1.Echinococcosis control in China from the One Health perspective
Shijie YANG ; Xiaonong ZHOU ; Shizhu LI ; Ning XIAO ; Shuai HAN ; Liying WANG ; Ying WANG
Chinese Journal of Schistosomiasis Control 2026;38(4):337-346
Echinococcosis is a neglected zoonotic parasitic disease across the world, which imposes a substantial burden on human health and socioeconomic development in endemic areas. From a One Health perspective, this review systematically summarizes the legal framework, scheme, integrated interventions, control achievements, and challenges in the national echinococcosis control programme of China. An integrated strategy centered on control of the source of Echinococcus infections has been implemented for echinococcosis control in China, and cross-sectoral and cross-regional multidisciplinary coordination mechanisms have been progressively established, resulting in remarkable achievements gained in human health, animal health, and integrated environmental management. The endemicity of echinococcosis remarkably reduced in China in 2023 as compared to results from the national echinococcosis epidemiological survey in China between 2012 and 2016 (baseline), with an 82.14% reduction in human prevalence, an 80.00% reduction in detection of echinococcosis among children, a reduction of prevalent echinococcosis patients to 25 400 cases, a 36.96% reduction in the number of dogs, an 88.24% reduction in the prevalence of Echinococcus infections in dogs, a 67.00% reduction in the number of stray dogs, an 80.77% reduction in the prevalence of echinococcosis in live-stock, and a 69.23% reduction in the prevalence of Echinococcus infections in rodents. Nevertheless, an estimated 14 600 canines were found to have Echinococcus infections in endemic areas across China in 2023, and the prevalence of Echinococcus infections increased by 241.03% in wild canines in 2023 relative to in 2021, which underscores the persistent threat to echinococcosis transmission. Future efforts are required to strengthen the One Health governance system, increase the financial investment, foster innovations in integrated control technologies, enhance cross-sectoral collaboration, and improve the capacity building at the grassroots level to advance the achievement of the national target of basically controlling echinococcosis in all endemic counties in China by 2030, thereby facilitating the process towards echinococcosis control and elimination.
2.Development of the "Clinical Ethics" Course for the Eight-Year Clinical Medicine Program: Explorations and Practices by an Interdisciplinary Teaching Team
Jiangli HAN ; Yali CONG ; Qiong BAI ; Shu LI ; Guangkuan XIE ; Tongyan HAN ; Chuan MA ; Ying YAO ; Fei DONG ; Huilin LIU ; Rui WU ; Qinggang GE ; Liang WANG ; Yuxi XIA ; Shixian GU ; Xuan HE ; Ning SHEN
Medical Journal of Peking Union Medical College Hospital 2026;17(5):1223-1229
With the rapid advancement of medical technology and the increasing complexity of clinical environments, competence in clinical ethical decision-making has become an indispensable core competency for exemplary physicians. However, traditional medical ethics education has long been confronted with the persistent challenges of theory-practice dissociation and the disconnect between pedagogical settings and clinical realities. Thus, how to construct a "Clinical Ethics" curriculum that aligns with the objectives of training high-caliber medical professionals has emerged as a critical and challenging issue in current medical education reform. To effectively address this challenge, the Office of Education at Peking University Third Hospital, since 2021, has assembled a multidisciplinary "Clinical Ethics" teaching and management team comprising faculty from Peking University School of Humanities and key clinical specialists from the hospital. In 2022, the "Clinical Ethics" elective course was formally launched for fourth-year students in the eight-year MD program who had completed coursework in "Medical Ethics" and organ-system-based curricula, with the aim of exploring and operationalizing a pre-clinical ethics education model tailored for senior medical students. The course employs a modular instructional design encompassing "theoretical review-case-based deliberation-clinical workshop", which effectively facilitates the deep integration of medical humanities with clinical practice.Following four years of iterative refinement through the "plan-act-observe-reflect" cycle, the course has demonstrated positive outcomes in enhancing students' ethical awareness and decision-making capabilities, and has preliminarily established a sustainable collaborative mechanism among the multidisciplinary faculty team. This article systematically delineates the course development background, pedagogical model and methodological innovations, and the multidisciplinary collaborative framework, alongside reflections and summaries based on implementation outcomes, with the intent of providing references for the future development of "Clinical Ethics" curricula.
