1.Meta-analysis of influencing factors for ART discontinuation in Chinese HIV/AIDS patients
Sihui LIN ; Lianzhao YANG ; Xiuhong LONG ; Tian FENG ; Zhihui WANG ; Yunfan YANG ; Aihong MING
Chongqing Medicine 2025;54(6):1435-1441
Objective To systematically evaluate the influencing factors for antiretroviral therapy(ART)discontinuation in Chinese human immunodeficiency virus(HIV)/acquired immuno deficiency syn-drome(AIDS)patients.Methods A computer-based search was conducted in PubMed,Web of Science,Em-base,The Cochrane Library,CNKI,Wanfang,VIP,and China Biology Medicine(CBM)databases for studies on influencing factors of ART discontinuation in Chinese HIV/AIDS patients from the establishment of the databases to August 2024.Meta-analysis was performed on the included studies by using Stata16.0.Results A total of 17 studies were included.Meta-analysis showed that the following factors were associated with ART discontinuation:male gender(OR=1.301,95%CI:1.099-1.540),age≥50 years(OR=1.212,95%CI:1.109-1.324),unmarried/divorced/widowed marital status(OR=1.198,95%CI:1.060-1.354),education level was or below senior high school(OR=1.778,95%CI:1.508-2.096),infection route was in-travenous drug use(OR=2.420,95%CI:1.989-2.945),baseline CD4 cell count>500 cells/μL(OR=1.157,95%CI:1.020-1.313),tuberculosis co-infection before ART(OR=1.559,95%CI:1.398-1.739),hepatitis B co-infection before ART(OR=1.554,95%CI:1.305-1.851),AIDS-related symptoms occur be-fore ART(OR=1.245,95%CI:1.148-1.351),time from diagnosis to treatment initiation≥365 days(OR=1.449,95%CI:1.301-1.615),initial treatment regimen containing zidovudine(OR=1.573,95%CI:1.206-2.052),treatment at county-level or lower institutions(OR=1.204,95%CI:1.153-1.257),exist drug adverse reactions(OR=7.043,95%CI:3.142-15.786),and compliance education(OR=0.182,95%CI:0.094-0.352).Conclusion There are multiple factors influencing ART discontinuation in Chinese HIV/AIDS patients.Early identification of individuals at risk of discontinuation and targeted interventions are nec-essary to promote their maintenance of ART.
2.Systematic review of machine learning models for predicting functional recovery and prognosis in stroke
Jiaru WANG ; Ying ZHANG ; Yong YANG ; Wen QI ; Huaye XIAO ; Qiuping MA ; Lianzhao YANG ; Ziwei LUO ; Yaqing HE ; Jiangyin ZHANG ; Jiawen WEI ; Yuan MENG ; Silian TAN
Chinese Journal of Tissue Engineering Research 2025;29(29):6317-6325
OBJECTIVE:Nowadays,machine learning algorithms are gradually being applied to predict stroke and cardiovascular disease.Compared with traditional regression models,machine learning can learn from data to achieve high prediction accuracy by exploring the flexible relationship between a large number of predictive features and outcome variables,providing a new method for the formulation of individualized treatment and rehabilitation programs.This study aims to systematically evaluate stroke functional recovery and prognosis prediction models based on machine learning,comprehensively assessing their predictive performance and clinical application potential to provide references for the development,application,and promotion of related predictive models.METHODS:This review was conducted following the PRISMA(Preferred Reporting Items for Systematic Reviews and Meta-Analyses)guidelines.Relevant literature on stroke prognosis prediction using machine learning methods was selected by searching PubMed,EMbase,Web of Science Core Collection,CNKI,WanFang,and the China Biomedical Literature Database,with the search period from January 1,2014,to July 1,2024.Two researchers independently screened the literature and extracted data based on inclusion and exclusion criteria,using the Prediction model Risk Of Bias ASsessment Tool(PROBAST)to assess model quality.RESULTS:(1)A total of 3 126 articles were obtained in the preliminary search.After screening and exclusion,18 articles were finally included.150 prediction models were constructed using 13 machine learning methods.The three most frequently used methods are Logistic Regression,Random Forest,and Extreme Gradient Boosting(XGBoost).Only one study was externally validated.Eight studies reported how the missing data were handled.(2)In terms of outcome indicators,8 studies used the combination of clinical data and imaging data to build models,9 studies only used clinical data to build models,and 1 study only used imaging data to build models.(3)Each of the 18 studies gave the most important characteristics of the study,with the most mentioned being the National Institute of Health Stroke Scale and age.All studies reported area under curve values ranging from 0.74 to 0.96,with the highest area under curve being 0.96.The overall risk of bias in all models was high.The high risk of bias in the field of model analysis was the main reason for the high risk of overall bias in all models.