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.Correlation of epithelial lesions between different sites of female genital tract
Jianan XIAO ; Weiyong GU ; Xiang TAO ; Yan XIE
Chinese Journal of Obstetrics and Gynecology 2025;60(7):549-555
Objective:To investigate the correlation of epithelial lesions among different biopsy sites in the female lower genital tract and the relationship between age and lesion distribution.Methods:A total of 406 148 patients with cervical biopsy specimens archived at the Department of Pathology, Obstetrics and Gynecology Hospital of Fudan University from January 2010 to December 2021 were analyzed. Among them, 70 309 cases (17.31%) had concurrent vaginal biopsies, and 16 073 cases (3.96%) had concurrent vulvar biopsies. (1) Cases were divided into four 3-year intervals to compare vaginal or vulvar biopsy rates and high-grade squamous intraepithelial lesion (HSIL) or worse (HSIL +) detection rates across time periods. (2) Correlations between cervical lesions and vaginal or vulvar lesions were assessed. (3) Patients were stratified into three age groups (<30, 30-49, and ≥50 years) to compare vaginal or vulvar HSIL + detection rates. Results:Mean ages of patients with cervical, vaginal, and vulvar biopsies were (41.3±11.0), (47.4±12.5), and (41.9±13.2) years, respectively. Patients with vaginal biopsy were significantly older than cervical or vulvar groups (all P<0.001). (1) Vaginal biopsy rates increased markedly from 7.37% (2010—2012) to 22.76% (2019—2021; χ2=9 205.01, P<0.001); vulvar biopsy rates increased slightly from 2.80% to 5.69% ( χ2=1 777.25, P<0.001). Correspondingly, vaginal HSIL + detection rates rose from 0.28% to >0.5% (0.56% in 2013—2015, 0.59% in 2016—2018, 0.51% in 2019—2021; χ2=134.70, P<0.001), while vulvar HSIL + rates increased from 0.03% to 0.33% ( χ2=56.54, P<0.001). (2) Weak correlation existed between cervical and vaginal lesions ( r=0.28; P<0.001; n=70 309), while cervical-vulvar correlation was weaker ( r=0.22, P<0.001; n=16 073). (3) Vaginal HSIL + detection rates were higher in cervical HSIL + patients aged 30-49 years (26.65%) and ≥50 years (26.79%) versus <30 years (14.63%; both P<0.001). Conversely, vulvar HSIL + detection rates were higher in the <30 years group (23.08%) versus 30-49 years (13.83%) and ≥50 years (12.89%; both P<0.05). Conclusions:Vaginal or vulvar lesion detection rates increase with biopsy frequency. Vaginal lesions correlate with cervical abnormalities, whereas vulvar lesions are relatively independent. In cervical HSIL + patients, those <30 years are more prone to have vulvar HSIL +, while those ≥30 years show higher vaginal HSIL + incidence. These age-specific distribution patterns inform optimized biopsy strategies.
3.Summary of best evidence for early maternal-neonatal skin-to-skin contact during cesarean section
Shijiang CHEN ; Yingying TIAN ; Fuying TAO ; Kun HU ; Nannan YAO ; Jianan JIANG
Chinese Journal of Modern Nursing 2025;31(19):2560-2566
Objective:To summarize the best evidence regarding early maternal-neonatal skin-to-skin contact during cesarean section, with the aim of providing an evidence-based foundation for clinical nursing practice.Methods:Developing a literature search strategy to systematically retrieve relevant literature on early maternal-neonatal skin-to-skin contact during cesarean sections from UpToDate, BMJ Best Practice, PubMed, Cochrane Library, CINAHL, Web of Science, Embase, China National Knowledge Infrastructure, VIP, China Biology Medicine disc, and Wanfang Database. The search focus on clinical decision-making, guidelines, expert consensus, evidence summaries, and systematic reviews. The search timeframe should cover from the inception of each database to June 2024. Literature was subjected to quality appraisal, and only high-quality sources were included for evidence extraction and synthesis.Results:A total of eight documents were included, consisting of one clinical decision-making, five guidelines, one expert consensus, and one systematic review. A total of 23 best practice recommendations were extracted and categorized into six domains: team composition and training, indications and contraindications, pre-implementation preparation, implementation protocols, implementation recommendations, and precautions.Conclusions:This study provides a comprehensive summary of current evidence related to early maternal-neonatal skin-to-skin contact during cesarean section. The findings offer evidence-based guidance for clinical nursing practice and contribute to improving the safety of maternal-neonatal skin-to-skin contact implementation during cesarean section.
