Objective To explore the impact of preoperative fibrinogen levels on the 1-year adverse outcomes after endovascular revascularization in patients with diabetes complicated with lower extremity arteriosclerosis obliterans(LEASO).Methods We collected the baseline clinical data of 289 patients with diabetes complicated with LEASO,who were admitted to The First Affiliated Hospital of Xi'an Jiaotong University from May 2020 to December 2022 for endovascular revascularization.All patients were followed up for 13 to 24 months after interventional therapy,with the follow-up information including major adverse cardiovascular events(MACEs)such as all-cause death,acute myocardial infarction and acute stroke,as well as major adverse lower extremity events(MALEs)such as rest pain in the lower extremities,ulcers or skin defects,gangrene,reocclusion and amputation.A multivariable Cox regression model was used to analyze the related risk factors for adverse outcomes 1 year after endovascular revascularization in patients with diabetes complicated with LEASO,and receiver operating characteristic(ROC)curves were constructed to evaluate the predictive efficacy and optimal cutoff value of fibrinogen levels for endpoint events,and Kaplan-Meier survival curves were drawn.Sensitivity analysis was made to assess the differences in the impact of fibrinogen on endpoint events across various subgroups.Results We recruited a total of 289 patients(55 patients in MACEs and 234 in non-MACEs;68 patients in MALEs and 221 in non-MALEs),with a mean age of 67.6±9.3 years,including 215 males.Multivariate Cox regression analysis showed that elevated plasma fibrinogen was an independent risk factor for MACEs(HR=1.250,95％CI:1.053-1.484,P=0.011)and all-cause death(HR=1.297,95％CI:1.030-1.633,P=0.027)in the cohort followed up 1 year after interventional therapy,but had no significant impact on the occurrence of MALEs(P=0.625).Baseline plasma fibrinogen level 4.32 g/L was the optimal cutoff value for predicting MACEs(sensitivity=0.673,95％CI:0.582-0.767;specificity=0.688,95％CI:0.562-0.775)and all-cause death(sensitivity=0.679,95％CI:0.483-0.880;specificity=0.651,95％CI:0.465-0.755).The AUC for predicting MACEs and all-cause death after interventional therapy was 0.652(95％CI:0.564 2-0.739 1)and 0.619(95％CI:0.507-0.733),respectively.After a median follow-up of 14.03 months,patients with preoperative fibrinogen level ≥ 4.32 g/L had a significantly higher risk of MACEs and all-cause death compared to patients with preoperative fibrinogen＜4.32 g/L(P＜0.001),and there were no significant differences in different subgroups,including gender(male/female,interaction P=0.836),age(＜65 years/≥65 years,interaction P=0.211),smoking status(never smoked/current or former smoker,interaction P=0.779),chronic kidney disease(yes/no,interaction P=0.360),and heart failure(yes/no,interaction P=0.114).Conclusion Preoperative plasma fibrinogen≥4.32 g/L is an effective indicator for predicting MACEs and all-cause mortality following endovascular revascularization in patients with diabetes and LEASO.

Objective:To investigate the effect of oleanolic acid(OA)on inflammatory injury of pancreatic acinar cells in-duced by lipopolysaccharide(LPS)by regulating stromal cell-derived factor-1(SDF-1)/CXC chemokine receptor 4(CXCR4)signal axis.Methods:Rat pancreatic acinar cells AR42J were treated with 5,10,20 and 40 μmol/L OA,and the cell viability was detected using CCK-8 method to determine the optimal dosage for subsequent experimental OA treatment;AR42J cells were randomly divided into control group(NC),LPS group(10 mg/L LPS),OA low-dose group(OA-L group,10 mg/L LPS+5 μmol/L OA),OA medium dose group(OA-M group,10 mg/L LPS+10 μmol/L OA),OA high-dose group(OA-H group,10 mg/L LPS+20 μmol/L OA),Rr-SDF-1 activator(SDF-1)group(10 mg/L LPS+20 ng/ml Rr-SDF-1)and OA-H+Rr-SDF-1 group(10 mg/L LPS+20 μmol/L OA+20 ng/ml Rr-SDF-1).CCK-8 method and EdU staining were applied to detect proliferation of AR42J cells;flow cytometry was applied to detect apoptosis of AR42J cells;activity of superoxide dismutase(SOD)and content of malondialdehyde(MDA)in cell supernatant were detected by spectrophotometry;ELISA was applied to detect levels of IL-6 and TNF-α in cell supernatant;Western blot was applied to detect expressions of CyclinD1,Bcl-2 associated X protein(Bax),SDF-1 and CXCR4 proteins in cells.Results:5,10 and 20 μmol/L OA were selected as the low,medium and high doses for subsequent treatment of AR42J cells;compared with NC group,A450 value,EdU positive cell rate,SOD activity,and CyclinD1 protein expression in LPS group decreased,while apoptosis rate,MDA content,IL-6,TNF-α levels,Bax,SDF-1 and CXCR4 protein expressions increased(P<0.05);compared with LPS group,A450 value,EdU positive cell rate,SOD activity,and CyclinD1 protein expression in OA-L group,OA-M group and OA-H group increased,while apoptosis rate,MDA content,IL-6,TNF-α levels,Bax,SDF-1 and CXCR4 protein expressions reduced,the change trends of corre-sponding indicators in Rr-SDF-1 group was opposite to the above(P<0.05);compared with OA-H group,A450 value,EdU positive cell rate,SOD activity,and CyclinD1 protein expression in OA-H+Rr-SDF-1 group decreased,while apoptosis rate,MDA content,IL-6,TNF-α levels,Bax,SDF-1 and CXCR4 protein expressions increased(P<0.05).Conclusion:OA may alleviate LPS induced inflam-matory damage to pancreatic acinar cells in rats by inhibiting the SDF-1/CXCR4 pathway.

