1.Development and Evaluation of an Artificial Intelligence-Driven Full-Link Teaching Model for Clinical Diagnostic Thinking
Yinru CHEN ; Zijin CHEN ; Feiyue HUANG ; Zhenye GONG ; Qian GU ; Weiqiong GU
Medical Journal of Peking Union Medical College Hospital 2026;17(5):1242-1249
To retrospectively summarize the clinical teaching application of our team's self-developed artificial intelligence (AI) full-chain clinical diagnostic reasoning training teaching agent, observe the differences in teaching outcomes among medical students under different teaching models, and preliminarily analyze the application trends and potential value of the Plan-Do-Check-Act (PDCA) management mechanism in AI-assisted clinical teaching, so as to provide reference practical data and experiential insights for the optimization and improvement of "AI + clinical medical teaching". This study was a retrospective observational study that enrolled clinical medicine students who had completed the Fundamentals of Diagnostics course at Shanghai Jiao Tong University School of Medicine from September 2024 to September 2025 as the study subjects. Based on the established teaching reform implementation plan, the participants were divided into three groups: traditional teaching group (Group A), blended AI teaching group (Group B), and PDCA cycle-optimized blended AI teaching group (Group C). The three groups maintained essential consistency in teaching syllabi, core content, and total class hours (32 credit hours). Group A received conventional lecture-based classroom instruction and ward-based small-group mentoring. Group B received traditional teaching plus AI-assisted instruction using the AI full-chain clinical diagnostic reasoning training system, but without implementing PDCA management. Group C received traditional teaching plus AI-assisted instruction with PDCA management, i.e., a full-cycle teaching quality management closed-loop system based on conventional teaching and AI training. Baseline assessment data before the course, final theoretical examination scores in Basic Diagnostics, and objective structured clinical examination (OSCE) clinical skills assessment data after course completion were collected across the three groups to compare the differences in teaching effectiveness among different teaching models. A total of 180 clinical medicine students were enrolled, with 60 students in each of Groups A, B, and C. No statistically significant differences were observed among the three groups in baseline data, including age, gender, previous grade point average, pre-internship diagnostic theory test scores, and doctor-patient communication assessment scores (all Compared with the traditional teaching model, the teaching protocol incorporating our self-developed AI full-chain teaching tool, combined with the PDCA closed-loop management composite teaching model, may help improve medical students' practical abilities in clinical diagnostic reasoning, without exerting negative interference on their mastery of theoretical knowledge. The teaching format integrating AI empowerment with PDCA closed-loop optimization may have potential effects in enhancing the stability and homogenization level of clinical teaching outcomes. It may serve as an optional improvement strategy for clinical diagnostic reasoning teaching. However, its long-term effectiveness and broader applicability still require further validation.
2.Identification of novel pathogenic variants in genes related to pancreatic β cell function: A multi-center study in Chinese with young-onset diabetes.
Fan YU ; Yinfang TU ; Yanfang ZHANG ; Tianwei GU ; Haoyong YU ; Xiangyu MENG ; Si CHEN ; Fengjing LIU ; Ke HUANG ; Tianhao BA ; Siqian GONG ; Danfeng PENG ; Dandan YAN ; Xiangnan FANG ; Tongyu WANG ; Yang HUA ; Xianghui CHEN ; Hongli CHEN ; Jie XU ; Rong ZHANG ; Linong JI ; Yan BI ; Xueyao HAN ; Hong ZHANG ; Cheng HU
Chinese Medical Journal 2025;138(9):1129-1131
3.Effect of Draxin on the migration characteristics of trunk neural crest cells in the embryonic mouse spinal cord
Zu-Qi CUI ; Xiao-Jin MIAO ; Ze-Lin GU ; Meng-Fei GONG ; Huan CHEN ; Shu-Han YANG ; Tong-Yu LIU ; San-Bing ZHANG ; Yu-Hong SU
Acta Anatomica Sinica 2025;56(2):150-157
Objective To investigate the effect of dorsal repulsive axon guidance protein(Draxin)on the migration of trunk neural crest cells during the early development of embryonic mouse spinal cord.Methods Immunohistochemistry and in situ hybridization were used to detect the expression characteristics of Draxin in early embryonic spinal cord(8 mice each group);In situ hybridization was used to detect the change of migration characteristics of trunk neural crest cells in early embryonic spinal cord of different types of mouse(5 mice each group);in vitro culture method was used to check the effect of Draxin on the migration characteristics of embryonic mouse trunk neural crest cells(16 mice each group).Resultsβ-galactosidase gene Z(LacZ)gene was introduced when Draxin gene was knocked out to produce Draxin gene knockout mice.β-galactosidase staining was used to detect LacZ gene expression in Draxin knockout embryonic mice,and the result showed that Draxin expression was observed in the spinal cord of early embryonic mice since 9.5 days(E9.5).Draxin expression was obvious in the embryonic mice spinal cord in E10.5 period.In situ hybridization was used to detect the expression of Draxin gene in the spinal cord of wild type embryonic mice,and the result further verified the obvious expression of Draxin in the early embryonic mice spinal cord in El0.5 period.Sox10 in situ hybridization was used to detect neural crest cell migration in the spinal cord of embryonic mice in E10.5 period.The result showed that segmental migration of neural crest cells in the early embryonic spinal cord of some Draxin knockout mice was delayed compared with the wild type mice.The effect of Draxin on the migration of wild type early embryonic mice trunk neural crest cells in vitro was tested.The result showed that Draxin reduced the migration distance of neural crest cells in vitro.Conclusion In the early developmental stage of embryonic spinal cord(E9.5-E10.5),neural crest cells migrated exuberant.At the same time,Draxin plays an important inhibitory function in the formation of the specific migration pathways of trunk neural crest cells by promoting neural crest cells migrating away from Draxin expressing regions.
