1.Electroacupuncture Ameliorates NLRP3-mediated Pyroptosis in Spinal Cord Injury Rats by Reshaping The Gut Microbiota
Yin-Jie CUI ; Hong-Ru LI ; Jing-Yi LIU ; Hai-Lin DU ; Shu-Wen LIU ; Yuan YANG ; Chen-Guang ZHENG ; Jian-Qin XIANG ; Xiao-Juan SONG
Progress in Biochemistry and Biophysics 2026;53(5):1132-1153
ObjectiveSpinal cord injury (SCI) directly impairs the regulatory function of the autonomic nervous system, induces intestinal dysfunction, and significantly reduces patients’ quality of life. Preclinical studies have shown that electroacupuncture (EA) therapy can regulate the brain-gut axis and is used to treat central nervous system diseases such as major depressive disorder, Alzheimer’s disease and Parkinson’s disease. Recent research has established that fecal microbiota transplantation (FMT) from EA-treated SCI rats restored intestinal motility and colonic morphology. However, it remains unclear whether the regulation of gut microbiota by EA therapy directly contributes to neural repair after SCI. This study aims to explore whether gut microbiota mediates the neuroprotective effect of EA in the treatment of SCI and its possible mechanism. MethodsThe study employed RNA transcriptome analysis of spinal cord tissue to characterize gene expression profiles and to identify key signaling pathways following EA treatment for SCI. Hematoxylin-Eosin (HE) staining and Nissl staining were used to observe the morphological changes in spinal cord tissue. Western blot (WB) and enzyme-linked immunosorbent assay (ELISA) were applied to detect the effects of EA on the expression of proteins related to nucleotide-binding domain leucine-rich repeat and pyrin domain-containing receptor 3 (NLRP3) -dependent pyroptosis. Using 16S rDNA sequencing, the study observed alterations in gut microbiota diversity and community composition in SCI rats. Prior to establishing SCI models, rats were pretreated with an antibiotic cocktail to induce gut dysbiosis, and the effects on intestinal function and spinal cord neural repair were evaluated. FMT was performed to investigate the regulatory effects of post-EA FMT on motor function, general status, liver and spleen indices, and NLRP3-mediated pyroptosis in SCI rats. ResultsEA improved motor function and reduced regulated neuronal cell death in SCI rats. Transcriptomic analysis demonstrated the activation of immune- and inflammation-related pathways post-SCI, including NOD-like receptors, nuclear factor-kappa B(NF-κB), and Toll-like receptor (TLR) pathways. EA primarily influenced intestinal inflammation and autoimmune functions. 16S rDNA sequencing illustrated that EA did not alter the diversity of gut microbiota. However, EA altered the gut microbiota composition in SCI rats, increasing Lactobacillus and Akkermansia genera while rebalancing the Firmicutes/Bacteroidetes ratio. Furthermore, depletion of gut microbiota by antibiotics disrupted the intestinal barrier, reduced the expression of intestinal barrier proteins Zonula Occludens-1 (ZO-1) and Occludin, elevated serum lipopolysaccharide-binding protein (LBP) levels, exacerbated spinal cord tissue damage, and hindered motor function recovery in SCI rats. FMT from donors treated with EA reduced LBP levels in the intestine, blood, and spinal cord of rats, inhibited the TLR4 myeloid differentiation primary response protein 88 (MyD88)-NF‑κB pathway and NLRP3-dependent pyroptosis, and improved motor function. On the other hand, FMT treatment resulted in decreased body weight and food intake, whereas FMT using EA-treated donors effectively alleviated these alterations. ConclusionEA effectively alleviated neuroinflammatory responses in rats with SCI, primarily through regulating the gut microbiota and suppressing the NLRP3-dependent pyroptosis signaling pathway.