3.Application and effectiveness evaluation of a streamlined case teaching method based on Occam's Razor principle in ophthalmology education
Xiaona* NING ; Chenjun* GUO ; Jing HAN ; Wei LEI ; Jinbo ZHAO ; Nan MA
International Eye Science 2026;26(11):2026-2031
AIM: To address the problem of cognitive overload and deviation from core teaching objectives caused by information redundancy in traditional case-based teaching in ophthalmology, Occam's Razor principle was innovatively applied to construct a set of streamlined case-based teaching resources, and their effectiveness was subsequently validated.METHODS:This was a prospective randomized controlled trial. Intern students from the 2019 and 2020 cohorts of the five-year clinical medicine program who completed their ophthalmology clerkship at the Department of Ophthalmology, Tangdu Hospital, Air Force Medical University between June 2023 and May 2025 were enrolled. By using a random number table, they were randomly assigned to an experimental group and a control group. Cases refined by Occam's Razor principle(removing irrelevant information and focusing on core principles, clinical reasoning, and the diagnostic and therapeutic workflow)were adopted for the experimental group, whereas the original complete cases were used for the control group. Teaching effectiveness was assessed through knowledge tests, classroom performance evaluation, teaching case assessment, and student satisfaction.RESULTS:Totally 120 students were included in this study and all of them completed the research. There were 60 students in the experimental group(43 males and 17 females, mean age 21.72±0.76 y)and 60 students in control group(41 males and 19 females, mean age 21.68±0.57 y)(all P>0.05). The score rates on the ocular trauma section and on the case analysis questions were significantly higher in the experimental group than in the control group(83.21%±7.96% vs 74.25%±11.01%; 84.31%±8.08% vs 67.62%±11.63%; both P<0.001). Teacher evaluations indicated that the experimental group achieved better scores than the control group in aspects such as identification of key case points and logical clinical reasoning(all P<0.001). A significantly lower cognitive load score was observed in the experimental group, whereas higher scores were obtained for clarity of case structure, thought-provoking quality, and teaching value(all P<0.001). The teaching satisfaction rate reached 95% in the experimental group, which was higher than the 83% observed in the control group(P<0.05).CONCLUSION: Refined cases guided by Occam's Razor principle can significantly reduce cognitive load, enhance medical students' efficiency in mastering core diagnostic and therapeutic principles, improve the precision of clinical reasoning, and strengthen execution of clinical procedures, thereby providing an innovative pathway for clinical teaching reform.
4.Analysis of scientific and technological outputs of Chinese enterprises manufacturing medical equipment based on bibliometrics:as a case UIH uPMR 790 PET/MRI
Zhiyong LI ; Xiaorui ZHAO ; Kai ZENG ; Zixin KANG ; Han XUE ; Zhan SUN ; Peng NING ; Zeshi CUI ; Xiongjun PENG
China Medical Equipment 2025;22(11):149-163
Objective:To apply data mining and bibliometric methods to collect and analyze literatures related to the uPMR 790 integrated positron emission tomography/magnetic resonance imaging(PET/MRI)of the United Imaging Healthcare(UIH)and assess its output effects in clinical research and application,continued research and development,performance improvement,technology assessment,healthcare technology management,and other aspects.Methods:To conduct literature searches on data platforms such as China National Knowledge Infrastructure(CNKI),WanFang Data Knowledge Service Platform(WANFANG DATA),Wanfang Medical Network(WANFANG MED ONLINE),Chinese Medical Association Journal Database(Yiigle),NIH/PubMed,etc.Based on literature review,to implement bibliometric analysis and evaluate from several technological output dimensions.Results:134 sample literatures were obtained.Among them,there are 121 journal articles,10 dissertations(1 doctoral dissertation and 9 master's theses),3 case reports from the Chinese Medical Case Repository,59 of foreign language journals,and 101 articles sourced from uPMR 790 users as the first author affiliation.Engineering and technical personnel from UIH participated in 