1.Association of liver fibrosis markers and inflammation markers with the risk of gallstones in patients with metabolic dysfunction-associated fatty liver disease
Shuai ZHANG ; Shoulu JIN ; Wanqing LI ; Xijing SHI ; Hao LIANG ; Hao DONG ; Dailong LU ; Ying ZHU ; Xiaoxing XIANG ; Jun LIU
Journal of Clinical Hepatology 2026;42(3):579-585
ObjectiveTo investigate the association of liver fibrosis scores and inflammation markers with gallstones in patients with metabolic dysfunction-associated fatty liver disease (MAFLD), as well as the mediating role of liver fibrosis scores in the relationship between inflammation markers and gallstones. MethodsA total of 14 567 patients who received physical examination and were diagnosed with MAFLD in Subei People’s Hospital from January 2014 to June 2023 were enrolled in this study, and according to the results of abdominal color Doppler ultrasound, they were divided into gallstone group with 1 724 patients and non-gallstone group with 12 843 patients. Related clinical data were collected from all patients, including demographic data, medical history, family history, physical examination, Color Doppler ultrasound, and biochemical parameters. The biomarkers associated with metabolic disorders and insulin resistance included triglyceride-glucose index (TyG), TyG-body mass index (BMI) index, atherogenic index of plasma (AIP), and non-high-density lipoprotein cholesterol-to-high-density lipoprotein cholesterol ratio (NHHR); the biomarkers associated with inflammation and nutritional status included neutrophil-to-lymphocyte ratio (NLR), neutrophil percentage-to-albumin ratio (NPAR), and monocyte-to-lymphocyte ratio (MLR); the biomarkers for assessing liver fibrosis degree and liver function included albumin-bilirubin (ALBI) score, NAFLD fibrosis score (NFS), fibrosis-4 (FIB-4) index, and aspartate aminotransferase-to-platelet ratio index (APRI). The independent-samples t test was used for comparison of normally distributed continuous data between two groups, while the Mann-Whitney U test was used for comparison of non-normally distributed continuous data between two groups; the chi-square test was used for comparison of categorical data between two groups. Multivariate Logistic regression analysis, restricted cubic spline analysis, and mediating effect analysis were used to assess the association of liver fibrosis markers and inflammation markers with the risk of gallstones. ResultsThe prevalence rate of gallstones was 11.8% among the MAFLD patients. There were significant differences between the gallstone group and the non-gallstone group in sex, age, smoking history, diabetes, hypertension, lymphocytes, platelets, glucose, albumin, serum uric acid, alanine aminotransferase, aspartate aminotransferase, red blood cell, NLR, NPAR, MLR, NFS, FIB-4 index, and ALBI score (all P<0.05). The multivariate Logistic regression analysis showed that NLR (odds ratio [OR]=1.091, 95% confidence interval [CI]: 1.028 — 1.160, P<0.05), NPAR (OR=1.073, 95%CI: 1.042 — 1.105, P<0.05), MLR (OR=1.142, 95%CI: 1.057 — 1.232, P<0.05), NFS (OR=1.239, 95%CI: 1.190 — 1.291, P<0.05), and FIB-4 index (OR=1.326, 95%CI: 1.241 — 1.417, P<0.05) were influencing factors for the prevalence rate of gallstones. The restricted cubic spline analysis showed a significant non-linear association between NFS/FIB-4 index and the risk of gallstone (non-linear P<0.05). The mediating effect analysis further showed that the association of NLR, MLR, and NPAR with gallstones was partially mediated by NFS or FIB-4 index, with a mediating effect accounting for 36.79%、28.09%、29.67% and 18.31%、17.70、11.57%, respectively. ConclusionNFS and FIB-4 index have a non-linear association with the prevalence rate of gallstones in MAFLD patients, and they also mediate the association of NLR, NPAR, and MLR with the risk of gallstone.