2.Electroacupuncture Ameliorates NLRP3-mediated Pyroptosis in Spinal Cord Injury Rats by Reshaping The Gut Microbiota
Yin-Jie CUI ; Hong-Ru LI ; Jing-Yi LIU ; Hai-Lin DU ; Shu-Wen LIU ; Yuan YANG ; Chen-Guang ZHENG ; Jian-Qin XIANG ; Xiao-Juan SONG
Progress in Biochemistry and Biophysics 2026;53(5):1132-1153
ObjectiveSpinal cord injury (SCI) directly impairs the regulatory function of the autonomic nervous system, induces intestinal dysfunction, and significantly reduces patients’ quality of life. Preclinical studies have shown that electroacupuncture (EA) therapy can regulate the brain-gut axis and is used to treat central nervous system diseases such as major depressive disorder, Alzheimer’s disease and Parkinson’s disease. Recent research has established that fecal microbiota transplantation (FMT) from EA-treated SCI rats restored intestinal motility and colonic morphology. However, it remains unclear whether the regulation of gut microbiota by EA therapy directly contributes to neural repair after SCI. This study aims to explore whether gut microbiota mediates the neuroprotective effect of EA in the treatment of SCI and its possible mechanism. MethodsThe study employed RNA transcriptome analysis of spinal cord tissue to characterize gene expression profiles and to identify key signaling pathways following EA treatment for SCI. Hematoxylin-Eosin (HE) staining and Nissl staining were used to observe the morphological changes in spinal cord tissue. Western blot (WB) and enzyme-linked immunosorbent assay (ELISA) were applied to detect the effects of EA on the expression of proteins related to nucleotide-binding domain leucine-rich repeat and pyrin domain-containing receptor 3 (NLRP3) -dependent pyroptosis. Using 16S rDNA sequencing, the study observed alterations in gut microbiota diversity and community composition in SCI rats. Prior to establishing SCI models, rats were pretreated with an antibiotic cocktail to induce gut dysbiosis, and the effects on intestinal function and spinal cord neural repair were evaluated. FMT was performed to investigate the regulatory effects of post-EA FMT on motor function, general status, liver and spleen indices, and NLRP3-mediated pyroptosis in SCI rats. ResultsEA improved motor function and reduced regulated neuronal cell death in SCI rats. Transcriptomic analysis demonstrated the activation of immune- and inflammation-related pathways post-SCI, including NOD-like receptors, nuclear factor-kappa B(NF-κB), and Toll-like receptor (TLR) pathways. EA primarily influenced intestinal inflammation and autoimmune functions. 16S rDNA sequencing illustrated that EA did not alter the diversity of gut microbiota. However, EA altered the gut microbiota composition in SCI rats, increasing Lactobacillus and Akkermansia genera while rebalancing the Firmicutes/Bacteroidetes ratio. Furthermore, depletion of gut microbiota by antibiotics disrupted the intestinal barrier, reduced the expression of intestinal barrier proteins Zonula Occludens-1 (ZO-1) and Occludin, elevated serum lipopolysaccharide-binding protein (LBP) levels, exacerbated spinal cord tissue damage, and hindered motor function recovery in SCI rats. FMT from donors treated with EA reduced LBP levels in the intestine, blood, and spinal cord of rats, inhibited the TLR4 myeloid differentiation primary response protein 88 (MyD88)-NF‑κB pathway and NLRP3-dependent pyroptosis, and improved motor function. On the other hand, FMT treatment resulted in decreased body weight and food intake, whereas FMT using EA-treated donors effectively alleviated these alterations. ConclusionEA effectively alleviated neuroinflammatory responses in rats with SCI, primarily through regulating the gut microbiota and suppressing the NLRP3-dependent pyroptosis signaling pathway.
3.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.
4.Water extract of Rehmannia glutinosa improves bleomycin-induced pulmonary fibrosis in mice and its metabolic mechanism
Zi-yu ZHANG ; Meng-nan ZENG ; Peng-li GUO ; Yu-han ZHANG ; Xiang-da LI ; Yan-xing WU ; Shuang-ying FU ; Zi-chang LIAN ; Wei-sheng FENG ; Xiao-ke ZHENG
Chinese Pharmacological Bulletin 2025;41(12):2315-2325
Aim To investigate the intervention effect of Rehmannia radix water extract on bleomycin(BLM)-induced pulmonary fibrosis in mice combined with metabolomics and to reveal the potential mechanism,in order to provide new ideas for clinical treatment of pul-monary fibrosis.Methods Male C57BL/6N mice were randomly divided into the control group,model group,pirfenidone group(positive control,PFD,270 mg·kg-1),and low dose(DH-L,4.55 g·kg-1)group,medium dose(DH-M,9.1 g·kg-1)group and high dose(DH-H,18.2 g·kg-1)group of Rehman-nia.Except for the control group,BLM(5 mg·kg-1)was instilled into the trachea to establish the model of pulmonary fibrosis in the other groups.The survival rate,lung index and blood oxygen saturation of mice in each group were evaluated.HE and Masson staining were used to observe the pathological changes of lung tissue.WBP was used to detect lung function.Flow cytometry was used to detect the apoptosis of primary lung cells,ROS and immune cells.ELISA was used to detect the levels of fibrosis markers and inflammatory factors(α-SMA,collagen Ⅰ,collagen Ⅲ,TGF-β1,TNF-α,IL-1 β,and IL-6).Biochemical method was employed to detect the contents of GSH-Px,T-SOD and MDA.Liquid chromatograph mass spectrometer(LC-MS)metabolomics was used to analyze the changes of serum metabolic profile.Results Water extract of Re-hmannia significantly increased the survival rate,oxy-gen saturation and lung function of mice with pulmona-ry fibrosis,reduced the lung coefficient,ameliorated pathological damage and collagen deposition in lung tissue,reduced the levels of apoptosis and oxidative stress,and down-regulated the levels of inflammatory factors in lung tissue.It regulated the levels of metabo-lites such as bile acid metabolism,sphingolipid metabo-lism,and unsaturated fatty acid metabolism.Conclu-sions Water extract of Rehmannia inhibits lung injury and collagen deposition in mice with pulmonary fibrosis by inhibiting inflammatory response,which may be a-chieved by regulating the levels of inflammatory factors through the metabolic pathways of bile acid and sphin-golipid.
