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.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.
3.Anti-senescence effect of acetyl dipeptide-1 cetyl ester on skin and its mechanism
Jiali YANG ; Shengsheng HE ; Hui KE ; Shan YANG ; Zhekun WANG ; Xingjiang ZHANG ; Pan WANG ; Kaile ZONG ; Qing HUANG ; Jianxin WU
Journal of China Pharmaceutical University 2023;54(2):188-197
Acetyl dipeptide-1 cetyl ester (AD-1) is a synthetic peptide composed of acetic acid and cetyl alcohol with arginine and tyrosine, which has certain anti-inflammatory and skin barrier enhancement effects, has been used in cosmetics for sensitive skin.Meanwhile, the ingredient has also been used in anti-aging cosmetics, but there is a lack of published scientific evidence on anti- senescence aspect.In this study, we investigated the related effects of AD-1 by evaluating its in vitro antioxidant and antiglycation efficacies.Furthermore, we established a photoaging model on primary rat dermal fibroblasts by repeated exposures to UVA irradiation.MTT assay was used to detect the effects of AD-1 on the cell viability.RT-qPCR was used to determine the effects of AD-1 on the mRNA levels of senescence-related p21, p53, MMPs, IL6, Col1, Col3 and autophagy-related p62, ATG5, ATG7.Western blot was used to detect the effects of AD-1 on the protein levels of p16, p21, p53, Col1, LC3B and p62.SA-β-gal was performed to indicate senescence level of the cell.MDC was performed to indicate autophagy level.Intracellular reactive oxygen species were monitored by fluorescent probes DCFH-DA.The results showed that AD-1 could reduce UVA-induced the cell damage and regulate the abnormal expression of mRNA levels. It alleviated the abnormal protein levels of p16, p21, p53, Col1, LC3B and p62 induced by UVA. These results suggested that AD-1 has not only antioxidant and antiglycation effects but also can activate autophagy to achieve anti-senescence effect.
4.Clinical treatment guideline for pulmonary blast injury (version 2023)
Zhiming SONG ; Junhua GUO ; Jianming CHEN ; Jing ZHONG ; Yan DOU ; Jiarong MENG ; Guomin ZHANG ; Guodong LIU ; Huaping LIANG ; Hezhong CHEN ; Shuogui XU ; Yufeng ZHANG ; Zhinong WANG ; Daixing ZHONG ; Tao JIANG ; Zhiqiang XUE ; Feihu ZHOU ; Zhixin LIANG ; Yang LIU ; Xu WU ; Kaican CAI ; Yi SHEN ; Yong SONG ; Xiaoli YUAN ; Enwu XU ; Yifeng ZHENG ; Shumin WANG ; Erping XI ; Shengsheng YANG ; Wenke CAI ; Yu CHEN ; Qingxin LI ; Zhiqiang ZOU ; Chang SU ; Hongwei SHANG ; Jiangxing XU ; Yongjing LIU ; Qianjin WANG ; Xiaodong WEI ; Guoan XU ; Gaofeng LIU ; Junhui LUO ; Qinghua LI ; Bin SONG ; Ming GUO ; Chen HUANG ; Xunyu XU ; Yuanrong TU ; Liling ZHENG ; Mingke DUAN ; Renping WAN ; Tengbo YU ; Hai YU ; Yanmei ZHAO ; Yuping WEI ; Jin ZHANG ; Hua GUO ; Jianxin JIANG ; Lianyang ZHANG ; Yunfeng YI
Chinese Journal of Trauma 2023;39(12):1057-1069
Pulmonary blast injury has become the main type of trauma in modern warfare, characterized by externally mild injuries but internally severe injuries, rapid disease progression, and a high rate of early death. The injury is complicated in clinical practice, often with multiple and compound injuries. Currently, there is a lack of effective protective materials, accurate injury detection instrument and portable monitoring and transportation equipment, standardized clinical treatment guidelines in various medical centers, and evidence-based guidelines at home and abroad, resulting in a high mortality in clinlcal practice. Therefore, the Trauma Branch of Chinese Medical Association and the Editorial Committee of Chinese Journal of Trauma organized military and civilian experts in related fields such as thoracic surgery and traumatic surgery to jointly develop the Clinical treatment guideline for pulmonary blast injury ( version 2023) by combining evidence for effectiveness and clinical first-line treatment experience. This guideline provided 16 recommended opinions surrounding definition, characteristics, pre-hospital diagnosis and treatment, and in-hospital treatment of pulmonary blast injury, hoping to provide a basis for the clinical treatment in hospitals at different levels.