Objective:To explore the mediating effects of self-management and medication adherence between type D personality and viral load in HIV-infected individuals.Methods:HIV patients who were newly diagnosed and undergoing antiretroviral therapy (ART) at the Heilongjiang AIDS Treatment Center of the Fourth Hospital of Harbin Medical University from October 2023 to March 2024 were enrolled by convenience sampling. Data were collected using the Type D Personality Scale-14 (DS-14), HIV Self-Management Scale (HIVSMS), and 8-item Morisky Medication Adherence Scale (MMAS-8). HIV-1 viral load was also measured. Pearson correlation analysis explored the relationships among type D personality, self-management, medication adherence, and viral load. The SPSS Process V4.0 macro was used to test the mediating effects.Results:A total of 318 questionnaires were distributed and 313 valid responses were collected (effective response rate: 98.43%). The mean scores for the 313 HIV-infected individuals were as follows: DS-14 (33.39±4.98), HIVSMS (29.84±4.41), and MMAS-8 (6.11±1.29). The mean viral load was (1 803.19±870.81) copies/ml. Pearson correlation analysis showed that type D personality was negatively correlated with self-management and medication adherence ( r=-0.307, -0.208, respectively; P<0.01) and positively correlated with viral load ( r=0.213; P<0.01). Medication adherence was negatively correlated with viral load ( r=-0.232; P<0.01), while self-management was positively correlated with medication adherence ( r=0.353; P<0.01). The mediation analysis revealed that self-management and medication adherence played a chain mediating role between type D personality and viral load, with a mediation effect value of 0.016, accounting for 8.08% of the total effect. Conclusions:Type D personality directly influences the viral load of HIV-infected individuals and indirectly affects it through the mediating effects of self-management and medication adherence.

Objective:To investigate the effect of oleanolic acid(OA)on inflammatory injury of pancreatic acinar cells in-duced by lipopolysaccharide(LPS)by regulating stromal cell-derived factor-1(SDF-1)/CXC chemokine receptor 4(CXCR4)signal axis.Methods:Rat pancreatic acinar cells AR42J were treated with 5,10,20 and 40 μmol/L OA,and the cell viability was detected using CCK-8 method to determine the optimal dosage for subsequent experimental OA treatment;AR42J cells were randomly divided into control group(NC),LPS group(10 mg/L LPS),OA low-dose group(OA-L group,10 mg/L LPS+5 μmol/L OA),OA medium dose group(OA-M group,10 mg/L LPS+10 μmol/L OA),OA high-dose group(OA-H group,10 mg/L LPS+20 μmol/L OA),Rr-SDF-1 activator(SDF-1)group(10 mg/L LPS+20 ng/ml Rr-SDF-1)and OA-H+Rr-SDF-1 group(10 mg/L LPS+20 μmol/L OA+20 ng/ml Rr-SDF-1).CCK-8 method and EdU staining were applied to detect proliferation of AR42J cells;flow cytometry was applied to detect apoptosis of AR42J cells;activity of superoxide dismutase(SOD)and content of malondialdehyde(MDA)in cell supernatant were detected by spectrophotometry;ELISA was applied to detect levels of IL-6 and TNF-α in cell supernatant;Western blot was applied to detect expressions of CyclinD1,Bcl-2 associated X protein(Bax),SDF-1 and CXCR4 proteins in cells.Results:5,10 and 20 μmol/L OA were selected as the low,medium and high doses for subsequent treatment of AR42J cells;compared with NC group,A450 value,EdU positive cell rate,SOD activity,and CyclinD1 protein expression in LPS group decreased,while apoptosis rate,MDA content,IL-6,TNF-α levels,Bax,SDF-1 and CXCR4 protein expressions increased(P<0.05);compared with LPS group,A450 value,EdU positive cell rate,SOD activity,and CyclinD1 protein expression in OA-L group,OA-M group and OA-H group increased,while apoptosis rate,MDA content,IL-6,TNF-α levels,Bax,SDF-1 and CXCR4 protein expressions reduced,the change trends of corre-sponding indicators in Rr-SDF-1 group was opposite to the above(P<0.05);compared with OA-H group,A450 value,EdU positive cell rate,SOD activity,and CyclinD1 protein expression in OA-H+Rr-SDF-1 group decreased,while apoptosis rate,MDA content,IL-6,TNF-α levels,Bax,SDF-1 and CXCR4 protein expressions increased(P<0.05).Conclusion:OA may alleviate LPS induced inflam-matory damage to pancreatic acinar cells in rats by inhibiting the SDF-1/CXCR4 pathway.

