1.Preventive effect of LifePort combined with polymyxin B on donor-derived infections in kidney transplantation
Xiaomin LI ; Yuewei YIN ; Chenming ZHAO ; Yalin NIU ; Kailong LIU ; Pingying GUO ; Wei LI ; Baosai LU
Organ Transplantation 2026;17(2):227-234
Objective To evaluate the effect of LifePort combined with polymyxin B in preventing donor-derived infections caused by preservation solution contamination. Methods Clinical data of 110 kidney transplant recipients were retrospectively analyzed. According to the decontamination status of preservation solution, the recipients were divided into the decontamination group (n=62) and the non-decontamination group (n=48). The general data of the two groups were compared, and the preventive effect of polymyxin B on possible donor-derived infections (p-DDI) was analyzed, especially infections associated with multidrug-resistant Gram-negative bacteria (MDR GNB). Results There were no statistically significant differences in baseline data (gender, age, preservation solution contamination status, etc.) between the decontamination group and the non-decontamination group (all P > 0.05). The overall contamination rate of preservation solution was 80.0%, and 68 contaminated samples were with single microorganism and 20 with multiple microorganisms. Coagulase-negative staphylococci, Enterococcus and Klebsiella pneumoniae were the most common microorganisms in the positive samples. Fifteen cases of preservation solution were contaminated by MDR GNB, including 10 cases in the non-decontamination group and 5 cases in the decontamination group, with no statistically significant difference between the two groups (P = 0.053). Postoperative infection-related events occurred in 69 recipients, including 39 cases in the non-decontamination group and 30 cases in the decontamination group, with the incidence rate in the non-decontamination group significantly higher than that in the decontamination group (P < 0.001). Only 10 cases of infections were identified as p-DDI, all of which were positive for preservation solution culture, including 8 cases in the non-decontamination group and 2 cases in the decontamination group (P < 0.05). There were 5 cases of p-DDI related to MDR GNB in the non-decontamination group, while no such cases occurred in the decontamination group (P < 0.05). No adverse reactions related to polymyxin B were observed, and no recipient death or renal allograft dysfunction occurred in either group. Conclusions Adding polymyxin B to the preservation fluid during hypothermic machine perfusion with LifePort before renal transplantation may reduce p-DDI and its potential adverse consequences.
2.The Role and Molecular Mechanism of N⁶-methyladenosine Modification in Spermatogenesis
Shi-Qi MENG ; Wen-Ting LU ; Xu CHENG ; Fan YANG ; Chang-Min NIU ; Ying ZHEGN
Progress in Biochemistry and Biophysics 2026;53(5):1297-1312
Spermatogenesis is a highly ordered and spatiotemporally regulated developmental process in the male reproductive system, during which spermatogonial stem cells (SSCs), supported by the seminiferous tubule microenvironment, sequentially undergo mitosis, meiosis, and spermiogenesis to ultimately generate structurally intact spermatozoa. This complex process is accompanied by extensive transcriptional reprogramming, chromatin remodeling, and finely tuned post-transcriptional regulation. Precise control of RNA fate is therefore essential for maintaining the continuity and fidelity of spermatogenesis, and its disruption represents a major molecular basis of male infertility. N6-methyladenosine (m6A), the most abundant internal RNA modification in eukaryotes, has emerged as a critical regulator of post-transcriptional gene expression. m6A methyltransferases (“writers”) catalyze the addition of a methyl group to the N6 position of adenosine, m6A demethylases (“erasers”) remove the modification, and m6A-binding proteins (“readers”) recognize m6A-modified transcripts. Through the coordinated actions of these factors, m6A regulates transcript fate at multiple levels, including RNA splicing, nuclear export, stability, translation, and decay. Emerging evidence indicates that m6A-mediated regulation is essential across multiple stages of spermatogenesis, including SSC self-renewal and differentiation, meiotic progression, maintenance of chromosomal stability, and sperm morphogenesis. Beyond its intrinsic functions in germ cells, m6A also contributes to the regulation