5.Simultaneous Determination of 7 Effective Components in Yao Medicine Yueli Yaomi Spray by QAMS
Jingzhi ZHANG ; Danqing ZHAO ; Zhengrong WANG ; Jinyan JIA ; Lin YANG ; Shengsheng ZHANG ; Xinlei LIU ; Qing WU ; Wei PAN
China Pharmacy 2020;31(9):1044-1049
OBJECTIVE:To establish QAMS method for simultaneou s determination of 7 effective components in Yao medicine Yueli yaomi spray ,such as α-cyperone,α-pinene,β-pinene,limonene,β-elemene,caryophyllene oxide and ligustilide , so as to provide method reference for the quality control of the preparation. METHODS :GC method was adopted. The determination was performed on DB- 1701P capillary column ,using nitrogen as carrier gas. The temperature of the hydrogen flame ion detector was 240 ℃. The temperature was programmed ,the inlet temperature was 240 ℃,the injection volume was 1 μL and the split ratio was 20 ∶ 1. Using limonene as internal reference ,the relative correction factors of other 6 components were calculated,the contents of them were calculated with relative correction factors ,and then compared with the results of internal standard method (using naphthalene as internal standard ). RESULTS :The mass concentration linear range of α-cyperone, α-pinene,β-pinene,limonene,β-elemene,caryophyllene oxide and ligustilide were 0.008 9-1.110 0,0.028 3-3.540 0,0.020 5- 2.560 0,0.023 0-2.880 0,0.016 3-2.035 0,0.013 1-1.640 0,0.008 3-1.040 0 mg/mL(all r>0.999 0);the limits of quantification were 0.005 6,0.013 1,0.011 4,0.018 6,0.010 8,0.008 9,0.004 5 mg/mL;the detection limits were 0.001 9,0.004 1,0.003 7, 0.006 2,0.003 5,0.002 9,0.001 5 mg/mL;RSDs for precision ,stability(24 h),and repeatability tests were all less than 2% (n=5 or n=6); the average recoveries were 98.48% , 014) 101.37%,97.96%,99.80%,102.79%,97.77%,102.14%, and RSDs were all lower than 2%(n=9),respectively. The average relative correction factors of α-cyperone,α-pinene, β-pinene,β-elemene,caryophyllene oxide and ligustilide were 1.045 8,0.621 0,0.488 5,0.382 9,0.708 9,0.956 9 respectively,and the RSDs were all lower than 2%(n=6). There wa s no statistical significance in contents of 7 components between QAMS method and internal standard method (P>0.05). CONCLUSIONS :The established QAMS method is simple , accurate,stable and reproducible ,and can be used for simultaneous determination for 7 components in Yueli yaomi spray.