(4)The results of meta-analysis showed that age and National Institute of Health Stroke Scale score had significant influence on stroke prognosis,with age[MD=8.49,95%CI(6.24,10.75),P<0.01]and National Institute of Health Stroke Scale score[MD=4.78,95%CI(2.56,7.00),P<0.01].CONCLUSION:This study systematically evaluated the predictive model of functional recovery and prognosis of stroke based on machine learning,and all the models have good predictive potential.However,future studies should increase the sample size of the included model,adopt prospective studies,and add external validation of the model to improve the stability and prediction accuracy of the model,control the risk of bias,and contribute to the validation and promotion of the model in practical clinical applications.At the same time,the interpolation of missing values is more transparent and accurate.Although existing machine learning models show good predictive performance,it is also important to focus on the functionality and usability of the model,and the inclusion of features will reduce ease of use.We should develop easy to use model interfaces and user-friendly clinical tools to enable medical staff to better apply the model for clinical decision.
3.Experience of exercise in HIV infected/AIDS patients: a Meta-synthesis of qualitative research
Liaozhi ZHANG ; Lianzhao YANG ; Hui GAO ; Ling CHEN ; Xiuhong LONG ; Fan QIN ; Liyin LUO ; Xiaochen YAN
Chinese Journal of Practical Nursing 2025;41(2):88-95
Objective:Systematic evaluation and integration of the exercise experience of HIV infected/AIDS patients.Methods:Databases including Web of science, PubMed, Embase, Cochrane Library, CINAHL, PsycINFO, Wangfang Database, CNKI, SinoMed and Vip were searched, from their inception to January 31, 2024, to collect qualitative studies on HIV infected/AIDS patients′ experience of exercise. The quality of included studies was evaluated according to JBI Critical Appraisal Tool for qualitative studies in Australia. The results were integrated by integrating methods.Results:A total of 20 studies were included. 87 complete findings were grouped according to similarities to form 10 new categories.These categories resulted in 4 synthesized findings: perceived benefits of exercise in HIV infected/AIDS patients; motivation of exercise in HIV infected/AIDS patients; obstructive factors of exercise in HIV infected/AIDS patients; the needs and expectations of HIV infected/AIDS for exercise.Conclusions:Exercise is a supportive nursing choice for HIV infected/AIDS patients during the treatment process, and nursing staff should pay attention to the patients′perception of exercise and guide their perception of benefits. Focus on the patients′ positive psychology and provide support from multiple perspectives. Pay attention to the factors that hinder patient movement and provide personalized care. Targeting patient needs and optimizing home exercise intervention methods.
4.Experiences with HIV pre-exposure prophylaxis medications among men who have sex with men: a meta-synthesis of qualitative studies
Fan QIN ; Lianzhao YANG ; Hui GAO ; Ling CHEN ; Xiuhong LONG ; Liaozhi ZHANG ; Liyin LUO ; Xiaochen YAN
Chinese Journal of Modern Nursing 2025;31(18):2473-2479
Objective:To systematically evaluate the qualitative study on HIV pre-exposure prophylaxis (PrEP) medication experience among men who have sex with men (MSM) .Methods:China National Knowledge Infrastructure, Wanfang Data, China Biology Medicine disc, VIP, PubMed, Web of Science, Embase, CINAHL, Cochrane Library, and PsycINFO were searched. The search period was from database establishment to February 1, 2024. The methodological quality of the included literature was evaluated according to the quality evaluation criteria for qualitative research of the Joanna Briggs Institute Evidence-Based Health Care Center. The integrative synthesis was used to integrate the findings.Results:A total of 11 articles were included, and 36 findings were distilled into eight new categories, which were synthesized to form three integrated findings (perceived PrEP medication benefits by MSM, perceived barriers to PrEP medication by MSM, and multidimensional adaptations to enhance the PrEP medication experience in MSM) .Conclusions:Healthcare providers should pay close attention to the PrEP medication experience of MSM, identify medication challenges promptly, and focus on assisting them with self-adaptation to improve the PrEP medication experience and increase PrEP medication adherence in MSM.
