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 P > 0.05), indicating comparability of baseline data between groups. Post-course assessments showed that the final theoretical examination scores in Basic Diagnostics for Groups A, B, and C were (83.1±5.9), (83.4±6.0), and (82.6±5.4), respectively, with no statistically significant difference between groups (P=0.739). In terms of OSCE clinical skills assessment, Groups B and C scored higher than Group A in both the "history taking" module [(16.0±0.7) and (17.2±0.9) vs. (14.4±0.8), respectively] and the "case analysis" module[(14.9±0.7) and (16.0±0.7) vs. (13.0±0.8), respectively]. Furthermore, Group C outperformed Group B in both modules. All between-group differences were statistically significant (all P < 0.017).

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.

Objective To investigate the application of synchronized immersion course(SIC)in teaching of clinical practice of surgery for eight-year program students.Methods A total of 94 eight-year program students in French class and 4+4 class who received SIC in the study of surgery in Ruijin Clinical School,Shanghai Jiao Tong University from September 2017 to June 2019 were selected as the pilot group.A total of 91 students in English class who were taught in the traditional way in the same period were selected as a horizontal control group.A total of 84 students in French class and 4+4 class who were studying from September 2015 to June 2017 were selected as the longitudinal control group.Teaching satisfaction evaluation,examination results and specialization choice were compared among students in each group to assess teaching effectiveness.Results The total score(3.8±0.3)and satisfaction rate(98.9%)of the questionnaire in the pilot group were better than those in the horizontal control group(3.6±0.4,90.1%)(P=0.001,P=0.008).For the case analysis station in objective structured clinical examination(OSCE),the mean score(86.2±6.9)and pass rate(97.9%)in the pilot group were better than those in the horizontal control group(79.7±11.4,89.0%)(P=0.001,P=0.014),as well as better than those in the longitudinal control group(79.5±13.5,88.1%)(P=0.001,P=0.009).For the history inquiry station,the mean score(86.3±10.7)and pass rate(96.8%)in the pilot group were better than those in the horizontal control group(81.4±11.6,86.8%)(P=0.003,P=0.013).The proportion of students choosing the surgical specialty was higher in the pilot group(55.3%)than in the horizontal control group(46.2%)and the longitudinal control group(44.0%)without statistically significant difference.Conclusions SIC can help eight-year program students strengthen their clinical thinking and practice skills.Meanwhile,SIC can increase students'satisfaction with teaching and their interest in surgery.

Since the enrollment in 2002, the cultivation model of "4+4" program of clinical medicine in Shanghai Jiao Tong University School of Medicine has been continuously explored and practiced. With the goal of cultivating high-level compound outstanding medical innovative talents with multi-disciplinary cross-capacity, through strengthening the heuristic teaching, establishing the medical-engineering cross-course, emphasizing the training of scientific research ability, and taking teaching reform in the basic clinical single-circulation organ system integration course, we have established a talent training system with the characteristics of Shanghai Jiao Tong University School of Medicine, which is characterized by "thick foundation, strong practice, re-transformation, shaping norms, and international integration", and intend to make further exploration in the field of post-graduation education convergence.