6.The value of quantitative multiple?phase CT radiomic features analysis in differentiation of clear cell renal cell carcinoma from fat?poor angiomyolipoma
Xiangling ZENG ; Jialiang WU ; Lei SUN ; Jiawei CHEN ; Shengsheng LAI ; Xin ZHEN ; Xinhua WEI ; Xinqing JIANG ; Ruimeng YANG
Chinese Journal of Radiology 2019;53(5):364-369
Objective To explore the CT dominant phase and optimal classification model in differenting clear cell renal cell carcinoma (ccRCC) from fat‐poor angiomyolipoma (fpAML) through quantitative multiple‐phase CT radiomic features analysis. Methods Clinical and imaging data of 195 cases pathologically confirmed ccRCC (n=131) and fpAML (n=64) were retrospectively studied. All the patients underwent non‐contrast enhanced CT scans and dynamic multi‐phase (corticomedullary phase, medullary phase and excretion phase) contrast‐enhanced CT scans. Regions of interest (ROIs) were manually delineated based on the selected image slices with the maximal diameter of the lesion using ITK‐SNAP software, followed by the acquisition of candidate CT radiomic feature sets from each phase with statistically significant differences by using Mann‐Whitney U test. Then, using the synthetic minority oversampling technique (SMOTE), 232 classification models which are composed of 29 different feature selection algorithms (top 10 features were chosen by the backward elimination method) and 8 different classifiers were constructed. Employing the 5‐fold cross‐validation method, the performance of each classification models for each phase was evaluated using accuracy (ACC), sensitivity (SEN), specificity (SPE) and area under receiver operating characteristic curve (AUC), to acquire dominant CT phases and the optimal classification models for distingushing ccRCC and fpAML, along with the key imaging radiomic features. Results In this study, the mean maximal diameter of ccRCC and fpAML lesions were (3.9±1.4) cm, and (3.5±1.7) cm, respectively, and there was no statistically significant difference in the size of the tumor between two groups (P>0.05). From 102 initial imaging feature sets, the total number of candidate imaging feature sets (P<0.05) were:non‐enhanced phase (n=26), corticomedullary phase (n=71), medullary phase (n=68), excretion phase (n=62). Among the 232 classification models through different combination of classifiers and feature selectors, the amount of classification models which achieved the maximum of AUC value (AUCmax) from different CT phases were: non‐enhanced phase (n=106, 45.7%), corticomedullary phase (n=94, 40.5%), medullary phase (n=23, 9.9%), excretion phase (n=9, 3.9%). Imaging features from non‐enhanced phase and corticomedullary phase yielded higher performance compared with medullary phase and excretion phase, with the corresponding optimal prediction models were SVM‐fisher_score (AUC: 0.897, ACC: 83%, SEN: 84%, SPE:80%) and Logistic Regression‐RFS (AUC: 0.891, ACC: 83%, SEN: 81%, SPE: 89%), respectively. Conclusions The quantitative imaging features from non‐enhanced and corticomedullary phase have better performance among proposed classification models than that from medullary phase and excretion phase. Furthermore, it is feasible to acquire proper combination of feature selection and classifiers to achieve high performance in identifying ccRCC and fpAML.
7. Prognostic significance of miRNA-223 targeting SOX11 in mantle cell lymphoma
Qing ZHANG ; Wentao ZHANG ; Shengsheng WU ; Jingjing YUAN ; Long TIAN ; Yanyan LIU ; Wenli ZUO ; Yongping SONG ; Keshu ZHOU
Chinese Journal of Hematology 2018;39(7):579-583
Objective:
To explore the expression and prognostic significance of miR-223 in patients with mantle cell lymphoma (MCL) and to investigate the possible mechanism.
Methods:
Twenty-one newly diagnosed MCL patients with bone marrow involvement were enrolled in the present study, 20 healthy donors as normal control. The expression level of miR-223 and SOX11 mRNA was determined by RQ-PCR. CCK-8 and flow cytometer assays were used to analyze cell proliferation, cell cycle and apoptosis of the constructed miR-223 overexpressing MCL cell line, Granta519 cells. SOX11 protein expression level was determined by Western blot. The target gene of miR-223 was confirmed by dual luciferase reporter assay.
Results:
①Of the 21 newly diagnosed MCL patients, 15 were male and 6 female, the median age was 58 (37-72) years. The expression level of miR-223 was significantly down regulated in MCL patients compared with that of healthy donors (14.7±10.5
8. Study on the expression of TRIP13 mRNA in chronic lymphocytic leukemia B lymphocyte and the molecular mechanism of TRIP13 mediated JVM-2 cell proliferation and apoptosis
Keshu ZHOU ; Qing ZHANG ; Wentao ZHANG ; Yanyan LIU ; Shengsheng WU ; Jan ZHOU ; Xudong WEI ; Yongping SONG
Chinese Journal of Hematology 2017;38(7):618-622
Objective:
To investigate the clinical significance of expression level of thyroid hormone receptor interactors 13 (TRIP13) gene to probe its function and downstream molecular mechanism in chronic lymphocytic leukemia (CLL) .
