1.Exploring on Processing Mechanism of Enhanced "Invigorating Spleen and Stopping Diarrhea" Effect of Soil-fried Atractylodis Macrocephalae Rhizoma Based on "Microscopic Characterization, Chemical Analysis and Pharmacodynamic Evaluation" Trinity
Guoshun SHAN ; Yuyan XIAO ; Chu YUAN ; Xiuai CHEN ; Qimiao ZHAO ; Xiang LIU ; Hao WU ; Ke ZHANG ; Siqi LIU ; Yongduo YU
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(8):182-193
ObjectiveTo analyze the processing mechanism underlying the enhanced effect of invigorating spleen and stopping diarrhea of soil-fried Atractylodis Macrocephalae Rhizoma(AMR) by analyzing the changes of microstructure, chemical composition and anti-ulcerative colitis(UC) activity before and after soil stir-frying. MethodsThe microstructure and elemental composition of AMR before and after soil stir-frying were analyzed by scanning electron microscopy-energy dispersive spectroscopy(SEM-EDS), to investigate the differences in microstructure and the underlying causes. Ultra-high performance liquid chromatography-quadrupole-time-of-flight mass spectrometry(UPLC-Q-TOF-MS) coupled with UNIFI 1.9.2 natural product analysis platform were used to analyze and identify the chemical constituents in raw and soil-fried products, and multivariate statistical methods including principal component analysis(PCA) and orthogonal partial least squares-discriminant analysis(OPLS-DA) were used to explore the differences and sources of chemical constituents between them. A dextran sulfate sodium(DSS)-induced UC mouse model was established. The method of disease activity index(DAI) was used to evaluate the severity of intestinal inflammation. Hematoxylin-eosin(HE) staining was used to observe the pathological changes of colon tissue, enzyme-linked immunosorbent assay(ELISA) was used to detect the levels of inflammatory factors, Real-time quantitative polymerase chain reaction(Real-time PCR) and Western blot were used to analyze the expressions of key genes and proteins involved in the intestinal mucosal barrier. The 16S rRNA sequencing was used to evaluate the diversity of intestinal flora, headspace gas chromatography-mass spectrometry(HS-GC-MS) was used to explore the levels of short-chain fatty acids(SCFAs) in feces. Base on the above findings, this paper investigated the effects of raw and soil-fried AMR on the biological, chemical, mechanical and immune barriers of model animals, and the differences in pharmacological effects and underlying mechanisms from the perspective of regulating the intestinal mucosal barrier in UC mice. ResultsSEM observation revealed numerous hearth soil particles on the surface of soil-fried AMR, accompanied by bubble-like bulges. At the same time, there were many cracks and folds on the surface of the hearth soil. EDS analysis revealed that the contents of Si, Al, Mg and Ca in soil-fried AMR were significantly higher than those of raw products, and these elements constituted the primary components of hearth soil. UPLC-Q-TOF-MS combined with database comparison was used to identify the chemical constituents of raw and soil-fried AMR. In positive ion mode, a total of 132 components were identified, primarily comprising three categories of terpenoids, polyphenols and amino acids. In negative ion mode, a total of 40 components were identified, primarily polyphenolic and glycoside compounds. Among them, the contents of sesquiterpenes and polyphenolic acids were changed significantly before and after processing. Soil-fried AMR could reduce the DAI score of UC mice, alleviate the shortening of colon length, reduce the levels of pro-inflammatory factors such as interleukin(IL)-17, IL-18, γ-interferon(IFN-γ) and tumor necrosis factor(TNF)-α in serum, increase the levels of anti-inflammatory factors such as secretory immunoglobulin A(sIgA), IL-10, IL-4 and transforming growth factor-β(TGF-β) in serum, increase the expressions of key genes and proteins of intestinal mucosal barrier such as tight junction protein-1(ZO-1), Occludin, Claudin-1 and mucin 2(MUC2) in colonic mucosa, and improve the disorders of intestinal flora diversity and the levels of SCFAs(P<0.05, P<0.01). The raw and stir-fried products of AMR also exhibited the aforementioned effects, but they were weaker than the soil-fried products. Additionally, the auxiliary material hearth soil also had a certain pharmacodynamic effect. ConclusionSoil-fried AMR can enhance the protective effect on intestinal mucosal barrier in UC mice. These changes or heating-induced alterations in the microscopic structure and chemical composition of AMR may be attributed to the dual effects of adsorption of hearth soil.