Objective:To investigate the effects of osimertinib on proliferation, migration and invasion of procollagen-lysine 2-oxoglutarate 5-dioxygenase 2 (PLOD2) overexpressing HCC827 cells and explore the potential mechanism of PLOD2 induced osimertinib resistance.Methods:We transfected HCC827 cells with LV-vector and LV-over/PLOD2. The expression of PLOD2 was detected by quantitative real time polymerase chain reaction (qRT-PCR) and western blotting. The effects of osimertinib on the proliferation of HCC827-vector and HCC827-PLOD2 cells were evaluated by 3-(4, 5-dimethyl-2-thiazolyl)-2, 5-diphenyl-2H tetrazolium bromide (MTT) assay. The effects of osimertinib on the migration and invasion of HCC827-vector and HCC827-PLOD2 cells were determined by Transwell assays. The expressions of E-cadherin and vimentin in cells were detected by immunofluorescence (IF). The expressions of epithelial-mesenchymal transition (EMT), FAK-PI3K/AKT and MAPK signal pathway related proteins were detected by western blotting.Results:The MTT assay showed that HCC827-PLOD2 cells were hyposensitive to osimertinib. The 50% inhibitory concentration (IC 50) and resistance index of osimertinib for HCC827-PLOD2 cells was over 1 000 nmol/L and over 100, respectively. The result of wound healing assay showed that the migration distance of HCC827-PLOD2 was about (2.13±0.21) fold changes as that of HCC827-vector cells. The result of Transwell assay showed that the numbers of HCC827-PLOD2 passing through the matrix membrane were (212.78±10.43), significantly higher than (101.32±12.52) of HCC827-vector cells ( P<0.01). The result of IF showed that compared with HCC827-vector cells, the expression of E-cadherin was down-regulated while vimentin was up-regulated in HCC827-PLOD2 cells. Osimertinb downregulated E-cadherin and upregulated vimentin expression in HCC827-vector cells but had limited effect in HCC827-PLOD2 cells. The result of western blotting showed that PLOD2 significantly increased vimentin expression level while decreased E-cadherin expression level. Osimertinib inhibited the expression of p-EGFR, but did not affect the expressions of PLOD2, p-FAK, p-AKT, p-ERK, vimentin and E-cadherin in HCC827-PLOD2 cells. Conclusion:PLOD2 confers resistance to osimertinib in HCC827 cells by regulating EMT, FAK-PI3K/AKT and MAPK signal pathways.

Objective:To investigate the effects of osimertinib on proliferation, migration and invasion of procollagen-lysine 2-oxoglutarate 5-dioxygenase 2 (PLOD2) overexpressing HCC827 cells and explore the potential mechanism of PLOD2 induced osimertinib resistance.Methods:We transfected HCC827 cells with LV-vector and LV-over/PLOD2. The expression of PLOD2 was detected by quantitative real time polymerase chain reaction (qRT-PCR) and western blotting. The effects of osimertinib on the proliferation of HCC827-vector and HCC827-PLOD2 cells were evaluated by 3-(4, 5-dimethyl-2-thiazolyl)-2, 5-diphenyl-2H tetrazolium bromide (MTT) assay. The effects of osimertinib on the migration and invasion of HCC827-vector and HCC827-PLOD2 cells were determined by Transwell assays. The expressions of E-cadherin and vimentin in cells were detected by immunofluorescence (IF). The expressions of epithelial-mesenchymal transition (EMT), FAK-PI3K/AKT and MAPK signal pathway related proteins were detected by western blotting.Results:The MTT assay showed that HCC827-PLOD2 cells were hyposensitive to osimertinib. The 50% inhibitory concentration (IC 50) and resistance index of osimertinib for HCC827-PLOD2 cells was over 1 000 nmol/L and over 100, respectively. The result of wound healing assay showed that the migration distance of HCC827-PLOD2 was about (2.13±0.21) fold changes as that of HCC827-vector cells. The result of Transwell assay showed that the numbers of HCC827-PLOD2 passing through the matrix membrane were (212.78±10.43), significantly higher than (101.32±12.52) of HCC827-vector cells ( P<0.01). The result of IF showed that compared with HCC827-vector cells, the expression of E-cadherin was down-regulated while vimentin was up-regulated in HCC827-PLOD2 cells. Osimertinb downregulated E-cadherin and upregulated vimentin expression in HCC827-vector cells but had limited effect in HCC827-PLOD2 cells. The result of western blotting showed that PLOD2 significantly increased vimentin expression level while decreased E-cadherin expression level. Osimertinib inhibited the expression of p-EGFR, but did not affect the expressions of PLOD2, p-FAK, p-AKT, p-ERK, vimentin and E-cadherin in HCC827-PLOD2 cells. Conclusion:PLOD2 confers resistance to osimertinib in HCC827 cells by regulating EMT, FAK-PI3K/AKT and MAPK signal pathways.