58 journal articles;89 clinical research articles,accounting for 66.42%of the sample literatures,15 engineering research and artificial intelligence(AI)research articles,accounting for 11.19%,15 technology assessment articles,accounting for 11.19%,4 healthcare technology management articles,1 experimental research article,and 10 reviews.In addition,33 related patent technologies were retrieved from UIH and its cooperative institutions,as well as UIH PET/MRI equipment users,including 20 invention patents,13 utility model patents.Conclusion:The research results show that the innovative medical equipment,the uPMR 790 PET/MRI,has definite technological outputs in clinical research and application,providing important and widely data of evidence-based medicine for clinical application promotion.It also map out the effective support of this innovative medical equipment for multidisciplinary clinical research such as medical imaging,neurology,cardiovascular and cerebrovascular diseases,geriatrics,pediatrics,etc.Driven by the model of medical-engineering integration and synergy mechanism,display multidimensional output effects such as continuous research and development,quality improvement,technology assessment,configuration management,and healthcare technology management.UIH actively participates in researchs and follows up on innovative practices in medical-engineering integration,demonstrating a positive attitude as a leading medical equipment enterprise.Real world research will provide evidence support for the application demonstration and promotion for equipment manufactured by Chinese medical equipment enterprises.
5.Multi-center clinical study on the efficacy and safety of combined lienal polypeptide injection therapy in children with Mycoplasma pneumoniae pneumonia
Qi CHENG ; Yunxiao SHANG ; Han ZHANG ; Jiujun LI ; Ning CHEN ; Lishen SHAN ; Nan YANG ; Lihua NING ; Xuemei BAI ; Jianhua LIU ; Yuling HAN ; Jichun WANG ; Jing LI ; Yong FENG ; Liyun LIU ; Li CHEN ; Si LIU ; Qinzhen ZHANG ; Jia ZHENG ; Fengchao LI ; Sukun LU ; Yun ZHANG ; Xiaoyi CHAI
International Journal of Pediatrics 2025;52(3):204-210
Objective:To observe the efficacy and safety of combined lienal polypeptide injection therapy in the treatment of Mycoplasma pneumoniae pneumonia(MPP)in children aged 3 to 14 years old in multiple clinical centers.Methods:A randomized,controlled,multi-center clinical study design was adopted.A total of 240 hospitalized children aged 3 to 14 years old with MPP from 7 hospitals from September 1,2023 to January 31,2024 were included.According to the severity of pneumonia,they were divided into the mild MPP group with 80 cases and the severe MPP/refractory MPP(SMPP/RMPP)group with 160 cases,and then randomly divided into the control group and the experimental group at a ratio of 1 ∶1,using the random number table method.After screening,subjects entered a treatment period of 5 to 7 days.The control group was treated with azithromycin,while the experimental group was treated with azithromycin plus lienal polypeptide injection .The recovery of lung CT,length of hospital stay,duration of fever,cough score,whether mild cases developed into severe or refractory cases,duration of hormone use,use of intravenous immunoglobulin(IVIG),bronchoscopy treatment,and immune function were observed between the two groups to evaluate the efficacy of lienal polypeptide injection.Adverse events after medication,vital signs,blood routine,urine routine,liver function,myocardial enzymes,renal function,and electrocardiogram were observed to evaluate the safety. Results:A total of 231 subjects have completed the trial in the 7 hospitals,including 118 cases in the experimental group and 113 cases in the control group.Main observation index:the rate of lung CT aggravation in the experimental group was lower than that in the control group(2.6% vs 15.3%, P<0.01),and the difference was statistically significant.Secondary indexes:there were no statistically significant differences in the length of hospital stay,duration of fever,cough score,duration of hormone use,whether IVIG treatment was used,the number of bronchoscopy treatment cases,and immunoglobulin between the two groups(all P>0.05).However,the rate of cases of plastic bronchitis(PB)found under bronchoscopy in the experimental group was lower than that in the control group(0 vs 18.8%, P=0.03),and the difference