Objective: To investigate the prevalence and influencing factors of hepatitis C virus (HCV) infection among drug users in Baoshan District, Shanghai Municipality, so as to provide insights into strengthening HCV intervention among drug users. Methods: Drug users under community management in Baoshan District from 2017 to 2023 were recruited. Demographic information, drug use behaviors, sexual behaviors and receipt of intervention service were collected through questionnaire surveys. Blood samples were collected for HCV antibody testing, and the prevalence of anti-HCV antibody was analyzed. Factors affecting the prevalence of anti-HCV antibody among drug users were analyzed using a multivariable logistic regression model. Results: A total of 2 801 drug users were surveyed, including 2 233 males (79.72%) and 568 females (20.28%). The majority of drug users were aged 40 to <60 years (1 663 drug users, 59.37%). The prevalence of anti-HCV antibody was 28.35%, showing an overall upward trend from 2017 to 2023 (P<0.05). Multivariable logistic regression analysis showed that females (OR=1.468, 95%CI: 1.169-1.844), 40 years and over (40 to <50 years, OR=2.441, 95%CI: 1.838-3.242; 50 to <60 years, OR=2.377, 95%CI: 1.787-3.161; 60 to 97 years, OR=1.637, 95%CI: 1.163-2.304), using traditional drugs (OR=2.488, 95%CI: 1.967-3.147) or mixed drugs (OR=2.950, 95%CI: 1.974-4.409), having injected drugs (not share needles, OR=3.649, 95%CI: 2.849-4.673; share needles, OR=3.532, 95%CI: 1.851-6.738) and never using condoms during sexual contacts with spouses/cohabitants in the past year (OR=1.975, 95%CI: 1.354-2.879) were associated with a higher prevalence of anti-HCV antibody; the educational level of high school/technical secondary school (OR=0.483, 95%CI: 0.280-0.835) or college and above (OR=0.280, 95%CI: 0.129-0.608) was associated with a lower prevalence of anti-HCV antibody. Conclusions The prevalence of anti-HCV antibody among drug users in Baoshan District showed an upward trend from 2017 to 2023. Gender, age, educational level, type of drugs, history of drug injection and never using condoms during sexual contacts with spouses/cohabitants were influencing factors for prevalence of anti-HCV antibody among drug users.

OBJECTIVE: To construct a predictive model for the reduction in methadone maintenance treatment (MMT) and evaluate the effects of different interventions and other clinical factors on methadone reduction using Shapley additive explanations (SHAP). METHODS: Two clinical trials of acupuncture for methadone reduction in MMT patients were analyzed, and the baseline data, MMT related information, intervention measures, the data related to dose-reduction outcomes were collected. The predictive model was constructed by means of 6 machine learning algorithms including support vector machine (SVM), K-nearest neighbors (KNN), logistic regression (LR), Naive Bayes (NB), random forest (RF) and categorical-boosting (CatBoost), and 2 integration methods, blending-ensemble method (Blending) and Stacking-ensemble method (Stacking). SHAP was employed for the interpretability analysis of the optimal model. RESULTS: A total of 251 MMT patients were included, 128 cases in the acupuncture group and 123 cases in the non-acupuncture group. CatBoost and Stacking performed optimally in the test set. CatBoost obtained an accuracy of 0.780 0±0.060 8, a precision of 0.500 0±0.120 0, a recall of 0.818 2±0.140 2, F1 score of 0.620 7±0.114 0, and receiver operating characteristic-area under curve (ROC-AUC) of 0.857 8±0.140 2 for the subjects. In MMT patients with acupuncture as an adjunctive therapy, the top 5 important features for methadone reduction, included intervention measures, body mass index (BMI), the duration of MMT, the history of opioid use and occupation; and SHAP values were 1.25, 0.36, 0.21, 0.19 and 0.12, respectively. The SHAP feature dependence plot showed that BMI, MMT duration and the history of opioid use presented a nonlinear negative correlation with the reduction effect. CONCLUSION In acupuncture as adjunctive therapy for methadone reduction, the clinical factors should be considered comprehensively; and the interpretable predictive model provides a scientific basis for it, which is conducive to the improvement of clinical strategy of acupuncture for methadone reduction and the development of personalized reduction scheme.
Humans ; Methadone/therapeutic use* ; Acupuncture Therapy ; Adult ; Female ; Male ; Machine Learning ; Middle Aged ; Opiate Substitution Treatment ; Young Adult