2.Exploring on Processing Mechanism of Enhanced "Invigorating Spleen and Stopping Diarrhea" Effect of Soil-fried Atractylodis Macrocephalae Rhizoma Based on "Microscopic Characterization, Chemical Analysis and Pharmacodynamic Evaluation" Trinity
Guoshun SHAN ; Yuyan XIAO ; Chu YUAN ; Xiuai CHEN ; Qimiao ZHAO ; Xiang LIU ; Hao WU ; Ke ZHANG ; Siqi LIU ; Yongduo YU
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(8):182-193
ObjectiveTo analyze the processing mechanism underlying the enhanced effect of invigorating spleen and stopping diarrhea of soil-fried Atractylodis Macrocephalae Rhizoma(AMR) by analyzing the changes of microstructure, chemical composition and anti-ulcerative colitis(UC) activity before and after soil stir-frying. MethodsThe microstructure and elemental composition of AMR before and after soil stir-frying were analyzed by scanning electron microscopy-energy dispersive spectroscopy(SEM-EDS), to investigate the differences in microstructure and the underlying causes. Ultra-high performance liquid chromatography-quadrupole-time-of-flight mass spectrometry(UPLC-Q-TOF-MS) coupled with UNIFI 1.9.2 natural product analysis platform were used to analyze and identify the chemical constituents in raw and soil-fried products, and multivariate statistical methods including principal component analysis(PCA) and orthogonal partial least squares-discriminant analysis(OPLS-DA) were used to explore the differences and sources of chemical constituents between them. A dextran sulfate sodium(DSS)-induced UC mouse model was established. The method of disease activity index(DAI) was used to evaluate the severity of intestinal inflammation. Hematoxylin-eosin(HE) staining was used to observe the pathological changes of colon tissue, enzyme-linked immunosorbent assay(ELISA) was used to detect the levels of inflammatory factors, Real-time quantitative polymerase chain reaction(Real-time PCR) and Western blot were used to analyze the expressions of key genes and proteins involved in the intestinal mucosal barrier. The 16S rRNA sequencing was used to evaluate the diversity of intestinal flora, headspace gas chromatography-mass spectrometry(HS-GC-MS) was used to explore the levels of short-chain fatty acids(SCFAs) in feces. Base on the above findings, this paper investigated the effects of raw and soil-fried AMR on the biological, chemical, mechanical and immune barriers of model animals, and the differences in pharmacological effects and underlying mechanisms from the perspective of regulating the intestinal mucosal barrier in UC mice. ResultsSEM observation revealed numerous hearth soil particles on the surface of soil-fried AMR, accompanied by bubble-like bulges. At the same time, there were many cracks and folds on the surface of the hearth soil. EDS analysis revealed that the contents of Si, Al, Mg and Ca in soil-fried AMR were significantly higher than those of raw products, and these elements constituted the primary components of hearth soil. UPLC-Q-TOF-MS combined with database comparison was used to identify the chemical constituents of raw and soil-fried AMR. In positive ion mode, a total of 132 components were identified, primarily comprising three categories of terpenoids, polyphenols and amino acids. In negative ion mode, a total of 40 components were identified, primarily polyphenolic and glycoside compounds. Among them, the contents of sesquiterpenes and polyphenolic acids were changed significantly before and after processing. Soil-fried AMR could reduce the DAI score of UC mice, alleviate the shortening of colon length, reduce the levels of pro-inflammatory factors such as interleukin(IL)-17, IL-18, γ-interferon(IFN-γ) and tumor necrosis factor(TNF)-α in serum, increase the levels of anti-inflammatory factors such as secretory immunoglobulin A(sIgA), IL-10, IL-4 and transforming growth factor-β(TGF-β) in serum, increase the expressions of key genes and proteins of intestinal mucosal barrier such as tight junction protein-1(ZO-1), Occludin, Claudin-1 and mucin 2(MUC2) in colonic mucosa, and improve the disorders of intestinal flora diversity and the levels of SCFAs(P<0.05, P<0.01). The raw and stir-fried products of AMR also exhibited the aforementioned effects, but they were weaker than the soil-fried products. Additionally, the auxiliary material hearth soil also had a certain pharmacodynamic effect. ConclusionSoil-fried AMR can enhance the protective effect on intestinal mucosal barrier in UC mice. These changes or heating-induced alterations in the microscopic structure and chemical composition of AMR may be attributed to the dual effects of adsorption of hearth soil.