was statistically significant.Among the mild MPP(72 cases),there were no statistically significant differences in the length of hospital stay,duration of fever,cough score,duration of hormone use,whether IVIG treatment was used,the number of bronchoscopy treatment cases,and the improvement rate of lung CT between the two groups(all P>0.05).However,compared with the control group,the rate of cases developing into SMPP/RMPP in the experimental group was less(24.3% vs 48.6%, P=0.03),and the difference in IgG before and after treatment was small[0.53(-0.04,1.18)g/L vs 1.33(0.48,2.25)g/L, P=0.01].Among the SMPP/RMPP cases(159 cases),the rate of cases of PB found under bronchoscopy in the experimental group was less than that in the control group(0 vs 20%, P=0.04),and the rate of cases with aggravated lung CT in the experimental group was less than that in the control group(1.3% vs 19.5%, P<0.01),and the improvement rate of lung CT in the experimental group was higher than that in the control group(88.8% vs 75.3%, P=0.03),with statistically significant differences.There were no statistically significant differences in the length of hospital stay,duration of fever,cough score,duration of hormone use,whether IVIG treatment was used,the number of bronchoscopy treatment cases,and immunoglobulin between the two groups(all P>0.05).Two cases in the experimental group developed rashes,which improved after the drug was discontinued.There were no serious adverse reactions such as abnormal vital signs like dyspnea and cyanosis due to the use of lienal polypeptide injection.There were no obvious changes in blood routine,liver function,myocardial enzymes,renal function,electrocardiogram,and urine routine values before and after medication compared with the baseline. Conclusion:The combined use of lienal polypeptide injection in the treatment of MPP in children can reduce the probability of the transformation from mild cases to SMPP/RMPP,reduce the rate of aggravation of the image findings,promote the absorption of lung inflammation,reduce the rate of PB found under bronchoscopy,and has good safety.
6.Comparative study of commonly used rapid imaging techniques for cerebral three-dimensional time-of-flight MR angiography
Kai NING ; Xu HAN ; Weifeng WANG ; Linyao YUE ; Xiaodan WANG ; Pengfei ZHAO
Journal of Practical Radiology 2025;41(8):1388-1391,1417
Objective To explore the effects of commonly used rapid imaging techniques on the image quality of cerebral three-dimensional time-of-flight magnetic resonance angiography(3D-TOF-MRA)and to select the optimal imaging technique for clinical use.Methods Thirty subjects were prospectively recruited,and five sets of 3D-TOF-MRA images were acquired as follows:non-acceleration(reference group),intra-layer parallel imaging(PI)(1D group),inter-layer PI(2D group),compressed sensing(CS)group,and artificial intelligence-assisted compressive sensing(ACS)group.The metrics including clarity,pseudo-stenosis,signal-to-noise ratio(SNR),contrast-to-noise ratio(CNR),and edge sharpness of the intracranial proximal,middle,and distal blood vessels were quantitatively or qualitatively assessed.Results There were no significant differences in the clarity of intracranial proximal and middle blood vessels between the groups(P>0.05).The clarity of distal blood vessels in the ACS group was superior to that in the other groups,and the CS and 2D groups were superior to the 1D group.Compared to the reference group,no stenosis was observed in any segment of the blood vessels in the ACS group,while the incidence of stenosis in the distal blood vessels of the 1D,2D,and CS groups was 36.67%,13.33%,and 6.67%,respectively.The SNR of the proximal and middle blood vessels in the ACS group did not differ from the reference group,and the SNR of the proximal,middle,and distal segments was higher than that in the 1D and CS groups,and higher than the 2D group for the proximal and distal segments.The CNR of the proximal,middle,and distal segments in the ACS group did not differ from the reference group,and was higher than that of the 1D and CS groups,and higher than the 2D group for the proximal and distal segments.The edge sharpness of the ACS group was significantly higher than that of the other groups.Conclusion ACS technology can accelerate the imaging speed and improve the image quality of cerebral 3D-TOF-MRA.It is recommended for use.
