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.Engineering of CmpLs enhances L-glutamate production of Corynebacterium glutamicum.
Xingtao ZUO ; Shasha ZHONG ; Ningyun CAI ; Tuo SHI ; Zhidan ZHANG ; Yuantao LIU ; Jiao LIU ; Depei WANG ; Jiuzhou CHEN ; Ping ZHENG
Chinese Journal of Biotechnology 2025;41(1):271-287
The efficient production of L-glutamate is dependent on the product's rapid efflux, hence researchers have recently concentrated on artificially modifying its transport system and cell membrane wall structure. Considering the unique composition and structure of the cell wall of Corynebacterium glutamicum, we investigated the effects of CmpLs on L-glutamate synthesis and transport in SCgGC7, a constitutive L-glutamate efflux strain. First, the knockout strains of CmpLs were constructed, and it was confirmed that the deletion of CmpL1 and CmpL4 significantly improved the performance of L-glutamate producers. Next, temperature-sensitive L-glutamate fermentation with the CmpL1 and CmpL4 knockout strains were carried out in 5 L bioreactors, where the knockout strains showcased temperature-sensitive characteristics and enhanced capacities for L-glutamate production under high temperatures. Notably, the CmpL1 knockout strain outperformed the control strain in terms of L-glutamate production, showing production and yield increases of 69.2% and 55.3%, respectively. Finally, the intracellular and extracellular metabolites collected at the end of the fermentation process were analyzed. The modification of CmpLs greatly improved the L-glutamate excretion and metabolic flux for both L-glutamate production and transport. Additionally, the CmpL1 knockout strain showed decreased accumulation of downstream metabolites of L-glutamate and intermediate metabolites of tricarboxylic acid (TCA) cycle, which were consistent with its high L-glutamate biosynthesis capacity. In addition to offering an ideal target for improving the stability and performance of the industrial strains for L-glutamate production, the functional complementarity and redundancy of CmpLs provide a novel target and method for improving the transport of other metabolites by modification of the cell membrane and cell wall structures in C. glutamicum.
Corynebacterium glutamicum/genetics*
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Glutamic Acid/biosynthesis*
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Fermentation
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Metabolic Engineering
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Bacterial Proteins/metabolism*
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Bioreactors/microbiology*
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Gene Knockout Techniques
3.The evaluation research on the integration of medical care and prevention in China: a systematic review
Shasha YUAN ; Jingbin ZHANG ; Zheng WANG ; Jiaqi CHEN
Chinese Journal of Preventive Medicine 2025;59(4):495-503
Objective:To systematically review the research progress in the evaluation of the integration of medical care and prevention in China.Methods:The keywords "medical care","prevention","public health", and "evaluate" were used to search in Chinese databases (CNKI, Wangfang and VIP Chinese Science and Technology Journal) and English databases (PubMed, Embase, Cochrane, and Web of Science) from March 17, 2009, to August 7, 2024. The language of studies was restricted to Chinese and English. The inclusion criteria were the integration of medical care and prevention occurring at one of the three dimensions, i.e., macro-system level, meso-institution and professional level and micro-service level. The study area should be located in China. The studies about theoretical exploration, policy analysis, and review of theory and practice in foreign countries regarding the integration of medical care and prevention and the article types of conference abstract, editorial, letter, and news were excluded. A total of 30 studies (in Chinese) were finally included. The definition of the integration of medical care and prevention, study design, evaluation objects, and specific evaluation indicators were compared and analyzed.Results:The evaluation objects of the included studies were mainly primary health staff and patients with chronic diseases in primary care. The study designs were mainly cross-sectional studies ( n=18) and controlled trials ( n=8). The included studies involved a total of 39 specific evaluation indicators at the macro-system level (5), meso-institutional level (8), professional level (11), micro-service level (12), and outcome level (3). Conclusion:Research on the integration of medical care and prevention is still in the development stage. The existing studies lack commonly recognized evaluation indicators regarding the integration of medical care and prevention.
