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.Curzerene Ameliorates Depression-Like Behaviors and Cognitive Impairment by Modulating the Gut Microbiota and HMGB1/RAGE/ TLR4 Pathway
Fengjing HUANG ; Xiaohong MA ; Xiao XU ; Jingwen ZHANG ; Chunlai WANG ; Ruoxi SONG ; Xiangxiang WANG ; Mingxing CHEN ; Yu QI
Biomolecules & Therapeutics 2026;34(1):174-188
Curzerene, a sesquiterpene compound isolated from Curcuma Radix, exhibits various therapeutic effects, such as anti-tumor and anti-hyperlipidemic properties. However, its neuroprotective effects have not yet been reported. This study focused on exploring the neuroprotective effect of curzerene and elucidating its potential mechanism by combining molecular biotechnology with multi-omics approaches. Curzerene was orally administered to LPS-induced depressive-like behaviors and cognitive impairment in mice for 14 days, and the related biochemical parameters were evaluated. The possible mechanisms were elucidated using qRT-PCR, Western Blot, immunofluorescence, untargeted metabolomics, GC-MS and 16S rDNA comprehensively. Curzerene ameliorated depression symptoms and cognitive impairment by increasing the preference for sucrose in SPT and the central area and total distance traveled in OFT, reducing the immobility time in TST and FST, as well as rising the spontaneous alternation ratio in Y maze. Multiple molecular biology techniques analyses indicated the ameliorative effect of curzerene via HMGB1/RAGE/ TLR4 pathway. Moreover, curzerene primarily regulates purine metabolism, phenylalanine, tyrosine and tryptophan biosynthesis, phenylalanine metabolism, pyrimidine metabolism, etc. Furthermore, intervention increased the relative abundance of Parabacteroides, Clostridia_UCG-014_unclassified, and Rhodospirillales_unclassified, and enhanced the production of SCFAs. This work demonstrated that curzerene effectively protects against LPS-induced neurological damage, potentially by inhibiting the HMGB1/ RAGE/TLR4 pathway through the restoration of gut microbiota homeostasis, modulation of metabolites, and enhancement of SCFAs. In conclusion, this study offers new perspectives on the therapeutic possibilities of curzerene in mitigating depressive-like behaviors and cognitive impairment.
3.Clinical and Neuroelectrophysiological Characteristics of Split Face Phenomenon in Patients with Amyotrophic Lateral Sclerosis
Dong ZHANG ; Wenqing WANG ; Jingwen XU ; Xiaoqing LYU ; Yuying ZHAO ; Chuanzhu YAN
JOURNAL OF RARE DISEASES 2026;5(2):184-190
Amyotrophic lateral sclerosis (ALS) is a chronic, progressive degenerative disease affecting both upper and lower motor neurons, primarily characterized by skeletal muscle weakness and atrophy. Notably, the same muscle group may exhibit asynchronous involvement. This study aims to investigate the involvement patterns of the orbicularis oculi (OOc) and orbicularis oris (OOr) in ALS patients, compare the findings with healthy controls (HCs) and myasthenia gravis (MG) patients, and explore the characteristics and clinical significance of facial muscle involvement in ALS. Clinical and neuroelectrophysiological data were collected and analyzed in ALS patients (ALS group), HCs (HCs group) and MG patients (MG group). Clinical data included age, gender, clinical symptoms and signs, and the revised ALS Functional Rating Scale (ALSFRS-R) score. Split-face (SF) phenomenon was defined as OOc muscle strength being greater than OOr muscle strength. The negative peak amplitudes of compound motor action potential (CMAP) recorded from OOc and OOr, namely CMAPOOc and CMAPOOr, were collected for electrophysiological evaluation. Number of patients enrolled in each group: 137 in the ALS group, 42 in the HCS group, and 33 in the MG group.Of the 137 ALS patients, 74 presented clinical SF manifestation. The CMAPOOc amplitude in the ALS group was 2.00 (1.66, 2.40) mV, showing no significant difference compared with 2.20 (1.86, 2.58) mV in the HCs group ( More than half of ALS patients have SF phenomenon, and neuroelectrophysiological indicators can provide objective evidence for SF. SF is correlated with bulbar onset, severe bulbar symptoms and rapid disease progression, and can serve as a potential indicator for the differential diagnosis between ALS-BO and MG.