of the testicular microenvironment. In sertoli cells, m6A is involved in maintaining blood-testis barrier integrity, RNA processing, and paracrine signaling, thereby providing structural and metabolic support for germ cell development. In Leydig cells, m6A regulates steroidogenesis, particularly testosterone synthesis, and participates in cellular stress responses and metabolic homeostasis. Through these mechanisms, m6A indirectly influences spermatogenesis by modulating the functional state of testicular somatic cells, highlighting an integrated regulatory mode that combines cell-intrinsic and microenvironment-mediated effects. Notably, distinct classes of m6A regulators exhibit pronounced stage-specific functions and coordinated division of labor, collectively forming a multilayered and dynamic regulatory network. Writers often display dosage- and temporal window-dependent effects; erasers contribute to stage-specific demethylation and functional compensation; while readers function through a “switch-buffer” dual-layer architecture, and RNA-binding proteins (RBPs) participate in substrate selection and post-transcriptional regulation. Importantly, emerging evidence suggests that some m6A-related proteins can function through noncanonical mechanisms independent of m6A recognition, such as intrinsic RNA-binding activity, helicase function, or ribonucleoprotein complex assembly, thereby expanding the functional landscape of the m6A regulatory system. Dysregulation of m6A machinery can lead to multiple spermatogenic defects, including impaired SSC self-renewal, meiotic arrest, abnormal chromatin remodeling, and defective sperm formation, ultimately resulting in male infertility. Despite substantial advances, several critical questions remain unresolved, including the distinction between m6A-dependent and -independent mechanisms, the spatiotemporal dynamics of m6A modifications at single-cell resolution, and the coordination and antagonism among different regulatory factors. In this review, we systematically summarize the dual regulation of spermatogenesis by germ cell-intrinsic mechanisms and the testicular microenvironment, and delineate the molecular mechanisms and stage-specific functions of the dynamic m6A regulatory network. We further discuss the current limitations in the field and propose feasible experimental strategies for future investigation. Collectively, this work aims to provide a comprehensive framework for understanding the epitranscriptomic regulation of spermatogenesis and to offer theoretical insights into the pathogenesis and clinical management of male infertility.
3.The Role and Molecular Mechanism of N⁶-methyladenosine Modification in Spermatogenesis
Shi-Qi MENG ; Wen-Ting LU ; Xu CHENG ; Fan YANG ; Chang-Min NIU ; Ying ZHEGN
Progress in Biochemistry and Biophysics 2026;53(5):1297-1312
Spermatogenesis is a highly ordered and spatiotemporally regulated developmental process in the male reproductive system, during which spermatogonial stem cells (SSCs), supported by the seminiferous tubule microenvironment, sequentially undergo mitosis, meiosis, and spermiogenesis to ultimately generate structurally intact spermatozoa. This complex process is accompanied by extensive transcriptional reprogramming, chromatin remodeling, and finely tuned post-transcriptional regulation. Precise control of RNA fate is therefore essential for maintaining the continuity and fidelity of spermatogenesis, and its disruption represents a major molecular basis of male infertility. N6-methyladenosine (m6A), the most abundant internal RNA modification in eukaryotes, has emerged as a critical regulator of post-transcriptional gene expression. m6A methyltransferases (“writers”) catalyze the addition of a methyl group to the N6 position of adenosine, m6A demethylases (“erasers”) remove the modification, and m6A-binding proteins (“readers”) recognize m6A-modified transcripts. Through the coordinated actions of these factors, m6A regulates transcript fate at multiple levels, including RNA splicing, nuclear export, stability, translation, and decay. Emerging evidence indicates that m6A-mediated regulation is essential across multiple stages of spermatogenesis, including SSC self-renewal and differentiation, meiotic progression, maintenance of chromosomal stability, and sperm morphogenesis. Beyond its intrinsic functions in germ cells, m6A also contributes to the regulation of the testicular microenvironment. In sertoli