4.Optimization of Processing Technology of Honey Bran-fried Rosae Laevigatae Fructus and Analysis of Its Mechanism in Treatment of Ulcerative Colitis
Bin LIU ; Lingyun ZHONG ; Hongbing LUO ; Qi DENG ; Fuyu XU ; Simin ZHONG ; Ying ZHOU ; Xide YE ; Feipeng GONG ; Yuncheng GU
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(16):216-224
ObjectiveTo optimize the processing technology of honey bran-fried Rosae Laevigatae Fructus(h-RLF), formulate relevant quality standards, and explore its improving effect and mechanism on mice with ulcerative colitis(UC) induced by dextran sodium sulfate(DSS). MethodsTaking the content of polysaccharides and water-soluble extract as the indexes, L9(34) orthogonal test was used to optimize parameters of the amount of honey bran, frying time and frying temperature. The quality of 15 batches of h-RLF decoction pieces was evaluated according to the optimized process, and the inspection limit standard was preliminarily drawn up. Eighty SPF male Kunming mice were randomly divided into 8 groups, including the blank group, model group, mesalazine group(0.13 g·kg-1), RLF group(3.77 g·kg-1), bran-fried RLF group(3.77 g·kg-1), h-RLF low, medium and high dose groups(1.89, 3.77, 7.54 g·kg-1), with 10 mice in each group. The mice in the blank group were free to drink pure water, and the other groups were free to drink 3% DSS solution for 7 days to prepare UC mouse model. Each treatment group was given corresponding drugs by intragastric administration, and the blank and model groups were given equal volume of normal saline. The body weight of mice was recorded daily and the disease activity index(DAI) was calculated. After the administration, the colon tissues of mice were collected to observe the pathological changes by hematoxylin-eosin(HE) staining. The levels of tumor necrosis factor(TNF)-α, interleukin(IL)-1β, IL-6 and IL-10 in the colon of mice were detected by enzyme-linked immunosorbent assay(ELISA). Western blot was used to detect the expression levels of phosphorylation nuclear transcription factor-κB p65(p-NF-κB p65), Toll-like receptor 4(TLR4), p-p38 mitogen-activated protein kinase(p-p38 MAPK), p-extracellular signal-regulated kinase(p-ERK) and p-c-Jun N-terminal kinase(p-JNK) proteins in colon tissues. ResultsThe optimum processing technology of h-RLF was 20 g honey bran per 100 g RLF, and stir-frying at 200 ℃ for 8 min. The limit standard under the examination of h-RLF was preliminarily formulated as follows:the polysaccharide content should not be less than 25% based on anhydrous glucose(C6H12O6), the content of water-soluble extract should not be less than 38%, the moisture content should not be more than 12.0%, the total ash content should not be more than 5.0%, and the acid-insoluble ash content should not be more than 1.0%. The cluster heat map analysis showed that the quality of RLF from Huanggang, Hubei province was better. Animal experiments showed that compared with the blank group, the DAI score of the model group was significantly increased, the levels of TNF-α, IL-1β and IL-6 in the colon tissue were significantly increased, the IL-10 level was significantly decreased, the colonic mucosa was seriously damaged, accompanied by a large number of inflammatory cell infiltration, tissue congestion and a significant reduction in glands, and the expression levels of p-NF-κB p65, TLR4, p-p38 MAPK, p-ERK and p-JNK proteins were significantly increased(P<0.01). Compared with the model group, each administration group could alleviate the symptoms of colonic ulcer, the structure of colonic crypt was basically intact, and the glands were arranged in an orderly manner. Among them, the high-dose group of h-RLF had a better effect, which could significantly reduce the DAI score and the levels of TNF-α, IL-1β and IL-6 in colon tissue(P<0.01), and significantly increase the level of IL-10(P<0.01), alleviate the colonic mucosal injury, and effectively inhibit the expression levels of p-NF-κB p65, TLR4, p-p38 MAPK, p-ERK and p-JNK proteins(P<0.01). ConclusionThe key parameters of the processing technology of h-RLF are determined, and the optimized technology is stable and feasible. The established quality standard is simple and reliable, and can be used for the quality control. h-RLF can effectively alleviate DSS-induced UC, and its mechanism may be related to inhibiting the activation of NF-κB/TLR4/MAPK pathway.