Objective:To determine the actual metastasis rate of paracolic lymph nodes (PCN) more than 10 cm proximal to rectal tumors and explore the significance of PCN dissection in the prognosis of patients with rectal cancer. ?Methods:This was a prospective observational cohort study. The clinical data of 457 consecutive patients with rectal cancer who underwent radical surgery at the Colorectal Tumor Center of West China Hospital, Sichuan University from January 2015 to May 2022 were included. Inclusion criteria: (1) Pathologically confirmed rectal adenocarcinoma (anal margin ≤ 12 cm); (2) R0 resection was performed with a proximal margin ≥ 10 cm (measured on the in vivo specimen during surgery after intestinal mobilization); (3) For stage IV patients, only those with resectable metastatic lesions by R0 were included; (4) Patients who completed the full course of neoadjuvant therapy (TNT) must meet the surgical window of 8-12 weeks after radiotherapy. Exclusion criteria: tumors located more than 15 cm from the anal margin, synchronous multiple primary colorectal cancers, positive tumor margins, preoperative imaging suggesting lateral lymph node metastasis (LLNM), presence of Lynch syndrome or familial adenomatous polyposis, emergency surgery, recurrence after rectal cancer surgery, T4b tumors requiring combined organ resection, previous radiotherapy and chemotherapy for non-rectal cancer, and those with cardiac, pulmonary, renal and other organ dysfunction that could not tolerate surgery. After standard total mesorectal excision (TME), the proximal intestinal tube was transected at a level more than 10 cm above the lesion, and then intestinal anastomosis or enterostomy was completed. The distance from the tumor edge was marked and measured in vivo during the operation, and lymph nodes were harvested from the fresh specimen. Patients with PCN metastasis beyond 10 cm proximal to the tumor were classified into the positive lymph node group (pPCN group), while those without PCN metastasis beyond 10 cm proximal to the tumor were classified into the negative lymph node group (nPCN group). The differences in clinicopathological characteristics, overall survival (OS) and disease-free survival (DFS) between the two groups were compared, and risk factor analysis and survival analysis of pPCN were performed.Results:There were 16 cases (3.5%) in the pPCN group, 15 cases (3.3%) had central lymph node metastasis; the nPCN group included 441 cases. When comparing the baseline characteristics between the pPCN group and the nPCN group, there was no statistically significant difference in other aspects except that the cN stage was more advanced in the pPCN group ( P=0.006) (all P>0.05). The number of positive mesenteric lymph nodes in the pPCN group was higher than that in the nPCN group ( P<0.001), and the proportion of patients with a total number of harvested lymph nodes ≥12 and the number of lymph nodes with a short diameter >5 mm were both higher (all P<0.05). The proportion of patients with positive lymph nodes within 10 cm and the number of positive lymph nodes within 10 cm were also higher in the pPCN group (both P<0.001). Similar to the clinical TNM staging, the proportions of patients with pT3 and N2 stages, as well as the incidence of poorly differentiated tumors (G3, G4) were higher in the pPCN group ( P<0.001). The results of multivariate analysis showed that among the preoperative pathological characteristic variables, the presence of positive lymph nodes within 10 cm (OR=14.869, 95%CI: 2.993-73.858, P=0.001) and low tumor differentiation grade (OR=7.189, 95%CI: 2.091- 24.714, P=0.002) were independent risk factors for pPCN. The median follow-up time of the patients in this group was 63 (0-63) months. No