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.Real-world efficacy and safety of azvudine in hospitalized older patients with COVID-19 during the omicron wave in China: A retrospective cohort study.
Yuanchao ZHU ; Fei ZHAO ; Yubing ZHU ; Xingang LI ; Deshi DONG ; Bolin ZHU ; Jianchun LI ; Xin HU ; Zinan ZHAO ; Wenfeng XU ; Yang JV ; Dandan WANG ; Yingming ZHENG ; Yiwen DONG ; Lu LI ; Shilei YANG ; Zhiyuan TENG ; Ling LU ; Jingwei ZHU ; Linzhe DU ; Yunxin LIU ; Lechuan JIA ; Qiujv ZHANG ; Hui MA ; Ana ZHAO ; Hongliu JIANG ; Xin XU ; Jinli WANG ; Xuping QIAN ; Wei ZHANG ; Tingting ZHENG ; Chunxia YANG ; Xuguang CHEN ; Kun LIU ; Huanhuan JIANG ; Dongxiang QU ; Jia SONG ; Hua CHENG ; Wenfang SUN ; Hanqiu ZHAN ; Xiao LI ; Yafeng WANG ; Aixia WANG ; Li LIU ; Lihua YANG ; Nan ZHANG ; Shumin CHEN ; Jingjing MA ; Wei LIU ; Xiaoxiang DU ; Meiqin ZHENG ; Liyan WAN ; Guangqing DU ; Hangmei LIU ; Pengfei JIN
Acta Pharmaceutica Sinica B 2025;15(1):123-132
Debates persist regarding the efficacy and safety of azvudine, particularly its real-world outcomes. This study involved patients aged ≥60 years who were admitted to 25 hospitals in mainland China with confirmed SARS-CoV-2 infection between December 1, 2022, and February 28, 2023. Efficacy outcomes were all-cause mortality during hospitalization, the proportion of patients discharged with recovery, time to nucleic acid-negative conversion (T NANC), time to symptom improvement (T SI), and time of hospital stay (T HS). Safety was also assessed. Among the 5884 participants identified, 1999 received azvudine, and 1999 matched controls were included after exclusion and propensity score matching. Azvudine recipients exhibited lower all-cause mortality compared with controls in the overall population (13.3% vs. 17.1%, RR, 0.78; 95% CI, 0.67-0.90; P = 0.001) and in the severe subgroup (25.7% vs. 33.7%; RR, 0.76; 95% CI, 0.66-0.88; P < 0.001). A higher proportion of patients discharged with recovery, and a shorter T NANC were associated with azvudine recipients, especially in the severe subgroup. The incidence of adverse events in azvudine recipients was comparable to that in the control group (2.3% vs. 1.7%, P = 0.170). In conclusion, azvudine showed efficacy and safety in older patients hospitalized with COVID-19 during the SARS-CoV-2 omicron wave in China.
4.Clinical value of peripheral immune function status in the assessment of'Deficiency of Vital Qi'in lung cancer metastasis
Fan XU ; Jianhui TIAN ; Youjun LIU ; Zhenyang CHENG ; Zujun QUE ; Bin LUO ; Yun YANG ; Jialiang YAO ; Wang YAO ; Xinyi LU ; Yao LIU ; Yiyang ZHOU ; Jianchun WU ; Yingbin LUO ; Minghua LI ; Wenfei SHI ; Yajing CUI ; Wenji SHANGGUAN ; Yan LI
Chinese Journal of Cancer Biotherapy 2025;32(10):1065-1070
Objective:To investigate the association between peripheral immune function status and lung cancer metastasis,and to identify peripheral blood immune biomarkers for'Deficiency of Vital Qi'assessment in lung cancer metastasis.Methods:A retrospective analysis was conducted on peripheral blood immune markers collected before treatment from lung cancer patients admitted into Shanghai Municipal Hospital of Traditional Chinese Medicine,affiliated to Shanghai University of Traditional Chinese Medicine,between March 2023 and April 2025.Patients were categorized into the non-metastatic and the metastatic groups based on the presence of distant metastasis,and the differences in the expressions of immune cells and cytokines between groups were compared.Peripheral blood immune markers with P<0.05 in univariate analysis were incorporated into a multivariate binary logistic regression model to identify independent predictors of lung cancer metastasis.Results:A total of 193 lung cancer patients were included(101 in the non-metastatic group and 92 in the metastatic group).There were no statistically significant