1.Long-term survival of surgical versus non-surgical treatment for esophageal squamous cell carcinoma in patients ≥70 years: A retrospective cohort study
Kexun LI ; Changding LI ; Xin NIE ; Wenwu HE ; Chenghao WANG ; Kangning WANG ; Guangyuan LIU ; Junqiang CHEN ; Zefen XIAO ; Qiang FANG ; Yongtao HAN ; Lin PENG ; Qifeng WANG ; Xuefeng LENG
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2025;32(05):619-625
Objective To compare the long-term survival of elderly patients with esophageal squamous cell carcinoma (ESCC) treated with surgical versus non-surgical treatment. Methods A retrospective analysis was conducted on the clinical data of elderly patients aged ≥70 years with ESCC who underwent esophagectomy or radiotherapy/chemotherapy at Sichuan Cancer Hospital from January 2009 to September 2017. Patients were divided into a surgical group (S group) and a non-surgical group (NS group) according to the treatment method. The propensity score matching method was used to match the two groups of patients at a ratio of 1∶1, and the survival of the two groups before and after matching was analyzed. Results A total of 726 elderly patients with ESCC were included, including 552 males and 174 females, with 651 patients aged ≥70-80 years and 75 patients aged ≥80-90 years. There were 515 patients in the S group and 211 patients in the NS group. The median follow-up time was 60.8 months, and the median overall survival of the S group was 41.9 months [95%CI (35.2, 48.5)], while that of the NS group was only 24.0 months [95%CI (19.8, 28.3)]. The 1-, 3-, and 5-year overall survival rates of the S group were 84%, 54%, and 40%, respectively, while those of the NS group were 72%, 40%, and 30%, respectively [HR=0.689, 95%CI (0.559, 0.849), P<0.001]. After matching, 138 patients were included in each group, and there was no statistical difference in the overall survival between the two groups [HR=0.871, 95%CI (0.649, 1.167), P=0.352]. Conclusion Compared with conservative treatment, there is no significant difference in the long-term survival of elderly patients aged ≥70 years who undergo esophagectomy for ESCC. Neoadjuvant therapy combined with surgery is still an important choice to potentially improve the survival of elderly patients with ESCC.
2.Incidence of venous thromboembolism in esophageal cancer: a real-world study of 8 458 cases
Kunyi DU ; Xin NIE ; Kexun LI ; Changding LI ; Kun LIU ; Zhiyu LI ; Kunzhi LI ; Simiao LU ; Kunhan NI ; Wenwu HE ; Chenghao WANG ; Jialong LI ; Haojun LI ; Qiang ZHOU ; Kangning WANG ; Guangyuan LIU ; Wenguang XIAO ; Qiang FANG ; Qiuling SHI ; Yongtao HAN ; Lin PENG ; Xuefeng LENG
Chinese Journal of Digestive Surgery 2024;23(1):109-113
Objective:To investigate the incidence of venous thromboembolism (VTE) in patients with esophageal cancer (EC).Methods:The retrospective cohort study was conducted. The clinicopathological data of 8 458 EC patients who were admitted to Sichuan Cancer Hospital from January 2017 to December 2021 were collected. There were 6 923 males and 1 535 females, aged (64±9)years. There were 3 187 patients undergoing surgical treatment, and 5 271 cases undergoing non-surgical treatment. Observation indicators: (1) incidence of VTE in EC patients; (2) treatment and outcomes of patients with VTE. Measurement data with normal distribution were represented as Mean± SD, and comparison between groups was analyzed using the t test. Measurement data with skewed distribution were represented as M(range), and comparison between groups was analyzed using the nonparameter rank sum test. Count data were expressed as absolute numbers or percentages, and comparison between groups was analyzed using the chi-square test or Fisher exact probability. Comparison of ordinal data was analyzed using the nonparameter rank sum test. Results:(1) Incidence of VTE in EC patients. Of 8 458 EC patients, 175 cases developed VTE, with an incidence rate of 2.069%(175/8 458). Among 175 VTE patients, there were 164 cases of deep venous thrombosis (DVT), 4 cases of pulmonary embolism (PE), 7 cases of DVT and PE. There were 59 surgical patients and 116 non-surgical patients. There was no significant difference in thrombus type between surgical and non-surgical EC patients with VTE ( χ2=1.95, P>0.05). Of 3 187 surgical patients, the incidence of VTE was 1.851%(59/3 187), including an incidence of 0.157%(5/3 187) of PE. PE accounted for 8.475%(5/59) of surgical patients with VTE. Of 5 271 non-surgical patients, the incidence of VTE was 2.201%(116/5 271), including an incidence of 0.114%(6/5 271) of PE. PE accounted for 5.172%(6/116) of non-surgical patients with VTE. There was no significant difference in the incidence of VTE or PE between surgical patients and non-surgical patients ( χ2=1.20, 0.05, P>0.05). (2) Treatment and outcomes of patients with VTE. Among 175 EC patients with VTE, 163 cases underwent drug treatment, and 12 cases did not receive treatment. Among 163 cases with drug therapy, 158 cases underwent anticoagulant therapy, 5 cases were treated with thrombolysis. All the 163 patients were improved and discharged from hospital. Conclusions:The incidence of VTE in patients with EC is relatively low, as 2.069%. There is no significant difference in the incidence of VTE or thrombus type between surgical EC patients and non-surgical EC patients.