local recurrence occurred in the pPCN group, and the 5-year OS was 50.0%, which was significantly lower than 78.0% in the nPCN group (HR=2.496, 95%CI: 1.263-4.930, P=0.008). The 3-year DFS was 43.8%, also significantly lower than 77.7% in the nPCN group (HR=2.950, 95%CI:1.488-5.846, P=0.002). Multivariate Cox prognostic analysis suggested that age ≥65 years (HR=2.041, 95%CI: 1.375-3.031, P<0.001), female (HR=1.838, 95%CI: 1.171-2.884, P=0.008), tumor length ≥3 cm (HR=1.747, 95%CI: 1.076-2.834, P=0.024), more advanced cT stage (HR=2.865, 95%CI: 1.234-6.653, P=0.014), and cM1 (HR=4.368, 95%CI: 2.480-7.694, P<0.001) were independent risk factors affecting OS. No neoadjuvant therapy (HR=0.636, 95%CI: 0.413-0.980, P=0.040) and cM1 (HR=5.556, 95%CI: 3.335-9.256, P<0.001) were independent risk factors affecting DFS. pPCN showed a tendency to be an independent risk factor for DFS (HR=1.942, 95%CI: 0.966-3.906, P=0.063). Conclusion:The incidence of pPCN is higher than expected, and the prognosis of patients is poor. Patients with high-risk factors may benefit from extended proximal intestinal resection (>10 cm) to avoid residual positive PCN, thereby reducing local recurrence.

Objective:To determine the actual metastasis rate of paracolic lymph nodes (PCN) more than 10 cm proximal to rectal tumors and explore the significance of PCN dissection in the prognosis of patients with rectal cancer. ?Methods:This was a prospective observational cohort study. The clinical data of 457 consecutive patients with rectal cancer who underwent radical surgery at the Colorectal Tumor Center of West China Hospital, Sichuan University from January 2015 to May 2022 were included. Inclusion criteria: (1) Pathologically confirmed rectal adenocarcinoma (anal margin ≤ 12 cm); (2) R0 resection was performed with a proximal margin ≥ 10 cm (measured on the in vivo specimen during surgery after intestinal mobilization); (3) For stage IV patients, only those with resectable metastatic lesions by R0 were included; (4) Patients who completed the full course of neoadjuvant therapy (TNT) must meet the surgical window of 8-12 weeks after radiotherapy. Exclusion criteria: tumors located more than 15 cm from the anal margin, synchronous multiple primary colorectal cancers, positive tumor margins, preoperative imaging suggesting lateral lymph node metastasis (LLNM), presence of Lynch syndrome or familial adenomatous polyposis, emergency surgery, recurrence after rectal cancer surgery, T4b tumors requiring combined organ resection, previous radiotherapy and chemotherapy for non-rectal cancer, and those with cardiac, pulmonary, renal and other organ dysfunction that could not tolerate surgery. After standard total mesorectal excision (TME), the proximal intestinal tube was transected at a level more than 10 cm above the lesion, and then intestinal anastomosis or enterostomy was completed. The distance from the tumor edge was marked and measured in vivo during the operation, and lymph nodes were harvested from the fresh specimen. Patients with PCN metastasis beyond 10 cm proximal to the tumor were classified into the positive lymph node group (pPCN group), while those without PCN metastasis beyond 10 cm proximal to the tumor were classified into the negative lymph node group (nPCN group). The differences in clinicopathological characteristics, overall survival (OS) and disease-free survival (DFS) between the two groups were compared, and risk factor analysis and survival analysis of pPCN were performed.Results:There were 16 cases (3.5%) in the pPCN group, 15 cases (3.3%) had central lymph node metastasis; the nPCN group included 441 cases. When comparing the baseline characteristics between the pPCN group and the nPCN group, there was no statistically significant difference in other aspects except that the cN stage was more advanced in the pPCN group ( P=0.006) (all P>0.05). The number of positive mesenteric lymph nodes in the pPCN group was higher than that in the nPCN group ( P<0.001), and the proportion of patients with a