1.Development of a prediction model for chemotherapy and immunotherapy response in esophageal squamous cell carcinoma patients using machine learning algorithms
Jincheng CHEN ; Xiaoqin ZHANG ; Jie LIU ; Tongxin LI ; Yi WU ; Ping HE ; Wei WU
Journal of Army Medical University 2025;47(6):591-601
Objective To develop models for predicting response to chemotherapy combined with immunotherapy in patients with esophageal squamous carcinoma with various machine learning algorithms,and then select the optimal model.Methods A retrospective study was performed for 174 patients with esophageal squamous cell carcinoma undergoing chemotherapy combined with immunotherapy admitted in Department of Thoracic Surgery of the First Affiliated Hospital of Army Medical University from January 2022 to December 2023.The CT scans and clinical information were collected before treatment.They were randomly divided into a training set(n=122)and a testing set(n=52)in a ratio of 7∶3.CT radiomic features were extracted and selected,and then 5 machine-learning algorithms were employed to establish the prediction models,including radiomics model and clinical-radiomics model.Five-fold cross-validation was conducted on the training set,and the performance of the prediction models was evaluated on the testing set using receiver operating characteristic(ROC)curve and the F1 score.The best-performing model was further explained using local interpretable model-agnostic explanations(LIME)algorithm.Results Among the 174 patients,115(66.1%)achieved clinical remission.From the clinical information and CT images,1 clinical features and 10 radiomic features were identified.The area under of ROC curve(AUC)for the radiomics and clinical-radiomics models was 0.750(95%CI:0.616~0.883),and 0.766(95%CI:0.637~0.895),respectively.The F1 score of the optimal clinical-radiomics model was 0.829.LIME algorithm indicated that this best model demonstrated reliability in predicting individual samples.Conclusion The clinical-radiomics prediction model based on machine learning algorithm performs well,and can provide a reference for doctors'clinical decision-making by predicting the response to chemotherapy combined with immunotherapy in patients with esophageal squamous cell carcinoma.
2.Epidemiological Characteristics and Risk Factors of Non-alcoholic Fatty Liver Disease in Jincheng between 2015 and 2020
Nina ZHANG ; Junfang CUI ; Aiguo ZHANG ; Xueke FAN ; Yuting CHEN ; Shumei ZHANG ; Sha WEI
Journal of Public Health and Preventive Medicine 2025;36(1):110-113
Objective To investigate the epidemiological characteristics and risk factors of non-alcoholic fatty liver disease in Jincheng between 2015 and 2020. Methods Clinical data of 8,578 medical check-ups at Physical Examination Center of ou hospital from January 2015 to December 2020 were retrospectively selected. The prevalence of non-alcoholic fatty liver disease in the last 5 years was recorded, and Logistic regression was utilized to identify the risk factors for the development of non-alcoholic fatty liver disease. Results The overall prevalence of non-alcoholic fatty liver disease in Jincheng was 14.57% in 2015-2020. The prevalence of non-alcoholic fatty liver disease was higher in men than in women (16.99% vs 10.98%) and highest in the 40-59 age group (18.76%). No statistical difference was reported in blood urea nitrogen (BUN) and serum creatinine (Scr) between groups (P>0.05), while statistical difference was found in diabetes, hypertension, body mass index (BMI), waist circumference, weekly exercise frequency, daily vegetable intake, triglycerides (TG), total cholesterol (TC), low-density lipoprotein cholesterol (LDL-C), high-density lipoprotein cholesterol (HDL-C), alanine aminotransferase (ALT) and uric acid (UA) between two groups (P<0.05). Multivariate Logistic regression analysis denoted that BMI (OR=2.794, 95% CI: 1.745-4.550), waist circumference (OR=2.586, 95% CI: 1.585-4.299), diabetes (OR=0.644, 95% CI: 1.425-2.781), hypertension (OR=1.479, 95% CI: 1.121-2.290), weekly exercise ≥6h (OR=0.617, 95% CI: 0.519-0.709), daily vegetable intake ≥300g (OR=0.590, 95% CI: 0.467-0.652), TG (OR=1.481, 95% CI: 1.122-1.996), TC (OR=1.562, 95% CI:1.143-2.135), LDL-C (OR=1.440, 95% CI: 1.139-2.048), HDL-C (OR=0.656 , 95% CI: 0.587-0.783) , ALT (OR=1.591, 95% CI: 1.056-2.183), and UA (OR=1.412, 95% CI: 1.009-1.887) were risk factors for non-alcoholic fatty liver disease (P<0.05) . Conclusion The prevalence of non-alcoholic fatty liver disease in Jincheng City from 2015 to 2020 is 14.57%, the prevalence of males is higher than that of females, and the prevalence rate is the highest in the 40-59 age group. Moreover , diabetes mellitus , hypertension , BMI , waist circumference , weekly exercise , daily vegetable intake , serum TG, TC, LDL-C, HDL-C, ALT, and UA are all associated with the risk of the disease.