5.Opposing needling acupuncture combined with preemptive analgesia in treatment of pain after initial unilateral total knee arthroplasty
Minglan XU ; Xiaoxue HU ; Jun SHEN ; Zheng XIANG ; Chengbo ZHANG ; Lianbo XIAO
Chinese Journal of Tissue Engineering Research 2025;29(21):4529-4536
BACKGROUND:With the continuous improvement of artificial biological materials and surgical techniques,total knee arthroplasty has become the preferred way to improve the quality of life of patients with knee osteoarthritis. However,patients with knee osteoarthritis have severe pain after knee arthroplasty,and there is no good treatment at present. Electroacupuncture therapy is a low-cost option for pain relief and has wide application prospects in combination with preemptive analgesia.OBJECTIVE:To investigate the effect of opposing needling acupuncture with preemptive analgesia on postoperative analgesia after initial unilateral total knee arthroplasty in patients with knee osteoarthritis.METHODS:Using a randomized controlled design,120 participants were selected from Shanghai Guanghua Hospital of Integrative Medicine. All of them received the initial unilateral total knee arthroplasty. The patients were divided into three groups by using the statistical software SPSS 25:pre-electroacupuncture group,post-electroacupuncture group,and sham group,with 40 patients in each group. In pre-electroacupuncture group,opposing needling acupuncture was performed 1 day before operation,30 minutes before anesthesia induction,and 1-3 days after operation. In post-electroacupuncture group,opposing needling acupuncture was performed with the same acupoints and parameters 1-3 days after operation,thus the sham electroacupuncture was performed 1 day before operation and 30 minutes before anesthesia induction. The sham group was treated with the same acupuncture point parameters with five times of sham electroacupuncture. The improvement of numerical rating scale after operation,the consumption of remifentanil and propofol used during operation,the time when patient first used the patient-controlled analgesia,the number of postoperative nausea and vomiting,the increase rate of thigh circumference,and the success rate of blind method were compared among the three groups.RESULTS AND CONCLUSION:(1) Compared with the pre-electroacupuncture group,the improvement of numerical rating scale at rest between post-electroacupuncture group and sham group on day 4 after operation was significantly reduced;the improvement of numerical rating scale at rest in sham group on day 7 after operation was significantly reduced (P<0.05). (2) Compared with the pre-electroacupuncture group,the improvement of numerical rating scale score between post-electroacupuncture group and sham group on day 4 after operation was significantly reduced (P<0.05),and the improvement of numerical rating scale with movement on day 7 after operation was not significant among the three groups (P>0.05). (3) Compared with the pre-electroacupuncture group,the remifentanil consumption was significantly increased in post-electroacupuncture group and sham group (P<0.05). (4) Compared with the pre-electroacupuncture group,the first time used the patient-controlled analgesia pump was significantly shortened in post-electroacupuncture group and sham group (P<0.05). (5) Compared with the pre-electroacupuncture group,the number of postoperative nausea was increased in post-electroacupuncture group and sham group (P<0.05). (6) Compared with the pre-electroacupuncture group,the increase rate of thigh circumference in post-electroacupuncture group and sham group was significantly increased on day 3 and day 7 after operation (P<0.05). Compared with the post-electroacupuncture group,the increase rate of thigh circumference in sham group was significantly increased on day 3 and day 7 after operation (P<0.05). (7) There was no significant difference in the success rate of blind method among the three groups (P>0.05). (8) The artificial knee prosthesis has good biocompatibility. To conclude,opposing needling acupuncture with preemptive analgesia can relieve acute pain after total knee arthroplasty,reduce the consumption of intraoperative anesthesia,prolong the time of postoperative analgesia,alleviate postoperative adverse reactions,and reduce the increase rate of thigh circumference.
