1.Artificial intelligence-based quality control of hand hygiene for hospital-acquired infection
Xuchen YANG ; Jingwen LI ; Wan ZHANG ; Shasha FENG ; Min ZENG ; Jianan SHI ; Youqiong CHEN ; Tao ZHENG ; Xun YAO
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2026;33(02):241-247
Objective To explore an artificial intelligence (AI)-based method for automated hand hygiene monitoring and to compare the effectiveness of three algorithms (UniFormerV2, TDN, C3D) in recognizing hand hygiene steps in surgical settings, thereby aiding hospital infection control. Methods From April to October 2024, we non-invasively collected 641 video recordings of healthcare staff performing hand hygiene at four-bay scrub sinks in two tertiary hospitals using overhead HD cameras. The dataset was annotated by five trained experts for model training and validation. Results Following training on 385 samples, internal validation (n=119) showed the C3D model achieved 81% accuracy, 87% recall, and an 83% F1-score. The TDN model achieved 93%, 91%, and 92% for the same metrics. The UniFormerV2 model outperformed both, with an accuracy, recall, and F1-score of 93%—an improvement of over 10 percentage points compared to traditional CNNs (TDN, C3D). It also achieved an 84% accuracy in external validation, demonstrating strong generalization. Conclusion The UniFormerV2 model is more accurate than CNN-based models for hand hygiene step recognition and shows robust performance in external validation. It presents a viable tool for healthcare facilities to enhance hand hygiene management, ultimately improving medical quality and patient safety.
2.Current status of climate change-related health literacy and evaluation of comprehensive intervention effects among residents in Shenzhen
Guomin CHEN ; Jiamin JIANG ; Xun WANG ; Qiuling WANG ; Jiajia JI ; Xiaoheng LI
Journal of Environmental and Occupational Medicine 2026;43(4):467-474
Background Climate change poses a significant threat to public health. In China, relevant health intervention research is still in its early stages, and evidence for evaluating the effectiveness of regional climate change health adaptation strategies and measures is scarce. Objective To investigate the level of climate change-related health literacy among residents in Shenzhen, implement targeted health interventions, and assess the intervention effects as well as their influencing factors. Methods From July 2023 to January 2024, 4 communities were randomly selected in Shenzhen, and a total of 896 community residents were enrolled and divided into an intervention group (444 participants) and a control group (452 participants). Baseline and follow-up surveys on climate change-related health literacy were conducted among residents for both groups. During the period between the two surveys, the intervention group received targeted health interventions. Health literacy—comprising 3 dimensions: basic health knowledge and concepts, basic health skills, and healthy lifestyles—was defined as achieving ≥80% of the total score. A differences-in-differences model was adopted to analyze the impact of the intervention, and multiple linear regression was used to explore the factors influencing the intervention effect. Results The baseline survey showed that 240 out of the 896 surveyed residents (26.79%) possessed climate change health literacy. For the 3 dimensions, the number of residents and the proportions with corresponding literacy in descending order were: basic health skills (521, 58.15%), healthy lifestyles (345, 38.50%), and basic health knowledge and concepts (44, 4.91%). After the intervention, the intervention group showed a 3.19% increase in the total health literacy score, a 3.55% increase in basic health knowledge and concepts, and a 4.24% increase in basic health skills (t=2.79, 2.77, and 2.47 respectively) (P<0.05). No significant change was observed in healthy lifestyle scores (t=0.70, P>0.05). Further analysis showed that awareness of the “dual carbon goals” and occupation were significantly associated with the intervention effect on overall health literacy (P<0.05). For basic health knowledge and concepts, occupation, history of chronic diseases, and awareness of the “dual carbon goals” had statistically significant effects on the intervention outcomes (P<0.05). Regarding basic health skills, awareness of the “dual carbon goals” significantly influenced the intervention effect (P<0.001). In terms of healthy lifestyles, gender, educational level, occupation, and awareness of climate change were significantly associated with the intervention effect (P<0.05). Conclusion The climate change-related health literacy among community residents in Shenzhen is in urgent need of improvement. Health interventions can effectively enhance residents' basic health knowledge and concepts, basic health skills, and overall literacy level. In the future, it is necessary to strengthen the popularization of climate change health knowledge based on different population characteristics and further optimize intervention strategies, to comprehensively improve residents' health adaptation capacity to climate change.