5.Effect of preoperative exercise intervention on lung cancer patients:a re-evaluation of systematic review
Xin JING ; Rong WANG ; Tianpei GU ; Liangwen GONG ; Xiaona DUAN ; Xinyi GU
Modern Clinical Nursing 2025;24(10):83-91
Objective To re-evaluate the systematic evaluation of effectiveness of preoperative exercise intervention in patients with lung cancer.Methods Literature in systematic reviews and meta-analyses of the effectiveness of preoperative exercise intervention among patients with lung cancer was retrieved from databases of PubMed,EMbase,Cochrane Library,Web of Science,CINAHL,Joanna Briggs Institute of Australia's Centre for Evidence-based Health Care Database(JBI),China National Knowledge Infrastructure(CNKI),Wanfang Data,VIP,and SinoMed from the inception to January 10,2024.Two reviewers independently screened the retrieved literature,extracted data,evaluated methodological quality,and summarised and graded the evidence.Results Eight systematic reviews were included.Methodological quality was rated moderate for one review,low for four,and very low for three.Preferred reporting items for systematic reviews and Meta-analyses was found comprehensive in three reviews,incomplete in four and seriously deficient in one.Seven outcome categories comprising 56 indicators were summarised and graded:nine indicators were of moderate certainty,29 of low certainty,and 18 of very low certainty.Pooled evidence from re-meta-analysis showed that preoperative exercises improved preoperative cardiopulmonary function,reduced the risk of post-operative pulmonary complications(PPCs),and shortened a hospital stay.Conclusion Preoperative exercise can improve patient outcomes after surgery.However,current studies often face methodological limitations,inadequate reporting standards and low-quality evidence.Future research should employ more rigorous designs and higher-quality evidence,including comparisons of different exercise modalities and durations,and provide a basis for developing efficient and optimally timed pre-operative exercise protocols.
6.Catheter-directed thrombolysis for acute entire lower extremity deep venous thrombosis: a comparative study of calf deep vein and contralateral femoral venous access
Jian WANG ; Cheng QIAN ; Guoqing NI ; Maofeng GONG ; Liang LIU ; Peng PENG ; Libing GAO ; Jianping GU ; Guoping CHEN
Chinese Journal of Radiology 2025;59(5):577-585
Objective:To compare the clinical efficacy of catheter-directed thrombolysis (CDT) via the contralateral femoral vein approach (CFVA-CDT) and the calf deep vein approach (CVA-CDT) in the treatment of acute mixed-type lower extremity deep vein thrombosis (DVT).Methods:Patients treated with CFVA-CDT and CVA-CDT for acute mixed-type DVT were retrospectively collected from January 2018 to December 2021, totaling 49 and 32 patients, respectively. The relevant technical indicators, thrombolysis rates in the iliac-femoral vein segment and femoral-popliteal vein segment, clinical efficacy, and the incidence of lower extremity deep vein patency, venous valve insufficiency, and post-thrombotic syndrome (PTS), as well as the severity of chronic venous disease in the affected limb (VCSS score) during a 2-year follow-up period were retrospectively compared between the two venous access CDT groups. The t-test was used for comparing quantitative data, while the chi-square test or Fisher′s exact test was used for categorical data.Results:During CFVA-CDT procedure, 6-8 F vascular sheaths were used, and balloon dilation of 2~6 mm was more frequently employed (65.31%, 32/49) to expand venous stenosis/occlusion segments before successful sheath placement compared to the CVA-CDT group (37.50%, 12/32), and the difference was statistically significant ( P=0.014). In the CVA-CDT group, 31.25% (10/32) of patients had a maximum sheath size of 6 F, while the remainder used 4 or 5 F sheaths. Among them, 34.38% (11/32) of patients required re-puncture of the popliteal or femoral vein for larger sheaths (≥8 F) for thrombus aspiration and subsequent endovascular treatment during or after thrombolysis. The effective thrombolysis rates (≥50%) in the iliac-femoral vein segment were not significantly different between the two groups ( P=0.778). The effective thrombolysis rate of the femoral-popliteal venous segment is related to the presence