3.Research on Diagnosis Model of Endometrial Lesions by Hysteroscopy Based on Deep Learning Algorithm Combined with Grad-CAM
Mingliang CAO ; Mi YIN ; Qingbin WANG ; Hanfeng ZHU ; Xing LI ; Jun ZHANG ; Lin MAO ; Xuefeng MU ; Min CAO ; Yutao MA ; Jian WANG ; Yan ZHANG
Journal of Practical Obstetrics and Gynecology 2024;40(5):409-413
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.
4.Role of cerium oxide nanoparticles in doxorubicin-induced cardiotoxicity and its effect on P53 gene expression
Junqi LI ; Xuanmao HAN ; Xuefeng LIN ; Min YUAN
China Modern Doctor 2024;62(5):67-72
Objective To study the effect of nano-ceria on doxorubicin-induced cardiotoxic injury and its effect on P53 gene expression,and to explore the mechanism of nano-ceria on doxorubicin-induced cardiotoxic injury.Methods H9C2 myocardial cells were cultured and randomly divided into five groups:control group,model group(1μmol/L adriamycin),nano-cerium oxide group(10μg/ml nano-cerium oxide),experimental group(1μmol/L adriamycin +10μg/ml nano-cerium oxide),and positive control group(1μmol/L adriamycin+10μmol/L dexperimine).The adriamycin induced cardiotoxicity model was established,and the viability of myocardial cells was measured by CCK-8 method.The contents of lactate dehydrogenase(LDH)and malondialdehyde(MDA)in myocardial cells were detected by biochemical method.The levels of reactive oxygen(ROS)and the apoptosis rate in myocardial cells were detected by flow cytometry.The expressions of Bax,Bcl-2 and P53 proteins in myocardial cells were detected by Western blot.Results Compared with the control group,the cell viability was decreased in the model group,the cell LDH and MDA contents were increased,the intracellular ROS level and apoptosis rate were increased,the expressions of Bax and P53 proteins were increased,and the expression of Bcl-2 protein was decreased,and the ratio of Bcl-2/Bax was decreased(all P<0.001).Compared with the model group,the experimental group showed increased cell viability,decreased cell LDH and MDA contents,decreased cell ROS content and apoptosis rate,decreased Bax and P53 protein expressions,and increased Bcl-2 protein expression,and the Bcl-2/Bax ratio was increased(all P<0.001).Conclusion Ceria nanoparticles can effectively prevent adriamycin-induced cardiotoxic injury,and its effect may be related to the down-regulation of P53 gene to inhibit cardiomyocyte apoptosis.