Methods:
Real-time quantitative PCR method was used to detect the expression levels of TRIP13 mRNA of CD19+ B lymphocytes in 30 cases of patients with CLL and 12 cases of peripheral blood hematopoietic stem cell donors (normal control group) . Lentivirus mediated shRNA was used to interference the mRNA and TRIP13 protein in CLL cells JVM-2. Scramble sequence was used as control. Methyl thiazolyl tetrazolium colorimetric assay (MTT) and flow cytometry was used to detect the cell proliferation and apoptosis in TRIP13 knocked-down and negative control JVM-2 cells.
Results:
TRIP13 mRNA level was significantly higher in 30 cases of CLL patients (2-△Ct= 0.014 89) compared with 12 healthy donors (2-△Ct= 0.000 19) (
9.The roles of CD40-CD40L in carotid atherosclerotic plaque stability and their correlation with matrix metalloproteinase 9
Jinghua WANG ; Zhongkui WANG ; Tao WU ; Benqiang DENG ; Suju DING ; Huan CHEN ; Shengsheng ZHANG ; Binghua JIAO
Chinese Journal of Neurology 2009;42(6):390-395
Objective To investigate the expression of CD40,CD40L and MMP9 in carotid atherosclerotic plaques and evaluate their roles in carotid atherosclerotic plaque stability.Methods Carotid atherosclerotic plaques were isolated in carotid eversion endarterectomy (GEE) in 37 patients with high-grade stenosis (>70%) including 20 stroke (A group) and 17 non-stroke patients (B group).The control group included samples of normal carotid artery from 11 normal individuals,The RNA expression levels of CD40,CD40 L and MMP9 in all A,B and control groups were quantitatively detected by real-time quantification polymerase chain reaction (PCR) and the protein expression levels were detected by Western blotting analysis.The expression and distribution of CD40,CD40L and MMP9 in carotid atherosclerotic plaques were detected by immunohistochemistry staining.Then correlations between CD40-CD40L and MMP9 were statistically analyzed.Results The relative CD40 mRNA level in high-grade stenosis of A group,B group and normal control were 2.41±0.43,1.03±0.38 and 0.31±0.12,respectively,and MMP9 mRNA 6.88±1.57,1.90±0.44 and 0.39±0.12,respectively.The levels of CD40 and MMP9 mRNA in A group were significantly higher than those in B group (P=0.000),the levels of CD40 and MMP9 in B group were significantly higher than those in controls (P=0.000).There was a linear correlation between CD40 and MMP9 mRNA (r=0.929,P=0.000).However,there were no significantly difference in mRNA levels of CD40L between carotid atherosclerosis and controls.The protein expression levels of CD40,CD40L and MMP9 in A group were significantly higher than those in B group (FCD40=104.100,P=0.000;FCD40L=129.932,P=0.000;FMMP9=13.565,P=0.021) and B group higher than normal controls (FCD40=115.848,P = 0.000;FCD40L= 30.482,P=0.005;FMMP9=35.557,P=0.004).The areas of positive staining of CD40,CD40L and MMP9 in immunochemistry study in A group were significantly higher than those in B group and B group was significantly higher than controls.There were linear correlations between positive staining areas Of CD40 and CD40L,CD40 and MMP9,CD40L and MMP9 (r=0.963,0.959,0.929,P=0.000).Expressions of CD40,CD40L and MMP9 were significantly higher in the shoulder areas of the atherosclerotic plaques than in other areas.Conclusions The CD40-CD40L has an important role in the formation of carotid atherosclerosis and plaque instability,probably by up-regulating MMP9.The expression of CD40L may be regulated by post-transcriptional modification to exert biological effects.
10.Clinical observation on treatment of reflux gastro-esophagitis by syndrome-differentiation depending therapy of TCM.
Xing-hong ZHAI ; Qi SHU ; Jin-mei DENG ; Chunhua WU ; Boxiang TANG ; Haiying AN ; Shengsheng ZHANG ; Wen LIU
Chinese Journal of Integrated Traditional and Western Medicine 2004;24(11):1014-1015

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