3.Predicting the surgical difficulty,complications and prognosis of kidney tumors based on anatomical features:advances in renal tumor scoring systems
Gen LI ; Yuhao YU ; Xuexing FAN ; Jincheng LI ; Jiasong LI ; Pugui LI ; Xiaopen CHEN ; He WANG ; Geng ZHANG ; Yong WANG
Journal of Modern Urology 2025;30(4):355-363
Renal tumor scoring systems can describe the anatomical characteristics of renal tumors. It is an important standard to evaluate the surgical complexity and to evaluate the surgical complexity and feasibility of partial nephrectomy. Scholars at home and abroad have established various scoring systems based on different anatomical parameters,such as R.E.N.A.L.,PADUA,C-Index,which are used to guide the clinical selection of surgical modalities,and predict perioperative complications and prognosis. In this paper,various scoring systems are grouped into three major categories according to their functions:prediction of surgical complexity,prediction of complications,and prediction of prognosis. The contents,characteristics and clinical application value of various renal tumor scoring systems are introduced in detail to guide urologists,enhance their surgical decision-making ability,and improve the clinical outcomes.
4.Correlation of MET Status with Clinicopathological Features and Prognosis of Advanced Prostatic Acinar Adenocarcinoma
Weiying HE ; Wenjia SUN ; Huiyu LI ; Yanggeling ZHANG ; De WU ; Chunxia AO ; Jincheng WANG ; Yanan YANG ; Xuexue XIAO ; Luyao ZHANG ; Xiyuan WANG ; Junqiu YUE
Cancer Research on Prevention and Treatment 2025;52(8):698-704
Objective To explore the correlation of MET status in patients with advanced prostatic acinar adenocarcinoma with the clinical pathological parameters and prognosis. Methods The specimen from 135 patients with advanced prostatic acinar adenocarcinoma was included. The expression of c-MET protein was detected via immunohistochemistry, and MET gene amplification was assessed by fluorescence in situ hybridization. The relationships of c-MET expression and gene amplification with clinicopathological features and prognosis were analyzed. Results The positive expression rate of c-MET was 52.60% (71/135). Compared with the c-MET expression in adjacent tissues, that in tumor tissues showed lower heterogeneous expression. Among the cases, 1.71% (2/117) exhibited MET gene polyploidy, but no gene amplification was detected. Positive c-MET expression was significantly correlated with high Gleason scores and grade groups (P=
5.Efficacy and safety of high protein intake in critically ill patients.
Wei WU ; Fei LENG ; Minhui DONG ; Jieqiong SONG ; Jincheng ZHANG ; Fei HAN ; Yiqi QIAN ; Ming ZHONG
Chinese Medical Journal 2025;138(7):880-882
7.Causal Associations between Particulate Matter 2.5 (PM 2.5), PM 2.5 Absorbance, and Inflammatory Bowel Disease Risk: Evidence from a Two-Sample Mendelian Randomization Study.
Xu ZHANG ; Zhi Meng WU ; Lu ZHANG ; Bing Long XIN ; Xiang Rui WANG ; Xin Lan LU ; Gui Fang LU ; Mu Dan REN ; Shui Xiang HE ; Ya Rui LI
Biomedical and Environmental Sciences 2025;38(2):167-177
OBJECTIVE:
Several epidemiological observational studies have related particulate matter (PM) exposure to Inflammatory bowel disease (IBD), but many confounding factors make it difficult to draw causal links from observational studies. The objective of this study was to explore the causal association between PM 2.5 exposure, its absorbance, and IBD.
METHODS:
We assessed the association of PM 2.5 and PM 2.5 absorbance with the two primary forms of IBD (Crohn's disease [CD] and ulcerative colitis [UC]) using Mendelian randomization (MR) to explore the causal relationship. We conducted two-sample MR analyses with aggregated data from the UK Biobank genome-wide association study. Single-nucleotide polymorphisms linked with PM 2.5 concentrations or their absorbance were used as instrumental variables (IVs). We used inverse variance weighting (IVW) as the primary analytical approach and four other standard methods as supplementary analyses for quality control.
RESULTS:
The results of MR demonstrated that PM 2.5 had an adverse influence on UC risk (odds ratio [ OR] = 1.010; 95% confidence interval [ CI] = 1.001-1.019, P = 0.020). Meanwhile, the results of IVW showed that PM 2.5 absorbance was also causally associated with UC ( OR = 1.012; 95% CI = 1.004-1.019, P = 0.002). We observed no causal relationship between PM 2.5, PM 2.5 absorbance, and CD. The results of sensitivity analysis indicated the absence of heterogeneity or pleiotropy, ensuring the reliability of MR results.
