1.Prevalence, influencing factors, and fibrosis risk stratification of metabolic dysfunction-associated fatty liver disease in the health check-up population in Beijing, China
Haiqing GUO ; Mingliang LI ; Feng LIU ; Jing ZHANG
Journal of Clinical Hepatology 2025;41(4):643-649
ObjectiveTo identify the patients with metabolic dysfunction-associated fatty liver disease (MAFLD) among the health check-up population, and to perform stratified management of patients with the low, medium, and high risk of advanced fibrosis based on noninvasive fibrosis scores. MethodsA cross-sectional study was conducted among 3 125 individuals who underwent physical examination in Beijing Physical Examination Center from December 2017 to December 2019, and they were divided into MAFLD group with 1 068 individuals and non-MAFLD group with 2 057 individuals. According to BMI, the MAFLD group was further divided into lean MAFLD group (125 individuals with BMI<24 kg/m2) and non-lean MAFLD group (943 individuals with BMI≥24 kg/m2). Indicators including demographic data, past history, laboratory examination, and liver ultrasound were compared between groups. Fibrosis-4 (FIB-4) score, NAFLD fibrosis score (NFS), aspartate aminotransferase-to-platelet ratio index (APRI), and BARD score were calculated for the patients in the MAFLD group to assess the risk of advanced fibrosis. The independent-samples t test was used for comparison of normally distributed continuous data between two groups, and the Mann-Whitney U rank sum test was used for comparison of non-normally distributed continuous data between two groups; the chi-square test or the Fisher’s exact test was used for comparison of categorical data between groups. A logistic regression analysis was used to investigate the influence of each indicator in MAFLD. ResultsCompared with the non-MAFLD group, the MAFLD group had significantly higher age (Z=-9.758, P<0.05), proportion of male patients (χ2=137.555, P<0.05), and levels of body weight (Z=-27.987, P<0.05), BMI (Z=-32.714, P<0.05), waist circumference (Z=-31.805, P<0.05), hip circumference (Z=-26.342, P<0.05), waist-hip ratio (Z=-28.554, P<0.05), alanine aminotransferase (ALT) (Z=-25.820, P<0.05), aspartate aminotransferase (AST) (Z=-16.894, P<0.05), gamma-glutamyl transpeptidase (GGT) (Z=-25.069, P<0.05), alkaline phosphatase (Z=-12.533, P<0.05), triglyceride (Z=-27.559), total cholesterol (Z=-7.833, P<0.05), low-density lipoprotein cholesterol (LDL-C) (Z=-8.222, P<0.05), and uric acid (UA) (Z=-20.024, P<0.05), as well as a significantly higher proportion of patients with metabolic syndrome (MetS) (χ2=578.220, P<0.05), significantly higher prevalence rates of hypertension (χ2=241.694, P<0.05), type 2 diabetes (χ2=796.484, P<0.05), and dyslipidemia (χ2=369.843, P<0.05), and a significant reduction in high-density lipoprotein cholesterol (HDL-C) (Z=23.153, P<0.001). The multivariate logistic regression analysis showed that male sex (odds ratio [OR]=1.45, 95% confidence interval [CI]: 1.203 — 1.737), ALT (OR=1.05, 95%CI: 1.046 — 1.062), LDL-C (OR=1.23, 95%CI: 1.102 — 1.373), and comorbidity with MetS (OR=5.97, 95%CI: 4.876 — 7.316) were independently associated with MAFLD. Compared with the non-lean MAFLD group, the lean MAFLD group had significantly higher age (Z=3.736, P<0.05) and HDL-C (Z=2.679, P<0.05) and significant reductions in the proportion of male patients (χ2=28.970, P<0.05), body weight (Z=-14.230, P<0.05), BMI (Z=-18.188, P<0.05), waist circumference (Z=-13.451, P<0.05), hip circumference (Z=-13.317, P<0.05), ALT (Z=-4.519, P<0.05), AST (Z=-2.258, P<0.05), GGT (Z=-4.592, P<0.05), UA (Z=-4.415, P<0.05), the proportion of patients with moderate or severe fatty liver disease or MetS (χ2=42.564, P<0.05), and the prevalence rates of hypertension (χ2=12.057, P<0.05) and type 2 diabetes (χ2=3.174, P<0.05). Among the patients with MAFLD, 10 patients (0.9%) had an FIB-4 score of >2.67, 4 patients (0.4%) had an NFS score of >0.676, 8 patients (0.7%) had an APRI of >1, and 551 patients (51.6%) had a BARD score of ≥2. ConclusionThere is a relatively high prevalence rate of MAFLD among the health check-up population in Beijing, but with a relatively low number of patients with a high risk of advanced fibrosis, and such patients need to be referred to specialized hospitals for liver diseases.