cells, m6A is involved in maintaining blood-testis barrier integrity, RNA processing, and paracrine signaling, thereby providing structural and metabolic support for germ cell development. In Leydig cells, m6A regulates steroidogenesis, particularly testosterone synthesis, and participates in cellular stress responses and metabolic homeostasis. Through these mechanisms, m6A indirectly influences spermatogenesis by modulating the functional state of testicular somatic cells, highlighting an integrated regulatory mode that combines cell-intrinsic and microenvironment-mediated effects. Notably, distinct classes of m6A regulators exhibit pronounced stage-specific functions and coordinated division of labor, collectively forming a multilayered and dynamic regulatory network. Writers often display dosage- and temporal window-dependent effects; erasers contribute to stage-specific demethylation and functional compensation; while readers function through a “switch-buffer” dual-layer architecture, and RNA-binding proteins (RBPs) participate in substrate selection and post-transcriptional regulation. Importantly, emerging evidence suggests that some m6A-related proteins can function through noncanonical mechanisms independent of m6A recognition, such as intrinsic RNA-binding activity, helicase function, or ribonucleoprotein complex assembly, thereby expanding the functional landscape of the m6A regulatory system. Dysregulation of m6A machinery can lead to multiple spermatogenic defects, including impaired SSC self-renewal, meiotic arrest, abnormal chromatin remodeling, and defective sperm formation, ultimately resulting in male infertility. Despite substantial advances, several critical questions remain unresolved, including the distinction between m6A-dependent and -independent mechanisms, the spatiotemporal dynamics of m6A modifications at single-cell resolution, and the coordination and antagonism among different regulatory factors. In this review, we systematically summarize the dual regulation of spermatogenesis by germ cell-intrinsic mechanisms and the testicular microenvironment, and delineate the molecular mechanisms and stage-specific functions of the dynamic m6A regulatory network. We further discuss the current limitations in the field and propose feasible experimental strategies for future investigation. Collectively, this work aims to provide a comprehensive framework for understanding the epitranscriptomic regulation of spermatogenesis and to offer theoretical insights into the pathogenesis and clinical management of male infertility.
4.Development and Preliminary Evaluation of a Transition-to-Residency Curriculum for Surgical Residents
Tong NIU ; Jingcheng ZHANG ; Xuehan GAO ; Runzhu LIU ; Xiaoning SUN ; Yang SONG ; Lu PING ; Jie YI ; Chao GUO ; Xisheng WENG
Medical Journal of Peking Union Medical College Hospital 2026;17(5):1256-1264
This study aimed to systematically construct a transitional curriculum for newly recruited surgical residents and to evaluate its preliminary application outcomes through pre and postimplementation assessments, so as to provide practical references for the design and dissemination of such curricula. A singlecenter historical controlled design was adopted. Residents admitted in 2020 served as the traditional teaching group (preimplementation), while those admitted in 2024 served as the teaching reform group (postimplementation). Both groups completed selfadministered surveys three months after admission. Following Kern's sixstep approach, the transitional curriculum for surgical residents was developed based on needs assessment results, comprising 18 theoretical lectures and 3 practical skill training sessions, all delivered within the first three months after admission. Selfadministered questionnaires were used to assess clinical readiness and teaching satisfaction in both groups at three months postadmission. Betweengroup comparisons were performed using independent samples ttests, with Cohen's d effect sizes calculated, along with sensitivity analyses and power analyses. The teaching reform group ( The transitional curriculum developed in this study provides a systematized framework of theoretical instruction and foundational skills training for newly admitted surgical residents, and its feasibility has been preliminarily validated. Its effectiveness, however, warrants further confirmation through largersample, prospective studies with objective outcome measures.