2.Correlation between liver fibrosis degree and carotid plaque in patients with lean metabolic dysfunction-associated fatty liver disease
Shuai ZHANG ; Shoulu JIN ; Wanqing LI ; Xijing SHI ; Hao LIANG ; Hao DONG ; Dailong LU ; Ying ZHU ; Xiaoxing XIANG ; Jun LIU
Journal of Clinical Hepatology 2026;42(2):319-325
ObjectiveTo investigate the association between noninvasive liver fibrosis markers and carotid plaque (CP) in patients with lean metabolic dysfunction-associated fatty liver disease (MAFLD), and to provide a basis for screening high-risk populations. MethodsA total of 957 patients with lean MAFLD who underwent physical examination in Subei People’s Hospital from January 2021 to June 2023 was enrolled as the observation cohort, with the presence or absence of CP as the outcome, and fibrosis-4 (FIB-4) index and nonalcoholic fatty liver disease fibrosis score (NFS) were used to assess liver fibrosis degree. The independent-samples t test was used for comparison of normally distributed continuous data between two groups, and the Mann-Whitney U test was used for comparison of non-normally distributed continuous data between two groups; the chi-square test was used for comparison of categorical data between two groups. The multivariate logistic regression analysis, the restricted cubic spline analysis, the receiver operating characteristic curve, and the mediation effect analysis were used to investigate the association between liver fibrosis degree and CP. ResultsThe prevalence rate of CP was 36.6% in the lean MAFLD population. Compared with the non-CP group(n=607), the CP group (n=350) had a significantly higher proportion of male patients, a significantly higher proportion of patients with smoking/diabetes/hypertension, and significantly higher levels of age, creatinine, blood urea nitrogen, triglycerides, fasting blood glucose, aspartate aminotransferase, aspartate aminotransferase/alanine aminotransferase ratio, NFS, and FIB-4 index, as well as significantly lower levels of platelet count and albumin (all P<0.05). The multivariate logistic regression analysis showed that after adjustment for confounding factors, FIB-4 index (odds ratio[OR]=2.979, 95% confidence interval[CI]:2.141 — 4.219, P<0.001) and NFS (OR=1.747, 95%CI: 1.499 — 2.046, P<0.001) were positively correlated with CP. Both FIB-4 index and NFS had a good value in predicting CP. Hypertension had a significant indirect effect on the prevalence rate of CP through its impact on liver fibrosis markers, and its mediating effect accounted for 39.5% — 40.8% of the total effect (P<0.001). ConclusionIn patients with lean MAFLD, NFS and FIB-4 index are significantly positively correlated with the prevalence rate of CP, and they can be used as potential epidemiological predictive indicators. Liver fibrosis markers may play a mediating role in the association between hypertension and CP. Interventions targeting hypertension and liver fibrosis markers may help to prevent and delay the progression of CP.
3.A Nomogram for Predicting Metachronous Gastric Cancer After Endoscopic Submucosal Dissection of Early Gastric Cancer Following Successful Helicobacter pylori Eradication
Shangtao MAO ; Miao LIU ; Tao ZHAO ; Qiong YAN ; Ying XIANG ; Hai WU ; Wenjun LI ; Hongji TAO ; Duanming ZHUANG ; Lei WANG ; Guifang XU
Journal of Gastric Cancer 2026;26(2):279-294
Purpose:
Due to the preservation of the entire stomach after endoscopic resection, the occurrence of metachronous gastric cancer (MGC) remains a possibility. In this study, we investigated the incidence and risk factors for MGC in patients with early gastric cancer who underwent endoscopic submucosal dissection (ESD) and successfully eradicatedHelicobacter pylori.
Materials and Methods:
A retrospective analysis was conducted of 1,191 patients who underwent ESD and successfully eradicated H. pylori at the Affiliated Drum Tower Hospital of Nanjing University. Endoscopic surveillance was performed at 3, 6, and 12 months post-resection, and annually thereafter. MGC was defined as the development of a new cancer at a site other than the primary gastric cancer site, at least 1 year after the initial endoscopic resection.
Results:
A total of 77 patients were diagnosed with MGC during a median follow-up of 41.5 months. Kaplan-Meier analysis showed a 5-year cumulative incidence of MGC of 9.4% after successful H. pylori eradication. Multivariate analysis of the training set using Cox proportional hazards models identified male sex, severe atrophic gastritis, multiple gastric cancers before H. pylori eradication, and smoking history as independent risk factors for MGC.The nomogram exhibited favorable discrimination, with area under the curves of 0.767 and 0.822 in the training set and 0.724 and 0.745 in the testing set at 3 and 5 years, respectively.
Conclusions
Patients with gastric cancer who undergo endoscopic resection, even after successful H. pylori eradication, should undergo annual and continuous endoscopic surveillance for MGC.