6.Predictive value of dose surface histogram for acute radiation proctitis induced by image guided radiotherapy for cervical cancer
Qing-xiao LIU ; Yue-xiang ZHU ; Wei WEI ; Long TIAN ; Song-lin YANG ; Zheng WANG ; Yu-sen ZHAO ; Su-li WANG ; Mao-ye CHANG
Chinese Medical Equipment Journal 2025;46(3):48-53
Objective To explore the predictive value of dose surface histogram(DSH)in image guided radiotherapy(IGRT)for radiotherapy-induced acute radiation proctitis(ARP)in cervical cancer(CCA).Methods Totally 380 patients with CCA IGRT admitted to some hospital from May 2019 to May 2023 were selected prospectively and randomly divided into a control group(n=1 80)and an experimental group(n=200).The patients in the 2 groups were followed up and the incidence rates of ARP were counted,and rectal dose distribution was evaluated using dose volume histogram(DVH)in the control group and DSH in the experimental group.The predictive values of DVH and DSH for ARP were evaluated and compared using ROC curves.Statistical analysis was performed using SPSS 21.0 software.Results The two groups did not have statistically significant difference in the incidence rate of ARP(P>0.05),while there were significant differences in the evaluation indicators of the rectal dose distribution(P<0.05).V40,V50,S40 and S50 proved to have low predictive values for grade Ⅰ-Ⅳ ARP with AUC 0.700(P<0.05);V60 and S60 had moderate predictive values for grade Ⅰ-Ⅳ ARP with AUC greater than 0.700 and less than or equal to 0.900(P<0.05);V70,V78,S70 and S7s showed high predictive values for grade Ⅰ-Ⅳ ARP with AUC higher than 0.900(P<0.05).Delong's test results indicated that DVH and DSH had no significant differences in AUC when used to predict gradeⅠ-Ⅳ ARP(allP>0.05).Conclusion DSH is essentially the same as DVH when used for the prediction of grade Ⅰ-Ⅳ ARP due to CCA IGRT,and thus can be used for the supplementation and optimization of radiotherapy planning systems.[Chinese Medical Equipment Journal,2025,46(3):48-53]
7.Evaluation of solution-focused nursing model in perioperative care for patients with pelvic fractures
Xingling XIAO ; Hongting ZHENG ; Haibo XIANG ; Xinyan DUAN ; Meiru ZHANG ; Xiancai ZENG
Chinese Journal of Trauma 2025;41(7):682-687
Objective:To compare the application effects of the solution-focused nursing model (SFNM) and conventional care in the perioperative care for patients with pelvic fractures.Methods:A retrospective cohort study was conducted to analyze the clinical data of 62 patients with pelvic fractures admitted to the Third Affiliated Hospital of Southern Medical University between February 2023 and July 2023, including 41 males and 21 females, aged 26-63 years [(44.1±15.7)years]. All the patients underwent open or closed reduction and internal fixation. According to different perioperative nursing intervention, 31 patients were treated with conventional care (conventional care group) and 31 with SFNM intervention based on conventional care (SFNM group). A comparative analysis was conducted between the two groups regarding general self-efficacy scale (GSES) score, Barthel index (BI) score, self-rating anxiety scale (SAS) score, and self-rating depression scale (SDS) score preoperatively, at discharge, and at 6 months postoperatively. The excellent-to-good rate of Majeed pelvic function score and nursing satisfaction at the final follow-up and perioperative complication incidence were compared between the two group.Results:All the patients were followed up for 12-15 months [(13.5±0.9)months]. No significant differences were observed between the two groups in GSES, BI, SAS or SDS scores ( P>0.05). At discharge, the GSES and BI scores in the SFNM group were (29.0±3.8)points and (37.4±8.7)points, significantly higher than (20.9±3.0)points and (31.5±12.1)points in the conventional care group ( P<0.05); the SAS and SDS scores were (41.9±5.1)points and (40.6±4.9)points in the SFNM group, significantly lower than (53.7±9.1)points and (42.9±7.5)points in the conventional care group ( P<0.01). At 6 months postoperatively, the SFNM group achieved GSES and BI scores of (34.0±4.0)points and (40.3±9.0)points, significantly higher than (25.2±3.7)points and (35.7±10.5)points in the conventional care group ( P<0.05); the SAS and SDS scores were (45.8±5.0)points and (38.2±3.0)points in the SFNM group, significantly lower than (50.0±8.5)points and (40.7±6.5)points in the conventional care group ( P<0.01). At the final follow-up, the excellent-to-good rate of Majeed pelvic function score was 90% (28/31) in the SFNM group and 87% (27/31) in the conventional care group ( P>0.05). At the final follow-up, nursing satisfaction rate was 100% (31/31) in the SFNM group, significantly higher than 77% (24/31) in the conventional care group ( P<0.05). The perioperative complication rate was 6% (2/31) in the SFNM group, significantly lower than 38% (12/31) in the conventional care group ( P<0.05). Conclusion:Compared with conventional care, perioperative intervention with SFNM for patients with pelvic fractures can enhance self-efficacy and daily living self-care ability, reduce negative emotions such as anxiety and depression, improve nursing satisfaction, and lower the incidence of complications, making it worthy of clinical promotion.