5.Adjuvant therapy after compromised sublobar resection for pathological stage ⅠA peripheral solid-type non-small cell lung cancer in patients with advanced age or poor cardiopulmonary function
Yu LU ; Jialin ZHANG ; Haoyan NIU ; Honggang KE ; Xiaodan WENG ; Jiaping ZHAO ; Hao ZHOU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2026;33(10):1609-1616
Objective To explore the adjuvant treatment options for elderly patients or those with low cardiopulmonary function who cannot tolerate lobectomy for peripheral solid pathological stage ⅠA (pⅠA) non-small cell lung cancer (NSCLC). Methods A retrospective analysis was conducted on the clinical data of patients with peripheral solid pⅠA stage NSCLC treated with lobectomy and compromised sublobar resection (CSR) in the Affiliated Hospital of Nantong University, from 2018 to 2019. The incidence of postoperative complications and independent predictors of postoperative recurrence were analyzed. Patients in the CSR group were divided into a targeted therapy group, a chemotherapy group, and an observation group based on postoperative treatment measures. The 3-year recurrence-free survival (RFS) rate and 5-year overall survival (OS) rate of the three subgroups before and after propensity score matching (PSM) were compared. Results A total of 586 patients were included, including 288 (49.15%) males and 298 (50.85%) females, with a median age of 64.00 years. There were 335 patients of lobectomy and 251 patients of CSR. There was no statistically significant difference in the incidence of postoperative complications between the lobectomy group and CSR group [RR=0.987, 95%CI (0.898, 1.085), P=0.789]. Multivariate analysis showed that gender, tumor location, and size were independent risk factors for recurrence after CSR. After PSM, 17 patients were enrolled in each of the three subgroups of CSR. Kaplan-Meier survival curve analysis showed that there was no statistically significant difference in the 3-year RFS rate (P=0.115) and 5-year OS rate (P=0.101) between the targeted therapy group and chemotherapy group after PSM. The 3-year RFS rate and 5-year OS of the targeted group were significantly better than those of the observation group (P=0.041, P=0.009). Compared with lobectomy, there was no statistically significant difference in the 3-year RFS rate (P=0.069) and 5-year OS rate (P=0.540) in the targeted therapy group, while the chemotherapy group and observation group were significantly inferior to the lobectomy group (P<0.05). Conclusion CSR for treating stage pⅠA peripheral solid NSCLC in patients with advanced age or poor cardiopulmonary function does not increase the incidence of postoperative complications. Gender, tumor location, and size are independent risk factors for postoperative recurrence. In terms of 3-year RFS rate and 5-year OS rate, adjuvant targeted therapy after CSR is not only superior to observation but also not inferior to lobectomy.
6.Effects of electroacupuncture at Hegu(LI4)on refractive parameters and the expression of TNF-α and IL-1β in retinal tissue of mice with form-deprivation myopia
Yue TENG ; Lu CHEN ; Chenyang NIU ; Hongsheng BI ; Wenjun JIANG
Recent Advances in Ophthalmology 2025;45(11):864-869
Objective To observe the effects of electroacupuncture at the Hegu(LI4)acupoint on refractive parame-ters and the expression of tumor necrosis factor-α(TNF-α)and interleukin-1 β(IL-1β)in the retinal tissue of mice with form-deprivation myopia(FDM).Methods Forty-eight SPF-grade,3-week-old healthy male C57BL/6J mice were ran-domly divided into four groups:normal control group,FDM group,sham acupuncture group,and Hegu group.Experimen-tal myopia was induced in the right eyes of mice in the latter three groups by wearing translucent diffuser goggles.Mice in the Hegu group received electroacupuncture stimulation at the Hegu(LI4)acupoint,while those in the sham acupuncture group received intervention with a non-penetrating blunt needle at the same location.Body weight,refractive error,and axial length were recorded for all mice before modeling and at 2 and 4 weeks after modeling.At 4 weeks post-modeling,mice were euthanized.Real-time quantitative PCR(RT-qPCR)and Western blot were used to detect the mRNA and protein expression levels of TNF-α and IL-1β,respectively,in the right retinal tissues.Retinal cell apoptosis was assessed by TUNEL staining.Results At 2 weeks post-modeling,compared with the normal control group,the refractive error of the right eyes was significantly decreased and the axial length was significantly increased in the FDM,sham acupuncture,and Hegu groups(all P<0.01).At 4 weeks post-modeling,compared with the normal control group,the refractive error was significantly decreased and the axial length was significantly increased in the FDM and sham acupuncture groups(all P<0.001).Compared with both the FDM and sham acupuncture groups,the Hegu group showed a significant increase in re-fractive error and a significant decrease in axial length(all P<0.001).At 4 weeks post-modeling,RT-qPCR and Western blot results showed that the mRNA and protein expression levels of TNF-α and IL-1 β in the retina were significantly higher in the FDM and sham acupuncture groups compared to the normal control group(all P<0.05).In contrast,the protein ex-pression level of TNF-α and the relative mRNA and protein expression levels of IL-1β in the Hegu group were significantly lower than those in the FDM group(all P<0.05).TUNEL staining results showed that the retinal cell apoptosis rate was significantly higher in the FDM and sham acupuncture groups compared to the normal control group(all P<0.001).Com-pared with the FDM and sham acupuncture groups,the retinal cell apoptosis rate was significantly lower in the Hegu group(all P<0.001).Conclusion Electroacupuncture at the Hegu(LI4)acupoint can significantly inhibit the progression of myopia in mice.The mechanism may be related to the downregulation of TNF-α and IL-1β expression in the retinal tissue,thereby inhibiting retinal cell apoptosis.