OBJECTIVETo investigate the effects of bufalin in reversing hepatocyte growth factor (HGF)-induced resistance to afatinib in H1975 lung cancer cells, and explore its possible mechanism.

METHODSThe afatinib-resistant H1975 lung cancer cells (H1975AR) were induced by exogenous HGF and transfected with recombinant adenoviral vector Ad-HGF-GFP. The cytostatic effects of bufalin, afatinib and bufalin plus afatinib on H1975AR cells were evaluated by MTT assay. The impact of combined therapy with bufalin and afatinib on invasion of H1975AR cells was determined by transwell migration assay. The concentrations of HGF in the culture supernatants of H1975/Vec and H1975/HGF cells were determined by ELISA. The expression of EGFR, cMET and EMT signal pathway-related proteins in H1975AR cells treated with bufalin, afatinib and bufalin plus afatinib were detected by Western blot.

RESULTSThe results of MTT assay showed that afatinib did not inhibit the growth of H1975 cells, but after 72 h of the combined treatment with bufalin and afatinib and in the presence of HGF, the growth rate of H1975 cells was (38.67 ± 8.76)%, significantly lower than the growth rate of (63.45 ± 12.65)% in the H1975 cells treated with HGF alone (P < 0.05). The results of transwell migration assay showed that in the presence of HGF, afatinib plus bufalin combination therapy markedly decreased the number of invaded H1975 cells through the Matrigel chamber (48.98 ± 11.43), significantly lower than the 118.92 ± 37.29 of afatinib-treated or the 88.84 ± 19.53 of bufalin-treated cells (P < 0.05 for all). The result of ELISA showed that H1975/HGF cells secreted high levels of HGF, and afatinib and bufalin had no effect on the HGF secretion in H1975/HGF cells. The results of Western blot analysis showed that the expression of p-EGFR, p-cMet, p-AKT, p-ERK, vimentin and snail in H1975AR cells treated with bufalin puls afatinb was down-regulated markedly, and the expression of E-cadherin was up-regulated markedly.

CONCLUSIONSCombination of bufalin and afatinib strongly inhibits the growth of H1975AR lung cancer cells and decreases their invasion ability. The possible mechanism of combined treatment with bufalin and afatinib may be related to the blocking of cMet/PI3K/AKT and cMet/MAPK/ERK pathways and inhibiting of epithelial-mesenchymal transition.

Antineoplastic Agents ; pharmacology ; Antineoplastic Combined Chemotherapy Protocols ; pharmacology ; Bufanolides ; pharmacology ; Cadherins ; metabolism ; Cell Line, Tumor ; Cell Proliferation ; drug effects ; Coloring Agents ; Drug Resistance, Neoplasm ; drug effects ; Epithelial-Mesenchymal Transition ; drug effects ; Hepatocyte Growth Factor ; pharmacology ; Humans ; Lung Neoplasms ; drug therapy ; metabolism ; pathology ; MAP Kinase Signaling System ; Neoplasm Proteins ; metabolism ; Phosphatidylinositol 3-Kinases ; Quinazolines ; pharmacology ; Receptor, Epidermal Growth Factor ; Signal Transduction ; Tetrazolium Salts ; Thiazoles