4.Study on the Expression of DCBLD1 mRNA,CKAP2 mRNA and EMT Related Genes in Cervical Cancer Tissue and Their Value in Clinical Prognosis
Fang LIU ; Ling YAN ; Ying CHEN ; Fang ZHOU ; Shuzhen XIANG
Journal of Modern Laboratory Medicine 2025;40(5):40-45
Objective To investigate the relationship between the expression of discoidin,CUB and LCCL domain containing protein 1(DCBLD1)and cytoskeleton associated protein 2(CKAP2)in cervical cancer(CC)tissues and epithelial mesenchymal transition(EMT)and clinical prognosis.Methods 94 CC patients diagnosed and treated in Shiyan Hospital of Traditional Chinese Medicine from February 2017 to February 2019 were selected.The expression of DCBLD1 messenger ribonucleic acid(mRNA),CKAP2 mRNA,N-cadherin(N-cad)mRNA,vimentin(Vim)mRNA and TWIST mRNA in tissues was detected by real-time fluorescence quantitative PCR(qRT-PCR).The expressions of DCBLD1 and CKAP2 were detected by immunohistochemistry(IHC).Pearson correlation analysis was used to analyze the relationship between DCBLD1 mRNA,CKAP2 mRNA and EMT-related indicators.Kaplan-Meier survival curve was drawn to compare the prognosis of CC patients with different DCBLD1 mRNA and CKAP2 mRNA expression.COX regression analysis was used to analyze the prognostic factors of CC patients.Results The expression of DCBLD1 mRNA,CKAP2 mRNA,N-cad mRNA,Vim mRNA and TWIST mRNA in CC cancer tissues was higher than that in adjacent tissues,and the differences were statistically significant(t=32.763~52.824,all P<0.05).The positive rates of DCBLD1 protein(89.36%)and CKAP2 protein(87.23%)in CC cancer tissues were higher than those in adjacent normal tissues(7.45%,6.38%),and the differences were statistically significant(χ2=126.278,123.396,all P<0.001).The expression of DCBLD1 mRNA and CKAP2 mRNA in CC cancer tissues were positively correlated with the expression of N-cad mRNA,Vim mRNA and TWIST mRNA(r=0.655~0.744,all P<0.001).The expression of DCBLD1 mRNA and CKAP2 mRNA in patients with FIGO stage IB2~IIB and lymph node metastasis were higher than those in patients with stage IA~IB1 and without lymph node metastasis(t=25.644~35.674,all P<0.05).The 5-year progression free survival rates of the high expression groups of DCBLD1 mRNA and CKAP2 mRNA were 63.04%and 62.22%,respectively,which were lower than those of the low expression groups of DCBLD1 mRNA and CKAP2 mRNA(91.67%and 91.84%),respectively,and the differences were statistically significant(Log-Rank χ2=7.181,6.527,all P<0.05).FIGO stage IB2~IIB,high DCBLD1 mRNA and high CKAP2 mRNA were risk factors affecting the prognosis of CC patients(Wald χ2=8.277,15.877,10.927,all P<0.05).Conclusion The expression of DCBLD1 and CKAP2 in CC cancer tissues is significantly increased,which is related to EMT related indicators and plays a promoting role in the progression of CC tumors.They are new prognostic markers for CC.
5.Analysis of incidence and mortality of malignant tumors among urban residents in Yingkou City,Liaoning Province in 2021
Yang LIU ; Ying WANG ; Xiang MA ; JiaBao SONG ; DaMin LIU ; Lili CHEN
Practical Oncology Journal 2025;39(5):400-404
Objective The aim of this study was to investigate the incidence and mortality of malignant tumors among urban residents in Yingkou City in 2021,and to explore the key points of prevention and treatment of malignant tumors.Methods Based on the cancer registration data of Yingkou urban area in 2021,the incidence,crude mortality,age-standardized incidence by Chinese standard population(ASIRC),age-standardized mortality by Chinese standard population(ASMRC),age-standardized incidence by world standard population(ASIRW),age-standardized mortality by world standard population(ASMRW),and the ranks of incidence and mortality of malignant tumors were calculated and analyzed.Results In 2021,the incidence of malignant tumors among urban ar-eas of Yingkou City was 475.86/100,000,ASIRC was 234.93/100,000 and ASIRW was 224.76/100,000.The top five most cancers by incidence were lung cancer,female breast cancer,colorectal cancer,thyroid cancer and gastric cancer.The crude mortality was 271.99/100,000;ASMRC was 118.42/100,000,and ASMRW was 115.80/100,000.The top five most cancers by mortality were lung cancer,colorectal cancer,liver cancer,breast cancer and pancreatic cancer.Both the incidence(x2=1,950.616,P<0.001)and mortality(x2=2,283.237,P<0.001)of malignant tumors increased with age,and reached the peak at the age of 80-84(incidence:1,619.35/100,000 and mortality:1,629.11/100,000).Conclusion Lung cancer,female breast cancer,colorectal cancer and thy-roid cancer are the key types of cancer that need to be focused on prevention and treatment in urban areas of Yingkou City;The elderly people are at a high-risk group for malignant tumors;Effective tertiary prevention measures should be comprehensively implemented for this high-risk populations to reduce the burden of malignant tumor diseases.