7.Association between intraoperative nasojejunal tube placement and delayed gastric emptying after laparoscopic pancreaticoduodenectomy
Meng LIU ; Heng WANG ; Xiaohan KONG ; Faji YANG ; Zheyu NIU ; Yijie HAO ; Xin WANG ; Huaqiang ZHU ; Hengjun GAO ; Jun LU ; Xu ZHOU
Chinese Journal of General Surgery 2025;34(9):1934-1945
Background and Aims:Laparoscopic pancreaticoduodenectomy(LPD)has become a preferred approach for periampullary tumors,yet delayed gastric emptying(DGE)remains a frequent complication that hampers postoperative recovery.The nasojejunal feeding tube(NJT)is commonly used for early enteral nutrition,but its impact on DGE is controversial.This study aimed to evaluate whether intraoperative NJT placement increases the risk of DGE after LPD and to assess its influence on postoperative recovery outcomes.Methods:A retrospective cohort of 319 patients who underwent LPD at Provincial Hospital Affiliated to Shandong First Medical University from April 2017 to November 2023 was analyzed.Patients were divided into two groups based on intraoperative NJT placement(NJT group,n=200;non-NJT group,n=119).The incidence of DGE and postoperative outcomes were compared.Multivariate logistic regression and propensity score matching(PSM)were performed to identify independent risk factors for DGE.Results:The incidence of grade B/C DGE was significantly higher in the NJT group than in the non-NJT group(36.5%vs.21.8%,P=0.006).NJT placement was associated with longer postoperative hospital stay and higher hospitalization costs(both P<0.05).Multivariate analysis revealed intraoperative NJT placement(OR=1.960,95%CI=1.142-3.363,P=0.015)and intraoperative blood loss>400 mL(OR=1.921,95%CI=1.155-3.194,P=0.012)as independent risk factors for DGE.These findings were consistent after PSM.Conclusions:Prophylactic intraoperative NJT placement confers no additional benefit for postoperative recovery after LPD and is associated with a higher risk of DGE,prolonged hospitalization,and increased medical costs.Routine NJT placement should therefore be avoided,and individualized strategies should be adopted to minimize postoperative complications and enhance recovery.