4.Exploration and effect evaluation of pharmacy practice research path for PIVAS
Hui ZHANG ; Zhou GENG ; Jingwen PU ; Weiwei LIN ; Jie PAN
China Pharmacy 2026;37(15):1943-1947
OBJECTIVE To improve the research capacity and research enthusiasm of dispensing pharmacists in pharmacy intravenous admixture services (PIVAS), facilitate their career development, and further promote the sustainable development of hospital pharmacy disciplines. METHODS A full-chain pharmacy practice research path covering topic orientation, topic evaluation, and implementation was explored and constructed for PIVAS. Multiple approaches including framework condensation for topic selection, department empowerment and improved incentive mechanisms were adopted to systematically boost the research competence and enthusiasm of PIVAS dispensing pharmacists. Four dimensions of indicators, including PIVAS research output, operational level, career development of staff and external influence, were compared between the pre-implementation period (2020- 2022) and post-implementation period (2023-2025) to evaluate the implementation effect of the path. RESULTS After the application of the PIVAS pharmacy practice research path, the number of published papers and comprehensive quality score of papers increased by 150.00% and 161.90% respectively compared with those before implementation. The number of approved research projects and comprehensive quality score of projects rose by 166.67% and 225.00%, and the number of authorized patents increased by 100.00%. The monthly number of external errors decreased from (0.42±0.18) pieces/month pre-implementation to (0.28±0.23) pieces/month post-implementation (P>0.05). Dispensing efficiency was elevated from (121.83±2.48) bags/(hour· person) to (139.00±3.46) bags/(hour·person) (P<0.05). The research participation rate of PIVAS dispensing pharmacists grew from 15.00% to 50.00%, and the overall satisfaction rate of staff increased from 55.00% to 85.00% (P<0.05). Within the 3 years after path implementation, our hospital PIVAS received a total of 22 trainees from external medical institutions, and the number of external institutional visits increased by 374.07% versus the pre-implementation stage. CONCLUSIONS The constructed pharmacy practice research path for PIVAS can significantly improve PIVAS research output, operational efficiency and external influence, and effectively promote the career growth of dispensing pharmacists working in PIVAS.
5.Visual analysis of international research hotspots and trends of nursing ethical decision-making based on Web of Science
Kaili FAN ; Yixi HUANG ; Jingwen ZHANG ; Haixia REN ; Xue LI ; Yuran CHANG ; Huiyun YANG
Chinese Medical Ethics 2026;39(8):1113-1120
ObjectiveTo analyze the research hotpots and development trends of international nursing ethical decision-making in the past 10 years by bibliometric methods. MethodsLiterature related to nursing ethical decision-making published in the Web of Science core collection database from 2014 to 2023 was retrieved. VOSviewer 1.6.18 software was utilized to visually present and analyze data regarding the number of publications, journal sources, countries of origin, author information, research institutions, key terms, co-cited references, and others. ResultsA total of 149 articles were included, involving 85 source journals, of which Nursing Ethics and BMC Medical Ethics were the most prolific. The number of publications on nursing ethical decision-making showed an overall upward trend, with the United States leading other countries in the number of publications. These publications involved 567 authors from 302 research institutions, and the degree of inter-institutional collaboration was relatively low. Keyword clustering, timeline overlay, and density analysis revealed that current research hotspots and trends included the ethical issues and decision-making in clinical nursing practice, the ethical decision-making level and competence of university nursing undergraduates, the ethical decision-making of nursing managers, and ethical decision-making dilemmas encountered by nursing staff during public health emergencies. ConclusionResearch on nursing ethical decision-making is gradually deepening but remains fragmented, lacking sustainability and collaboration. The ethical decision-making levels and competencies of university nursing students, as well as the field of ethical decision-making among nursing managers, may emerge as novel research hotspots in the future. Henceforth, it is necessary to strengthen in-depth exchanges among authors and institutions, pay close attention to international research frontiers, and enhance both the depth and breadth of research.