or absence of popliteal vein opacification on lower extremity venous antegrade venography. There was no significant difference between the groups when the popliteal vein was visualized ( P=1.000). While the popliteal vein was not visualized, the CVA-CDT group (75.0%, 15/20) was significantly better than the CFVA-CDT group (34.38%, 11/32), and the difference was statistically significant ( P=0.004). There was no significant difference in clinical efficacy between the two groups ( P=0.819). During follow-up, the femoral-popliteal vein patency rate in the CVA-CDT group (87.50%, 28/32) was significantly higher than in the CFVA-CDT group (44.90%, 22/49), the difference was statistically significant ( P<0.001). Conclusions:Successful CFVA-CDT requires the assistance of more ancillary devices, while the use of larger sheaths is more limited in CVA-CDT due to the smaller caliber of the calf deep veins. The presence or absence of popliteal vein opacification on lower extremity venous antegrade venography may influence the effective thrombolysis of the femoral-popliteal venous segment thrombus in patients with acute mixed deep vein thrombosis (DVT) treated with CFVA-CDT and CVA-CDT. Compared to CFVA-CDT, CVA-CDT can improve the patency rate of the femoral-popliteal venous segment.
7.Research on Equity Allocation Mechanism and Value Release Path of Data Assets in Public Hospitals
Ruiqi DENG ; Ziyun GONG ; Linglan KANG ; Jieyun TAO ; Xia GU
Chinese Health Economics 2025;44(9):100-103
Public hospital data resources have become an important factor of new productivity.Gradually improving the rights and interests allocation mechanism of data assets is the premise of mining value-added,and value release is the core of driving the development of data assets.It is needed to follow the law of data value release,build a classification and classification differentiated configuration mechanism,and realize the dynamic balance between hospital data ownership distribution and value creation;build a data asset value transformation hub with the circulation,integration and sharing of multiple data as the underlying path,the global data intensive governance,the enabling of data elements and the operation of data assets as the central path,and the establishment of a"full coverage"data governance architecture,the improvement of the"multi-dimensional"technology implementation mechanism and the creation of a"multimodal"security management paradigm as the supporting path,systematically improve the data value release efficiency,and help form a new pattern of data driven hospital intelligent transformation and high-quality development.
8.The Progress of Research on Data Sharing of Rare Diseases Driven by Digital Intelligence
Yiwu GU ; Qiaorui WEN ; Qikai LIU ; Mengchun GONG ; Shengfeng WANG
JOURNAL OF RARE DISEASES 2025;4(1):61-69
In recent years, the rapid development of digital intelligence has provided a new path for rare disease data sharing and injected new power into the progress of research of rare diseases. This research is aimed at summarizing and consolidating relevant literatures on data sharing driven by digital intelligence (DI) in China and abroad, and constructing a local theoretical framework of DI-driven data sharing for rare diseases based on the status of rare diseases in China. Searching PubMed, EMbase, Cochrane, CNKI, Wanfang, and VIP database, we obtain a total of 214 representative literatures. Through literature review, we find that DI technologies have played important roles in different aspects of rare disease data sharing. China, the United States, and Europe have formed their own DI-driven data sharing systems for rare disease. From the theory of " Information Commons", we analyze the gap between China′s current situation and the goal of a " Rare Disease Data Commons". Based on the analysis, we put forward the idea of framework of " DI-STARS". China should develop the Data Sharing system making DI as the core of the system. Meanwhile, China should strengthen the data standardization system, create an innovation-encouraging environment, and build a bridge between different platforms. Using the DI-STARS theory, China will be able to build the " Rare Disease Data Commons" so that the diagnosis and treatment of rare diseases will be enhanced in China to meet the patients′ needs.