7.Real-time core competency assessment by mobile terminal in the standardized training of internal medicine residents
Aiwei LI ; Guan WANG ; Xiaoyan SUN ; Yuanmei LIU ; Dan LI ; Shan YE ; Changqing CUI ; Rui WU ; Yan LI ; Jiangli HAN ; Ning SHEN
Chinese Journal of Medical Education Research 2025;24(1):121-125
Objective:To assess the core competencies of internal medicine residents undergoing standardized residency training and to explore the effectiveness of core competency evaluation on mobile devices.Methods:The mobile formative evaluation module was developed based on the "Xueyiku" teaching management platform. From January to December 2023, clinical teachers were asked to evaluate 150 internal medicine residents based on the "Resident Core Competency Milestone Evaluation System in China Consortium of Elite Teaching Hospitals", and the results were analyzed using non-parametric tests.Results:Among the six core competencies of internal medicine residents, professionalism received the highest score, whereas teaching skill received a lower score (97.50 vs. 90.00; H=167.31, P<0.001). Second-year residents had significantly higher scores than first-year residents (93.00 vs. 90.00; P<0.001), but similar scores to third-year residents (93.00 vs. 93.00; P>0.05). In addition, there was no significant difference in score among residents with different medical education backgrounds ( P>0.05). Conclusions:More emphasis should be placed on improving the teaching skills of internal medicine residents, along with the implementation of tiered progressive training. The mobile core competency evaluation is an effective means for assessing the comprehensive skills of residents in a timely manner.
8.A clinical study on shunt reduction in the treatment of refractory hepatic encephalopathy after transjugular intrahepatic portosystemic shunt
Nianjun XIAO ; Wenjuan LYU ; Baojie WEI ; Zhibo XIA ; Lang WU ; Kai AN ; Zheyi HAN ; Shoubin NING ; Jianguo CHU
Chinese Journal of Digestion 2025;45(7):457-461
Objective:To explore the safety and efficacy of shunt reduction using the Interlock-35 fibered interlocking detachable coil (IDC) occlusion system in the treatment of refractory hepatic encephalopathy (HE) after transjugular intrahepatic portosystemic shunt (TIPS).Methods:From August 2022 to December 2023, at the Department of Gastroenterology of the Air Force Medical Center, the clinical data of patients with refractory HE after TIPS who were treated with shunt reduction using the Interlock-35 fibered IDC occlusion system were retrospectively collected, which included portal vein pressure gradient (PVPG), HE grades, blood ammonia levels, prothrombin time (PT), liver function parameters, and other related indicators. The primary indicators related to the efficacy of the shunt reduction included symptom improvement, and changes in PVPG, blood ammonia levels, and Child-Pugh score. The safety of shunt reduction was analyzed based on the incidence of complications such as gastrointestinal bleeding and ascites during the follow-up period. Paired t-test was used for statistical analysis. Results:A total of 21 patients were enrolled. Prior to shunt reduction, there were 5 cases with HE of grade 3 and 16 cases with HE of grade 2. Before operation, the blood ammonia was (103.14±27.69) mol/L; and the liver function Child-Pugh grade of 1 case was classified as grade A, 16 cases as grade B, and 4 cases as grade C. Shunt reduction was performed between 7 and 1 879 d, with a median time of 99 (54, 806) d after TIPS. The procedure was technically successful in all patients, with a total of 25 coils implanted. Before shunt reduction, the PVPG was (14.02±5.28) cmH 2O (1 cmH 2O=0.098 kPa), after shunt reduction procedure, the PVPG increased to (25.05±6.04) cmH 2O, and the difference was statistically significant ( t=-11.26, P<0.001). After operation, 16 patients returned to the hospital for follow-up examinations, with a median follow-up time of 114 (46, 195) d, the blood ammonia levels, PT, and Child-Pugh scores during the follow-up were all lower than those before operation ((78.19±27.85) μmol/L vs. (105.00±30.53) μmol/L, (14.09±1.65) s vs. (15.41±2.35) s, and 6.88±1.59 vs. 8.13±1.75, respectively), and the differences were statistically significant ( t=2.23, 3.23, and 2.61; P=0.040, <0.001, =0.020). There was no statistically significant in PVPG between