3.Development of a quality assessment system for palliative care based on SERVQUAL for integrated medical-elderly care nursing home
Chen CHEN ; Xun MI ; Jie SU ; Xinli CHEN ; Cuiying ZHANG
Modern Clinical Nursing 2025;24(10):60-67
Objective To develop and evaluate a quality assessment system for palliative care nursing homes that integrate medical and elderly care services based on the SERVQUAL model,thereby providing references for assessment and improvement of the quality of palliative care.Methods Using SERVQUAL model,a preliminary evaluation of a quality assessment system for palliative care was developed through literature review and semi-structured interviews.Two rounds of expert consultation with Delphi method were conducted to refine and finalise the assessment system.Results The two rounds of expert consultation each involved 15 questionnaires,all effectively returned(100.00%response rate),reflecting strong expert engagement.The expert authority coefficients were 0.78.The Kendall's W of primary irdicators were 0.198 in the first round to 0.235 in the second(P<0.05),showing improved consensus.The mean importance scores in the second consensus were 3.93-5.00,with coefficients of variation of 0-0.20,and weights of 0.01-0.28,respectively.The finallised assessment system comprised 5 primary indicators,17 secondary indicators and 64 tertiary indicators.Conclusion The SERVQUAL-based palliative care quality assessment system for integrated medical-elderly care nursing homes is scientifically rigorous and practically applicable.It offers a standardised tool for assessment and improvement of the quality of palliative care in nursing homes with integrated medical and elderly care services,promotes homogenisation of nursing quality and ultimately meets the needs of residents and their families.
4.Gray Matter Volume Changes in Migraine Patients Using 7T Magnetic Resonance Imaging and Voxel-Based Morphometry
Xun PEI ; Yanliang MEI ; Xue ZHANG ; Yu'an LI ; Tong CHEN ; Yuanbin ZHAO ; Yonggang WANG ; Binbin SUI
Chinese Journal of Medical Imaging 2025;33(5):461-466
Purpose To explore the characteristics of gray matter(GM)volume changes in migraine patients using 7T MRI and voxel-based morphometry(VBM).Materials and Methods This prospective study enrolled 30 migraine patients and 41 age-and gender-matched healthy controls from Beijing Tiantan Hospital,Capital Medical University between November 2023 and November 2024.All participants underwent 7T MRI with 3D T1-weighted magnetization-prepared two rapid gradient-echo(MP2RAGE)sequences for structural brain imaging.VBM analysis was performed to quantify GM,white matter,cerebrospinal fluid and total brain volumes,followed by calculations of their relative percentages.The difference in GM volume between the two groups was compared to identify brain regions with characteristic GM volume changes in migraine patients.And the correlation between these characteristic GM volume alterations and clinical scales was analyzed.Results Migraine patients exhibited significantly lower total GM volume compared to healthy controls(t=2.096,P=0.040),while no group differences were observed in white matter or cerebrospinal fluid volumes(t=0.980,0.151;P=0.330,0.880).VBM analysis revealed reduced GM volume in the left orbitofrontal cortex(t=4.301,P=0.022),left hippocampus(t=5.226,P=0.006)and left parahippocampal gyrus(t=3.960,P=0.040)in the migraine group.Negative correlations were identified between:left orbitofrontal cortex GM volume and headache duration(r=-0.506,P=0.008),left hippocampal GM volume and patient health questionnaire-9 scores(r=-0.620,P=0.003),and left parahippocampal GM volume and visual analogue scale scores(r=-0.449,P=0.019).Conclusion VBM analysis based on 7T MP2RAGE data demonstrates characteristic GM volume reductions in the left orbitofrontal cortex,left hippocampus and left parahippocampal gyrus in migraine patients,with these structural alterations significantly correlate with depressive symptoms and headache burden.The observed microstructural abnormalities may reflect underlying pathophysiological mechanisms related to pain processing,emotional regulation and long-term disease burden in migraine.