2.Analysis of psychological crisis related factors of college students based on the dual factor model of mental health
SUN Yujing, YIN Fei, WANG Mingliang, JIANG Wenlong, ZHANG Jing
Chinese Journal of School Health 2025;46(6):847-851
Objective:
To analyze the current status and influencing factors of psychological crisis among college students, so as to provide a scientific basis for the formulation of psychological crisis intervention plans in colleges and universities.
Methods:
From September to December 2024, 645 college students from a medical undergraduate university in Heilongjiang Province were selected with a convenience sampling method. A convergent mixed analysis design was used. Quantitative analysis was conducted using College Students Psychological Crisis Screening Scale, Emotion Regulation Questionnaire, Short-Egna Minnen av Barndoms Uppfostran and Perceived School Climate Scale. Binary Logistic regression analysis was used to explore the related factors of psychological crisis among college students. Qualitative research was conducted on 15 college students with psychological crisis identified in the quantitative analysis by a purposive sampling method. The interview data were organized and analyzed using the thematic framework analysis method.
Results:
Among the surveyed college students, 92 (14.3%) had psychological crisis. Binary Logistic regression analysis results showed that positive parenting style ( OR=0.97,95%CI =0.95-0.99), negative parenting style ( OR=1.01,95%CI =1.00-1.02), cognitive reappraisal ( OR=0.88, 95%CI =0.83-0.92), expressive suppression ( OR=1.08, 95%CI =1.02-1.15), and perceived campus atmosphere ( OR=0.97, 95%CI =0.95-0.98) were all related factors of psychological crisis among college students ( P <0.05). The qualitative analysis results showed that there were three themes for the influencing factors of college students psychological crisis, including differential impact of emotion regulation strategies on psychological state, shaping of psychological state of college students by family and bidirectional effect of perceived campus atmosphere on psychological state. Mixed analysis results showed that the influencing factors of college students psychological crisis were consistent in terms of emotion regulation strategies, and were expansive in terms of parenting style and perceived campus atmosphere.
Conclusion
Schools and mental health service departments can reduce the risk of psychological crisis by optimizing cognitive reappraisal and reducing expressive suppression, improve the level of psychological crisis by strengthening positive family interaction and blocking negative parenting style, and maintain the mental health level of college students by building a supportive campus environment and alleviating high pressure.