total number of harvested lymph nodes ≥12 and the number of lymph nodes with a short diameter >5 mm were both higher (all P<0.05). The proportion of patients with positive lymph nodes within 10 cm and the number of positive lymph nodes within 10 cm were also higher in the pPCN group (both P<0.001). Similar to the clinical TNM staging, the proportions of patients with pT3 and N2 stages, as well as the incidence of poorly differentiated tumors (G3, G4) were higher in the pPCN group ( P<0.001). The results of multivariate analysis showed that among the preoperative pathological characteristic variables, the presence of positive lymph nodes within 10 cm (OR=14.869, 95%CI: 2.993-73.858, P=0.001) and low tumor differentiation grade (OR=7.189, 95%CI: 2.091- 24.714, P=0.002) were independent risk factors for pPCN. The median follow-up time of the patients in this group was 63 (0-63) months. No local recurrence occurred in the pPCN group, and the 5-year OS was 50.0%, which was significantly lower than 78.0% in the nPCN group (HR=2.496, 95%CI: 1.263-4.930, P=0.008). The 3-year DFS was 43.8%, also significantly lower than 77.7% in the nPCN group (HR=2.950, 95%CI:1.488-5.846, P=0.002). Multivariate Cox prognostic analysis suggested that age ≥65 years (HR=2.041, 95%CI: 1.375-3.031, P<0.001), female (HR=1.838, 95%CI: 1.171-2.884, P=0.008), tumor length ≥3 cm (HR=1.747, 95%CI: 1.076-2.834, P=0.024), more advanced cT stage (HR=2.865, 95%CI: 1.234-6.653, P=0.014), and cM1 (HR=4.368, 95%CI: 2.480-7.694, P<0.001) were independent risk factors affecting OS. No neoadjuvant therapy (HR=0.636, 95%CI: 0.413-0.980, P=0.040) and cM1 (HR=5.556, 95%CI: 3.335-9.256, P<0.001) were independent risk factors affecting DFS. pPCN showed a tendency to be an independent risk factor for DFS (HR=1.942, 95%CI: 0.966-3.906, P=0.063). Conclusion:The incidence of pPCN is higher than expected, and the prognosis of patients is poor. Patients with high-risk factors may benefit from extended proximal intestinal resection (>10 cm) to avoid residual positive PCN, thereby reducing local recurrence.

Objective:To explore the mediating effects of self-management and medication adherence between type D personality and viral load in HIV-infected individuals.Methods:HIV patients who were newly diagnosed and undergoing antiretroviral therapy (ART) at the Heilongjiang AIDS Treatment Center of the Fourth Hospital of Harbin Medical University from October 2023 to March 2024 were enrolled by convenience sampling. Data were collected using the Type D Personality Scale-14 (DS-14), HIV Self-Management Scale (HIVSMS), and 8-item Morisky Medication Adherence Scale (MMAS-8). HIV-1 viral load was also measured. Pearson correlation analysis explored the relationships among type D personality, self-management, medication adherence, and viral load. The SPSS Process V4.0 macro was used to test the mediating effects.Results:A total of 318 questionnaires were distributed and 313 valid responses were collected (effective response rate: 98.43%). The mean scores for the 313 HIV-infected individuals were as follows: DS-14 (33.39±4.98), HIVSMS (29.84±4.41), and MMAS-8 (6.11±1.29). The mean viral load was (1 803.19±870.81) copies/ml. Pearson correlation analysis showed that type D personality was negatively correlated with self-management and medication adherence ( r=-0.307, -0.208, respectively; P<0.01) and positively correlated with viral load ( r=0.213; P<0.01). Medication adherence was negatively correlated with viral load ( r=-0.232; P<0.01), while self-management was positively correlated with medication adherence ( r=0.353; P<0.01). The mediation analysis revealed that self-management and medication adherence played a chain mediating role between type D personality and viral load, with a mediation effect value of 0.016, accounting for 8.08% of the total effect. Conclusions:Type D personality directly influences the viral load of HIV-infected individuals and indirectly affects it through the mediating effects of self-management and medication adherence.