5.Benefit from luteal phase progestin primed ovarian stimulation with clomiphene citrate supplementation in young women with diminished ovarian reserve:a retrospective study
Qianqian CHEN ; Xuefeng HUANG ; Haiyan YANG ; Yue LIN
Journal of Zhejiang University. Medical sciences 2024;53(3):297-305
Objective:To compare the pregnancy outcomes of luteal phase and follicular phase progestin-primed ovarian stimulation protocol with clomiphene citrate supplementation(LPPOS+CC and FPPOS+CC)in young women with diminished ovarian reserve(DOR).Methods:A total of 483 women aged≤35 years with DOR,who underwent in vitro fertilization(IVF)/intracytoplasmic sperm injection(ICSI)/embryo transfer(ET)with controlled ovarian stimulation using LPPOS+CC(n=257)or FPPOS+CC(n=226)protocols during June 2018 and December 2021 at the First Affiliated Hospital of Wenzhou Medical University,were included in this retrospective study.The baseline characteristics,superovulation results,laboratory related indicators between the two groups,and the pregnancy outcomes of women who achieved at least one high-quality cleavage-stage embryo or good-morphology blastocyst were compared between the two groups.Results:No statistically significant differences were identified between the groups with respect to age,duration of infertility,proportion of secondary infertility,previous failed cycles,body mass index,anti-Müllerian hormone,antral follicle count,basal luteinizing hormone level,basal progesterone level,number of oocytes retrieved,oocyte maturation rate,high-quality cleavage-stage embryo cycle rate,the percentage of women with profound pituitary suppression,live birth rate and preterm birth rate(all P>0.05).The LH levels on the day of trigger[4.0(2.7,5.3)vs.5.1(3.2,7.2)IU/L],the percentage of women with LH levels of>10 IU/L on the trigger day(3.13%vs.10.67%),and the two pronucleus(2PN)rate of ICSI oocytes(72.16%vs.79.56%)were significantly lower in the LPPOS+CC group than those in the FPPOS+CC group(P<0.05 or P<0.01).The duration of stimulation[11(9,12)vs.9(8,11)d],the consumption of total gonadotropin[2213(1650,2700)vs.2000(1575,2325)IU],the progesterone levels on the day of trigger[1.3(0.8,2.9)vs.0.9(0.6,1.2)ng/mL],the clinical pregnancy rate[61.88%vs.46.84%],and implantation rate[42.20%vs.31.07%]in the LPPOS+CC group were significantly higher than those in the FPPOS+CC group(all P<0.01).Conclusion:Compared to FPPOS+CC,the LPPOS+CC protocol appears to have better pregnancy outcomes for young women with DOR undergoing IVF/ICSI-ET.
6.Digital medical 3D technology versus traditional 2D technology in the diagnosis and treatment of solid abdominal tumors in children
Changyao WU ; Qianghui LI ; Weimo ZHOU ; Xuefeng LONG ; Lin XU ; Junli QUAN ; Zhenliang NONG ; Shilan LIANG
Chinese Journal of Primary Medicine and Pharmacy 2024;31(3):338-341
Objective:To investigate the value of digital medical 3D technology versus traditional 2D technology in the diagnosis and treatment of solid abdominal tumors in children. Methods:A total of 80 children with solid abdominal tumors who received surgical treatment guided by digital medical 3D technology at Guigang People's Hospital from January 2018 to January 2022 were included in the observation group. An additional 80 children with solid abdominal tumors who received surgical treatment guided by traditional 2D technology at the same hospital from January 2014 to December 2017 were included in the control group. Clinical efficacy was compared between the two groups.Results:The surgical time, intraoperative blood loss, postoperative exhaust time, postoperative hospital stay in the observation group were (111.8 ± 28.9) minutes, (26.8 ± 25.2) mL, (2.2 ± 1.2) days, (7.5 ± 1.4) days, respectively, which were significantly shorter or less than those in the control group [(193.1 ± 66.0) minutes, (86.2 ± 47.0) mL, (3.7 ± 0.9) days, (12.2 ± 3.5) days, t = 7.00, 6.88, 5.87, 7.53, all P < 0.05]. The complete surgical resection rate in the observation group was significantly higher than that in the control group [92.5% (74/80) vs. 81.3% (65/80), χ2 = 4.44, P < 0.05]. The incidence of complications in the observation group was significantly lower than that in the control group [6.3% (5/80) vs. 16.3% (13/80), χ2 = 4.00, P < 0.05]. Conclusion:The utilization of digital medical 3D technology in the surgical treatment of solid abdominal tumors in children can markedly decrease surgical time, reduce intraoperative blood loss, promote postoperative recovery, achieve a high surgical resection rate, and minimize postoperative complications.
7.Progress of Finite Element Study on Anterior Cervical Surgery for Cervical Spondylosis
Xuefeng TIAN ; Junqiao LÜ ; Zheming YU ; Yang LIU ; Lin SUN
Journal of Medical Biomechanics 2024;39(4):768-774
The impact of various anterior cervical surgeries on biomechanical properties of cervical vertebrae varies depending on the specific surgical techniques employed.However,accurately measuring the mechanical characteristics of individual parts of the cervical vertebrae or implants within them in a clinical setting can be challenging.As a result,the finite element method is commonly utilized in studies on anterior cervical surgery,allowing for the precise analysis of stress and strain distributions in different areas of interest through computer simulations.This method facilitates the study of biomechanical properties associated with different anterior cervical surgical approaches.This review discusses the progress of finite element analysis in anterior cervical surgery,summarizes current research findings on fusion and non-fusion procedures,hybrid surgeries,and minimally invasive techniques,so as to provide theoretical references for the selection of different anterior cervical surgical interventions from a biomechanical perspective.