6.Analysis of risk factors for post-prematurity respiratory disease in very preterm infants
You YOU ; Jingwen LYU ; Lin ZHOU ; Liping WANG ; Jufeng ZHANG ; Li WANG ; Yongjun ZHANG ; Hongping XIA
Chinese Journal of Pediatrics 2025;63(1):50-54
Objective:To investigate the risk factors associated with post-prematurity respiratory disease (PPRD) in very preterm infants.Methods:A prospective cohort study was conducted, enrolling 369 very preterm infants who were admitted to the neonatal intensive care unit of Xinhua Hospital, Shanghai Jiao Tong University School of Medicine, within one week of birth from January 2019 to June 2023. Data on maternal and infant clinical characteristics, neonatal morbidities, and treatments during hospitalization were collected. The very preterm infants were divided into 2 groups based on whether they developed PPRD. Continuous variables were compared using Mann-Whitney U test, while categorical variables were compared using χ2 tests or continuity correction χ2 test. Multivariate Logistic regression analysis was used to identify the independent risk factors for PPRD in very preterm infants. Results:Among the 369 very preterm infants, 217 cases(58.8%) were male, with a gestational age of 30 (28, 31) weeks at birth and a birth weight of 1 320 (1 085, 1 590) g. Of these, 116 cases (31.4%) developed PPRD, while 253 cases (68.6%) did not. The very preterm infants in the PPRD group had a lower gestational age and lower birth weight (both, P<0.001). The PPRD group also had a higher proportion of males, lower Apgar scores at the 1 th minute after birth and the 5 th minutes after birth, a higher rate of born via cesarean delivery, and a higher incidence of bronchopulmonary dysplasia, more pulmonary surfactant treatment, longer durations of mechanical ventilation, longer total oxygen therapy, and lower Z-score for weight at discharge (all P<0.05). Multivariate Logistic regression analysis showed that gestational age ( OR=0.85, 95% CI 0.73-0.99, P=0.037), born via cesarean delivery ( OR=2.23, 95% CI 1.21-4.10, P=0.010), a duration of mechanical ventilation ≥7 days ( OR=2.51, 95% CI 1.43-4.39, P=0.001), and a Z-score for weight at discharge ( OR=0.82, 95% CI 0.67-0.99, P=0.040) were all independent risk factors for PPRD in very preterm infants. Conclusion:Very preterm infants with a small gestational age, born via cesarean section, mechanical ventilation ≥7 days, and a low Z-score for weight at discharge should be closely monitored for PPRD, and provided with standardized respiratory management after discharge.
7.Impact of strengthened link quality of intervention measures on incidence of carbapenem-resistant Klebsiella pneumoniae infection in ICU patients
Wenzhi HUANG ; Fu QIAO ; Jingwen LI ; Linzhi CHENG ; Yuhua DENG ; Zhiyong ZONG ; Wei ZHANG
Chinese Journal of Nosocomiology 2025;35(17):2561-2565
OBJECTIVE To observe the effects of measures dominated by intensifying link quality on prevention and control of carbapenem-resistant Klebsiella pneumoniae(CRKP)among general ICU patients.METHODS The conventional intervention measures were taken from Jan.2016 to Oct.2020,which was assigned as the pre-inter-vention period;the intervention measures dominated by enhancement of link quality were taken for the general ICU patients(the study group)from Nov.2020 to Oct.2021,which was set as the intervention period,the inter-vention measures were taken for the neurosurgery ICU patients and the surgery ICU patients(the control group).A two-group interrupted time series of a quasi-experimental study was analyzed,and whether or not the intervention measures could reduce the incidence of CRKP hospital-associated infection among the general ICU patients was evaluated.RESULTS A total of 23 713 case-times of patients from three ICU wards were enrolled in the study.The incidence of CRKP hospital-associated infection among the general ICU patients was 4.49 cases per thousand patient-days during intervention period,3.71 cases per thousand patient-days during pre-intervention pe-riod,and there was no significant difference(u=-1.412,P=0.079);it was lower than 7.06 cases per thousand patient-days during nearly one year before the intervention period(from Nov.2019 to Oct.2020),and there was significant difference(u=3.128,P=0.002).The result of analysis of the interrupted time series showed that there was significant difference in the slope change between the study group and the control group after the inter-vention(P=0.035),indicating that the intervention measures could reduce the incidence of CRKP hospital-associ-ated infection in the study group,and there was significant difference in the changing trend between the study group and the control group.CONCLUSIONS The prevention and control measures for CRKP dominated by the link quality management can effectively reduce the incidence of CRKP hospital-associated infection among the gen-eral ICU patients.The prevention and control strategies may provide reference for prevention and control of CRKP in ICUs of other medical institutions.
