registration. Afterward, by utilizing the Navie Shuffling (NS) technique, n Cr combinations are created and shuffled. After shuffling, any of the randomly selected combinations are encoded utilizing the American Standard Code for Information Interchange (ASCII) code. For patient authentication, the ASCII code is further converted into a Quick Response(QR) code. Upon successful registration, the patient logs in to HCS. The patient can book for doctor’s appointment if the login details are verified with those of the registered details. On consulting the doctor at the pre-informed time, the digital signature is created utilizing the Universal Unique Salt-based Digital Signature Algorithm (UUS-DSA) for authenticating the patient details. Further, for providing accessibility to all the authorized patients, the registered patients on HCS are considered as nodes. Then, an authorized path is created using the EXP-MD5 technique to protect each individual patient’s details. The patient’s IoT data is sensed, followed by authorized path creation. The data is encrypted via the DHSK-ECC algorithm for secure data transmission. Lastly, all the information is stored in HCS, so that the patient’s health condition is regularly monitored by the doctor and the needy advice is suggested to the patients in the future. Also, hash matching is carried out when the doctor needs to access data. RESULTS: The proposed technique’s efficacy is validated by the performance analysis in comparison with other conventional techniques. CONCLUSION: In this proposed research, the authentication is performed in multiple scenarios to enhance data security and user privacy. The patient details are authenticated during registration and verification to access the online consultation only by the authorized person. Further, the patient health information is encrypted in the proposed work after consultation so that the intrusion of medical records by malicious users and data tampering is prevented. Also, the sensed data gathered from patients are transferred to the HCS by creating the authorized path, which further enhances the security of patient data. Thus, the data communication of the WSHN is well-secured in this work through multi-level authentication and improved cryptography techniques. Show more

Keywords: Data security, privacy-preserving, healthcare networks, Universal Unique Salt-based Digital Signature Algorithm (UUS-DSA), Hospital Cloud Server (HCS), Diffie Hellman Secret Key-based Elliptic Curve Cryptography (DHSK-ECC)

DOI: 10.3233/THC-240790

Citation: Technology and Health Care, vol. 32, no. 6, pp. 5081-5103, 2024

Authors: Gayathri D, Bala | Sangeetha, D.

Article Type: Research Article

Abstract: BACKGROUND: In the modern medical industry, sensors and other medical electronic equipment such as ECG, thermometers, etc. that measure vitals like blood pressure, body temperature, heartbeat, and blood cells are used to record patient data. The information gathered helps to create a patient profile, which in turn helps doctors treat patients appropriately and helps users gain insights into their health. But, the information collected is regionally specific and not worldwide. Thus, this may create problems in transparency, integrity, and much more. The medical details of patients collected are stored in a simple database which appears to be a centralized …application that is prone to be modified or hacked by intruders and also suffers from fault tolerance. OBJECTIVE: This paper aims to solve this problem using Blockchain and Data Possession methodologies. METHODS: Blockchain helps to store multiple copies of data in a decentralized fashion. Thus, a secured model could be implemented using blockchain in which the patient’s data can be securely sent to any medical professional, thus promoting transparency, security, and integrity. RESULTS: Provable Data Possession helps the users to verify that their information is intact and has not been tampered. It can be achieved using cryptography which encrypts the information of the patients stored. CONCLUSION: This paper will be beneficial for the medical department and the public such that it will be beneficial in terms of transparency, scalability, and security. Show more

Keywords: Blockchain, provable data possession, SQL injection attacks, machine learning, neural networks, cryptography

DOI: 10.3233/THC-240921

Citation: Technology and Health Care, vol. 32, no. 6, pp. 5105-5127, 2024

Authors: Liu, Dongquan | Zhao, Yonggang | Liu, Bangquan

Article Type: Research Article

Abstract: BACKGROUND: Pulmonary nodule, one of the most common clinical phenomena, is an irregular circular lesion with a diameter of ⩽ 3 cm in the lungs, which can be classified as benign or malignant. Differentiating benign and malignant pulmonary nodules has an essential effect on clinical medical diagnosis. OBJECTIVE: To explore the clinical value and diagnostic effects of the lung nodule classification and segmentation algorithm based on deep learning in differentiating benign and malignant pulmonary nodules. METHODS: A deep learning model with a fine-grained classification manner for the discrimination of pulmonary …models in Dr.Wise Lung Analyzer. This study retrospectively enrolled 120 patients with pulmonary nodules detected by chest spiral CT from March 2021 to September 2022 in the radiology department of Ninghai First Hospital. The DL-based method and physicians’ accuracy, sensitivity, and specificity results were compared using the pathological results as the gold standard. The ROC curve of the deep learning model was plotted, and the AUCs were calculated. RESULTS: On 120 CT images, pathologically diagnosed 81 malignant nodules and 122 benign modules. The AUCs of radiologists’ diagnostic approach and DL-base method for differentiating patients were 0.62 and 0.81; radiologists’ diagnostic approach and DL-base method achieved AUCs of 0.75 and 0.90 for benign and malignant pulmonary nodules differentiate. The accuracy, sensitivity, and specificity with the deep learning model were 73.33%, 78.75%, and 62.50%, respectively, while the accuracy, sensitivity, and specificity with the physician’s diagnosis were 63.33%, 66.25%, and 57.500. CONCLUSION: There was no significant difference between the diagnosis results of the proposed DL-based method and the radiologists’ diagnostic approach in differentiating benign and malignant lung nodules on spiral CT (P < 0.05). Show more

Keywords: Benign and malignant pulmonary nodule, deep learning, diagnosis, early diagnosis

DOI: 10.3233/THC-241079

Citation: Technology and Health Care, vol. 32, no. 6, pp. 5129-5140, 2024

Authors: Kong, Yang | Wang, Yizhi | Yang, Qifan | Ye, Song

Article Type: Research Article

Abstract: BACKGROUND: Bibliometric analysis of liver cancer research, particularly in immunotherapy, reveals crucial insights. The US leads in liver cancer mortality but ranks fifth globally. OBJECTIVE: Scopus database analysis identified 2,349 papers, with the top 100 ranging from 127 to 4,959 citations. Notably, “Microenvironmental Regulation of Tumours Progression and Metastasis” in the Journal of Nature Medicine garnered the highest citations. METHODS: Journals like the Journal of Hepatology, Hepatology, and Nature Reports Clinical Oncology contributed significantly. Understanding molecular mechanisms and prognostic indicators is paramount for advancing combination therapies. RESULTS: For better patient …outcomes, research trends in liver cancer immunotherapy point to improved treatment protocols, knowledge of the tumor microenvironment, combining therapies, predicting disease course, international cooperation, sophisticated surgical techniques, early detection, oncolytic virotherapy, and patient-centered care. CONCLUSIONS: This research underscores immunotherapy’s pivotal role and encourages further exploration, offering valuable insights into liver cancer treatment trends. Show more

Keywords: Liver cancer, immunotherapy, bibliometric analysis, research trends, oncology

DOI: 10.3233/THC-241111

Citation: Technology and Health Care, vol. 32, no. 6, pp. 5141-5155, 2024