4.Correlation of epithelial lesions between different sites of female genital tract
Jianan XIAO ; Weiyong GU ; Xiang TAO ; Yan XIE
Chinese Journal of Obstetrics and Gynecology 2025;60(7):549-555
Objective:To investigate the correlation of epithelial lesions among different biopsy sites in the female lower genital tract and the relationship between age and lesion distribution.Methods:A total of 406 148 patients with cervical biopsy specimens archived at the Department of Pathology, Obstetrics and Gynecology Hospital of Fudan University from January 2010 to December 2021 were analyzed. Among them, 70 309 cases (17.31%) had concurrent vaginal biopsies, and 16 073 cases (3.96%) had concurrent vulvar biopsies. (1) Cases were divided into four 3-year intervals to compare vaginal or vulvar biopsy rates and high-grade squamous intraepithelial lesion (HSIL) or worse (HSIL +) detection rates across time periods. (2) Correlations between cervical lesions and vaginal or vulvar lesions were assessed. (3) Patients were stratified into three age groups (<30, 30-49, and ≥50 years) to compare vaginal or vulvar HSIL + detection rates. Results:Mean ages of patients with cervical, vaginal, and vulvar biopsies were (41.3±11.0), (47.4±12.5), and (41.9±13.2) years, respectively. Patients with vaginal biopsy were significantly older than cervical or vulvar groups (all P<0.001). (1) Vaginal biopsy rates increased markedly from 7.37% (2010—2012) to 22.76% (2019—2021; χ2=9 205.01, P<0.001); vulvar biopsy rates increased slightly from 2.80% to 5.69% ( χ2=1 777.25, P<0.001). Correspondingly, vaginal HSIL + detection rates rose from 0.28% to >0.5% (0.56% in 2013—2015, 0.59% in 2016—2018, 0.51% in 2019—2021; χ2=134.70, P<0.001), while vulvar HSIL + rates increased from 0.03% to 0.33% ( χ2=56.54, P<0.001). (2) Weak correlation existed between cervical and vaginal lesions ( r=0.28; P<0.001; n=70 309), while cervical-vulvar correlation was weaker ( r=0.22, P<0.001; n=16 073). (3) Vaginal HSIL + detection rates were higher in cervical HSIL + patients aged 30-49 years (26.65%) and ≥50 years (26.79%) versus <30 years (14.63%; both P<0.001). Conversely, vulvar HSIL + detection rates were higher in the <30 years group (23.08%) versus 30-49 years (13.83%) and ≥50 years (12.89%; both P<0.05). Conclusions:Vaginal or vulvar lesion detection rates increase with biopsy frequency. Vaginal lesions correlate with cervical abnormalities, whereas vulvar lesions are relatively independent. In cervical HSIL + patients, those <30 years are more prone to have vulvar HSIL +, while those ≥30 years show higher vaginal HSIL + incidence. These age-specific distribution patterns inform optimized biopsy strategies.
5.Summary of best evidence for early maternal-neonatal skin-to-skin contact during cesarean section
Shijiang CHEN ; Yingying TIAN ; Fuying TAO ; Kun HU ; Nannan YAO ; Jianan JIANG
Chinese Journal of Modern Nursing 2025;31(19):2560-2566
Objective:To summarize the best evidence regarding early maternal-neonatal skin-to-skin contact during cesarean section, with the aim of providing an evidence-based foundation for clinical nursing practice.Methods:Developing a literature search strategy to systematically retrieve relevant literature on early maternal-neonatal skin-to-skin contact during cesarean sections from UpToDate, BMJ Best Practice, PubMed, Cochrane Library, CINAHL, Web of Science, Embase, China National Knowledge Infrastructure, VIP, China Biology Medicine disc, and Wanfang Database. The search focus on clinical decision-making, guidelines, expert consensus, evidence summaries, and systematic reviews. The search timeframe should cover from the inception of each database to June 2024. Literature was subjected to quality appraisal, and only high-quality sources were included for evidence extraction and synthesis.Results:A total of eight documents were included, consisting of one clinical decision-making, five guidelines, one expert consensus, and one systematic review. A total of 23 best practice recommendations were extracted and categorized into six domains: team composition and training, indications and contraindications, pre-implementation preparation, implementation protocols, implementation recommendations, and precautions.Conclusions:This study provides a comprehensive summary of current evidence related to early maternal-neonatal skin-to-skin contact during cesarean section. The findings offer evidence-based guidance for clinical nursing practice and contribute to improving the safety of maternal-neonatal skin-to-skin contact implementation during cesarean section.