6.Construction and validation of a risk prediction model for sarcopenia in elderly patients with type 2 diabetes mellitus
Xiang XIAO ; Feng LIU ; Ying ZHANG ; Lai WANG ; Yuanhui CHENG
Chinese Journal of Diabetes 2025;33(11):827-832
Objective To establish a nomogram prediction model for the risk of sarcopenia among elderly patients with type 2 diabetes mellitus(T2DM)by LASSO-Logistic regression.Methods From January 2021 to December 2023,2986 elderly T2DM patients who were admitted to The Fifth People's Hospital of Chongqing were enrolled.Based on the 2019 criteria of the Asian Sarcopenia Working Group,they were divided into a T2DM combined with sarcopenia(Sar,n=867)group and simple T2DM group(n=2119).All patients were randomly divided into a model group(n=1990)and a validation group(n=996)in a 2∶1 ratio.Another 528 patients with T2DM admitted to our hospital from January to October 2024 were selected as the external validation group.LASSO regression was used to screen variables.Logistic regression was used to analyze the influencing factors of sarcopenia.R language was used to establish a nomogram model.Receiver operating characteristic(ROC)curve and Hosmer-Lemeshow curve were used to validate the prediction model.Results The age,proportions of drinking,hypertension,hyperlipidemia,DM complications,DM duration,fasting plasma glucose(FPG),2-hour postprandial plasma glucose,hemoglobin A1c(HbA1c),triglycerides,total cholesterol,and low-density lipoprotein cholesterol in the Sar group were higher than those in the T2DM group(P<0.05).The proportion of male individuals,body mass index,and high-density lipoprotein cholesterol in the Sar group were lower than those in the T2DM group(P<0.05).LASSO regression identified 8 factors,including gender,age,drinking,hypertension,DM complications,DM duration,FPG,and HbA1c,as predictive variables for T2DM with sarcopenia.Logistic regression analysis showed that gender,age,DM duration,HbA1c,and DM complications were influencing factors for sarcopenia in elderly T2DM patients.The nomogram prediction model showed that the highest scores corresponding to DM complications,DM duration,HbA1c,age,and gender were approximately 100,70,52,43,and 30 points,respectively,with a maximum total score of approximately 295.The area under the ROC curve of the model group,validation group,and external validation group were 0.914,0.822,and 0.777,respectively.The Hosmer-Lemeshow calibration curve showed that the maximum offsets for the model group,validation group,and external validation group were 0.031,0.049,and 0.056,respectively(P=0.929,0.802,and 0.782,respectively).Conclusions Elderly T2DM patients are prone to developing sarcopenia.A nomogram model based on LASSO-Logistic analysis,which includes DM complications,DM duration,HbA1c,age,and gender,can effectively predict the risk of sarcopenia among elderly T2DM patients.