4.An analysis of the disease burden of acute viral hepatitis in China and globally from 1990 to 2021
Siwei ZHENG ; Shasha LI ; Jialuo WANG ; Yiran LIU ; Yongfeng YANG
Journal of Clinical Hepatology 2025;41(10):2013-2021
ObjectiveTo analyze the changing trend of the disease burden of acute viral hepatitis (AVH) globally and in China from 1990 to 2021, and to provide a basis for optimizing prevention and control strategies. MethodsRelated data were extracted from the Global Burden of Disease 2021 database, including incidence rate, mortality rate, and disability-adjusted life years (DALY) for AVH globally and in China from 1990 to 2021, and the patients were divided into groups according to region, age, sex, and type of hepatitis. The Joinpoint regression model was used to calculate average annual percentage change (AAPC) and its 95% confidence interval (CI). ResultsFrom 1990 to 2021, there was a tendency of reduction in the age-standardized incidence rate, mortality rate, and DALY rate of AVH globally, with an average annual reduction of 1.02% (95%CI: -1.10% to -0.94%, P<0.001), 3.97% (95%CI: -4.12% to -3.82%, P<0.001), and 3.64% (95%CI: -3.84% to -3.44%, P<0.001), respectively; in China, there was also a tendency of reduction in these indicators, with an average annual reduction of 1.63% (95%CI: -1.70% to -1.57%, P<0.001), 9.24% (95%CI: -9.51% to -8.97%, P<0.001), and 7.93% (95%CI: -8.15% to -7.71%, P<0.001), respectively. In addition, China’s share of the global disease burden of AVH continued to decrease; the proportion of new cases decreased from 24% in 1990 to 15% in 2021, the proportion of deaths decreased from 19% to 4%, and the proportion of DALY decreased from 16% to 4%. From 1990 to 2021 globally, the peaks in the incidence rate, mortality, and DALY of AVH were observed in children under 5 years of age; in China, although the peak incidence rate of the disease was still observed in children under 5 years of age, there was a tendency of increase in the incidence rate of AVH among young adults aged 25 — 29 years in recent years, with the most significant increase in the cases of acute hepatitis B (accounting for 59% of the cases in this age group), while the disease burden of mortality and DALY mainly affected the middle-aged and elderly populations. The disease burden of AVH in the male population was higher than that in the female population. As for the distribution of disease types, acute hepatitis A was the predominant type of AVH, accounting for 64% globally and 48% in China, whereas acute hepatitis B was the leading cause of mortality and DALY, accounting for 50% of deaths globally, 80% of deaths in China, 47% of DALY globally, and 69% of DALY in China. ConclusionThere is a tendency of reduction in the disease burden of AVH globally and in China from 1990 to 2021, but there is a tendency of increase in the incidence rate of AVH among young adults in China, especially acute hepatitis B. It is necessary to implement targeted prevention and control strategies.
5.Long noncoding RNA NEAT1 regulates the miR-124-3p/CTNNB1 axis to affect the biological functions of pancreatic cancer cells
Wei CHEN ; Zheng HAN ; Shasha HUANG ; Yishan CAI ; Fang GUO ; Xia TIAN
Chinese Journal of General Surgery 2025;34(3):495-505
Background and Aims:Long noncoding RNA(lncRNA)nuclear-enriched abundant transcript 1(NEAT1)is an oncogenic lncRNA that promotes the progression of various cancers through the competing endogenous RNA(ceRNA)mechanism.Using the TargetScan database,we previously identified binding sites between NEAT1 and microRNA-124-3p(miR-124-3p),as well as between miR-124-3p and catenin beta-1(CTNNB1).Therefore,this study was conducted to investigate the expression of NEAT1,miR-124-3p,and CTNNB1 in pancreatic cancer and their interactions affecting pancreatic cancer cell functions.Methods:A dual-luciferase reporter assay was used to validate the relationships among NEAT1,miR-124-3p,and CTNNB1.The expression levels of NEAT1 and miR-124-3p,as well as CTNNB1 protein expression,were detected in pancreatic cancer tissues and adjacent normal tissues,as well as in pancreatic cancer PANC-1 cells and normal pancreatic epithelial H6C7 cells.PANC-1 cells were transfected with NEAT1 siRNA alone or co-transfected with a miR-124-3p inhibitor.After transfection,changes in PANC-1 cell biological functions,epithelial-mesenchymal transition related protein expression,and tumor growth ability in mice were assessed.Results:The dual-luciferase reporter assay confirmed the targeting relationships between NEAT1 and miR-124-3p,as well as between miR-124-3p and CTNNB1.NEAT1 and CTNNB1 expression levels were significantly upregulated,while miR-124-3p expression was downregulated in pancreatic cancer tissues(vs.adjacent tissues)and in PANC-1 cells(vs.H6C7 cells)(all P<0.05).NEAT1 siRNA transfection led to decreased NEAT1 and CTNNB1 expression and increased miR-124-3p expression in PANC-1 cells.However,co-transfection with a miR-124-3p inhibitor suppressed the expression changes in miR-124-3p and CTNNB1(all P<0.05).NEAT1 siRNA transfection significantly reduced PANC-1 cell proliferation,migration,and invasion,while promoting apoptosis.Additionally,E-cadherin protein expression was upregulated,whereas N-cadherin and vimentin protein expression were downregulated.Tumor growth in mice was also significantly inhibited(all P<0.05).These changes were attenuated upon co-transfection with the miR-124-3p inhibitor(all P<0.05).Conclusion:NEAT1 may act as a ceRNA by competitively binding to miR-124-3p,thereby attenuating miR-124-3p-mediated inhibition of CTNNB1.This leads to CTNNB1 upregulation,ultimately promoting the malignant biological behavior of pancreatic cancer cells.