9.Clinical Efficacy Observation of Shujin Tougu Wash Recipe in the Treatment of Knee Osteoarthritis Patients and Preliminary Exploration of Its Metabolomics Mechanism
Xuan XU ; Bowen GU ; Jiayi HUANG ; Xiuxiu LI ; Mi LIU ; Xiaorong CHANG ; Xiuying GONG
World Science and Technology-Modernization of Traditional Chinese Medicine 2025;27(11):3338-3349
Objective To observe the clinical efficacy of Shujin Tougu Wash Recipe in the treatment of knee osteoarthritis and to analyze the changes in patients'serum metabolites before and after treatment.Methods A total of 30 patients with knee osteoarthritis were randomly divided into the observation group and the control group.Patients in the control group were treated with Glucosamine Hydrochloride Tablets.Patients in the observation group were treated with Shujin Tougu Wash Recipe.Two groups were treated for 3 weeks.The clinical efficacy was evaluated by observing the changes in the Visual Analogue Scale(VAS),Western Ontario and McMaster Universities Osteoarthritis Index(WOMAC),and knee joint activity before and after treatment.Serum was collected from five patients from the observation group before and after treatment,and the changes in serum metabolites were detected by UPLC-MS untargeted metabolomics technology.Metabolic pathways were analyzed through the KEGG database.Results Compared with before treatment,the VAS and WOMAC scores of patients were reduced after treatment(P<0.05),and the activity of the knee joint was increased(P<0.05).Tthe Observation Group is better than the control group.There were 15 differential metabolites before and after treatment,among which the content of valproic acid,N-methylundecanamide,arachidonamide,spironolactone,propylene glycol,lysophosphatidylcholine,dehydroisoproporphyrinogen,and marcoticin increased after treatment,while the content of arginine,glycine,aspartic acid,pipecolate,fexofenadine,perindopril,alfuzosin,2-aminohexanoic acid,and all-trans-heptaprenyl diphosphate decreased.The metabolic pathways involved were mainly choline metabolism,retrograde endocannabinoid signaling pathway,linoleic acid metabolism,glycerophospholipid metabolism,α-linolenic acid metabolism,and arachidonic acid metabolism.Conclusion The treatment of knee osteoarthritis patients with Shujin Tougu Wash Recipe can significantly improve the clinical symptoms of patients,improve the quality of life of patients,and can regulate the levels of arginine,valproic acid,and lysophosphatidylcholine metabolites in patients'serum,affecting multiple metabolic pathways,and improving the inflammatory level of patients through correcting d lipid metabolism,and playing an analgesic effect.
10.Effects of parenteral nutrition containing ω-3 fish oil fat emulsion on the inflammatory status of patients with intestinal fistula at the early stage
Zheng ZHOU ; Kun-Jian WEI ; Qun XU ; Kai GUO ; Ting GONG ; Guo-Sheng GU
Parenteral & Enteral Nutrition 2025;32(1):15-22
Objective:To study the effects of parenteral nutrition containing ω-3 fish oil fat emulsion on the inflammatory status of patients with intestinal fistula at the early stage.Methods:A retrospective analysis was conducted on 28 patients with intestinal fistula who were admitted to the Sixth Department of General Surgery of Anhui Provincial Second People's Hospital from November 2023 to May 2024.The patients were either divided into control group(n=15,parenteral nutrition alone group)or study group(n=13,parenteral nutrition plus ω-3 fish oil fat emulsion)according to whether ω-3 fish oil fat emulsion was added to parenteral nutrition.Both groups of patients received parenteral nutrition support treatment,and the study group was given ω-3 fish oil fat emulsion during treatment.The general information,inflammatory factors in the blood,nutrition,and immune status of two groups of patients were collected and compared.The feces samples on the first and 14th day of admission were collected and analyzed by 16S rRNA high-throughput sequencing of gut microbiota.Results:There was no statistically significant difference in the general information,inflammation,nutrition,immune status,and gut microbiota between the two groups of patients on the first day of admission(P>0.05),indicating comparability between the two groups.After two weeks of parenteral nutrition support,the counts of red blood cells,white blood cells,platelets,lymphocytes,and levels of C-reactive protein,glutamate-pyruvate transaminase,aspartate aminotransferase,total bilirubin,direct bilirubin,total protein,albumin,and creatinine in the research group were similar to those in the control group without statistically significant differences(P>0.05).However,the counts of neutrophils and levels of blood urea nitrogen in the study group were significantly lower than those in the control group(P=0.03 and P=0.01).In addition,the abundance of intestinal flora in the study group was significantly higher than that in the control group(P<0.05).At the genus level,the abundance of Bacteroides_uniformis,Parabacteroides_merdae,Alistipes_finegoldii,Streptococcus_constellatus,Christensenella_minuta were different between the two groups after two weeks of treatment(P<0.05).Conclusion:Parenteral nutrition containing ω-3 fish oil fat emulsion can reduce the counts of neutrophils,which may alleviate inflammatory responses for patients with intestinal fistula at the early stage.

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