Objective: To explore the distribution of traditional Chinese medicine (TCM) syndromes in patients with interstitial lung disease (ILD) and its influencing factors. Methods: This cross-sectional study included 385 patients with ILD admitted to the First Affiliated Hospital of Zhejiang Chinese Medical University (Zhejiang Provincial Hospital of Chinese Medicine) from January 2018 to June 2022. Data on sex, age, body mass index, smoking history, respiratory rate, hospitalization time, treatment cost, whether velcro rales can be heard, comorbidities with rheumatic immune diseases, TCM four examination information, and clinical examination results, including CT imaging, D-dimer level, and lung function-related indicators, were collected. The distribution pattern of TCM syndromes in patients with ILD and the association between TCM syndromes and clinical indicators were analyzed using the cluster analysis and binary Logistic regression analysis. Results: Among the 385 patients with ILD, sticky phlegm (59.74%) and shortness of breath (56.10%) were common symptoms, while greasy tongue coating (55.32%), red tongue (52.73%), and slippery and rapid pulse (25.71%) were common tongue and pulse manifestations. The patients were divided into five syndromes using cluster analysis: syndrome of phlegm-heat stagnation in the lung (36.62%), syndrome of turbid phlegm obstructing lung (29.35%), syndrome of deficiency of both qi and yin (12.99%), syndrome of qi deficiency of lung and kidney (11.95%), and syndrome of phlegm and blood stasis obstructing lung (9.09%). The D-dimer level was lower in patients with syndrome of phlegm-heat stagnation in the lung, syndrome of turbid phlegm obstructing lung, syndrome of deficiency of both qi and yin, and syndrome of qi deficiency of lung and kidney than in those with syndrome of phlegm and blood stasis obstructing lung (P<0.05). The percentage of predicted forced vital capacity (FVC%pred) of patients with syndrome of phlegm-heat stagnation in the lung, syndrome of turbid phlegm obstructing lung, syndrome of deficiency of both qi and yin, and syndrome of phlegm and blood stasis obstructing lung was higher than in those with syndrome of qi deficiency of lung and kidney (P<0.05). Among patients aged 60 and above, those with syndrome of phlegm-heat stagnation in the lung, syndrome of phlegm and blood stasis obstructing lung, and syndrome of deficiency of both qi and yin containing dual pathogenic syndrome elements were more likely to experience moderate to severe pulmonary diffusion impairment than those with syndrome of turbid phlegm obstructing lung and syndrome of qi deficiency of lung and kidney containing single pathogenic syndrome elements (P<0.05). The Logistic regression showed that the FVC%pred was an influential factor for syndrome of qi deficiency of lung and kidney, and the area under the receiver operating characteristic (ROC) curve (AUC) between FVC%pred and the formation of syndrome of qi deficiency of lung and kidney was 0.676 (95%CI: 0.598-0.755), P=0.002. The sensitivity was 0.431, the specificity was 0.966, and the best threshold on the ROC curve of 0.397 was 79.1%. The D-dimer level was an influential factor in the formation of syndrome of phlegm and blood stasis obstructing lung. The AUC between D-dimer level and the formation of syndrome of phlegm and blood stasis obstructing lung was 0.729 (95%CI: 0.655-0.802), P<0.001. The sensitivity was 0.914, the specificity was 0.523, and the best threshold on the ROC curve of 0.437 was 0.675 mg/L. Conclusion syndrome of phlegm-heat stagnation in the lung and syndrome of turbid phlegm obstructing lung are common among patients with ILD. Complex pathological syndromes are more likely to exacerbate pulmonary diffusion dysfunction. The FVC%pred can assist in differentiating syndrome of qi deficiency of lung and kidney, whereas the D-dimer level can assist in differentiating syndrome of phlegm and blood stasis obstructing lung.