3.Electroencephalographic assessment of the relationship between frontal alpha asymmetry and emotion dysregulation in children with attention deficit hyperactivity disorder
Lei CHEN ; Li-Li ZHAO ; Xiao-Chen WU ; Hong-Yuan LI ; Wei-Wei ZHANG
Chinese Journal of Contemporary Pediatrics 2025;27(12):1493-1499
Objective To explore the relationship between frontal alpha asymmetry(FAA)assessed by electroencephalogram(EEG)and emotion dysregulation(ED)in children with attention deficit hyperactivity disorder(ADHD).Methods Children with ADHD admitted to Fuyang Women and Children's Hospital from September 2021 to December 2024 were prospectively enrolled(n=104).Based on the Achenbach Child Behavior Checklist(CBCL),participants were classified into an ED group(sum of three subscales<180;n=41)and a non-ED group(sum≥180;n=63).Clinical data were collected,and the Chinese ADHD SNAP-IV parent version and the Weiss Functional Impairment Rating Scale-Parent Report were used.FAA was measured by EEG.Correlations between FAA in different regions and CBCL score were analyzed,and the predictive value of FAA for ED was evaluated with multivariable logistic regression and receiver operating characteristic curves.Results Compared with the non-ED group,the ED group had a higher proportion of the predominantly inattentive ADHD subtype,higher SNAP-IV total score,higher Weiss Functional Impairment Rating Scale-Parent Report total score,and higher FP1/FP2-FAA and C3/C4-FAA(P<0.05).FP1/FP2-FAA and C3/C4-FAA were negatively correlated with CBCL score(P<0.05).The multivariable logistic regression analysis showed that FP1/FP2-FAA and C3/C4-FAA were closely associated with ED in children with ADHD(P<0.05).The areas under the curve for predicting ED using FP1/FP2-FAA,C3/C4-FAA,and their combination were 0.827,0.685,and 0.917,respectively(P<0.05),and the combined prediction had a higher area under the curve than either single marker(P<0.05).The FP1/FP2 FAA value in hyperactive-impulsive ADHD was lower than in combined-type ADHD and predominantly inattentive ADHD(P<0.05).Conclusions FP1/FP2-FAA and C3/C4-FAA are reliable neural markers of emotion dysregulation in children with ADHD,and their combination shows superior predictive performance.ADHD subtypes show distinct patterns of FAA-functional impairment associations.
4.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.
5.Cross-sectional survey of healthcare-associated infection in 5 736 medical institutions across China in 2024
Cui ZENG ; Wuqiang GAO ; Fu QIAO ; Hui ZHAO ; Xu FANG ; Linping LI ; Xiuwen CHEN ; Jiansen CHEN ; Dan LI ; Yuan ZHOU ; Lingli YU ; Qinglan MENG ; Xia MOU ; Lijuan XIONG ; Weiguang LI ; Ding LIU ; Jiaqing XIAO ; Limei OU ; Baozhen LI ; Jun YIN ; Haojun ZHANG ; Qiang FU ; Qun LU ; Biao WU ; Ya-wei XING ; Shumei SUN ; Shuncai WANG ; Longmin DU ; Jingping ZHANG ; Wen-ying HE ; Gui CHENG ; Nan REN ; Xun HUANG ; Anhua WU
Chinese Journal of Infection Control 2025;24(11):1572-1583
Objective To understand the current situation of healthcare-associated infection(HAI)in China,pro-vide data support and decision-making basis for formulating scientific and effective strategies for HAI prevention and control.Methods A nationwide cross-sectional survey on HAI was conducted among various types and levels of medical institutions in China according to a unified protocol of bedside surveys and case investigations.Results In 2024,a total of 5 736 medical institutions and 2 751 765 patients were surveyed.Among them,34 889 HAI cases were identified,with a prevalence rate of 1.27%.The number of HAI episodes was 38 032,and case prevalence rate was 1.38%.The prevalence rate of HAI in medical institutions in different regions of China ranged from 0.66%to 2.35%.Among medical institutions of different scales,those with a bed capacity of ≥900 had the high-est incidence of HAI,reaching 1.65%.The most common infection site was the lower respiratory tract(44.66%),followed by the urinary tract(12.94%),surgical site(9.32%),upper respiratory tract(7.02%),and bloodstream infection(5.78%).The top 3 departments with the highest HAI rates were the general intensive care unit(10.02%),department of neurosurgery(5.51%),and