3.Characteristics and lifestyles of patients with metabolic dysfunction-associated fatty liver disease based on the physical examination population
Haiqing GUO ; Mingliang LI ; Feng LIU ; Yali LIU ; Jing ZHANG
Journal of Clinical Hepatology 2025;41(6):1090-1096
ObjectiveTo screen for the patients with metabolic dysfunction-associated fatty liver disease (MAFLD) among the physical examination population, to observe the characteristics of MAFLD patients, and to compare the differences in lifestyle between the MAFLD population and the non-MAFLD population. MethodsA cross-sectional study was conducted among 6 206 individuals who underwent physical examination in a physical examination institution in Beijing from December 2015 to December 2019, and according to the new diagnostic criteria for MAFLD, the examination population was divided into MAFLD group and non-MAFLD group. Based on body mass index (BMI), the MAFLD group was further divided into lean MAFLD group (BMI<24 kg/m2) and non-lean MAFLD group (BMI ≥24 kg/m2). Related data were compared between groups, including demographic indicators, education level, work pressure, physical measurement indicators, and lifestyles such as sleep, diet, and exercise. The independent-samples t test was used for comparison of normally distributed continuous data between two groups, the Mann-Whitney U test was used for comparison of non-normally distributed continuous data between two groups, and the chi-square test was used for comparison of categorical data between groups. ResultsOf all individuals in this study, 1 926 (31.1%) had MAFLD and 4 280 (68.9%) did not have MAFLD. Compared with the non-MAFLD group, the MAFLD group had significantly higher age (Z=-14.459, P<0.001), proportion of male patients (χ2=72.004, P<0.001), work pressure (χ2=7.744, P=0.005), body weight (Z=-43.508, P<0.001), BMI (Z=-47.621, P<0.001), waist circumference (Z=-48.515, P<0.001), hip circumference (Z=-42.121, P<0.001), and waist-hip ratio (Z=-43.535, P<0.001), as well as a significantly lower education level (χ2=33.583, P<0.001). In terms of behavior, the MAFLD group had a significantly shorter sleep time (χ2=5.820, P=0.016) and a significantly faster eating speed (χ2=74.476, P<0.001). In terms of diet, the patients in the MAFLD group consumed more high-sodium, high-sugar, and high-calorie diets (χ2=42.667, P<0.001) and low-fiber diet (χ2=4.367, P=0.008). In terms of exercise, the MAFLD group had a significantly higher proportion of patients without exercise habits (χ2=10.278, P=0.001). Further analysis showed that there were 202 individuals (10.5%) in the lean MAFLD group and 1 724 (89.5%) in the non-lean MAFLD group. Compared with the non-lean MAFLD group, the lean MAFLD group had significantly higher age (Z=3.368, P=0.001) and education level (χ2=9.647, P=0.002) and significantly lower proportion of male patients (χ2=27.664, P<0.001), body weight (Z=-18.483, P<0.001), BMI (Z=-23.286, P<0.001), waist circumference (Z=-18.565, P<0.001), and hip circumference (Z=-18.097, P<0.001), and in terms of behavior, the non-lean MAFLD group had a significantly faster eating speed (χ2=4.549, P=0.033). ConclusionThere is a relatively high prevalence rate of MAFLD among the physical examination population in Beijing, with a higher number of people with unhealthy lifestyles compared with the non-MAFLD population.
4.Protective effect of Humanin on rotenone-induced dopamine neuron toxicity
Yaohui SHAN ; Qifu ZHANG ; Jin CHENG ; Feng YE ; Xi ZHANG ; Wenpei YU ; Xiaogang WANG ; Yuanpeng ZHAO ; Guorong DAN ; Mingliang CHEN ; Yan SAI
Journal of Army Medical University 2024;46(7):670-677