8.Impact of ultrasound guided interscalene versus axillary brachial plexus block on patency rate of arteriove-nous fistula
Chi ZHANG ; Xiao LI ; Xiang WEI ; Gangyi CHEN ; Hongmei LI ; Kejia WANG ; Junyi ZHENG
The Journal of Practical Medicine 2025;41(9):1293-1298
Objective To compare the safety and efficacy of various brachial plexus block techniques using local anesthesia(LA)in patients undergoing their first radiocephalic arteriovenous fistula(RCAVF)surgery.Methods Patients were randomly allocated into three groups:LA,interscalene brachial plexus block(ISBPB),and axillary brachial plexus block(ABPB).Ultrasound was utilized to evaluate the pre-and post-anesthesia changes in vessel diameter and blood flow.Postoperative follow-up assessments were performed at three days and three months to determine fistula patency.Results Immediate patency rates were 92.52%(LA),96.26%(ISBPB),and 95.33%(ABPB),with no statistically significant differences among the groups(χ2=1.615,P=0.446).However,at three months,primary patency rates differed significantly among the groups(χ2=22.691,P<0.001).Specifically,the ISBPB group(83.18%)exhibited significantly higher patency compared to the LA group(57.01%)(χ2=17.477,P<0.001).Similarly,the ABPB group(80.37%)demonstrated better patency than the LA group(χ2=13.580,P<0.001).Regarding respiratory complications,they were more prevalent in the ISBPB group(15.89%)compared to the LA group(2.80%)(χ2=9.761,P=0.002)and the ABPB group(0.93%)(χ2=14.377,P<0.001).No significant difference was observed between the LA and ABPB groups in terms of respiratory complications(χ2=1.019,P=0.313).Conclusions Both ISBPB and ABPB demonstrated superior primary patency compared to LA.Nevertheless,ABPB exerted a lesser impact on respiratory function and provided a more comfortable surgical experience for ESRD patients.
9.Impact of ultrasound guided interscalene versus axillary brachial plexus block on patency rate of arteriove-nous fistula
Chi ZHANG ; Xiao LI ; Xiang WEI ; Gangyi CHEN ; Hongmei LI ; Kejia WANG ; Junyi ZHENG
The Journal of Practical Medicine 2025;41(9):1293-1298
Objective To compare the safety and efficacy of various brachial plexus block techniques using local anesthesia(LA)in patients undergoing their first radiocephalic arteriovenous fistula(RCAVF)surgery.Methods Patients were randomly allocated into three groups:LA,interscalene brachial plexus block(ISBPB),and axillary brachial plexus block(ABPB).Ultrasound was utilized to evaluate the pre-and post-anesthesia changes in vessel diameter and blood flow.Postoperative follow-up assessments were performed at three days and three months to determine fistula patency.Results Immediate patency rates were 92.52%(LA),96.26%(ISBPB),and 95.33%(ABPB),with no statistically significant differences among the groups(χ2=1.615,P=0.446).However,at three months,primary patency rates differed significantly among the groups(χ2=22.691,P<0.001).Specifically,the ISBPB group(83.18%)exhibited significantly higher patency compared to the LA group(57.01%)(χ2=17.477,P<0.001).Similarly,the ABPB group(80.37%)demonstrated better patency than the LA group(χ2=13.580,P<0.001).Regarding respiratory complications,they were more prevalent in the ISBPB group(15.89%)compared to the LA group(2.80%)(χ2=9.761,P=0.002)and the ABPB group(0.93%)(χ2=14.377,P<0.001).No significant difference was observed between the LA and ABPB groups in terms of respiratory complications(χ2=1.019,P=0.313).Conclusions Both ISBPB and ABPB demonstrated superior primary patency compared to LA.Nevertheless,ABPB exerted a lesser impact on respiratory function and provided a more comfortable surgical experience for ESRD patients.
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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