differences between the two groups in terms of gender,age,smoking history,drinking history,or pathological type(all P>0.05).Univariate analysis revealed significant differences in multiple immune markers between the non-metastatic and metastatic groups(all P<0.05),including:lymphocyte count,CD3+,CD4+,and CD8+T,CD19+B cells,absolute counts of CD3-CD16+CD56+NK cells,percentages of Treg cells,CD8+CD28+Treg cells,G-MDSC,and CD3-CD16+CD56+dim NK cells,and levels of cytokine IL-1β,IL-6,and IL-10.Binary logistic regression analysis of differential indicators suggested that the percentage of Treg cells and CD8+CD28+Treg cells in peripheral blood were independent predictors of distant metastasis in lung cancer(OR=1.193,95%CI[1.047,1.36],P<0.01;OR=0.978,95%CI[0.957,0.999],P<0.05).Conclusion:Peripheral blood immune dysfunction is the biological basis for'qi deficiency'in lung cancer metastasis.This study quantitatively demonstrates the correlation between peripheral immune function status and lung cancer metastasis,providing empirical evidence for the theories of'qi deficiency and hidden toxicity'and'metastatic state of tumors'.
5.Clinical application value of surface-guided automatic positioning in pelvic tumor radiotherapy
Jianchun CUI ; Wei LU ; Qianyong LI
China Oncology 2024;34(10):966-971
Background and purpose:Radiotherapy is an important means to treat pelvic tumors.It is important to improve the accuracy of radiotherapy and enhance the effectiveness.This study aimed to compare and analyze the influence of positioning errors during the radiotherapy of patients using surface guided radiotherapy(SGRT)automatic positioning versus traditional surface marking positioning.Methods:We performed a retrospective analysis of 50 patients with pelvic tumors who received radiotherapy and had simple positioning fixation methods at the Fudan University Shanghai Cancer Center from April 2023 to April 2024.A total of 25 patients were treated using SGRT(observation group),and 25 patients were treated using traditional surface marking(control group).After positioning according to the two positioning techniques,cone beam computed tomography(CBCT)images were collected.These data were compared with the initial reference computed tomography(CT)images within 6 dimensions.The correction error values of the six dimensions were recorded.We calculated the averages,standard deviations,and the number of cases and probabilities in different interval distributions.SPSS 27.0 was used to perform statistical analysis of the data from the two groups of patients.We also analyzed the correlation of patients in the observation group within the 6 dimensions.Results:The non-parametric test showed significant differences in only the LNG and PITCH directions(P<0.05).The number of cases(probability)in the observation group with errors less than 3 mm and less than 1 were 108(86.4%),93(74.4%),108(86.4%),and 96(76.8%),111(88.8%),107(85.6%),respectively.In the control group,the numbers were 113(90.4%),107(85.6%),118(94.4%),and 71(56.8%),95(76.0%),110(88.0%),respectively.The Spearman correlation analysis showed that in the observation group,the left-right direction had a negative correlation with pitch,roll and yaw,while all other directions were positively correlated.Statistically significant positive correlations(P<0.05)were found between the superior-inferior and pitch directions,left-right and roll directions,as well as pitch and roll directions,with positive correlation coefficients(r=0.270,r=0.301,and r=0.247).Conclusion:The application of SGRT automatic positioning can achieve the effect of regular surface marking line positioning,has advantages in rotation direction adjustment,and can replace surface marking line positioning where conditions permit.
6.Chinese Experts Consensus on Immune Checkpoint Inhibitors for Non-small Cell Lung Cancer (2020 Version).