department(group)of hematology(5.34%).A total of 23 238 strains of HAI pathogens were detected,with 10 714 strains(46.10%)from lower respiratory tract speci-mens.The top 5 detected strains were Klebsiella pneumoniae(14.76%),Pseudomonas aeruginosa(13.33%),Escherichia coli(12.79%),Acinetobacter baumannii(9.23%),and Staphylococcus aureus(7.88%).231 944 pa-tients underwent class Ⅰ incision surgery were monitored,with 1 647 cases experienced surgical site infection,and the prevalence rate of surgical site infection was 0.71%.The number of patients who should undergo pathogen de-tection(patients receiving therapeutic and therapeutic combined prophylactic antimicrobial agents)was 715 179,while the actual number was 480 492,with a pathogen detection rate of 67.18%.425 225 patients received patho-genic detection before treatment,with a detection rate of 59.46%.Conclusion The overall HAI prevalence in Chi-na is lower,showing disparities among medical institutions of different regions and scales.Therefore,precise imple-mentation of measures is necessary for HAI prevention and control,with a focus on high-risk institutions and high-risk departments,key areas,and critical procedures.All levels of medical institutions should continuously reduce the incidence of HAI by strengthening monitoring,standardizing the use of antimicrobial agents,and reinforcing basic HAI prevention and control measures.
6.Effects of polygonatum sibiricum polysaccharides on the growth performance,in-testinal morphology,antioxidant capacity,and intestinal function of chicks
Yang LI ; Jialin CHEN ; Huanqing YUAN ; Nana GAO ; Yujia WU ; Jungang KANG ; Xiao-dan WANG
Chinese Journal of Veterinary Science 2025;45(9):2030-2039
Polygonatum sibiricum polysaccharide(PSP)is a polysaccharide with multiple pharma-cological activities that has been widely studied and used in the human body.However,there is cur-rently a lack of research investigating the potential advantages of PSP in poultry farming.This study investigated the effects of adding PSP to drinking water on the growth performance,antioxi-dant status,serum biochemical indicators,ileal tissue morphology,immune organs,and intestinal function of chicks.88 Hailan brown laying hens were randomly divided into 4 groups,with 22 hens in each group,namely the blank control group(CON),and fed with basic feed;The low-dose PSP group(250 mg/L),the medium dose PSP group(500 mg/L),and the high-dose PSP group(1 000 mg/L)were fed with corresponding doses of PSP through drinking water on the basis of basic feed,and the experimental period was 21 d.The initial and final body weight and immune or-gan relative quality of chicks,serum biochemical indicators,the activities of SOD,CAT,and GSH-Px,as well as the contents of T-AOC and MDA in the serum of chicks were measured;HE stai-ning method was used to observe the pathological changes of intestinal tissue slices in the ileum;Real time fluorescence quantitative PCR technology was used to detect the mRNA expression lev-els of cytokines ZO-1,Claudin-1,Occludin,Mucin-2,IL-1β,TNF-a,IFN-γ,IL-4,IL-8,and IL-10 in the ileum.The results showed that compared with the blank control group,the addition of medium dose PSP significantly increased the final relative quality(P<0.01),the final body weight and ADG of PSP500 group chicks significantly increased(P<0.01),and the F/G of PSP250 and PSP500 groups significantly decreased(P<0.05 or P<0.01).The villus height of the jejunum in the 200,500,and 1 000 mg/L PSP groups of chicks significantly increased(P<0.05).The SOD ac-tivity significantly increased(P<0.01),and the CAT activity in the PSP1000 group significantly increased(P<0.01).The PSP500 and PSP1000 groups significantly reduced the mRNA expression of cytokines IL-1β,IL-4,and IFN-γ in the ileum(P>0.05);PSP did not show significant changes in serum total protein(TP),albumin(ALB),glucose(GLU),cholesterol(T-CHO)content,and immune organ index(P<0.05).In summary,PSP can improve growth performance,enhance an-tioxidant capacity,improve ileal morphology and epithelial barrier function,and regulate mucosal immune status.Considering the overall economic benefits,the recommended level of PSP addition is 500 mg/L.