Objective To investigate the effects of bufalin in reversing hepatocyte growth factor ( HGF)?induced resistance to afatinib in H1975 lung cancer cells, and explore its possible mechanism. Methods The afatinib?resistant H1975 lung cancer cells ( H1975AR) were induced by exogenous HGF and transfected with recombinant adenoviral vector Ad?HGF?GFP. The cytostatic effects of bufalin, afatinib and bufalin plus afatinib on H1975AR cells were evaluated by MTT assay. The impact of combined therapy with bufalin and afatinib on invasion of H1975AR cells was determined by transwell migration assay. The concentrations of HGF in the culture supernatants of H1975/Vec and H1975/HGF cells were determined by ELISA. The expression of EGFR, cMET and EMT signal pathway?related proteins in H1975AR cells treated with bufalin, afatinib and bufalin plus afatinib were detected by Western blot. Results The results of MTT assay showed that afatinib did not inhibit the growth of H1975 cells, but after 72 h of the combined treatment with bufalin and afatinib and in the presence of HGF, the growth rate of H1975 cells was (38.67±8.76)%, significantly lower than the growth rate of (63.45±12.65)% in the H1975 cells treated with HGF alone (P<0.05) . The results of transwell migration assay showed that in the presence of HGF, afatinib plus bufalin combination therapy markedly decreased the number of invaded H1975 cells through the Matrigel chamber (48.98±11.43), significantly lower than the 118.92±37.29 of afatinib?treated or the 88.84±19.53 of bufalin?treated cells (P<0.05 for all). The result of ELISA showed that H1975/HGF cells secreted high levels of HGF, and afatinib and bufalin had no effect on the HGF secretion in H1975/HGF cells. The results of Western blot analysis showed that the expression of p?EGFR, p?cMet, p?AKT, p?ERK, vimentin and snail in H1975AR cells treated with bufalin puls afatinb was down?regulated markedly, and the expression of E?cadherin was up?regulated markedly. Conclusions Combination of bufalin and afatinib strongly inhibits the growth of H1975AR lung cancer cells and decreases their invasion ability. The possible mechanism of combined treatment with bufalin and afatinib may be related to the blocking of cMet/PI3K/AKT and cMet/MAPK/ERK pathways and inhibiting of epithelial?mesenchymal transition.

Objective To investigate the effects of bufalin in reversing hepatocyte growth factor ( HGF)?induced resistance to afatinib in H1975 lung cancer cells, and explore its possible mechanism. Methods The afatinib?resistant H1975 lung cancer cells ( H1975AR) were induced by exogenous HGF and transfected with recombinant adenoviral vector Ad?HGF?GFP. The cytostatic effects of bufalin, afatinib and bufalin plus afatinib on H1975AR cells were evaluated by MTT assay. The impact of combined therapy with bufalin and afatinib on invasion of H1975AR cells was determined by transwell migration assay. The concentrations of HGF in the culture supernatants of H1975/Vec and H1975/HGF cells were determined by ELISA. The expression of EGFR, cMET and EMT signal pathway?related proteins in H1975AR cells treated with bufalin, afatinib and bufalin plus afatinib were detected by Western blot. Results The results of MTT assay showed that afatinib did not inhibit the growth of H1975 cells, but after 72 h of the combined treatment with bufalin and afatinib and in the presence of HGF, the growth rate of H1975 cells was (38.67±8.76)%, significantly lower than the growth rate of (63.45±12.65)% in the H1975 cells treated with HGF alone (P<0.05) . The results of transwell migration assay showed that in the presence of HGF, afatinib plus bufalin combination therapy markedly decreased the number of invaded H1975 cells through the Matrigel chamber (48.98±11.43), significantly lower than the 118.92±37.29 of afatinib?treated or the 88.84±19.53 of bufalin?treated cells (P<0.05 for all). The result of ELISA showed that H1975/HGF cells secreted high levels of HGF, and afatinib and bufalin had no effect on the HGF secretion in H1975/HGF cells. The results of Western blot analysis showed that the expression of p?EGFR, p?cMet, p?AKT, p?ERK, vimentin and snail in H1975AR cells treated with bufalin puls afatinb was down?regulated markedly, and the expression of E?cadherin was up?regulated markedly. Conclusions Combination of bufalin and afatinib strongly inhibits the growth of H1975AR lung cancer cells and decreases their invasion ability. The possible mechanism of combined treatment with bufalin and afatinib may be related to the blocking of cMet/PI3K/AKT and cMet/MAPK/ERK pathways and inhibiting of epithelial?mesenchymal transition.