1.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.
2.Effect and mechanism of endoclip papilloplasty in reducing the incidence of cholelithiasis.
Yao LI ; Xiaofang LU ; Yingchun WANG ; Hong CHANG ; Yaopeng ZHANG ; Wenzheng LIU ; Wei ZHENG ; Xiue YAN ; Yonghui HUANG
Chinese Medical Journal 2025;138(20):2596-2603
BACKGROUND:
Endoscopic sphincterotomy (EST) is widely used to treat common bile duct stones (CBDS); however, long-term studies have revealed the increasing incidence of recurrent CBDS after EST. Loss of sphincter of Oddi function after EST was the main cause of recurrent CBDS. Reparation of the sphincter of Oddi is therefore crucial. This study aims to investigate the effectiveness and safety of endoclip papilloplasty (ECPP) for repairing the sphincter of Oddi and elucidate its mechanism.
METHODS:
Eight healthy Bama minipigs were randomly divided into the EST group and the ECPP group at a 1:1 ratio, and bile samples were collected before endoscopy and 6 months later. All minipigs underwent transabdominal biliary ultrasonography for the diagnosis of cholelithiasis 6 months after endoscopy. The biliary microbiota composition and alpha and beta diversity were analyzed by 16S ribosomal RNA gene sequencing. Differential metabolites were analyzed by bile acid metabolomics to explore the predictive indicators of cholelithiasis.
RESULTS:
Three minipigs were diagnosed with cholelithiasis in the EST group, while none in the ECPP group showed cholelithiasis. The biliary Firmicutes/Bacteroidota (F/B) ratio was increased after EST and decreased after ECPP. The Chao1 and observed species index significantly decreased 6 months after EST ( P = 0.017 and 0.018, respectively); however, the biliary α-diversity was similar before and 6 months after ECPP. The β-diversity significantly differed in the EST group before and 6 months after EST, as well as in the ECPP group before and 6 months after ECPP (analysis of similarities [ANOSIM]: R = 0.917, P = 0.040; R = 0.740, P = 0.035; respectively). Glycolithocholic acid (GLCA) and taurolithocholic acid (TLCA) accumulated in bile 6 months after EST.
CONCLUSIONS
ECPP has less impact on the biliary microenvironment than EST and prevents duodenobiliary reflux by repairing the sphincter of Oddi. The bile levels of GLCA and TLCA may be used to predict the risk of cholelithiasis.
Animals
;
Swine, Miniature
;
Swine
;
Cholelithiasis/prevention & control*
;
Sphincterotomy, Endoscopic/methods*
;
Sphincter of Oddi/surgery*
;
Female
;
Male
3.Safety of percutaneous endoscopic gastrostomy in older patients with amyotrophic lateral sclerosis
Wenzheng LIU ; Yuhuan MA ; Xiu'e YAN ; Hong CHANG ; Wei YAO ; Yingchun WANG ; Wei ZHENG ; Yaopeng ZHANG ; Yonghui HUANG
Chinese Journal of Geriatrics 2025;44(1):40-45
Objective:A retrospective study was conducted to investigate the safety of Percutaneous Endoscopic Gastrostomy(PEG)in elderly patients with Amyotrophic Lateral Sclerosis(ALS)and to identify the factors influencing major complications.The aim is to establish a more robust foundation for optimizing both the procedure and its timing, thereby enhancing the evidence base for refining the surgical approach.Methods:We retrospectively collected clinical data from elderly ALS patients(≥60 years old)who underwent PEG at Peking University Third Hospital between January 2006 and January 2024.This dataset includes information on general health conditions, the progression of ALS, comorbidities, surgical details, and related complications.Additionally, we analyzed the postoperative complications experienced by the included patients, focusing specifically on the risk factors associated with aspiration pneumonia.Results:A total of 140 patients were included in the study, with a mean age of 68.2±5.9 years.Among these, 69 were male(49.3%)with a mean age of 68.4±6.5 years, and 71 were female(50.7%)with a mean age of 67.7±6.0 years.Successful outcomes were observed in 139 cases(99.3%).One case was not completed due to respiratory arrest caused by intraoperative aspiration.Postoperative complications occurred in 36 cases(25.7%), which included 9 cases of wound infection(6.4%), 1 case of abdominal infection(0.7%), 21 cases of aspiration pneumonia(15.0%), 1 case of local fistula leakage(0.7%), 2 cases of transient fever(1.4%), and 2 cases of death during hospitalization(1.4%).Both univariate and multivariate analyses indicated that an onset duration of ≤1 year( P=0.020)and a half-sitting position( P=0.022)significantly influenced the occurrence of aspiration pneumonia, acting as protective factors( β<0, OR<1). Conclusions:PEG is a safe method for providing enteral nutrition to elderly patients with ALS.While most complications associated with the procedure are mild and can be managed, Aspiration pneumonia remains a common and serious complication.However, early surgical intervention and the use of a semi-seated position during the procedure can help reduce the incidence of aspiration pneumonia.