during follow-up and immediately post-procedure ((28.91±6.20) cmH 2O vs. (25.22±5.92) cmH 2O, P>0.05). During the follow-up period, HE symptoms disappeared in 12 patients among the 16 patients who returned to hospital for follow-up, however gastrointestinal bleeding occurred in 5 patients and ascites occurred in 3 patients; additionally, 4 patients experienced intermittent HE symptoms (grade 1 in 3 cases, grade 2 in 1 case). After operation, 5 patients were followed up via telephone, among them, 3 patients died, and 2 patients experienced intermittent HE (grade 1) which could be spontaneously restored with dietary adjustments and(or) medication. Conclusions:Interlock-35 fibered IDC occlusion system for shunt reduction is a feasible and effective treatment for refractory HE after TIPS. It can effectively improve symptoms and decrease liver function score. After shunt reduction, early follow-up and adjustment of flow reduction can help reduce the occurrence of severe complications.
9.Effects of human umbilical cord mesenchymal stem cells overexpressing erythropoietin on apoptosis of SH-SY5Y neurons in ischemia and hypoxia
Ning KONG ; Jixiang TANG ; Yubo HOU ; Lan MENG ; Lei SUN ; Baodong MA ; Yiming SHAO ; Ranran JIN ; Han YUE ; Hui ZHANG
Chinese Journal of Tissue Engineering Research 2025;29(36):7752-7761
BACKGROUND:Long non-coding RNA(LncRNA)plays an important role in nervous system development and neurological diseases.Previous studies by the research team have demonstrated that human umbilical cord mesenchymal stem cells overexpressing erythropoietin(EPO-MSCs)under ischemic and hypoxic conditions have better neuroprotective functions and significantly activate the expression of LncRNA XIST.Research suggests that XIST is related to the pathogenesis of hypoxic-ischemic encephalopathy,but the role and mechanism of its regulation by EPO-MSCs in protecting ischemic-hypoxic neurons remain unclear.OBJECTIVE:To explore the new mechanism by which LncRNA XIST,in response to EPO-MSC signaling,affects the apoptosis of ischemic-hypoxic SH-SY5Y cells.METHODS:(1)SH-SY5Y cell lines with knockdown of LncRNA XIST(sh-XIST)and negative control(NC-XIST)were constructed through lentiviral transfection.Oxygen-glucose deprivation was used to induce ischemic-hypoxic injury in the cells.Transwell chambers were used to create a non-contact co-culture system with EPO-MSCs,sh-XIST,and NC-XIST ischemic-hypoxic SH-SY5Y cells.Cell proliferation ability was detected using the CCK-8 assay.Cell migration ability was assessed using the scratch assay,and cell apoptosis was measured by flow cytometry.(2)RNA-seq bioinformatics analysis was performed to screen for differentially expressed genes and pathways between sh-XIST and NC-XIST cell lines.Dual-luciferase experiments were used to verify the relationship between miR-124-3p and the target genes XIST and GRIN1.qRT-PCR was conducted to validate the expression levels of downstream miR-124-3p and GRIN1 genes.(3)miR-124-3p inhibitors and mimics were added to verify phenotypic changes in SH-SY5Y cells after ischemic-hypoxic injury and co-culture with EPO-MSCs.RESULTS AND CONCLUSION:(1)Compared with the NC-XIST group,SH-SY5Y cells in the sh-XIST group showed reduced proliferation and migration abilities and increased apoptosis after ischemic-hypoxic injury and co-culture with EPO-MSCs.(2)Dual-luciferase experiments showed that miR-124-3p interacted with the target gene XIST.SH-SY5Y cells transfected with miR-124-3p mimics and co-cultured with EPO-MSCs showed decreased apoptosis after ischemic-hypoxic injury,while SH-SY5Y cells transfected with miR-124-3p inhibitors showed increased apoptosis after co-culture with EPO-MSCs.(3)Transcriptomic sequencing and bioinformatics analysis of sh-XIST revealed significant downregulation of the neuroactive ligand-receptor pathway and the key receptor gene GRIN1 for central nervous system development.(4)Dual-luciferase experiments showed that miR-124-3p interacted with GRIN1.GRIN1 expression was significantly downregulated in the sh-XIST group after ischemic-hypoxic injury compared with the NC-XIST group.These findings indicate that LncRNA XIST promotes GRIN1 expression by upregulating miR-124-3p,thereby reducing cell apoptosis after ischemic-hypoxic injury and co-culture with EPO-MSCs and enhancing proliferation and migration.sh-XIST can block this protective function.