7.Study on the mechanism of total saponins of diaphragma juglandis fructus improving testicular function in rats
Peng LIU ; Zhen WANG ; Ying WANG ; Ben-xiang HU
Journal of Regional Anatomy and Operative Surgery 2025;34(4):284-288
Objective To explore the effect of total saponins of diaphragma juglandis fructus(DJF)on testicular function in rats and its possible mechanism.Methods Fifty SD male rats were randomly divided into NC group,MG model group(MG group),DJF low-dose group(LDJF group),DJF medium-dose group(MDJF group)and DJF high-dose group(HDJF group),with 10 rats in each group.The NC group was given daily subcutaneous injection of normal saline 500 mg/kg,and the other groups were given daily subcutaneous injection of D-galactose 500 mg/kg for 8 weeks to establish the subacute aging rat model.After 4 weeks of subcutaneous injection,rats of the LDJF group,MDJF group and HDJF group were given 100 mg/kg,200 mg/kg and 400 mg/kg DJF total saponin extract by gavage,respectively,and rats of the NC group and MG group were given 100 mg/kg normal saline by gavage,respectively,for 28 consecutive days.The body weight of rats in each group was measured,the testicular index and sperm parameters of rats in each group were analyzed,and the pathological changes of testicular tissue were observed.The serum levels of testosterone,oxidation factor superoxide dismutase(SOD)and malondialdehyde(MDA)in each group were detected.The expression of related proteins was detected by Western blot.Results Compared with the NC group,testicular weight,testicular index,serum testosterone and SOD levels,sperm density,sperm survival rate and sperm activity of rats in MG group were decreased,and MDA level of rats in MG group was increased;the protein expressions of Nrf2 and HO-1 in testicular tissue of rats in MG group were down-regulated,and the protein expressions of p53 and p21 in testicular tissue of rats in MG group were up-regulated,with statistically significant differences(P<0.05).Compared with the MG group,testicular weight,testicular index,serum testosterone and SOD levels,sperm density,sperm survival rate and sperm activity of rats in HDJF group were increased,and MDA level of rats in HDJF group was decreased;the protein expressions of Nrf2 and HO-1 in testicular tissue of rats in HDJF group were up-regulated,and the protein expressions of p53 and p21 in testicular tissue of rats in HDJF group were down-regulated,with statistically significant differences(P<0.05).There was no significant difference in the above indexes between LDJF group,MDJF group and MG group(P>0.05).Compared with the NC group,the arrangement of spermatogenic cells in testicular tissue was disordered,the number of spermatogenic cells was reduced,and the number of spermatozoa in seminiferous tubule was reduced in the MG group.Compared with the MG group,the testicular morphology was improved and the number of spermatozoa was increased after DJF total saponins intervention,and the improvement was most obvious in the HDJF group.Conclusion DJF total saponins can effectively ameliorate the decline of testicular functionin in rats,which may be related to activation of Nrf2/HO-1 pathway,enhancement of antioxidant stress level and inhibition of aging-related protein expression.
8.Preparation of sustained-release microspheres of ginsenosides
Xiang-ying LIU ; Ru-nan HE ; Gao QIU ; Zong-hao LIN ; Yu-hai GUO ; Chu-qin YU
Chinese Traditional Patent Medicine 2025;47(4):1097-1104
AIM To prepare the sustained-release microspheres of ginsenosides.METHODS The sustained-release microspheres were prepared by SPG membrane emulsification technology with poly(lactic-co-glycolic acid)(PLGA)as a shell carrier.With PLGA concentration,feed rate and Span 60 concentration as influencing factors,comprehensive score for appearance,drug loading and encapsulation efficiency as an evaluation indice,the preparation process was optimized by response surface method.The morphology of sustained-release microspheres was observed,after which the particle size,drug loading and encapsulation efficiency were determined,and the in vitro drug release was investigated.RESULTS The optimal conditons were determined to be 45 s for agitation time of primary emulsion,74.68 mg/mL for PLGA concentration,11%for feed rate,and 4.18 mg/mL for Span 60 concentration,the comprehensive score was 74.98.The round sustained-release microspheres demonstrated the average particle size of 4.33 μm,drug loading of(8.24±0.13)%,and encapsulation efficiency of(74.94±1.17)%,respectively.At 336 h,ginsenosides Rg1,Rb1,Rb2 displayed the accumulative release rates of 84.12%,78.04%,65.88%,respectively.CONCLUSION This reasonable and feasible method can be used for the preparation of sustained-release microspheres of ginsenosides with good appearance and high drug loading,which can provide references for the preparation of other water-soluble drug microspheres and solution of microsphere collapse problem.