Objective To explore the impact of preoperative fibrinogen levels on the 1-year adverse outcomes after endovascular revascularization in patients with diabetes complicated with lower extremity arteriosclerosis obliterans(LEASO).Methods We collected the baseline clinical data of 289 patients with diabetes complicated with LEASO,who were admitted to The First Affiliated Hospital of Xi'an Jiaotong University from May 2020 to December 2022 for endovascular revascularization.All patients were followed up for 13 to 24 months after interventional therapy,with the follow-up information including major adverse cardiovascular events(MACEs)such as all-cause death,acute myocardial infarction and acute stroke,as well as major adverse lower extremity events(MALEs)such as rest pain in the lower extremities,ulcers or skin defects,gangrene,reocclusion and amputation.A multivariable Cox regression model was used to analyze the related risk factors for adverse outcomes 1 year after endovascular revascularization in patients with diabetes complicated with LEASO,and receiver operating characteristic(ROC)curves were constructed to evaluate the predictive efficacy and optimal cutoff value of fibrinogen levels for endpoint events,and Kaplan-Meier survival curves were drawn.Sensitivity analysis was made to assess the differences in the impact of fibrinogen on endpoint events across various subgroups.Results We recruited a total of 289 patients(55 patients in MACEs and 234 in non-MACEs;68 patients in MALEs and 221 in non-MALEs),with a mean age of 67.6±9.3 years,including 215 males.Multivariate Cox regression analysis showed that elevated plasma fibrinogen was an independent risk factor for MACEs(HR=1.250,95％CI:1.053-1.484,P=0.011)and all-cause death(HR=1.297,95％CI:1.030-1.633,P=0.027)in the cohort followed up 1 year after interventional therapy,but had no significant impact on the occurrence of MALEs(P=0.625).Baseline plasma fibrinogen level 4.32 g/L was the optimal cutoff value for predicting MACEs(sensitivity=0.673,95％CI:0.582-0.767;specificity=0.688,95％CI:0.562-0.775)and all-cause death(sensitivity=0.679,95％CI:0.483-0.880;specificity=0.651,95％CI:0.465-0.755).The AUC for predicting MACEs and all-cause death after interventional therapy was 0.652(95％CI:0.564 2-0.739 1)and 0.619(95％CI:0.507-0.733),respectively.After a median follow-up of 14.03 months,patients with preoperative fibrinogen level ≥ 4.32 g/L had a significantly higher risk of MACEs and all-cause death compared to patients with preoperative fibrinogen＜4.32 g/L(P＜0.001),and there were no significant differences in different subgroups,including gender(male/female,interaction P=0.836),age(＜65 years/≥65 years,interaction P=0.211),smoking status(never smoked/current or former smoker,interaction P=0.779),chronic kidney disease(yes/no,interaction P=0.360),and heart failure(yes/no,interaction P=0.114).Conclusion Preoperative plasma fibrinogen≥4.32 g/L is an effective indicator for predicting MACEs and all-cause mortality following endovascular revascularization in patients with diabetes and LEASO.

Objective:To explore the effectiveness of a hysteroscopic endometrial lesion diagnosis model de-veloped based on deep learning(DL)algorithm combined with gradient-weighted class activation mapping(Grad-CAM)visualization technology.Methods:303 hysteroscopy videos(4781 images)of 291 patients who un-derwent hysteroscopy examination in the Department of Gynecology,Renmin Hospital of Wuhan University from June 1,2021 to December 31,2022 were selected.The dataset was divided into a training set(3703 images)and a test set(1078 images)by weight sampling method.After the training set was used for model learning and train-ing,two model architectures,residual neural network(ResNet18)and efficient neural network(EfficientNet-B0),were selected to verify the model in the test set by five-class and two-class classification tasks,respectively.Tak-ing histopathology as the gold standard,the diagnostic efficacy was evaluated to select the optimal model,and the Grad-CAM layer was embedded in the optimal model to output hysteroscopy images of Grad-CAM.Results:①In the five-class classification tasks,the accuracy of EfficientNet-B0 model(93.23％)was higher than that of Res-Net18 model(84.23％);the area under the curve(AUC)of EfficientNet-B0 model in the diagnosis of five disea-ses,including atypical endometrial hyperplasia,endometrial polyps,endometrial cancer,endometrial atypical hy-perplasia,and submucous myoma,was slightly higher than that of ResNet18 model,and the AUC of both models was almost above 0.980.②In the binary classification task of accuracy and the evaluation of specificity,the two models were similar,both above 93.00％,and the sensitivity of EfficientNet-B0 model(91.14％)was significantly better than that of ResNet18 model(77.22％).③EfficientNet-B0 model combined with Grad-CAM algorithm could identify the abnormal areas in the image.After biopsy and pathological examination,it was confirmed that about 95％of the marked areas in the model's output heatmap were lesion areas.Conclusions:The hysteroscopy di-agnostic model developed by EfficientNet-B0 model combined with Grad-CAM has high diagnostic accuracy,sen-sitivity,and specificity,and has application value in the diagnosis of endometrial lesions.