10.Risk Factors Analysis and Predictive Model Development for Postpartum Hem-orrhage in Gestational Diabetes Mellitus
Ning HAN ; Yizhan WANG ; Xinyuan CHANG
Journal of Practical Obstetrics and Gynecology 2025;41(11):928-934
Objective:To identify the risk factors for postpartum hemorrhage(PPH)in patients with gestational diabetes mellitus(GDM)and to develop and validate a predictive model.Methods:A retrospective study was conducted on GDM patients who delivered at The Third Affiliated Hospital of Zhengzhou University between Janu-ary 2021 and December 2023.A total of 137 GDM patients with PPH were included in the case group,and 190 GDM patients without PPH were included in the control group.Univariate analysis and multivariate Logistic regres-sion analysis were used to identify independent risk factors for PPH in GDM patients.Anomogram prediction mod-el was subsequently constructed.The predictive performance of the model was evaluated by the Hosmer-Leme-show goodness-of-fit test,receiver operating characteristic(ROC)curve,Bootstrap resampling method,and deci-sion curve analysis(DCA).Results:Univariate analysis revealed statistically significant differences between the two groups in multiple factors(P<0.05),including age≥35 years,pre-pregnancy body mass index(BMI)≥24 kg/m2,suboptimal glycemic control,assisted reproduction,gestational anemia,polyhydramnios,macrosomia,acute chorioamnionitis,gestational hypertension,prenatal fasting blood glucose(FBG),prenatal glycosylated he-moglobin(HbA1c),fibrinogen(FIB),postpartum blood loss,dystocia,neonatal admission to ICU,neonatal Apgar score at 1 minute,and Apgar score at 5 minutes.Multivariate Logistic regression analysis indicated that age≥35 years,pre-pregnancy BMI≥24 kg/m2,suboptimal glycemic control,gestational anemia,macrosomia,polyhydram-nios,and elevated prenatal HbA1c levels were independent risk factors for PPH(OR>1,P<0.05),while elevat-ed FIB levels were identified as a protective factor for PPH(OR<1,P<0.05).The nomogram demonstrated good calibration(Hosmer-Lemeshow test:χ2=6.367,DF=8,P=0.606).The area under the ROC curve(AUC)was 0.821(95%CI 0.774-0.868),with a sensitivity of 71.5%and a specificity of 83.7%,indicating good discrimi-native ability of the model.Internal validation using the Bootstrap resampling method showed a C-index of 0.821,suggesting good consistency and predictive accuracy.DCA curve further confirmed that the model had favorable clinical application value.Conclusions:age≥35 years,pre-pregnancy BMI≥24 kg/m2,suboptimal glycemic con-trol,gestational anemia,macrosomia,polyhydramnios,and elevated prenatal HbA1c levels are independent risk factors for PPH in GDM patients,while elevated FIB levels are identified as an independent protective factor.The constructed prediction model for PPH in GDM patients exhibits good discriminative ability,calibration,and predic-tive performance,demonstrating high clinical application value.

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