6.Umbilical cord milking on neonatal outcomes following cesarean section: a meta-analysis
Shijiang CHEN ; Fuying TAO ; Dongying FU ; Yingying TIAN ; Jie FU ; Jianan JIANG
Chinese Journal of Perinatal Medicine 2024;27(3):177-187
Objective:To evaluate the effect of umbilical cord milking (UCM) on neonatal outcomes after cesarean section.Methods:Chinese and English databases (including CNKI, Wanfang, China Biology Medicine Disc, VIP, Yiigle, PubMed, Embase, CINAHL, Web of Science, the Cochrane Library, and Google Scholar) and ClinicalTrials.gov were retrieved from the inception to July 2023. Randomized controlled trials regarding UCM in neonates from different races who were born by cesarean section were included. The outcomes were postnatal hemoglobin level, hematocrit value, peak serum bilirubin level, phototherapy, cord blood pH value, intraventricular hemorrhage, death, polycythemia, neonatal necrotizing enterocolitis, and Apgar score. The risk of bias among the included studies was confined to low or possible risk according to the Cochrane Risk of Bias Assessment Tool 2.0. RevMan5.3 was used for meta-analysis, and subgroup analysis was performed among neonates with different gestational ages. The certainty of evidence was evaluated using the grades of recommendations assessment, development, and evaluation (GRADE) framework.Results:A total of 11 articles involving 2 347 neonates (1 322 full-term and 1 025 preterm infants) were included. Meta-analysis results showed that: (1) Compared with the immediate cord clamping, UCM increased the hemoglobin level within 24 h and 48-72 h after birth ( MD=1.40, 95% CI: 1.11-1.70, Z=9.32; MD=0.86, 95% CI: 0.69-1.02, Z=10.02, both P<0.01), hematocrit value within 24 h and 48-72 h after birth ( MD=2.73, 95% CI: 0.18-5.29, Z=2.09, P=0.04; MD=3.57, 95% CI: 2.29-4.85, Z=5.46, P<0.01). However, no significant differences were found in the peak bilirubin level, phototherapy, cord blood pH, and Apgar score at 1 and 5 min (all P>0.05). (2) Compared with delayed cord clamping, UCM increased the hemoglobin level ( MD=0.83, 95% CI: 0.75-0.91, Z=20.11, P<0.01) and hematocrit value ( MD=2.34, 95% CI: 1.25-3.43, Z=4.20, P<0.01) within 24 h after birth, but not in the hematocrit value at 48-72 h after birth ( MD=-0.38, 95% CI:-2.27-1.52, Z=0.39, P=0.70) or the peak bilirubin level ( MD=-0.65, 95% CI:-2.16-1.04, Z=0.69, P=0.49). Sensitivity analysis showed that for full-term neonates born by cesarean section, the peak bilirubin level in the UCM group was significantly lower than that in the delayed cord clamping group ( MD=-1.30, 95% CI:-2.26-0.34, Z=2.66, P<0.01). Still, the incidence of phototherapy, intraventricular hemorrhage (grade Ⅰ-Ⅳ), death, polycythemia, neonatal necrotizing enterocolitis, and Apgar score at 1 min and 5 min showed no statistical differences (all P>0.05). Conclusions:UCM could increase the short-term postnatal hemoglobin and hematocrit levels in neonates born by cesarean section, which might prevent neonatal anemia in the short term without increasing the adverse neonatal outcomes. Little effects were observed on the peak bilirubin level, phototherapy, polycythemia, etc. More high-quality and large-sample randomized controlled trials are needed in the future.