8.Construction and verification of the prediction model of pulmonary infection in patients with aneurysmal subarachnoid hemorrhage after craniotomy
Shufang SHI ; Yanjun ZHANG ; Mingxia GUO ; Jingwen CHEN ; Kexing JI ; Xiaolong CHEN ; Jing ZHAO ; Xinmin DING
Chinese Journal of Practical Nursing 2025;41(34):2685-2693
Objective:To construct and verify a risk prediction model for pulmonary infection in patients with aneurysmal subarachnoid hemorrhage (aSAH) after craniotomy and clipping, providing theoretical basis and practical guidance for improving the quality of postoperative care.Methods:Using the convenience sampling method, a retrospective selection was made of 397 patients with aSAH after craniotomy and clipping who were hospitalized in the Department of Neurosurgery of Shanxi Bethune Hospital (Shanxi Academy of Medical Sciences) from January 2019 to December 2023 as the modeling group. They were randomly divided into the training set and the test set at a ratio of 7:3, with 278 cases in the training set and 119 cases in the test set. Patients were divided into the infection group and the non-infection group based on whether they developed pulmonary infection. Univariate analysis was used to model the risk factors of pulmonary infection after aSAH craniotomy and clamping in the group, and Lasso regression was used to construct a predictive model. A total of 119 patients with aSAH admitted to the neurosurgery department of the same hospital from January to April 2024 were selected for the external validation of the model. The predictive effect of the model was evaluated through the receiver operating characteristic (ROC) curve.Results:In the modeling group, there were 216 male patients and 181 female patients. The incidence of pulmonary infection was 38.54% (153/397). Finally, five influencing factors, namely stroke, Hunt-Hess classification, mechanical ventilation, indwelling nasogastric tube and the timing of initiating enteral nutrition, were included to construct a predictive model. The areas under the ROC curves of the nomogram prediction models of this model in the training set, test set, and external validation group were 0.859(95% CI 0.791-0.928), 0.843(95% CI 0.796-0.890), and 0.800(95% CI 0.711-0.889), respectively. The calibration curve shows that the model's prediction fits well with the actual situation and has a high degree of calibration. Decision curve analysis indicates that this model has high clinical application value under different risk thresholds. Conclusions:The risk prediction model for pulmonary infection in patients after craniotomy and clipping with aSAH has good discrimination and calibration, which can provide reference for medical staff to identify high-risk patients at an early stage and take preventive intervention measures.
9.Evaluation of non-human primate anatomical operation risk assessment and control measures in high-level biosafety laboratories
Xiaoqi ZHENG ; Senren XUE ; Xianyu ZHANG ; Jiaxin YANG ; Yuyu CHEN ; Xiaobo LI ; Jingwen LIN ; Yabin ZHANG ; Jianbao HAN
Chinese Journal of Comparative Medicine 2025;35(10):69-78
Non-human primate animal models are core tools for the study of highly pathogenic microorganisms and are irreplaceable in the fields of pathology and drug discovery.However,anatomical sampling of non-human primate infection models in high-level biosafety laboratories carries potential risk and related risk assessment and control measures require clarification.Based on biosafety regulations and practical experience,we systematically discuss the risk control strategies of anatomical operations with respect to personal protection,instrument selection,anatomical specifications,documentation,and personnel training.Our review will help to improve the management of high-level biosafety laboratories,reduce the risk of pathogen escape and human infection,and provide support for the safe research of highly pathogenic microorganisms.
10.Impact of strengthened link quality of intervention measures on incidence of carbapenem-resistant Klebsiella pneumoniae infection in ICU patients
Wenzhi HUANG ; Fu QIAO ; Jingwen LI ; Linzhi CHENG ; Yuhua DENG ; Zhiyong ZONG ; Wei ZHANG
Chinese Journal of Nosocomiology 2025;35(17):2561-2565
OBJECTIVE To observe the effects of measures dominated by intensifying link quality on prevention and control of carbapenem-resistant Klebsiella pneumoniae(CRKP)among general ICU patients.METHODS The conventional intervention measures were taken from Jan.2016 to Oct.2020,which was assigned as the pre-inter-vention period;the intervention measures dominated by enhancement of link quality were taken for the general ICU patients(the study group)from Nov.2020 to Oct.2021,which was set as the intervention period,the inter-vention measures were taken for the neurosurgery ICU patients and the surgery ICU patients(the control group).A two-group interrupted time series of a quasi-experimental study was analyzed,and whether or not the intervention measures could reduce the incidence of CRKP hospital-associated infection among the general ICU patients was evaluated.RESULTS A total of 23 713 case-times of patients from three ICU wards were enrolled in the study.The incidence of CRKP hospital-associated infection among the general ICU patients was 4.49 cases per thousand patient-days during intervention period,3.71 cases per thousand patient-days during pre-intervention pe-riod,and there was no significant difference(u=-1.412,P=0.079);it was lower than 7.06 cases per thousand patient-days during nearly one year before the intervention period(from Nov.2019 to Oct.2020),and there was significant difference(u=3.128,P=0.002).The result of analysis of the interrupted time series showed that there was significant difference in the slope change between the study group and the control group after the inter-vention(P=0.035),indicating that the intervention measures could reduce the incidence of CRKP hospital-associ-ated infection in the study group,and there was significant difference in the changing trend between the study group and the control group.CONCLUSIONS The prevention and control measures for CRKP dominated by the link quality management can effectively reduce the incidence of CRKP hospital-associated infection among the gen-eral ICU patients.The prevention and control strategies may provide reference for prevention and control of CRKP in ICUs of other medical institutions.

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