4.Predictive value of serum Lp-PLA2 level for high-risk coronary plaques in elderly males
Jinjin CUI ; Keyu WANG ; Xinwei CHANG ; Fang LI ; Hongxiang YAO ; Xue ZHENG ; Jian ZHAO ; Guanzhong LIU ; Xinjiang WANG
Chinese Journal of Geriatric Heart Brain and Vessel Diseases 2025;27(7):836-840
Objective To investigate the value of serum lipoprotein-associated phospholipase A2(Lp-PLA2)for predicting high-risk coronary plaques in elderly males.Methods A retrospective study was conducted on 46 elderly males aged ≥60 years undergoing health check-ups and coro-nary computed tomography angiography in our hospital between May and July 2024.Their general clinical data were collected.Artificial intelligence software was used to analyze coronary calcium scores and plaque characteristics.The participants were divided into a high-risk plaque group(n=15)and a non-high-risk plaque group(n=31).The differences were compared between the two groups.Multivariate logistic regression analysis was used to identify the influencing factors for high-risk coronary plaques.ROC curve was plotted to determine the predictive value of serum Lp-PLA2 for high-risk plaques,and its AUC value was calculated.Results The high-risk plaque group had significantly larger proportions of smoking history and hyperlipidemia,and higher level of homocysteine and Lp-PLA2 than the non-high-risk plaque group(P<0.05,P<0.01).Multiva-riate logistic regression analysis indicated that Lp-PLA2 was an independent risk factor for high-risk coronary plaques(HR=1.030,95%CI:1.008-1.053,P<0.05).ROC curve analysis revealed that the AUC value of Lp-PLA2 in predicting high-risk coronary plaques was 0.833(95%CI:0.694-0.927,P<0.01),with a sensitivity of 93.3%,a specificity of 71.0%,a positive predictive value of 62.5%,and a negative predictive value of 100%.Conclusion Serum Lp-PLA2 is of signif-icant value in predicting high-risk coronary plaques in elderly men.
5.Application of Modified Percutaneous Endoscopic Gastrostomy in Patients With Amyotrophic Lateral Sclerosis
Wenzheng LIU ; Yuhuan MA ; Hong CHANG ; Xiu'e YAN ; Wei YAO ; Yingchun WANG ; Wei ZHENG ; Yaopeng ZHANG ; Yonghui HUANG
Chinese Journal of Minimally Invasive Surgery 2025;25(3):153-157
Objective To evaluate the value of modified percutaneous endoscopic gastrostomy(PEG)for patients with amyotrophic lateral sclerosis(ALS)and dysphagia.Methods From January 2018 to December 2023,47 patients with ALS were treated with modified PEG in our hospital.The surgery was performed under local anesthesia.The patients were placed in a semi-seated position,and the surgeon performed surgery with an ultra-fine endoscope through oral entrance to the stomach.Results The modified PEG were successfully completed in all the 47 cases.The operation time was5-20 min[mean,(10.3±1.7)min].The postoperative hospitalization lasted for2-8 d(mean,2.8 d).Postoperative complications occurred in6 cases(12.8%),including aspiration pneumonia in4 cases(8.5%)and incision infection in2 cases(4.3%).The body mass index was17.06±0.89 before PEG and 18.15±0.81 at 3 months after PEG,with significant difference(t=-10.373,P=0.000).Conclusion For ALS patients with dysphagia,modified PEG is feasible,which significantly improves nutritional status of patients.