6.The evaluation research on the integration of medical care and prevention in China: a systematic review
Shasha YUAN ; Jingbin ZHANG ; Zheng WANG ; Jiaqi CHEN
Chinese Journal of Preventive Medicine 2025;59(4):495-503
Objective:To systematically review the research progress in the evaluation of the integration of medical care and prevention in China.Methods:The keywords "medical care","prevention","public health", and "evaluate" were used to search in Chinese databases (CNKI, Wangfang and VIP Chinese Science and Technology Journal) and English databases (PubMed, Embase, Cochrane, and Web of Science) from March 17, 2009, to August 7, 2024. The language of studies was restricted to Chinese and English. The inclusion criteria were the integration of medical care and prevention occurring at one of the three dimensions, i.e., macro-system level, meso-institution and professional level and micro-service level. The study area should be located in China. The studies about theoretical exploration, policy analysis, and review of theory and practice in foreign countries regarding the integration of medical care and prevention and the article types of conference abstract, editorial, letter, and news were excluded. A total of 30 studies (in Chinese) were finally included. The definition of the integration of medical care and prevention, study design, evaluation objects, and specific evaluation indicators were compared and analyzed.Results:The evaluation objects of the included studies were mainly primary health staff and patients with chronic diseases in primary care. The study designs were mainly cross-sectional studies ( n=18) and controlled trials ( n=8). The included studies involved a total of 39 specific evaluation indicators at the macro-system level (5), meso-institutional level (8), professional level (11), micro-service level (12), and outcome level (3). Conclusion:Research on the integration of medical care and prevention is still in the development stage. The existing studies lack commonly recognized evaluation indicators regarding the integration of medical care and prevention.
7.Long noncoding RNA NEAT1 regulates the miR-124-3p/CTNNB1 axis to affect the biological functions of pancreatic cancer cells
Wei CHEN ; Zheng HAN ; Shasha HUANG ; Yishan CAI ; Fang GUO ; Xia TIAN
Chinese Journal of General Surgery 2025;34(3):495-505
Background and Aims:Long noncoding RNA(lncRNA)nuclear-enriched abundant transcript 1(NEAT1)is an oncogenic lncRNA that promotes the progression of various cancers through the competing endogenous RNA(ceRNA)mechanism.Using the TargetScan database,we previously identified binding sites between NEAT1 and microRNA-124-3p(miR-124-3p),as well as between miR-124-3p and catenin beta-1(CTNNB1).Therefore,this study was conducted to investigate the expression of NEAT1,miR-124-3p,and CTNNB1 in pancreatic cancer and their interactions affecting pancreatic cancer cell functions.Methods:A dual-luciferase reporter assay was used to validate the relationships among NEAT1,miR-124-3p,and CTNNB1.The expression levels of NEAT1 and miR-124-3p,as well as CTNNB1 protein expression,were detected in pancreatic cancer tissues and adjacent normal tissues,as well as in pancreatic cancer PANC-1 cells and normal pancreatic epithelial H6C7 cells.PANC-1 cells were transfected with NEAT1 siRNA alone or co-transfected with a miR-124-3p inhibitor.After transfection,changes in PANC-1 cell biological functions,epithelial-mesenchymal transition related protein expression,and tumor growth ability in mice were assessed.Results:The dual-luciferase reporter assay confirmed the targeting relationships between NEAT1 and miR-124-3p,as well as between miR-124-3p and CTNNB1.NEAT1 and CTNNB1 expression levels were significantly upregulated,while miR-124-3p expression was downregulated in pancreatic cancer tissues(vs.adjacent tissues)and in PANC-1 cells(vs.H6C7 cells)(all P<0.05).NEAT1 siRNA transfection led to decreased NEAT1 and CTNNB1 