5.Systematic review of machine learning models for predicting functional recovery and prognosis in stroke
Jiaru WANG ; Ying ZHANG ; Yong YANG ; Wen QI ; Huaye XIAO ; Qiuping MA ; Lianzhao YANG ; Ziwei LUO ; Yaqing HE ; Jiangyin ZHANG ; Jiawen WEI ; Yuan MENG ; Silian TAN
Chinese Journal of Tissue Engineering Research 2025;29(29):6317-6325
OBJECTIVE:Nowadays,machine learning algorithms are gradually being applied to predict stroke and cardiovascular disease.Compared with traditional regression models,machine learning can learn from data to achieve high prediction accuracy by exploring the flexible relationship between a large number of predictive features and outcome variables,providing a new method for the formulation of individualized treatment and rehabilitation programs.This study aims to systematically evaluate stroke functional recovery and prognosis prediction models based on machine learning,comprehensively assessing their predictive performance and clinical application potential to provide references for the development,application,and promotion of related predictive models.METHODS:This review was conducted following the PRISMA(Preferred Reporting Items for Systematic Reviews and Meta-Analyses)guidelines.Relevant literature on stroke prognosis prediction using machine learning methods was selected by searching PubMed,EMbase,Web of Science Core Collection,CNKI,WanFang,and the China Biomedical Literature Database,with the search period from January 1,2014,to July 1,2024.Two researchers independently screened the literature and extracted data based on inclusion and exclusion criteria,using the Prediction model Risk Of Bias ASsessment Tool(PROBAST)to assess model quality.RESULTS:(1)A total of 3 126 articles were obtained in the preliminary search.After screening and exclusion,18 articles were finally included.150 prediction models were constructed using 13 machine learning methods.The three most frequently used methods are Logistic Regression,Random Forest,and Extreme Gradient Boosting(XGBoost).Only one study was externally validated.Eight studies reported how the missing data were handled.(2)In terms of outcome indicators,8 studies used the combination of clinical data and imaging data to build models,9 studies only used clinical data to build models,and 1 study only used imaging data to build models.(3)Each of the 18 studies gave the most important characteristics of the study,with the most mentioned being the National Institute of Health Stroke Scale and age.All studies reported area under curve values ranging from 0.74 to 0.96,with the highest area under curve being 0.96.The overall risk of bias in all models was high.The high risk of bias in the field of model analysis was the main reason for the high risk of overall bias in all models.(4)The results of meta-analysis showed that age and National Institute of Health Stroke Scale score had significant influence on stroke prognosis,with age[MD=8.49,95%CI(6.24,10.75),P<0.01]and National Institute of Health Stroke Scale score[MD=4.78,95%CI(2.56,7.00),P<0.01].CONCLUSION:This study systematically evaluated the predictive model of functional recovery and prognosis of stroke based on machine learning,and all the models have good predictive potential.However,future studies should increase the sample size of the included model,adopt prospective studies,and add external validation of the model to improve the stability and prediction accuracy of the model,control the risk of bias,and contribute to the validation and promotion of the model in practical clinical applications.At the same time,the interpolation of missing values is more transparent and accurate.Although existing machine learning models show good predictive performance,it is also important to focus on the functionality and usability of the model,and the inclusion of features will reduce ease of use.We should develop easy to use model interfaces and user-friendly clinical tools to enable medical staff to better apply the model for clinical decision.