6.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.
7.Predictive value of serum Lp-PLA2 level for high-risk coronary plaques in elderly males
Jinjin CUI ; Keyu WANG ; Xinwei CHANG ; Fang LI ; Hongxiang YAO ; Xue ZHENG ; Jian ZHAO ; Guanzhong LIU ; Xinjiang WANG
Chinese Journal of Geriatric Heart Brain and Vessel Diseases 2025;27(7):836-840
Objective To investigate the value of serum lipoprotein-associated phospholipase A2(Lp-PLA2)for predicting high-risk coronary plaques in elderly males.Methods A retrospective study was conducted on 46 elderly males aged ≥60 years undergoing health check-ups and coro-nary computed tomography angiography in our hospital between May and July 2024.Their general clinical data were collected.Artificial intelligence software was used to analyze coronary calcium scores and plaque characteristics.The participants were divided into a high-risk plaque group(n=15)and a non-high-risk plaque group(n=31).The differences were compared between the two groups.Multivariate logistic regression analysis was used to identify the influencing factors for high-risk coronary plaques.ROC curve was plotted to determine the predictive value of serum Lp-PLA2 for high-risk plaques,and its AUC value was calculated.Results The high-risk plaque group had significantly larger proportions of smoking history and hyperlipidemia,and higher level of homocysteine and Lp-PLA2 than the non-high-risk plaque group(P<0.05,P<0.01).Multiva-riate logistic regression analysis indicated that Lp-PLA2 was an independent risk factor for high-risk coronary plaques(HR=1.030,95%CI:1.008-1.053,P<0.05).ROC curve analysis revealed that the AUC value of Lp-PLA2 in predicting high-risk coronary plaques was 0.833(95%CI:0.694-0.927,P<0.01),with a sensitivity of 93.3%,a specificity of 71.0%,a positive predictive value of 62.5%,and a negative predictive value of 100%.Conclusion Serum Lp-PLA2 is of signif-icant value in predicting high-risk coronary plaques in elderly men.
8.Application of Modified Percutaneous Endoscopic Gastrostomy in Patients With Amyotrophic Lateral Sclerosis
Wenzheng LIU ; Yuhuan MA ; Hong CHANG ; Xiu'e YAN ; Wei YAO ; Yingchun WANG ; Wei ZHENG ; Yaopeng ZHANG ; Yonghui HUANG
Chinese Journal of Minimally Invasive Surgery 2025;25(3):153-157
Objective To evaluate the value of modified percutaneous endoscopic gastrostomy(PEG)for patients with amyotrophic lateral sclerosis(ALS)and dysphagia.Methods From January 2018 to December 2023,47 patients with ALS were treated with modified PEG in our hospital.The surgery was performed under local anesthesia.The patients were placed in a semi-seated position,and the surgeon performed surgery with an ultra-fine endoscope through oral entrance to the stomach.Results The modified PEG were successfully completed in all the 47 cases.The operation time was5-20 min[mean,(10.3±1.7)min].The postoperative hospitalization lasted for2-8 d(mean,2.8 d).Postoperative complications occurred in6 cases(12.8%),including aspiration pneumonia in4 cases(8.5%)and incision infection in2 cases(4.3%).The body mass index was17.06±0.89 before PEG and 18.15±0.81 at 3 months after PEG,with significant difference(t=-10.373,P=0.000).Conclusion For ALS patients with dysphagia,modified PEG is feasible,which significantly improves nutritional status of patients.