7.Relative bioavailability of cadmium in aquatic products and its application on the cadmium exposure risk assessment
Jianan BAI ; Tao YING ; Yuanchao LI ; Gengsheng HE
Shanghai Journal of Preventive Medicine 2024;36(3):230-236
ObjectiveTo understand the relative bioavailability (RBA) of cadmium in different aquatic products. Based on the consideration of the gender differences and the relative bioavailability of cadmium in different foods, the physiologically based toxicokinetic (PBTK) model of cadmium was further optimized and verified. The correlation between internal and external exposure in quantitative risk assessment of food safety was optimized, and the provisional tolerable daily intake (PTDI) value of cadmium was derived. MethodsThe relative bioavailability of cadmium in different aquatic products was determined in four-week-old Balb/c female mice. The PBTK model of cadmium metabolism was optimized by ABC-MCMC method using combined internal and external exposure data of cadmium in Shanghai residents, and the PTDI was calculated accordingly. ResultsExcept for scallops and squid, the RBA of aquatic samples was less than 1, indicating that the absorption rate of cadmium in aquatic products was lower than that of cadmium chloride. The higher RBA of squid and scallop may be due to the presence of cadmium in the visceral organs, which is conducive to cadmium absorption and its higher concentration of cadmium. Frying at the temperature less than 160 ℃ reduced cadmium absorption but may increase cadmium absorption at the temperature greater than 160 ℃. The optimized model parameters converged well and the model could reasonably estimate urinary cadmium level according to the external exposure of cadmium. The PTDI value was0.466 4 μg·(kg·day)-1 according to the optimized single-chamber model. ConclusionThe relative bioavailability of cadmium in different foods varies greatly, except for squid and scallops, RBA is less than 1, and cooking processing will affect the RBA of food. The construction of the PBTK model did not only consider the effects of gender differences on cadmium metabolism, but also included the relative bioavailability data to optimize and adjust the correlation coefficient of absorption rate. Compared with the model without RBA adjustment, the adjusted model has enhanced the ability to predict urinary cadmium level, which provides a new, more accurate method for the risk assessment of food safety.
8.Effect of Nurse-Assisted Early Warning Intervention for Prevention of Venous Thromboembolism Following Cesarean Delivery
Bichao WAN ; Dongying FU ; Shijiang CHEN ; Fuying TAO ; Jianan JIANG ; Yingying TIAN
Maternal-Fetal Medicine 2024;06(4):225-231
Objective::To assess the role of a nurse-assisted early warning intervention in improving prophylaxis against obstetric venous thromboembolism (VTE) and preventing VTE following cesarean delivery (CD).Methods::A prospective cohort study conducted between January 1, 2020, and December 30, 2022, enrolled pregnant women who underwent CD in the obstetric unit of Women’s Hospital of Nanjing Medical University, Nanjing Maternity and Child Health Care Hospital. The patients were assigned to a control group (routine nursing care) or the intervention group (nurse-assisted early warning intervention) depending on whether or not the nurse-assisted early warning intervention had been implemented. The χ2 test and Student’s t-test were used for statistical analysis. The primary outcome was the incidence of systemic VTE following CD, and secondary outcomes were the rates of mechanical or pharmacologic prophylaxis receipts for VTE and the frequency and severity of adverse events related to pharmacologic prophylaxis. Results::A total of 27,074 cases were enrolled. The incidence of symptomatic VTE following CD was significantly lower in the intervention group (0.29 per 1000 deliveries) than in the control group (2.4 per 1000 deliveries) ( P < 0.001). Significantly more cases received mechanical and pharmacological VTE prophylaxis in the intervention group than in the control group (respectively, 19.8% vs. 12.6% receiving mechanical prophylaxis and 0.9% vs. 0.2% receiving pharmacological prophylaxis). No cases of life-threatening bleeding occurred in either group. Conclusion::The application of nurse-assisted early warning intervention may be an effective method for preventing VTE following CD.