6.Experience of exercise in HIV infected/AIDS patients: a Meta-synthesis of qualitative research
Liaozhi ZHANG ; Lianzhao YANG ; Hui GAO ; Ling CHEN ; Xiuhong LONG ; Fan QIN ; Liyin LUO ; Xiaochen YAN
Chinese Journal of Practical Nursing 2025;41(2):88-95
Objective:Systematic evaluation and integration of the exercise experience of HIV infected/AIDS patients.Methods:Databases including Web of science, PubMed, Embase, Cochrane Library, CINAHL, PsycINFO, Wangfang Database, CNKI, SinoMed and Vip were searched, from their inception to January 31, 2024, to collect qualitative studies on HIV infected/AIDS patients′ experience of exercise. The quality of included studies was evaluated according to JBI Critical Appraisal Tool for qualitative studies in Australia. The results were integrated by integrating methods.Results:A total of 20 studies were included. 87 complete findings were grouped according to similarities to form 10 new categories.These categories resulted in 4 synthesized findings: perceived benefits of exercise in HIV infected/AIDS patients; motivation of exercise in HIV infected/AIDS patients; obstructive factors of exercise in HIV infected/AIDS patients; the needs and expectations of HIV infected/AIDS for exercise.Conclusions:Exercise is a supportive nursing choice for HIV infected/AIDS patients during the treatment process, and nursing staff should pay attention to the patients′perception of exercise and guide their perception of benefits. Focus on the patients′ positive psychology and provide support from multiple perspectives. Pay attention to the factors that hinder patient movement and provide personalized care. Targeting patient needs and optimizing home exercise intervention methods.
7.Experiences with HIV pre-exposure prophylaxis medications among men who have sex with men: a meta-synthesis of qualitative studies
Fan QIN ; Lianzhao YANG ; Hui GAO ; Ling CHEN ; Xiuhong LONG ; Liaozhi ZHANG ; Liyin LUO ; Xiaochen YAN
Chinese Journal of Modern Nursing 2025;31(18):2473-2479
Objective:To systematically evaluate the qualitative study on HIV pre-exposure prophylaxis (PrEP) medication experience among men who have sex with men (MSM) .Methods:China National Knowledge Infrastructure, Wanfang Data, China Biology Medicine disc, VIP, PubMed, Web of Science, Embase, CINAHL, Cochrane Library, and PsycINFO were searched. The search period was from database establishment to February 1, 2024. The methodological quality of the included literature was evaluated according to the quality evaluation criteria for qualitative research of the Joanna Briggs Institute Evidence-Based Health Care Center. The integrative synthesis was used to integrate the findings.Results:A total of 11 articles were included, and 36 findings were distilled into eight new categories, which were synthesized to form three integrated findings (perceived PrEP medication benefits by MSM, perceived barriers to PrEP medication by MSM, and multidimensional adaptations to enhance the PrEP medication experience in MSM) .Conclusions:Healthcare providers should pay close attention to the PrEP medication experience of MSM, identify medication challenges promptly, and focus on assisting them with self-adaptation to improve the PrEP medication experience and increase PrEP medication adherence in MSM.
8.Research progress on drug literacy of HIV/AIDS patients
Silian TAN ; Ying ZHANG ; Lianzhao YANG ; Wen QI ; Huaye XIAO ; Lin GUO ; Ao YANG ; Mencheng LIU ; Zhenwei LIU ; Yuelian WEN ; Yong YANG
Chongqing Medicine 2024;53(18):2864-2868
Drug literacy is one of the important components of health literacy,and in recent years,the research on drug literacy has gradually deepened.The polypharmacy treatment and irrational drug use in the patients with HIV/AIDS has increased the burden of drug use,therefore improving the level of drug literacy is the key to maintain the medication efficacy,drug self-administered and safe medication.This paper summa-rized the definition,current status of assessment tools,influencing factors and interventional measures of drug literacy of HIV/AIDS patients in domestic and foreign research in order to provide reference for the develop-ment of assessment tools for drug literacy of HIV/AIDS patients,improve the level of drug literacy of pa-tients,and promote safe and rational use of drugs.