9.Safety of percutaneous endoscopic gastrostomy in older patients with amyotrophic lateral sclerosis
Wenzheng LIU ; Yuhuan MA ; Xiu'e YAN ; Hong CHANG ; Wei YAO ; Yingchun WANG ; Wei ZHENG ; Yaopeng ZHANG ; Yonghui HUANG
Chinese Journal of Geriatrics 2025;44(1):40-45
Objective:A retrospective study was conducted to investigate the safety of Percutaneous Endoscopic Gastrostomy(PEG)in elderly patients with Amyotrophic Lateral Sclerosis(ALS)and to identify the factors influencing major complications.The aim is to establish a more robust foundation for optimizing both the procedure and its timing, thereby enhancing the evidence base for refining the surgical approach.Methods:We retrospectively collected clinical data from elderly ALS patients(≥60 years old)who underwent PEG at Peking University Third Hospital between January 2006 and January 2024.This dataset includes information on general health conditions, the progression of ALS, comorbidities, surgical details, and related complications.Additionally, we analyzed the postoperative complications experienced by the included patients, focusing specifically on the risk factors associated with aspiration pneumonia.Results:A total of 140 patients were included in the study, with a mean age of 68.2±5.9 years.Among these, 69 were male(49.3%)with a mean age of 68.4±6.5 years, and 71 were female(50.7%)with a mean age of 67.7±6.0 years.Successful outcomes were observed in 139 cases(99.3%).One case was not completed due to respiratory arrest caused by intraoperative aspiration.Postoperative complications occurred in 36 cases(25.7%), which included 9 cases of wound infection(6.4%), 1 case of abdominal infection(0.7%), 21 cases of aspiration pneumonia(15.0%), 1 case of local fistula leakage(0.7%), 2 cases of transient fever(1.4%), and 2 cases of death during hospitalization(1.4%).Both univariate and multivariate analyses indicated that an onset duration of ≤1 year( P=0.020)and a half-sitting position( P=0.022)significantly influenced the occurrence of aspiration pneumonia, acting as protective factors( β<0, OR<1). Conclusions:PEG is a safe method for providing enteral nutrition to elderly patients with ALS.While most complications associated with the procedure are mild and can be managed, Aspiration pneumonia remains a common and serious complication.However, early surgical intervention and the use of a semi-seated position during the procedure can help reduce the incidence of aspiration pneumonia.
10.Clinical characteristics and risk factors for death of respiratory syncytial virus infection in adult patients after hematopoietic stem cell transplantation
Yao LI ; Feng ZHANG ; Chang LIU ; Xiaosu ZHAO ; Xiaodong MO ; Fengrong WANG ; Chenhua YAN ; Zhidong WANG ; Jun KONG ; Yuanyuan ZHANG ; Fengmei ZHENG ; Yang LIU ; Leqing CAO ; Daoxing DENG ; Xiaojun HUANG ; Xiaohui ZHANG
Chinese Journal of Hematology 2024;45(10):916-922
Objective:To summarize the clinical features associated with respiratory syncytial virus (RSV) infection in patients following the hematopoietic stem cell transplant (HSCT) and exploring the risk factors for death.Methods:Patients who had RSV infection after undergoing HSCT from October 2023 to January 2024 in the hematology department of Peking University People’s Hospital were enrolled in the study. The clinical characteristics of the participating patients were summarized. The clinical characteristics of the surviving and the dying patients were compared, and the risk factors of death were analyzed by binary logistic regression.Results:Among the 43 RSV-positive HSCT patients, 20 (46.5%) were hypoxemic, six (14.0%) were admitted to the ICU for further treatment, four (9.3%) required tracheal intubation assisted ventilation, and seven patients (16.3%) died. A comparison of the clinical features of the surviving patients and the deceased patients demonstrated that the deceased patients had a lower PLT when infected with RSV [74.5 (8.0-348.0) ×10 9/L vs 15.0 (10.0-62.0) ×10 9/L, P=0.003], a higher incidence of simultaneous bacterial infections (85.7% vs 41.7%, P=0.046), and a higher rate of hematological recurrence (71.4% vs 13.9%, P=0.004). Hematological recurrence ( OR=15.500, 95% CI 2.336-102.848, P=0.005), influenza A viral infection ( OR=14.000, 95% CI 1.064-184.182, P=0.045), and low PLT at the time of RSV infection ( OR=0.945, 95% CI 0.894-0.999, P=0.048) were the factors associated with death following HSCT. Conclusion:Patients infected with RSV after undergoing HSCT have a poor prognosis, and active prevention and treatment of RSV in the autumn and winter requires urgent attention.

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