8.Inhibitory effect of miR-487a on M2-type polarization of gastric cancer tumor-associated macrophages by targeting TIA1
Yan QU ; Lin DAI ; Biao WANG ; Duji RUAN ; Yuchang ZHONG ; Xuefeng YANG
Journal of Jilin University(Medicine Edition) 2024;50(3):728-738
Objective:To discuss the inhibitory effect of microRNA-487a(miR-487a)on the M2 polarization of tumor-associated macrophages(TAMs)in gastric cancer,and to clarify its effect on the proliferation,invasion,and migration of the gastric cancer AGS cells.Methods:The TAMs from gastric cancer tissue and adjacent normal tissue macrophages(NTMs)from adjacent tissue of the primary gastric cancer patients were isolated and cultured.The human monocyte THP-1 cells were induced in vitro to differentiate into TAMs,and the differentiated M0,M1,and M2 macrophages were cultured for 24 h by conditioned medium(CM)to obtain the TAMs,M1-TAMs,and M2-TAMs respectively.The TAMs were transfected and then divided into blank group,inhibitor-NC group,miR-487a inhibitor group,miR-487a inhibitor+si-NC group,and miR-487a inhibitor+si-TIA1 group.The transfection efficiencies of the cells in various groups were detected by real-time fluorescence quantitative PCR(RT-qPCR)and Western blotting methods.The M2-TAMs were co-cultured with the AGS cells,and divided into AGS group,AGS+inhibitor-NC group,AGS+miR-487a inhibitor group,AGS+miR-487a inhibitor+si-NC group,and AGS+miR-487a inhibitor+si-TIA1 group.RT-qPCR method was used to detect the expression levels of miR-487a and lymphocyte intracytoplasmic antigen-1(TIA1)mRNA in TAMs from gastric cancer tissue and NTMs from adjacent normal tissue in various groups;Western blotting method was used to detect the expression level of TIA1 protein in TAMs from gastric cancer tissue and NTMs from adjacent normal tissue and TAMs in various groups;flow cytometry was used to detect the levels of CD206 and CD163 in TAMs in various groups;enzyme-linked immunosorbent assay(ELISA)was used to detect the levels of interleukin-10(IL-10),transforming growth factor-beta(TGF-β),vascular endothelial growth factor A(VEGF-A),and arginase-1(Arg-1)in culture supernatant of the TAMs cells;CCK-8 assay was used to detect the proliferative activity of the AGS cells in various groups;wound healing assay was used to detect the migration rates of the AGS cells in various groups;Transwell assay was used to detect the number of invasion AGS cells in various groups.Results:The RT-qPCR results shoued that compared with NTMs from adjacent tissue,the expression level of miR-487a in the TAMs from gastric cancer tissue was significantly increased(P<0.01)and the expression level of TIA1 mRNA was significantly decreased(P<0.01).Compared with TAMs,the expression level of miR-487a in M1-TAMs was significantly decreased(P<0.01),and the expression level of TIA1 mRNA was increased(P<0.01);the expression level of miR-487a in M2-TAMs was significantly increased(P<0.01),and the expression level of TIA1 mRNA was decreased(P<0.01).After transfection,compared with blank group and inhibitor-NC group,the expression level of miR-487a in the cells in miR-487a inhibitor group was significantly decreased(P<0.01),indicating successful transfection.The Western blotting results showed that compared with NTMs from adjacent normal tissue,the expression level of TIA1 protein in TAMs from gastric cancer tissue was decreased(P<0.01);compared with TAMs,the expression level of T1A1 protein in M1-TAMs was significantly increased(P<0.01),and the expression of TIA1 protein in M2-TAMs was significantly decreased(P<0.01);after co-transfection,compared with inhibitor-NC group,the expression level of TIA1 protein in the cells in miR-487a inhibitor group was significantly increased(P<0.01);compared with miR-487a inhibitor+si-NC group,the expression level of TIA1 protein in the cells in miR-487a inhibitor+si-TIA1 group was significantly decreased(P<0.01).The flow cytometry results showed that compared with blank group and inhibitor-NC group,the levels of CD206 and CD163 in the cells in miR-487a inhibitor group were significantly decreased(P<0.01);after co-transfection,compared with inhibitor-NC group,the levels of CD206 and CD163 in the cells in miR-487a inhibitor group were significantly decreased(P<0.01);compared with miR-487a inhibitor+si-NC group,the