9.Development and reliability and validity of the Questionnaire on Pain Nursing Competency evaluation of nursing students
Ke NI ; Yingge TONG ; Donghua LIU ; Xiang PAN ; Lingling LUO ; Xiaoyan LI ; Miaoling WANG ; Ying LIN ; Yixuan LI ; Jinwei QIAN ; Lihui GU
Chinese Journal of Practical Nursing 2025;41(8):569-576
Objective:To develop and validate the Pain nursing Competency Evaluation Questionnaire for Nursing Students to provide an effective tool for measuring the pain management competency of nursing students in China.Methods:The questionnaire was constructed through literature review, semi-structured interviews, focus group discussions, Delphi expert consultation, and a pre-survey. From September 2023 to January 2024, a convenience sampling method was used to select 250 nursing students from Hangzhou Normal University and Lishui University in Zhejiang Province for the survey. Reliability and validity of the developed questionnaire were tested. A random sample of 30 nursing students was selected for retesting after two weeks.Results:A total of 10 female experts were consulted through correspondence. The Pain Care Competency Evaluation Questionnaire for nursing students consists of 36 items. Through exploratory factor analysis, five common factors were extracted: pain health education, comprehensive pain assessment, pain screening and assessment, analgesic interventions, and analgesic side effects nursing, which together explained 61.695% of the variance. The content validity of the questionnaire was 0.96, and the item-level content validity index ranged from 0.900 to 1.000. The overall Cronbach′s α coefficient was 0.924, and the Cronbach′s α coefficients for the five dimensions ranged from 0.856 to 0.915. The test-retest reliability was 0.831. Conclusions:The Pain Care Competency Evaluation Questionnaire for nursing students developed in this study has good reliability and validity. It can be used as a tool to assess nursing students′ competency in pain care and provides a reference for the design and optimization of pain care courses and clinical practice programs for nursing students in undergraduate institutions.
10.Ultrasound radiomics combined with machine learning for early diagnosis of seronegative hashimoto’s thyroiditis
Wenjun WU ; Chang LIU ; Shengsheng YAO ; Daming LIU ; Yuan LUO ; Yihan SUN ; Ting RUAN ; Mengyou LIU ; Li SHI ; Mingming XIAO ; Qi ZHANG ; Zhengshuai LIU ; Xingai JU ; Jiahao WANG ; Xiang FEI ; Li LU ; Yang GAO ; Ying ZHANG ; Liying GONG ; Xuanyu CHEN ; Wanli ZHENG ; Xiali NIU ; Xiao YANG ; Huimei CAO ; Shijie CHANG ; Zuoxin MA ; Jianchun CUI
Chinese Journal of Endocrine Surgery 2025;19(3):313-319
Objective:To evaluate the value of ultrasound radiomics combined with machine learning for early diagnosis of seronegative Hashimoto’s thyroiditis (SN-HT) .Methods:This retrospective study included 164 patients from Liaoning Provincial People’s Hospital , Lixin County People’s Hospital, Linghai Dalinghe Hospital, Fengcheng Phoenix Hospital, who underwent thyroidectomy for solitary nodules with normal thyroid function between Nov. 2016 and Jan. 2024. Postoperative pathology confirmed Hashimoto’s thyroiditis (HT) in some cases, who were further categorized into antibody-positive and antibody-negative groups based on serum antibody status. Patients without Hashimoto’s thyroiditis served as the control group. A total of 298 ultrasound images were analyzed. Radiomics features were extracted from hypoechoic non-nodular areas within 0.5 cm surrounding the tumor. Two senior pathologists and two senior ultrasound physicians independently assessed lymphocytic infiltration, eosinophilic changes of follicular epithelium, and the proportion of hypoechoic areas in pathology and ultrasound images, respectively. A machine learning model, CCH-NET, was developed using linear regression and t-distributed stochastic neighbor embedding (t-SNE) techniques. The dataset was divided into a training set (80%) and a validation set (20%) to compare the diagnostic accuracy of CCH-NET with that of senior ultrasound physicians. Results:In internal validation, CCH-NET achieved a diagnostic accuracy of 88.89% for both antibody-positive and antibody-negative groups, significantly higher than the 66.67% accuracy of senior ultrasound physicians ( P<0.01). In external validation, CCH-NET achieved 75.00% and 66.67% accuracy for the two groups, compared to 50.00% by senior ultrasound physicians. For the control group, both methods achieved 93.33% accuracy. The AUC of CCH-NET was 0.848, outperforming senior ultrasound physicians (0.681) ,demonstrating superior diagnostic performance. Conclusion:The radiomics-based CCH-NET model, using non-nodular hypoechoic areas as a specific indicator, can accurately identify early SN-HT in euthyroid patients. It significantly outperforms senior ultrasound physicians, improving diagnostic accuracy and reducing missed diagnoses.

Result Analysis
Print
Save
E-mail