expression and increased miR-124-3p expression in PANC-1 cells.However,co-transfection with a miR-124-3p inhibitor suppressed the expression changes in miR-124-3p and CTNNB1(all P<0.05).NEAT1 siRNA transfection significantly reduced PANC-1 cell proliferation,migration,and invasion,while promoting apoptosis.Additionally,E-cadherin protein expression was upregulated,whereas N-cadherin and vimentin protein expression were downregulated.Tumor growth in mice was also significantly inhibited(all P<0.05).These changes were attenuated upon co-transfection with the miR-124-3p inhibitor(all P<0.05).Conclusion:NEAT1 may act as a ceRNA by competitively binding to miR-124-3p,thereby attenuating miR-124-3p-mediated inhibition of CTNNB1.This leads to CTNNB1 upregulation,ultimately promoting the malignant biological behavior of pancreatic cancer cells.
8.Structural Equation Modeling Analysis of the Influence Mechanism of Professional Innovation Performance in Public Hospitals
Enming YANG ; Xinqi LIN ; Zheng WANG ; Shasha YUAN
Chinese Health Economics 2024;43(3):44-48
Objective:To examine the impact of Developmental Human Resource Management Practices(D-HRMPs)on innova-tive performance of health professionals from the public hospitals.Methods:A questionnaire survey was conducted to collect data from health professionals in the public hospitals in Beijing,including D-HRMPs scale,innovation performance scale,inclusive lead-ership scale and team innovation atmosphere scale.Descriptive statistics and structural equation model were used for the analysis.Results:D-HRMPs had a direct effect on the innovation performance of public hospital health professionals.Inclusive leadership can positive-ly affect the implementation of D-HRMPs and the formation of team innovation atmosphere.Meanwhile,team innovation atmo-sphere plays a mediating effect,that is,D-HRMPs can actively promote the formation of team innovation climate,and further indi-rectly affect the innovation performance of employees.Conclusion:The directors of public hospitals can further explore the im-plementation of D-HRMPs,and pay attention to adopting inclusive leadership to deepen the reform of personnel management system,and promote high-quality development of public hospitals.
9.Berberine regulates polarization of macrophages:a mechanistic study based on PI3K/Akt1 signaling pathway
Yushan CHEN ; Tingting WANG ; Zhonghua MENG ; Shasha SHANG ; Junmeng ZHENG ; Yonghua ZONG ; Chunying SI ; Yazhou LIANG ; Huaimin GUAN
Chinese Journal of Geriatric Heart Brain and Vessel Diseases 2024;26(6):694-698
Objective To explore the effect and possible mechanism of berberine on the macro-phage polarization of human myeloid leukemia monocytic cell line THP-1 induced by oxidized low-density lipoprotein(ox-LDL).Methods THP-1 cells were induced into macrophages by PMA,and then according to different concentrations of berberine,the cells were divided into con-trol group,and 5,10,20,40 and 50 μmol/L berberine groups.After intervention for 24 or 48 h,CCK8 assay was used to detect cell viability for optimal concentration and time of berberine treat-ment.PMA-induced THP-1 macrophages were assigned into blank group,model group(ox-LDL),berberine group,inhibitor group(phosphatidyl inositol 3-kinase(PI3K)inhibitor LY294002)and berberine+inhibitor group(berberine+LY294002).The contents of inducible nitric oxide syn-thase(iNOS)and TGF-β1 were detected by ELISA.qPCR was employed to measure the mRNA expression of TNF-α,arginase 1(Arg1),PI3K and protein kinase B Akt1,and Western blotting was applied to detect the protein levels of Akt1 and phosphorylated protein kinase B antibody(p-Akt1).Results In 24 h after intervention,the macrophage activity was significantly lower in the 40 and 50 μmol/L berberine groups than the control group(P<0.05),and after 48 h,the ac-tivity in all the 5 doses of berberine groups was obviously lower than that in the control group[(0.89±0.02)%,(0.82±0.03)%,(0.71±0.02)%,(0.62±0.03)%and(0.53±0.02)%vs(1.01±0.01)%,P<0.05].Berberine