Objective To investigate the mechanism and protective effect of Humanin(HN)on rotenone(Rot)-induced toxic damage for dopamine neurons.Methods The Rot-poisened PC12 cell model was constructed,and the control group,the Rot poisening group,the HN pretreated Rot poisening group,and the HN treatment group were set up.ELISA was used to detect the content of HN inside and outside of Rot-infected cells,CCK-8 assay was used to detect cell viability,and ATP detection kit was used to detect the intracellular ATP content.Dichloro-dihydro-fluorescein diacetate(DCFH-DA)assay was used to detect the level of reactive oxygen species(ROS)in cells.Western blotting was performed to detect the expression level of mitochondrial autophagy regulatory proteins Pink1,Parkin,p62,LC3,mitochondrial biogenesis regulatory protein PGC1α,division/fusion regulatory proteins OPA1,MFN2,DRP1,p-DRP1 and antioxidant stress regulatory proteins Keap1 and Nrf2.HBAD-mcherry-EGFP-LC3 adenovirus transfected cells was used to observed the number of autophagosomes and autophagolysosomes.Results The results showed that the intracellular concentration of HN in PC12 in the Rot poisening group was significantly higher than that in the control group(P<0.05);Compared with the control group,the Rot poisening group had significantly decreased activity of PC12 cells,decreased ATP content and increased production of ROS.After the poisen of Rot in PC12 cells,the expression of Pink1 and p-Parkin,the ratio of LC3Ⅱ/LC3Ⅰ and the expression of p-DRP1 in mitochondrial fusion protein was increased,while the expression of p62,the expression of mitochondrial biogenesis protein PGC1 α,mitochondrial fusion proteins MFN2 and OPA1,and antioxidant stress proteins Keap1 and Nrf2 were decreased(all P<0.05).The number of autophagosomes and autophagolysosomes in PC12 cells in the Rot poisening group was higher than that in the control group(P<0.05),and HN pretreatment(20 μmol/L)could significantly improve the changes mentioned above caused by Rot poisening(P<0.05).Conclusion HN ameliorates Rot-induced toxic damage for dopamine neurons by inhibiting mitophagy and mitochondrial division and promoting mitochondrial biogenesis and fusion,and anti-oxidative stress.
5.Long-term efficacy and complications of implantable diaphragm pacer in children with high cervical spinal cord injury: case report and literature review
Yongqi XIE ; Huiming GONG ; Degang YANG ; Liang CHEN ; Yanmei JIA ; Yang XIE ; Shuang GUO ; Liang ZHANG ; Run PENG ; Mingliang YANG
Chinese Journal of Applied Clinical Pediatrics 2024;39(2):134-137
The long-term efficacy and complications of implantable diaphragm pacer (IDP) in a child with cervical spinal cord injury (CSCI) in the Department of Spinal and Neural Functional Reconstruction, China Rehabilitation Research Center in September 2022 were retrospective analyzed.A male child had quadriplegia without an obvious cause at the age of 12 years, and he was then lived completely with the assistance of mechanical ventilation.At the age of 14 years, he could wean off the ventilator in unilateral diaphragmatic pacing mode.However, mechanical ventilation was re-given for months after 5 years due to pneumonia, and then the IDP was re-given with the self-felt decreased pacing effect.After hospitalization, the patient was examined with mild diaphragmatic atrophy, secondary flat chest, and mild scoliosis.After optimization of the transdiaphragmatic pacing threshold and rehabilitation, his respiratory function improved.IDP can be used in CSCI for long time, while flat chest and scoliosis that limited the expansion of the lungs should be considered.At the meantime, the increased abdominal spasm affected the abdominal compliance, leading to the decrease in the efficiency of the diaphragm.
6.The mechanism of emodin inhibiting YAP1 and FOXD1 in gastric cancer AGS cells and its related study
Tian GU ; Chunhong LIU ; Fei ZHANG ; Wei QIAN ; Yanqiu ZHU ; Mingliang CHU ; Jiemin LIU
The Journal of Practical Medicine 2024;40(1):59-64,71
Objective To explore the possible mechanism of emodin in inhibiting proliferation,migration,and invasion of AGS cells and in suppressing the expressions of YAP1 and FOXD1.Methods Normal gastric cell GES-1 and gastric cancer cell AGS were cultured with different concentrations of emodin.CCK8 test,scratch test and Transwell assay were used to verify changes in the biological phenotype of AGS cells.TCGA database was applied to analyze expressions of HK2,YAP1 and FOXD1 in gastric cancer tissues and normal gastric tissues.Western blotting method was used to detect the impacts of emodin on HK2,YAP1 and FOXD1 proteins in AGS cells.Exogenous pyruvic acid was added to verify the changes in YAP1 and