7.Feasibility study on road-rail medical vehicles
Jian-kang WANG ; Pei TIAN ; Fan WU ; Yun-ming LI ; Xia ZHANG ; Mu YUAN ; Xiao-li XU
Chinese Medical Equipment Journal 2025;46(10):84-90
The feasibility for the development of road-rail medical vehicles was discussed.The gap between China's ground medical evacuation system and medical evacuation requirements was analyzed,and the limitations of the existing mobile medical units in China were introduced.The key points for developing road-rail medical vehicles were discussed.The road-rail medical vehicle would be an ideal tool for casualty treatment and rapid evacuation at war time and peace time,which could be a future development direction of the road-rail vehicle and medical train.[Chinese Medical Equipment Journal,2025,46(10):84-90]
8.Expert consensus on weight management for adult solid organ transplant recipients with overweight or obesity(2025 edition)
Jing SHEN ; Ning LI ; Qinan WU ; Chun XU ; Mingxia YUAN ; Xinhua XIAO
Organ Transplantation 2025;16(5):672-700
In recent years,the prevalence of overweight/obesity in solid organ transplant recipients has been rising rapidly.Clinical research evidence on obesity in solid organ transplant recipients has been increasing,but there is a lack of standardized diagnostic and treatment guidelines and comprehensive management pathways to guide clinical practice.Based on this,the Expert Consensus on Weight Management in Overweight or Obese Adult Solid Organ Transplant Recipients(2025 Edition)was organized and written by experts from the Diabetes Professional Committee of the Chinese Research Hospital Association.This consensus mainly provides recommendations on the epidemiological data,diagnostic criteria,screening and assessment methods,management pathways,and intervention strategies for overweight/obesity in solid organ transplant recipients.It aims to further improve the management level of medical workers engaged in the whole process of organ transplantation for the population with overweight/obesity combined with solid organ transplantation,standardize clinical diagnosis and treatment,improve patient prognosis,and enhance quality of life.
9.Establishment and validation of a risk prediction model for non-suicidal self-injury in adolescents with mood disorders
Yingyu WU ; Wenjuan WANG ; Yuan XIAO ; Yajing WANG ; Yuping CHEN
Chinese Journal of Practical Nursing 2025;41(10):741-749
Objective:To construct a risk prediction model for non-suicidal self-injury (NSSI) in adolescents with mood disorders, providing a basis for identifying and intervening in high-risk patients.Methods:A convenience sampling method was used to retrospectively analyze 724 adolescent patients with mood disorders admitted to the open ward of Qingdao Mental Health Center from January 2019 to July 2023. Patients admitted from January 2019 to December 2022 (641 cases) were randomly divided into a modeling group and an internal validation group in a 7∶3 ratio, while patients admitted from January to July 2023 (83 cases) were used as an external validation group. A binary multivariate logistic regression analysis was used to construct a nomogram prediction model for NSSI risk in adolescents with mood disorders. The predictive performance of the model was evaluated using the area under the curve (AUC), sensitivity, and specificity.Results:There were 179 males and 545 females, aged 15 (14, 17) years old. Among the 724 patients, 449 were in the modeling group, 192 in the internal validation group, and 83 in the external validation group. The incidence of NSSI in the modeling group was 32.96% (148/449). Reduced food intake ( OR=10.980, 95% CI 4.462-27.017), passive contact ( OR=4.681, 95% CI 1.986-11.031), Hamilton Depression Rating Scale-17 score >17 ( OR=12.235, 95% CI 4.657-32.141), Hamilton Anxiety Rating Scale score>15 ( OR=27.888, 95% CI 8.700-124.630), Insomnia Severity Index score >15 ( OR=6.357, 95% CI 2.257-17.899), and higher levels of past self-injury ( OR=1.663, 95% CI 1.428-1.935) were independent risk factors for NSSI in adolescents with mood disorders (all P<0.05). The AUC of the nomogram model based on these six factors was 0.973, with a sensitivity of 0.94 and a specificity of 0.89. Conclusions:The risk prediction model for NSSI in adolescents with mood disorders has good discrimination, accuracy, and practicality, and can help identify high-risk NSSI populations among adolescents with mood disorders.
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.

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