treatment of 20 μmol/L for 24 h had little effect on cell viability,and the dose and the time were regarded as the best concentration and time.Compared with the blank group,iNOS content and TNF-α mRNA level were increased in the model group,while TGF-β1 content,mRNA levels of Arg1,PI3K and Akt1,and p-Akt1/Akt1 protein levels were de-creased(P<0.05).iNOS content and TNF-α mRNA level were decreased,while TGF-β1 content,mRNA levels of Arg1,PI3K and Akt1 and protein levels of p-Akt1/Akt1s were increased in the berberine group than the model group(P<0.05).Compared with the berberine group,iNOS con-tent and TNF-α mRNA level were increased,while mRNA levels of Arg1,PI3K and Akt1 and protein levels of p-Akt1/Akt1 were decreased in the berberine+inhibitor group(P<0.05).Con-clusion Berberine can inhibit the inflammatory response of THP-1 macrophages induced by ox-LDL by activating PI3K/Akt1 pathway,and inhibit the M1 polarization and promote the M2 polarization of macrophages.
10.Longitudinal extrauterine growth restriction in extremely preterm infants: current status and prediction model
Xiaofang HUANG ; Qi FENG ; Shuaijun LI ; Xiuying TIAN ; Yong JI ; Ying ZHOU ; Bo TIAN ; Yuemei LI ; Wei GUO ; Shufen ZHAI ; Haiying HE ; Xia LIU ; Rongxiu ZHENG ; Shasha FAN ; Li MA ; Hongyun WANG ; Xiaoying WANG ; Shanyamei HUANG ; Jinyu LI ; Hua XIE ; Xiaoxiang LI ; Pingping ZHANG ; Hua MEI ; Yanju HU ; Ming YANG ; Lu CHEN ; Yajing LI ; Xiaohong GU ; Shengshun QUE ; Xiaoxian YAN ; Haijuan WANG ; Lixia SUN ; Liang ZHANG ; Jiuye GUO
Chinese Journal of Neonatology 2024;39(3):136-144
Objective:To study the current status of longitudinal extrauterine growth restriction (EUGR) in extremely preterm infants (EPIs) and to develop a prediction model based on clinical data from multiple NICUs.Methods:From January 2017 to December 2018, EPIs admitted to 32 NICUs in North China were retrospectively studied. Their general conditions, nutritional support, complications during hospitalization and weight changes were reviewed. Weight loss between birth and discharge > 1SD was defined as longitudinal EUGR. The EPIs were assigned into longitudinal EUGR group and non-EUGR group and their nutritional support and weight changes were compared. The EPIs were randomly assigned into the training dataset and the validation dataset with a ratio of 7∶3. Univariate Cox regression analysis and multiple regression analysis were used in the training dataset to select the independent predictive factors. The best-fitting Nomogram model predicting longitudinal EUGR was established based on Akaike Information Criterion. The model was evaluated for discrimination efficacy, calibration and clinical decision curve analysis.Results:A total of 436 EPIs were included in this study, with a mean gestational age of (26.9±0.9) weeks and a birth weight of (989±171) g. The incidence of longitudinal EUGR was 82.3%(359/436). Seven variables (birth weight Z-score, weight loss, weight growth velocity, the proportion of breast milk ≥75% within 3 d before discharge, invasive mechanical ventilation ≥7 d, maternal antenatal corticosteroids use and bronchopulmonary dysplasia) were selected to establish the prediction model. The area under the receiver operating characteristic curve of the training dataset and the validation dataset were 0.870 (95% CI 0.820-0.920) and 0.879 (95% CI 0.815-0.942), suggesting good discrimination efficacy. The calibration curve indicated a good fit of the model ( P>0.05). The decision curve analysis showed positive net benefits at all thresholds. Conclusions:Currently, EPIs have a high incidence of longitudinal EUGR. The prediction model is helpful for early identification and intervention for EPIs with higher risks of longitudinal EUGR. It is necessary to expand the sample size and conduct prospective studies to optimize and validate the prediction model in the future.

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