AIM:To investigate and analyze the current situation and needs of clinical research nurses in China,in order to provide scientific basis for constructing a training system for research nurs-es,promoting standardized training,and achieving standardized management for them.METHODS:A self-made questionnaire was used to investigate 102 research nurses from nearly 70 well-known clinical trial institutions in China.The contents of the questionnaire mainly included the general infor-mation,professional experience and work content of the research nurses,the sense of accomplish-ment and training needs of clinical trial work.RE-SULTS:Among the 102 research nurses surveyed,92.15％have a bachelor's degree or above;53.92％of those have intermediate or higher professional titles;74.51％of them are part-time research nurse.Among professional experiences,19.61％have more than 10 years of clinical trial experience;47.06％,40.20％,and 21.17％of surveyed research nurses were authorized to participate in clinical tri-al drug management,sample management,and quality control;70.59％of research nurses have a high sense of achievement in their daily work.In terms of education and training needs,clinical trial related laws and regulations,standardized training for clinical trial protocol implementation,and good clinical practice(GCP)are the three most important aspects.CONCLUSION:Clinical research nurses in China have a relatively high level of education and nursing experience,but there is still a large gap in the amount of professional full-time clinical re-search nurses in China.Due to the rapid develop-ment of innovative drugs and devices,as well as the urgent need to improve the clinical research system,it is necessary to establish a training,as-sessment,and evaluation system for research nurs-es that is in line with China's national conditions in order to improve the professional level of research nurses,and improve the quantity and quality of clinical trial research on innovative drugs and devic-es in China.

Objective Based on the technology acceptance model,to explore the influence mechanism of technical support,perceived interactivity,perceived usefulness,perceived ease of use and perceived risk on medical staff's report intention on adverse events,and to provide path suggestions for improving medical staff's report intention adverse events.Methods The multi-stage sampling method was used to select 637 medical staffs of tertiary public hospitals in Hangzhou who used the information-based platform to report adverse events as the research respondents,and the self-developed scale of report intention on adverse events was used as the research tool,monofactor analysis were conducted by Wilcoxon rank-sum test,and the structural equation model was used to analyze the influence path of their report intention on adverse events.Results Perceived ease of use and perceived usefulness have positive effects on medical staff's report intention on adverse events(β=0.264,0.658;P＜0.001);Perceived risk negatively affected the medical staff's report intention on adverse events(β=-0.143,P＜0.001).The indirect effects of perceived usefulness and perceived ease of use on medical staff's report intention on adverse events are 0.538 and 0.205,respectively.Conclusion Perceived usefulness and perceived ease of use plays a mediating role in perceived interactivity and medical staff's report intention on adverse events.

AIM:To investigate and analyze the current situation and needs of clinical research nurses in China,in order to provide scientific basis for constructing a training system for research nurs-es,promoting standardized training,and achieving standardized management for them.METHODS:A self-made questionnaire was used to investigate 102 research nurses from nearly 70 well-known clinical trial institutions in China.The contents of the questionnaire mainly included the general infor-mation,professional experience and work content of the research nurses,the sense of accomplish-ment and training needs of clinical trial work.RE-SULTS:Among the 102 research nurses surveyed,92.15％have a bachelor's degree or above;53.92％of those have intermediate or higher professional titles;74.51％of them are part-time research nurse.Among professional experiences,19.61％have more than 10 years of clinical trial experience;47.06％,40.20％,and 21.17％of surveyed research nurses were authorized to participate in clinical tri-al drug management,sample management,and quality control;70.59％of research nurses have a high sense of achievement in their daily work.In terms of education and training needs,clinical trial related laws and regulations,standardized training for clinical trial protocol implementation,and good clinical practice(GCP)are the three most important aspects.CONCLUSION:Clinical research nurses in China have a relatively high level of education and nursing experience,but there is still a large gap in the amount of professional full-time clinical re-search nurses in China.Due to the rapid develop-ment of innovative drugs and devices,as well as the urgent need to improve the clinical research system,it is necessary to establish a training,as-sessment,and evaluation system for research nurs-es that is in line with China's national conditions in order to improve the professional level of research nurses,and improve the quantity and quality of clinical trial research on innovative drugs and devic-es in China.

Objective Based on the technology acceptance model,to explore the influence mechanism of technical support,perceived interactivity,perceived usefulness,perceived ease of use and perceived risk on medical staff's report intention on adverse events,and to provide path suggestions for improving medical staff's report intention adverse events.Methods The multi-stage sampling method was used to select 637 medical staffs of tertiary public hospitals in Hangzhou who used the information-based platform to report adverse events as the research respondents,and the self-developed scale of report intention on adverse events was used as the research tool,monofactor analysis were conducted by Wilcoxon rank-sum test,and the structural equation model was used to analyze the influence path of their report intention on adverse events.Results Perceived ease of use and perceived usefulness have positive effects on medical staff's report intention on adverse events(β=0.264,0.658;P＜0.001);Perceived risk negatively affected the medical staff's report intention on adverse events(β=-0.143,P＜0.001).The indirect effects of perceived usefulness and perceived ease of use on medical staff's report intention on adverse events are 0.538 and 0.205,respectively.Conclusion Perceived usefulness and perceived ease of use plays a mediating role in perceived interactivity and medical staff's report intention on adverse events.