FOXD1.Results The IC50 of emodin was significantly higher in GES-1 cells than in AGS cells(P<0.05).CCK8 proliferation test,scratch test,and Transwell assay showed that emodin significantly inhibited the biological abilities of AGS(P<0.05 for comparisons).Analysis on the TCGA bioinformatics database found that the expression of key enzymes HK2 in the glycolysis pathway and oncogenes YAP1 and FOXD1 was significantly higher in gastric cancer tissues than in normal gastric tissues(P<0.05 for comparisons).Emodin significantly inhibited the protein expressions of key glycolytic enzymes HK2 and oncogenes YAP1 and FOXD1(P<0.05 for comparisons).With supplement of exogenous glycolytic metabolite pyruvate,the protein expressions of oncogenes YAP1 and FOXD1 significantly increased(P<0.05 for comparisons).Conclusions Emodin has a significant pharmacological inhibitory effect on gastric cancer AGS cells,markedly suppressing their biological phenotype.Emodin not only significantly inhibits the key enzyme HK2 in glycolysis metabolism,but also the protein expressions of oncogenes YAP1 and FOXD1.With the addition of exogenous pyruvate to enhance the glycolytic metabolic pathway,the protein expressions of oncogenes YAP1 and FOXD1 significantly increased.The above results suggest a close association of YAP1 and FOXD1 with glycolytic metabolism.Emodin may inhibit oncogenes YAP1 and FOXD1 through the glycolytic metabolism of gastric cancer AGS cells.
7.Effect of Dendrobium officinale leaf fermentation fluid on a mouse model of alcoholic hepatitis and its mechanism of action
Xingnian ZHOU ; Yuhong LIU ; Yujie QIN ; Quan ZHANG ; Mingliang CHENG ; Hong LI
Journal of Clinical Hepatology 2024;40(2):335-342
ObjectiveTo investigate the intervention mechanism of Dendrobium officinale leaf fermentation fluid in mice with alcoholic hepatitis. MethodsA total of 70 healthy male C57BL/6J mice, aged 6-8 weeks, were randomly divided into normal group, model group, liquid feed control group, silybin group, and low-, middle-, and high-dose Dendrobium officinale leaf fermentation fluid groups, with 10 mice in each group. The mice in the normal group were given normal diet, and those in the other groups were given Lieber-DeCarli classic liquid diet for 8 weeks to induce alcoholic hepatitis. During modeling, the mice in the low-, middle-, and high-dose Dendrobium officinale leaf fermentation fluid groups were given Dendrobium liquid manufactured by Warmen Pharmaceutical, and the mice in all the other groups were given pure water; the mice in the normal group, the model group, and the liquid feed control group were given normal saline by gavage, those in the silybin group were given silybin 0.25 mL/10 g by gavage, and those in the low-, middle-, and high-dose Dendrobium officinale leaf fermentation fluid groups were given Dendrobium officinale leaf fermentation fluid at a dose of 0.125 mL/10 g, 0.250 mL/10 g, and 0.375 mL/10 g, respectively, by gavage, once a day. At week 8, chloral hydrate was injected intraperitoneally for anesthesia, and blood samples were collected from the eyeball. After serum was separated, the biochemical method was used to measure the levels of aspartate aminotransferase (AST) and alanine aminotransferase (ALT); HE staining and oil red staining were used to observe liver histopathology and lipid accumulation in mice; multiplex Luminex assay was used to measure the serum levels of interleukin-6 (IL-6), interleukin-1β (IL-1β), tumor necrosis factor-α (TNF-α), and CCL2; quantitative real-time PCR, Western blot, and immunofluorescence assay were used to measure the protein expression levels of NLRP3, caspase-1, caspase-11, gasdermin D (GSDMD), N-terminal gasdermin D (GSDMD-N) in liver tissue. A one-way analysis of variance was used for comparison of continuous data between multiple groups, and the least significant difference t-test was used for further comparison between two groups. ResultsCompared with the normal group, the model group had significant increases in the serum levels of AST, ALT, IL-6, IL-1β, TNF-α, and CCL2 (all P<0.05), and compared with the model group, the high-dose Dendrobium officinale leaf fermentation fluid group