9.Effect of Nurse-Assisted Early Warning Intervention for Prevention of Venous Thromboembolism Following Cesarean Delivery
Bichao WAN ; Dongying FU ; Shijiang CHEN ; Fuying TAO ; Jianan JIANG ; Yingying TIAN
Maternal-Fetal Medicine 2024;06(4):225-231
Objective::To assess the role of a nurse-assisted early warning intervention in improving prophylaxis against obstetric venous thromboembolism (VTE) and preventing VTE following cesarean delivery (CD).Methods::A prospective cohort study conducted between January 1, 2020, and December 30, 2022, enrolled pregnant women who underwent CD in the obstetric unit of Women’s Hospital of Nanjing Medical University, Nanjing Maternity and Child Health Care Hospital. The patients were assigned to a control group (routine nursing care) or the intervention group (nurse-assisted early warning intervention) depending on whether or not the nurse-assisted early warning intervention had been implemented. The χ2 test and Student’s t-test were used for statistical analysis. The primary outcome was the incidence of systemic VTE following CD, and secondary outcomes were the rates of mechanical or pharmacologic prophylaxis receipts for VTE and the frequency and severity of adverse events related to pharmacologic prophylaxis. Results::A total of 27,074 cases were enrolled. The incidence of symptomatic VTE following CD was significantly lower in the intervention group (0.29 per 1000 deliveries) than in the control group (2.4 per 1000 deliveries) ( P < 0.001). Significantly more cases received mechanical and pharmacological VTE prophylaxis in the intervention group than in the control group (respectively, 19.8% vs. 12.6% receiving mechanical prophylaxis and 0.9% vs. 0.2% receiving pharmacological prophylaxis). No cases of life-threatening bleeding occurred in either group. Conclusion::The application of nurse-assisted early warning intervention may be an effective method for preventing VTE following CD.
10.Status of HVPG clinical application in China in 2021
Wen ZHANG ; Fuquan LIU ; Linpeng ZHANG ; Huiguo DING ; Yuzheng ZHUGE ; Jitao WANG ; Lei LI ; Guangchuan WANG ; Hao WU ; Hui LI ; Guohong CAO ; Xuefeng LU ; Derun KONG ; Lin SUN ; Wei WU ; Junhui SUN ; Jiangtao LIU ; He ZHU ; Dongliang LI ; Wuhua GUO ; Hui XUE ; Yu WANG ; Jiancuo GENGZANG ; Tian ZHAO ; Min YUAN ; Shirong LIU ; Hui HUAN ; Meng NIU ; Xin LI ; Jun MA ; Qingliang ZHU ; Wenbo GUO ; Kunpeng ZHANG ; Xiaoliang ZHU ; Birun HUANG ; Jianan LI ; Weidong WANG ; Hongfeng YI ; Qi ZHANG ; Long GAO ; Guo ZHANG ; Zhongwei ZHAO ; Kai XIONG ; Zexin WANG ; Hong SHAN ; Mingsheng LI ; Xueqiang ZHANG ; Haibin SHI ; Xiaogang HU ; Kangshun ZHU ; Zhanguo ZHANG ; Hong JIANG ; Jianbo ZHAO ; Mingsheng HUANG ; Wenyong SHEN ; Lin ZHANG ; Feng XIE ; Zhiwei LI ; Changlong HOU ; Shengjuan HU ; Jianwei LU ; Xudong CUI ; Ting LU ; Shaoqi YANG ; Wei LIU ; Junping SHI ; Yanming LEI ; Jinlun BAO ; Tao WANG ; Weixin REN ; Xiaoli ZHU ; Yong WANG ; Lei YU ; Qiang YU ; Huiling XIANG ; Wenqiang LUO ; Xiaolong QI
Chinese Journal of Hepatology 2022;30(6):637-643
Objective:The investigation and research on the application status of Hepatic Venous Pressure Gradient (HVPG) is very important to understand the real situation and future development of this technology in China.Methods:This study comprehensively investigated the basic situation of HVPG technology in China, including hospital distribution, hospital level, annual number of cases, catheters used, average cost, indications and existing problems.Results:According to the survey, there were 70 hospitals in China carrying out HVPG technology in 2021, distributed in 28 provinces (autonomous regions and municipalities directly under the central Government). A total of 4 398 cases of HVPG were performed in all the surveyed hospitals in 2021, of which 2 291 cases (52.1%) were tested by HVPG alone. The average cost of HVPG detection was (5 617.2±2 079.4) yuan. 96.3% of the teams completed HVPG detection with balloon method, and most of the teams used thrombectomy balloon catheter (80.3%).Conclusion:Through this investigation, the status of domestic clinical application of HVPG has been clarified, and it has been confirmed that many domestic medical institutions have mastered this technology, but it still needs to continue to promote and popularize HVPG technology in the future.

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