Caicun ZHOU ; Jie WANG ; Baocheng WANG ; Ying CHENG ; Zhehai WANG ; Baohui HAN ; You LU ; Gang WU ; Li ZHANG ; Yong SONG ; Bo ZHU ; Yi HU ; Ziping WANG ; Qibin SONG ; Shengxiang REN ; Yayi HE ; Xiaohua HU ; Jian ZHANG ; Yu YAO ; Hongyun ZHAO ; Zhijie WANG ; Qian CHU ; Jianchun DUAN ; Jingjing LIU ; Shukui QIN
Chinese Journal of Lung Cancer 2021;24(4):217-235
Non-small cell lung cancer (NSCLC) is the most common pathological type of lung cancer. The systemic antitumor therapy of advanced NSCLC has undergone renovations of chemotherapy, targeted therapy and immunotherapy, which results in greatly improved survival for patients with advanced NSCLC. Immune checkpoint inhibitors (ICIs), especially targeting programmed cell death protein 1 (PD-1)/programmed death-ligand 1 (PD-L1), has changed the treatment paradigm of NSCLC. ICIs have become the standard treatment for advanced NSCLC without epidermal growth factor receptor(EGFR) mutation or anaplastic lymphomakinase(ALK) translocation in the first- or second-line setting, and for locally advanced NSCLC following concurrent radiotherapy and chemotherapy. ICIs are also promising in adjuvant/neoadjuvant therapy. More and more ICIs have been approved domestically for the treatment of NSCLC. Led by the NSCLC expert committee of Chinese Society of Clinical Oncology (CSCO), this consensus was developed and updated based on thoroughly reviewing domestic and foreign literatures, clinical trial data, systematic reviews, experts' discussion and the consensus(2019 version). This consensus will aid domestic clinicians in the treatment of NSCLC with ICIs.
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7.Effects of high glucose and lysophosphatidylcholine (LPC) on RAW264.7 macrophages during No-cardia farcinica infection
Lu TANG ; Zhenjun LI ; Jianchun GUO ; Heqiao LI ; Lina SUN ; Xingzhao JI ; Yongliang LOU
Chinese Journal of Microbiology and Immunology 2018;38(4):280-284
Objective To investigate the effects of high glucose and lysophosphatidylcholine (LPC) on the immune function of in vitro cultured macrophages during Nocardia farcinica infection. Meth-ods RAW264.7 macrophages were cultured in vitro under different conditions as follows: routine culture (control group),50 mmol/L glucose (high glucose group),10 mg/L LPC(LPC groupⅠ),25 mg/L LPC (LPC groupⅡ) and 50 mmol/L glucose+25 mg/L LPC(high glucose and LPC group). The activity of mac-rophages in each group was tested after 6,12,24 and 36 h of culture. After 24 h of culture, macrophages were collected from every group and co-cultured with Nocardia farcinica. Dynamic phagocytosis rates were detected at 1,2,3,4,5 and 6 h after co-culture. Toxic effects of Nocardia farcinica on macrophages and concentrations of IL-10 and TNF-α were measured at 1,3 and 6 h after co-culture. Results Macrophages in all four experimental groups showed decreased activity as compared with those in the control group (P<0.01). Phagocytosis of Nocardia farcinica by macrophages was also reduced by high glucose and LPC. Phagocytosis rates of high glucose group and LPC groupⅡ at 1 and 2 h,LPC groupⅠat 1,2 and 3 h,and high glucose and LPC group at 1,2,3 and 4 h after co-culture were significantly lower than that of the con-trol group (P<0.05 or P<0.01). Compared with the control group, significantly reduced toxic effects on macrophages caused by Nocardia farcinica was observed in the experimental groups (P<0.05 or P<0.01). Compared with the control group,LPC groupsⅠand Ⅱ and high glucose and LPC group had decreased se-cretion of IL-10 at 3 h,and high glucose group and LPC groupⅠhad decreased secretion of TNF-α at 1 h(P<0.05). Conclusion Culture macrophages under the conditions of high glucose and LPC would reduce their activity and impair their ability to phagocytose Nocardia farcinica. Moreover, high glucose and LPC might have impacts on the toxic effects of Nocardia farcinica on macrophages and the secretion of IL-10 and TNF-α.