had significant reductions in the serum levels of AST, ALT, IL-6, IL-1β, TNF-α, and CCL2 (all P<0.05). HE staining showed that the model group had disordered structure of hepatic lobules, with a large number of steatosis vacuoles and massive cell necrosis, and compared with the model group, the high-dose Dendrobium officinale leaf fermentation fluid group had alleviation of liver histopathological injury, intact structure of most hepatic lobules, and a small amount of inflammatory cell infiltration. Oil red staining showed that the model group had accumulation of large and small lipid droplets in the liver and a significant increase in liver fat content, and compared with the model group, the high-dose Dendrobium officinale leaf fermentation fluid group had significant alleviation of hepatic steatosis, with the presence of sporadic small lipid droplets. Immunofluorescence assay of liver tissue showed that compared with the normal group, the model group had a significant increase in the ratio of GSDMD-positive staining area in hepatocyte cytoplasm (P<0.001), and compared with the model group, the high-dose Dendrobium officinale leaf fermentation fluid group had a significant reduction in such ratio in hepatocyte cytoplasm (P<0.001). Quantitative real-time PCR showed that compared with the normal group, the model group had significant increases in the protein expression levels of NLRP3, caspase-1, caspase-11, GSDMD, GSDMD-N, interleukin-18 (IL-18), and IL-1β in liver tissue (all P<0.05), and compared with the model group, the high-dose Dendrobium officinale leaf fermentation fluid group had significant reductions in the protein expression levels of NLRP3, caspase-1, caspase-11, GSDMD, GSDMD-N, IL-18, and IL-1 (all P<0.05). Compared with the model group, the high-dose Dendrobium officinale leaf fermentation fluid group had significant reductions in the protein expression levels of caspase-1 and caspase-11 (both P<0.05), with a relative expression level of caspase-1 of 1.757 (reduced by 26.6% compared with the model group) and a relative expression level of caspase-11 of 0.455 (reduced by 70.3% compared with the model group), suggesting that caspase-11 showed a greater reduction than caspase-1. ConclusionDendrobium officinale leaf fermentation fluid can alleviate alcoholic hepatitis in mice, possibly by inhibiting the non-classical cell pyroptosis pathway mediated by caspase-11.
8.A Case Report of Multidisciplinary Diagnosis and Treatment of a Patient with Tuberous Sclerosis Complex and Multi-Organ Involvement
Hua ZHENG ; Yunfei ZHI ; Lujing YING ; Lan ZHU ; Mingliang JI ; Ze LIANG ; Jiangshan WANG ; Haifeng SHI ; Weihong ZHANG ; Mengsu XIAO ; Yushi ZHANG ; Kaifeng XU ; Zhaohui LU ; Yaping LIU ; Ruiyi XU ; Huijuan ZHU ; Li WEN ; Yan ZHANG ; Gang CHEN ; Limeng CHEN
JOURNAL OF RARE DISEASES 2024;3(1):79-86
Tuberous sclerosis complex(TSC)is a rare genetic disease that can lead to benign dysplasia in multiple organs such as the skin, brain, eyes, oral cavity, heart, lungs, kidneys, liver, and bones. Its main symptoms include epilepsy, intellectual disabilities, skin depigmentation, and facial angiofibromas, whilst incidence is approximately 1 in 10 000 to 1 in 6000 newborns. This case presents a middle-aged woman who initially manifested with epilepsy and nodular depigmentation. Later, she developed a lower abdominal mass, elevated creatinine, and severe anemia. Based on clinical features and whole exome sequencing, the primary diagnosis was confirmed as TSC. Laboratory and imaging examinations revealed that the lower abdominal mass originated from the uterus. CT-guided biopsy pathology and surgical pathology suggested a combination of leiomyoma and abscess. With the involvement of multiple organs and various complications beyond the main diagnosis, the diagnostic and therapeutic process for this patient highlights the importance of rigorous clinical thinking and multidisciplinary collaboration in the diagnosis and treatment of rare and challenging diseases.
9.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.
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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