levels of CD206 and CD163 in the cells in miR-487a inhibitor+si-TIA1 group were significantly increased(P<0.01).The ELISA results showed that compared with blank group and inhibitor-NC group,the levels of IL-10,TGF-β,VEGF-A,and Arg-1 in culture supernatant of the TAMs in miR-487a inhibitor group were significantly decreased(P<0.01);after co-transfection,compared with inhibitor-NC group,the levels of IL-10,TGF-β,VEGF-A,and Arg-1 in culture supernatant of the TAMs in miR-487a inhibitor group were significantly decreased(P<0.01);compared with miR-487a inhibitor+si-NC group,the levels of IL-10,TGF-β,VEGF-A,and Arg-1 in culture supernatant of the TAMs in miR-487a inhibitor+si-TIA1 group were significantly increased(P<0.01).The CCK-8 assay results showed that compared with AGS group,the proliferation activity of the cells in AGS+inhibitor-NC group was significantly increased(P<0.01);compared with AGS+inhibitor-NC group,the proliferation activity of the cells in AGS+miR-487a inhibitor group was significantly decreased(P<0.01);compared with AGS+miR-487a inhibitor+si-NC group,the proliferation activity of the cells in AGS+miR-487a inhibitor+si-TIA1 group was significantly increased(P<0.01).The wound healing assay results showed that compared with AGS group,the migration rate of the cells in AGS+inhibitor-NC group was significantly(P<0.05);compared with AGS+inhibitor-NC group,the migration rate of the cells in AGS+miR-487a inhibitor group was significantly decreased(P<0.01);compared with AGS+miR-487a inhibitor+si-NC group,the migration rate of the cells in AGS+miR-487a inhibitor+si-TIA1 group was significantly increased(P<0.05).The Transwell assay results showed that compared with AGS group,the number of invasion AGS cells in AGS+inhibitor-NC group was significantly increased(P<0.01);compared with AGS+inhibitor-NC group,the number of invasion AGS cells in AGS+miR-487a inhibitor group was significantly decreased(P<0.01);compared with AGS+miR-487a inhibitor+si-NC group,the number of invasion AGS cells in AGS+miR-487a inhibitor+si-TIA1 group was significantly increased(P<0.01).Conclusion:Silencing the miR-487a expression can inhibit the M2 polarization of the gastric cancer-associated macrophages by targeted upregulation of TIA1,and suppress the proliferation,migration,and invasion of the gastric cancer cells.
9.Protocol for the Traditional Chinese Medicine Diagnosis and Treatment Guidelines for Children with Upper Airway cough Syndrome
Lingyun ZHANG ; Xiyou WANG ; Daxin LIU ; Qiang HE ; Xuefeng WANG ; Xun LI ; Yutong FEI ; Yi XIAO ; Xiaoxue LAN ; Yuanwen LIANG ; Xiaoxuan LIN ; Rong ZHOU ; Sirui GU ; Ying ZHANG ; Yue WANG ; Xingzhu YE ; Wenke LIU ; Hong CHEN ; Changhe YU
International Journal of Traditional Chinese Medicine 2024;46(8):961-966
In order to standardize the clinical diagnosis and treatment of upper airway cough syndrome (UACS) for children in China, Dongzhimen Hospital of Beijing University of Chinese Medicine and Affiliated Hospital of Liaoning University of Traditional Chinese Medicine initiated the development of this Traditional Chinese Medicine Diagnosis and Treatment Guidelines for Children with Upper Airway cough Syndrome based on evidence-based medical evidence. This guideline will process registration, write a plan, and develop relevant processes and writing norms, develop and publish official documents. This plan mainly introduces the scope of the guidelines, the purpose and significance, the composition of the guidelines working group, the management of conflicts of interest, the collection, selection and determination of clinical problems, the retrieval, screening and rating of evidence, and the consensus of recommendations. Registration information: This study has been registered in the international practice guidelines registry platform with the registration code of PREPARE-2023CN087.
10.Research on Diagnosis Model of Endometrial Lesions by Hysteroscopy Based on Deep Learning Algorithm Combined with Grad-CAM
Mingliang CAO ; Mi YIN ; Qingbin WANG ; Hanfeng ZHU ; Xing LI ; Jun ZHANG ; Lin MAO ; Xuefeng MU ; Min CAO ; Yutao MA ; Jian WANG ; Yan ZHANG
Journal of Practical Obstetrics and Gynecology 2024;40(5):409-413
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.

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