8.Clinical analysis of comprehensive surgical treatment for brucellosis with chest wall cyst as its main manifestation
Dingfeng QIAN ; Dingding WU ; Xia ZHANG ; Shijie NIU ; Jinzhi YANG ; Jiang GUO ; Kun LU ; Shengqiang GU
Chinese Journal of Endemiology 2025;44(2):133-136
Objective:To study the comprehensive surgical treatment of brucellosis with chest wall cysts as the main manifestation.Methods:Retrospective analysis was made on the general information epidemiological characteristics, clinical manifestations, laboratory examinations, imaging examinations, treatment and outcomes of five patients with brucellosis mainly manifested by chest wall cysts admitted to the 948 Hospital of the People's Liberation Army from July 2019 to June 2022.Results:Among the 5 patients, there were 4 males and 1 female, aged between 23 and 64 years old, with a clear history of contact with cattle and sheep. The main clinical manifestation was painless cystic masses on the chest wall. Both the serum tiger red plate agglutination test (RBPT) and the test tube agglutination test (SAT) were positive. Four cases were infected with Brucella and one case was infected with Actinobacillus pleuropneumoniae (considered as Brucella infection based on the overall condition). All patients exhibited abnormal chest wall signals (manifesting as hypointense on T1-weighted imaging and hyperintense on T2-weighted imaging) on magnetic resonance imaging(MRI), and were ultimately diagnosed with brucellosis presenting predominantly as chest wall cysts. After complete removal of the chest wall cyst through surgery, a combination treatment of rifampicin capsules and doxycycline hyclate tablets was given for 6 weeks. There were no significant adverse reactions and the wound healed in one stage. During the postoperative follow-up period of 11 - 40 months, MRI reexamination demonstrated no evidence of chest wall cyst recurrence, and all SAT results were negative. Conclusions:Patients with brucellosis presenting as chest wall cysts are clinically rare and lack specific symptoms. Surgical resection of the affected lesion combined with early, standardized, combined, and full course antimicrobial therapy results in a good prognosis for the patient.
9.Preliminary establishment of reference intervals for 12 cytokines in adult plasma by multiplex bead-based flow fluorescent immunoassay
Xinyu WANG ; Xing CHENG ; Lu ZHENG ; Yue ZHANG ; Yuting MA ; Guoping NIU ; Feng GU ; Yongqiang CHEN
Chinese Journal of Immunology 2025;41(5):1202-1207
Objective:To establish the reference interval of 12 types of cytokines(IL-1β,IL-2,IL-4,IL-5,IL-6,IL-8,IL-10,IL-12p70,IL-17,IFN-γ,IFN-α,TNF-α)in adult plasma based on multiple microsphere flow immunofluorescence(MBFFI).Methods:A total of 140 healthy adult patients who were examined at Xuzhou Central Hospital between January 2022 and December 2023 were included in the study.Plasma cytokine levels were detected and reference intervals were established by the flow cytometer and the assay kits produced by Qingdao Raisecare Biotechnology Co.,Ltd and Jiangsu BioPredia Biotechnology Co.,Ltd.Results:All of the cytokines exhibited a non-normal distribution,and there was a discrepancy in the 95%reference interval between the two re-agents.The reference intervals for the 12 cytokine kits produced by Qingdao Raisecare Biotechnology Co.,Ltd.were as follows:IFN-α:<4.91 pg/ml,IL-12 p70:<1.95 pg/ml,IL-5:<12.72 pg/ml,IL-8:<60.68 pg/ml,IL-1β:<27.67 pg/ml,IL-2:<5.01 pg/ml,IL-4:<1.22 pg/ml,IL-6:<6.11 pg/ml,TNF-α:<2.92 pg/ml,IL-17:<10.27 pg/ml,IL-10:<6.88 pg/ml,IFN-γ:<17.68 pg/ml.The reference intervals of the 12 cytokines produced by Jiangsu BioPredia Biotechnology Co.,Ltd.were as follows:IFN-α:<4.05 pg/ml,IL-12 p70:<7.33 pg/ml,IL-5:<7.80 pg/ml,IL-8:<13.24 pg/ml,IL-1β:<19.24 pg/ml,IL-2:<2.42 pg/ml,IL-4:<0.99 pg/ml,IL-6:<2.10 pg/ml,TNF-α:<0.87 pg/ml,IL-17:<1.42 pg/ml,IL-10:<1.10 pg/ml,IFN-γ:<1.34 pg/ml.Conclusion:In this study,the ref-erence range of two reagents for the detection of 12 kinds of cytokines in plasma of healthy adults is established by MBFFI,which pro-vides a valuable reference for the diagnosis and treatment of clinical-related diseases.
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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