AIM:To investigate and analyze the current situation and needs of clinical research nurses in China,in order to provide scientific basis for constructing a training system for research nurs-es,promoting standardized training,and achieving standardized management for them.METHODS:A self-made questionnaire was used to investigate 102 research nurses from nearly 70 well-known clinical trial institutions in China.The contents of the questionnaire mainly included the general infor-mation,professional experience and work content of the research nurses,the sense of accomplish-ment and training needs of clinical trial work.RE-SULTS:Among the 102 research nurses surveyed,92.15％have a bachelor's degree or above;53.92％of those have intermediate or higher professional titles;74.51％of them are part-time research nurse.Among professional experiences,19.61％have more than 10 years of clinical trial experience;47.06％,40.20％,and 21.17％of surveyed research nurses were authorized to participate in clinical tri-al drug management,sample management,and quality control;70.59％of research nurses have a high sense of achievement in their daily work.In terms of education and training needs,clinical trial related laws and regulations,standardized training for clinical trial protocol implementation,and good clinical practice(GCP)are the three most important aspects.CONCLUSION:Clinical research nurses in China have a relatively high level of education and nursing experience,but there is still a large gap in the amount of professional full-time clinical re-search nurses in China.Due to the rapid develop-ment of innovative drugs and devices,as well as the urgent need to improve the clinical research system,it is necessary to establish a training,as-sessment,and evaluation system for research nurs-es that is in line with China's national conditions in order to improve the professional level of research nurses,and improve the quantity and quality of clinical trial research on innovative drugs and devic-es in China.

Objective Based on the technology acceptance model,to explore the influence mechanism of technical support,perceived interactivity,perceived usefulness,perceived ease of use and perceived risk on medical staff's report intention on adverse events,and to provide path suggestions for improving medical staff's report intention adverse events.Methods The multi-stage sampling method was used to select 637 medical staffs of tertiary public hospitals in Hangzhou who used the information-based platform to report adverse events as the research respondents,and the self-developed scale of report intention on adverse events was used as the research tool,monofactor analysis were conducted by Wilcoxon rank-sum test,and the structural equation model was used to analyze the influence path of their report intention on adverse events.Results Perceived ease of use and perceived usefulness have positive effects on medical staff's report intention on adverse events(β=0.264,0.658;P＜0.001);Perceived risk negatively affected the medical staff's report intention on adverse events(β=-0.143,P＜0.001).The indirect effects of perceived usefulness and perceived ease of use on medical staff's report intention on adverse events are 0.538 and 0.205,respectively.Conclusion Perceived usefulness and perceived ease of use plays a mediating role in perceived interactivity and medical staff's report intention on adverse events.

AIM:To investigate and analyze the current situation and needs of clinical research nurses in China,in order to provide scientific basis for constructing a training system for research nurs-es,promoting standardized training,and achieving standardized management for them.METHODS:A self-made questionnaire was used to investigate 102 research nurses from nearly 70 well-known clinical trial institutions in China.The contents of the questionnaire mainly included the general infor-mation,professional experience and work content of the research nurses,the sense of accomplish-ment and training needs of clinical trial work.RE-SULTS:Among the 102 research nurses surveyed,92.15％have a bachelor's degree or above;53.92％of those have intermediate or higher professional titles;74.51％of them are part-time research nurse.Among professional experiences,19.61％have more than 10 years of clinical trial experience;47.06％,40.20％,and 21.17％of surveyed research nurses were authorized to participate in clinical tri-al drug management,sample management,and quality control;70.59％of research nurses have a high sense of achievement in their daily work.In terms of education and training needs,clinical trial related laws and regulations,standardized training for clinical trial protocol implementation,and good clinical practice(GCP)are the three most important aspects.CONCLUSION:Clinical research nurses in China have a relatively high level of education and nursing experience,but there is still a large gap in the amount of professional full-time clinical re-search nurses in China.Due to the rapid develop-ment of innovative drugs and devices,as well as the urgent need to improve the clinical research system,it is necessary to establish a training,as-sessment,and evaluation system for research nurs-es that is in line with China's national conditions in order to improve the professional level of research nurses,and improve the quantity and quality of clinical trial research on innovative drugs and devic-es in China.