5.Cross-sectional survey of healthcare-associated infection in 5 736 medical institutions across China in 2024
Cui ZENG ; Wuqiang GAO ; Fu QIAO ; Hui ZHAO ; Xu FANG ; Linping LI ; Xiuwen CHEN ; Jiansen CHEN ; Dan LI ; Yuan ZHOU ; Lingli YU ; Qinglan MENG ; Xia MOU ; Lijuan XIONG ; Weiguang LI ; Ding LIU ; Jiaqing XIAO ; Limei OU ; Baozhen LI ; Jun YIN ; Haojun ZHANG ; Qiang FU ; Qun LU ; Biao WU ; Ya-wei XING ; Shumei SUN ; Shuncai WANG ; Longmin DU ; Jingping ZHANG ; Wen-ying HE ; Gui CHENG ; Nan REN ; Xun HUANG ; Anhua WU
Chinese Journal of Infection Control 2025;24(11):1572-1583
Objective To understand the current situation of healthcare-associated infection(HAI)in China,pro-vide data support and decision-making basis for formulating scientific and effective strategies for HAI prevention and control.Methods A nationwide cross-sectional survey on HAI was conducted among various types and levels of medical institutions in China according to a unified protocol of bedside surveys and case investigations.Results In 2024,a total of 5 736 medical institutions and 2 751 765 patients were surveyed.Among them,34 889 HAI cases were identified,with a prevalence rate of 1.27%.The number of HAI episodes was 38 032,and case prevalence rate was 1.38%.The prevalence rate of HAI in medical institutions in different regions of China ranged from 0.66%to 2.35%.Among medical institutions of different scales,those with a bed capacity of ≥900 had the high-est incidence of HAI,reaching 1.65%.The most common infection site was the lower respiratory tract(44.66%),followed by the urinary tract(12.94%),surgical site(9.32%),upper respiratory tract(7.02%),and bloodstream infection(5.78%).The top 3 departments with the highest HAI rates were the general intensive care unit(10.02%),department of neurosurgery(5.51%),and department(group)of hematology(5.34%).A total of 23 238 strains of HAI pathogens were detected,with 10 714 strains(46.10%)from lower respiratory tract speci-mens.The top 5 detected strains were Klebsiella pneumoniae(14.76%),Pseudomonas aeruginosa(13.33%),Escherichia coli(12.79%),Acinetobacter baumannii(9.23%),and Staphylococcus aureus(7.88%).231 944 pa-tients underwent class Ⅰ incision surgery were monitored,with 1 647 cases experienced surgical site infection,and the prevalence rate of surgical site infection was 0.71%.The number of patients who should undergo pathogen de-tection(patients receiving therapeutic and therapeutic combined prophylactic antimicrobial agents)was 715 179,while the actual number was 480 492,with a pathogen detection rate of 67.18%.425 225 patients received patho-genic detection before treatment,with a detection rate of 59.46%.Conclusion The overall HAI prevalence in Chi-na is lower,showing disparities among medical institutions of different regions and scales.Therefore,precise imple-mentation of measures is necessary for HAI prevention and control,with a focus on high-risk institutions and high-risk departments,key areas,and critical procedures.All levels of medical institutions should continuously reduce the incidence of HAI by strengthening monitoring,standardizing the use of antimicrobial agents,and reinforcing basic HAI prevention and control measures.
6.Clinical characteristics and risk factors for surgical site infections of type Ⅰ incision in patients undergoing grade Ⅲ and Ⅳ surgeries
Heping SHEN ; Zifan PAN ; Bin CHEN ; Xun HU ; Genghuan WANG
Chinese Journal of Nosocomiology 2025;35(14):2135-2139
OBJECTIVE To explore the clinical characteristics and risk factors for surgical site infections(SSI)in the patients undergoing type Ⅰ incision surgeries of grade Ⅲ and Ⅳ so as to provide theoretical bases for effective prevention and control of SSI.METHODS The clinical data were prospectively collected from 280 patients with SSI who received major type Ⅰ incision surgeries of grade Ⅲ and Ⅳ in the key departments of the Second Affiliated Hospital of Jiaxing University from Jan.2021 to Jun.2024,and randomly from another 280 patients without infec-tions.The enrolled patients were assigned as the infection group and the no infection group,respectively.The clin-ical characteristics of the SSI were analyzed.The baseline data,including sex,age,hypertension,diabetes melli-tus,hyperlipidemia,heart disease,hepatorenal function,nutrition status,preoperative length of hospital stay,operation duration,implantation materials,emergency surgery,intraoperative warm maintenance,microscope,blood loss volume,blood transfusion and postoperative intensive care unit(ICU)stay as well as severe hypopro-teinemia,were collected from the enrolled patients.Univariate analysis and logistic regression analysis were per-formed for the influencing factors for the SSI.RESULTS A total of 16,706 patients underwent neurosurgery,or-thopedics and cardiothoracic surgery,280 of whom had SSI,the incidence of SSI was 1.68%.Totally 264 strains of bacteria were isolated,53.03%of which were gram-positive bacteria,46.97%were gram-negative bacteria;Staphylococcus aureus was the most common species of pathogenic bacteria.The result of multivariate logistic a-nalysis showed that the nutrition status,operation duration,microscope,postoperative ICU and severe hypopro-teinemia were the risk factors for the SSI(P<0.05).CONCLUSIONS The SSI is common among the patients un-dergoing type Ⅰ incision surgeries of grade Ⅲ and Ⅳ.It is necessary for the hospital to take targeted interven-tion measures in early stage based on the risk factors.