8.Changes of fusobacterium nucleatum in colorectal cancer patients after radiotherapy
Jianchun LIAN ; Beibei LIU ; Yuanyuan ZHANG ; Junzhong LU ; Yingmei ZHANG ; Yuzhang JIANG ; Xiaoyun ZHANG
International Journal of Laboratory Medicine 2017;38(15):2051-2053
Objective To study the infection rate of fusobacterium nucleatum cancer re appeared in patients with colorectal cancer before and after radiotherapy,and the changes after cancer recarrence.Methods A total of 20 persons receiving physical examination were recruited in the control group and collected the stool specimens,and 40 colorectal cancer patients were selected in the study group.All of the subjects in the study group were collected stool specimens before operation 3 days and after operation 5 day,after radiation therapy 7 days and 30 days.The patients were followed-up 1 year.The bacterial fluid was collected by filtration,and real-time fluorescence quantitative PCR was used to detect the expression of fusobacterium nucleatum gene in feces.Results The positive rate of fecal fusobacterium fusiformis was 30% in the study group and 5% in the control group.The gene relative expression of 12 colorectal cancer patients before operation 3 days and after operation 5 days,after radiation therapy 7 days and 30 days were 5.20±0.34,8.50±0.45,1.20±0.22,0.20±0.15.The fusobacterium nucleatum gene expression of 12 patients with positive fusobacterium after operation 5 days was significantly increased compared with that before operation 3 days(t=10.419,P=0.001),which after radiation therapy 7 days and 30 days was significant lower than that before operation 3 days(t=12.728,P=0.001;t=25.889,P=0.001).Six patients recurred among 1 year,the fusobacterium nucleatum gene expression was 7.2±0.56,which was significant higher than that after radiation therapy 7 days.Conclusion The infection of fusobacterium nucleatum might be a risk factor for colorectal cancer,and the gene relative expression might be an early warning indicator of recurrence.
9.Clinical Characteristics of Lung Cancer with Pancreatic Metastases
DUAN JIANCHUN ; WAN RUI ; SHEN JIANQIN ; LIU XUYI ; WANG JIE ; ZHAO JUN ; WU MEINA ; YANG LU ; AN TONGTONG ; GUO QINGZHI
Chinese Journal of Lung Cancer 2017;20(8):511-515
Background and objective Lacking of typical symptoms, more than 70% of patients with lung cancer are diagnosed as advanced-stage disease. Patients suffer from solid organs metastasis with different clinical features and prog-nosis. With development of new technology, more and more lung cancer patients are diagnosed with pancreatic metastasis. The aim of this study was to investigate clinicopathologic and survival difference by retrospective analysis among lung cancer patients with pancreatic metastases.Methods Of the patients with lung cancer diagnosed by pathology and thorough staging evaluation and treated at Beijing Cancer Hospital with long follow-up during July 1996 and June 2017, 35 cases had pancreatic metastases.Results There were 28 cases diagnosed as small cell lung cancer, 3 cases diagnosed as adenocarcinoma and 4 cases diagnosed as squamous cell carcinoma. There were 15 cases with pancreatic metastases in head of pancreas and 20 cases in body and tail of pancreas, 23 cases presented with isolated metastasis and 12 cases with multiple metastases. Pathological type was prognostic factor for lung cancer patients with pancreatic metastases.Conclusion Pancreatic metastases represents an uncommon site of extrathoracic spread of disease for part of patients with advanced lung cancer. Lung cancer with pancreatic metastases should be treated by combined therapy, especially by systemic chemotherapy. Pathological type was prognostic fac-tor for lung cancer patients with pancreatic metastases.
10.Cost-effectiveness analysis of entecavir and lamivudine in treatment of early stage acute-on-chronic liver failure
Longgen LIU ; Jianchun LU ; Yuan XUE ; Chunyan YE
Journal of Chinese Physician 2016;18(3):343-346
Objective To evaluate the cost-effectiveness of entecavir and lamivudine in treatment of early stage acute on chronic liver failure (ACLF),and analyze the predictive factors.Methods Forty nine patients with early ACLF were enrolled.Of which,28 patients were treated with entecavir,and 21 patients were treated with lamivudine.Mortality,length of hospital stay,cost,liver function,coagulation function,and model for end-stage liver disease (MELD) score were compared between two groups.Pharmacoeconomic evaluation was taken using cost-effectiveness analysis and cost minimization analysis.Results Mortality,length of hospital stay and cost had no significant difference between two groups.Ratio of costeffectiveness in lamivudine group was higher than that in entecavir group.Cox analysis showed that primary peritonitis and MELD score at the end of the second week were the main predictive factors.Conclusions Entecavir cannot improve the survival rate of early stage ACLF compared to lamivudine,but may provide economic benefit to patients with early stage ALCF.

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