9.Effect of solution-focused brief therapy on anxiety and depression in patients with HIV/AIDS:a meta-analy-sis
Qiaorong HUANG ; Lianzhao YANG ; Ling CHEN ; Xiuhong LONG ; Hui GAO ; Yuyin CHEN ; Liyin LUO
Chinese Journal of Nursing 2023;58(22):2792-2800
Objective Meta-analysis was used to evaluate the effect of the solution-focused brief therapy on im-proving the anxiety and depression status of patients with HIV/AIDS.Methods Computer search of PubMed,Embase,Web of Science,Cochrane Library,CINAHL,PsycINFO,Chinese Biomedical Literature Database,China Na-tional Knowledge Infrastructure,Wanfang Database,CQVIP were conducted,and the search time frame was from the establishment of databases until April 9,2023.There were 2 investigators who independently screened the literature according to inclusion and exclusion criteria,extracted data and performed quality evaluation,and performed Meta-analysis using RevMan 5.4 software.Results A total of 11 publications were included,including 9 randomized controlled trials and 2 quasi-experimental studies,with a total of 1 219 patients with HIV/AIDS.Meta-analysis re-sults showed that solution-focused brief therapy reduced anxiety scores(SMD=-1.89;95%CI:-2.79~-0.99,P<0.001),depression scores(SMD=-2.45;95%CI:-3.51~-1.39,P<0.001).Subgroup analysis showed that improved anxiety(SMD=-4.16;95%CI:-7.97~-0.35,P<0.001),depression(SMD=-5.69;95%CI:-11.20~-0.19,P<0.001)in pregnant HIV/AIDS patients was significantly better than that in ordinary patients.Conclusion Solution-focused brief therapy is effective in improving anxiety and depression levels in patients with HIV/AIDS,and the application of this model in pregnant patients with HIV/AIDS has a more significant improvement effect,but high-quality,multicenter,large-sample clinical trial studies are needed to further confirm this conclusion in the future.
10.Study on the role of cupping therapy on the implementation of the constitution nursing of elderly hypertension patients with phlegm-dampness constitution in the community
Liuying LU ; Lianzhao YANG ; Ling CHEN ; Limei SHI ; Wenguang WANG ; Jingyu LU
Chinese Journal of Practical Nursing 2021;37(28):2167-2176
Objective:To explore the effect of cupping therapy on regulating phlegm dampness constitution of elderly patients with hypertension in the community.Methods:From August to November in 2019, 120 elderly patients with phlegm dampness hypertension were randomly divided into control group and intervention group, 60 cases in each. The control group was given traditional Chinese medicine (TCM) health care in the community, and the intervention group was given cupping therapy intervention on this basis, to evaluate the changes of the scores of TCM phlegm wet body mass table, the total score reduction rate of TCM phlegm wet body mass, the conversion rate of TCM phlegm wet body mass, blood pressure, body mass index and waist circumference between the two groups before the intervention, 1 month, 2 months, 3 months after the intervention.Results:Finally, there were 51 cases in the intervention group and 57 cases in the control group. The TCM phlegm dampness constitution sub-scale and total scores of the comparison between groups at four different time points showed that except for the dimension of abdominal hypertrophy, the sub-scale and total scores of TCM phlegm-dampness constitution scale in the two groups were lower than before, and the differences were statistically significant ( F values were 3.450-94.995, P<0.05). The total score reduction rate of phlegm dampness constitution in the intervention group was 0.17 ± 0.10, higher than that in the control group (0.12 ± 0.09), and the difference was statistically significant ( t value was - 2.773, P < 0.05). The transformation rate of phlegm-dampness constitution was 47.1% (24/51) in the intervention group, which was higher than that in the control group (33.3%,19/57). The value of systolic blood pressure was lower in the intervention group [(135.10±2.64) mmHg,1 mmHg=0.133 kPa] than that in the control group [(138.88±2.42) mmHg] after 2 months of intervention, and the difference was statistically significant ( F value was 6.586, P<0.05). The value of diastolic blood pressure was lower in the intervention group [(80.75±3.03) mmHg] than that in the control group [(78.14±3.43) mmHg] after 3 months of intervention, and the difference was statistically significant ( F value was 6.758, P<0.05). Conclusions:On the basis of TCM physical nursing in the community, the effect of cupping therapy on reducing the score of phlegm and dampness physical fitness of elderly hypertension patients in the community, promoting the transformation of phlegm and dampness physical fitness of elderly hypertension patients in the community, and reducing the blood pressure level of elderly hypertension patients in the community is better than that of TCM physical nursing in the community, which is worth being promoted in the community.

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