7.Expert consensus on reprocessing of medical ultrasound probes
Xi YAO ; Luzeng CHEN ; Anhua WU ; Liubo ZHANG ; Chunyan MA ; Li WANG ; Huixue JIA ; Xun HUANG ; Meng CAI ; Qing ZHANG ; Tao CHEN ; Hongwen FEI ; Yunxi LIU ; Guiqiu CHEN ; Xiaodong GAO ; Xin LI ; Baohua LI ; Guoqing HU ; Ping LIANG ; Liuyi LI
Chinese Journal of Infection Control 2025;24(3):301-307
Medical ultrasound technology is widely used for diagnosis and therapy in clinical practice.Ultrasound probes,which are directly contact with patients,pose a potential risk of pathogen transmission.This expert consen-sus was developed by a multidisciplinary team based on international guidelines,standards in China,and the results of a national survey,aiming to reduce the risk of healthcare-associated infection through standardizing reprocessing of medical ultrasound probes,and formulating consensus recommendations with the Delphi method.The consensus clarifies the reprocessing principles for three types of ultrasound probes of different infection risks:external-use ul-trasound probes,interventional percutaneous ultrasound probes,and internal-use ultrasound probes,puts forward systematic suggestions on the reprocessing standards and disinfection levels of ultrasound probe isolation covers and coupling agents,the reprocessing procedures and methods of ultrasound probes,as well as architectural layout and management of reprocessing,so as to provide a scientific prevention and control framework for ensuring ultrasound diagnosis and therapy safety.
8.Effect of Renshen-Huangjing combination on post-traumatic stress disorder based on bioinformatics and animal experiments and its mechanism
Ke-ke DING ; Dao-kang CHEN ; Jing-ji WANG ; Xun-cui WANG ; Zheng-rong ZHANG ; Shao-jie YANG ; Guo-qi ZHU
Chinese Pharmacological Bulletin 2025;41(6):1099-1107
Aim To evaluate the ameliorative effects of different ratios of Renshen-Huangjing(RH) on SPS-induced PTSD-like behaviors in mice,and to investi-gate the action mechanism using bioinformatics analysis and experimental studies.Methods The aqueous ex-tract was extracted in four ratios of RH in a total weight of 60 g,i.e.1∶0(RH1),2∶1(RH2),1∶2(RH3),and 0∶1(RH4).The extraction rates of Rg1,Rb1,and polysaccharides from different ratios of RH were then detected using UPLC-UV method.The SPS model was established,and RH1,RH2,RH3 and RH4(400 mg·kg-1)were administered by intragas-tric gavage for 14 day,followed by behavioral tests to e-valuate the PTSD-like behaviors.The serum CORT,IL-1β and IL-10 were determined by ELISA.The possible targets of action were analyzed using bioinformatics.The expression levels of Calpain-1,PSD95,BDNF and GluN2B in the hippocampus were detected by Western blot.Results The SPS model induced PTSD-like be-haviors in mice.Serum levels of CORT and IL-1β in-creased and level of IL-10 decreased in SPS model.After treatment with different ratios of RHs,RH2 showed the best therapeutic effect,which was manifes-ted in the suppression of PTSD-like behaviors,the re-duction of CORT and IL-1β levels,and the promotion of IL-10 levels;160 overlapping targets might explain the therapeutic effects of RH on PTSD,and these tar-gets were enriched in inhibiting synaptic damage,exer-ting antioxidant properties and suppressing neuroin-flammation,respectively.RH2 prevented the SPS-in-duced decrease in the expression of Calpain-1,PSD95,BDNF and the elevation of GluN2B.Molecular docking showed strong binding of Rg1 and Rb1 to Calpain-1,PSD95,and BDNF,respectively.Conclusions The a-queous extract of RH in a 2∶1 ratio can more effec-tively prevent SPS-induced PTSD-like behaviors,and its effect may be related to targets such as Calpain-1,PSD95,BDNF and GluN2B.
9.Clinical characteristics and risk factors for surgical site infections of type Ⅰ incision in patients undergoing grade Ⅲ and Ⅳ surgeries
Heping SHEN ; Zifan PAN ; Bin CHEN ; Xun HU ; Genghuan WANG
Chinese Journal of Nosocomiology 2025;35(14):2135-2139
OBJECTIVE To explore the clinical characteristics and risk factors for surgical site infections(SSI)in the patients undergoing type Ⅰ incision surgeries of grade Ⅲ and Ⅳ so as to provide theoretical bases for effective prevention and control of SSI.METHODS The clinical data were prospectively collected from 280 patients with SSI who received major type Ⅰ incision surgeries of grade Ⅲ and Ⅳ in the key departments of the Second Affiliated Hospital of Jiaxing University from Jan.2021 to Jun.2024,and randomly from another 280 patients without infec-tions.The enrolled patients were assigned as the infection group and the no infection group,respectively.The clin-ical characteristics of the SSI were analyzed.The baseline data,including sex,age,hypertension,diabetes melli-tus,hyperlipidemia,heart disease,hepatorenal function,nutrition status,preoperative length of hospital stay,operation duration,implantation materials,emergency surgery,intraoperative warm maintenance,microscope,blood loss volume,blood transfusion and postoperative intensive care unit(ICU)stay as well as severe hypopro-teinemia,were collected from the enrolled patients.Univariate analysis and logistic regression analysis were per-formed for the influencing factors for the SSI.RESULTS A total of 16,706 patients underwent neurosurgery,or-thopedics and cardiothoracic surgery,280 of whom had SSI,the incidence of SSI was 1.68%.Totally 264 strains of bacteria were isolated,53.03%of which were gram-positive bacteria,46.97%were gram-negative bacteria;Staphylococcus aureus was the most common species of pathogenic bacteria.The result of multivariate logistic a-nalysis showed that the nutrition status,operation duration,microscope,postoperative ICU and severe hypopro-teinemia were the risk factors for the SSI(P<0.05).CONCLUSIONS The SSI is common among the patients un-dergoing type Ⅰ incision surgeries of grade Ⅲ and Ⅳ.It is necessary for the hospital to take targeted interven-tion measures in early stage based on the risk factors.
10.Effect of Renshen-Huangjing combination on post-traumatic stress disorder based on bioinformatics and animal experiments and its mechanism
Ke-ke DING ; Dao-kang CHEN ; Jing-ji WANG ; Xun-cui WANG ; Zheng-rong ZHANG ; Shao-jie YANG ; Guo-qi ZHU
Chinese Pharmacological Bulletin 2025;41(6):1099-1107
Aim To evaluate the ameliorative effects of different ratios of Renshen-Huangjing(RH) on SPS-induced PTSD-like behaviors in mice,and to investi-gate the action mechanism using bioinformatics analysis and experimental studies.Methods The aqueous ex-tract was extracted in four ratios of RH in a total weight of 60 g,i.e.1∶0(RH1),2∶1(RH2),1∶2(RH3),and 0∶1(RH4).The extraction rates of Rg1,Rb1,and polysaccharides from different ratios of RH were then detected using UPLC-UV method.The SPS model was established,and RH1,RH2,RH3 and RH4(400 mg·kg-1)were administered by intragas-tric gavage for 14 day,followed by behavioral tests to e-valuate the PTSD-like behaviors.The serum CORT,IL-1β and IL-10 were determined by ELISA.The possible targets of action were analyzed using bioinformatics.The expression levels of Calpain-1,PSD95,BDNF and GluN2B in the hippocampus were detected by Western blot.Results The SPS model induced PTSD-like be-haviors in mice.Serum levels of CORT and IL-1β in-creased and level of IL-10 decreased in SPS model.After treatment with different ratios of RHs,RH2 showed the best therapeutic effect,which was manifes-ted in the suppression of PTSD-like behaviors,the re-duction of CORT and IL-1β levels,and the promotion of IL-10 levels;160 overlapping targets might explain the therapeutic effects of RH on PTSD,and these tar-gets were enriched in inhibiting synaptic damage,exer-ting antioxidant properties and suppressing neuroin-flammation,respectively.RH2 prevented the SPS-in-duced decrease in the expression of Calpain-1,PSD95,BDNF and the elevation of GluN2B.Molecular docking showed strong binding of Rg1 and Rb1 to Calpain-1,PSD95,and BDNF,respectively.Conclusions The a-queous extract of RH in a 2∶1 ratio can more effec-tively prevent SPS-induced PTSD-like behaviors,and its effect may be related to targets such as Calpain-1,PSD95,BDNF and GluN2B.

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