CONCLUSION
Based on two-sample MR analyses, there are potential positive causal relationships between PM 2.5, PM 2.5 absorbance, and UC.
Humans
;
Mendelian Randomization Analysis
;
Particulate Matter/analysis*
;
Polymorphism, Single Nucleotide
;
Inflammatory Bowel Diseases/genetics*
;
Air Pollutants/analysis*
;
Crohn Disease/genetics*
;
Colitis, Ulcerative/genetics*
;
Genome-Wide Association Study
;
Risk Factors
;
Environmental Exposure
8.Efficacy of modified pelvic floor reconstruction in non-nerve-sparing robot-assisted radical prostatectomy
Xuexing FAN ; Gen LI ; Jincheng LI ; Jiasong LI ; Yuhao YU ; Pugui LI ; Xiaopeng CHEN ; Zhiguo LU ; Geng ZHANG ; Yong WANG
Journal of Modern Urology 2025;30(12):1038-1042,1063
Objective To evaluate the efficacy and safety of modified pelvic floor reconstruction in non-nerve-sparing robot-assisted radical prostatectomy (NNS RARP) for improving postoperative urinary control. Methods A retrospective analysis was conducted on the clinical data of 79 prostate cancer patients who underwent NNS RARP at Tangdu Hospital during Jan.2020 and Dec.2023, including 29 in the reconstruction group, and 50 in the non-reconstruction group. The baseline characteristics including age, body mass index, prostate-specific antigen (PSA) level, clinical stage, prostate volume, and biopsy Gleason score, and perioperative indexes including operation time, intraoperative blood loss, catheter indwelling time, complication rate, and positive rate of surgical margins were compared between the two groups. Additionally, urinary continence function was assessed before operation and 1,3,6, and 12 months after operation using the international consultation on incontinence questionnaire-short form (ICIQ-SF) and the incontinence quality of life questionnaire score (I-QoL). Results No statistically significant differences were observed in the baseline characteristics between the two groups (P>0.05). The operation time was significantly longer in the reconstruction group than in the non-reconstruction group [ (110.24±15.08) min vs. (101.80±9.89) min, P=0.010]. There were no significant differences in intraoperative blood loss, catheter indwelling time, complication rate, and positive rate of surgical margins between the two groups (P>0.05). The reconstruction group demonstrated significantly lower ICIQ-SF scores at 1 month [ (10.17±2.16) vs. (11.56±1.66), P=0.002],3 months [ (7.62±1.29) vs. (9.52±1.80), P<0.001], and 6 months postoperatively [ (4.93±1.22) vs. (6.18± 1.67), P=0.001]compared to the non-reconstruction group (adjusted P<0.0125). Conversely, the I-QoL scores were significantly higher in the reconstruction group at 1 month [ (73.32±10.30) vs. (63.88±9.55), P<0.001]and 3 months postoperatively [ (78.91±4.82) vs. (75.66±5.17), P=0.007] (adjusted P<0.0125). However, no significant differences were found in ICIQ-SF or I-QoL scores between the two groups preoperatively and 12 months postoperatively (adjusted P>0.0125). Conclusion The application of modified pelvic floor reconstruction technique in NNS RARP is safe and feasible. Although it slightly prolongs the operation time, it does not increase surgical risks; instead, it effectively promotes early recovery of postoperative urinary continence, thereby significantly enhancing patients'quality of life.
9.Clinical study on the adjuvant treatment of varicocele infertility with self-prescribed Huoxue Shengjing Prescription based on semen quality and IVF-ET/ICSI outcomes
Jiatao ZHENG ; Hongyi FU ; Dongdong SU ; Peizhi JIN ; Jincheng ZHANG ; Boyang ZHANG ; Hua KANG ; Xuchu WANG
International Journal of Traditional Chinese Medicine 2025;47(10):1370-1377
Objective:To investigate the efficacy of self-prescribed Huoxue Shengjing Prescription as adjuvant therapy for varicocele-induced infertility and its impact on the outcomes of in vitro fertilization-embryo transfer/intracytoplasmic sperm injection (IVF-ET/ICSI).Methods:A randomized controlled trial was conducted. A total of 99 patients with varicocele-induced infertility in our hospital from January 2022 to July 2023 were selected as observation subjects and divided into three groups using a random number table method, with 33 patients in each group. The low ligation group received low ligation of varicocele under a microscope, the low ligation + conventional Western medicine treatment group received low ligation + conventional Western medicine therapy, and the combined group received low ligation + conventional Western medicine therapy + a self-prescribed Huoxue Shengjing Prescription. Among them, the low ligation of varicocele under a microscope was followed by IVF-ET/ICSI assisted reproductive technology 3 months after surgery; the conventional Western medicine therapy involved continuous administration of L-carnitine oral solution for 3 months; the self-prescribed Huoxue Shengjing Prescription was started on the first day after surgery and continued for 3 months. TCM syndrome scores were assessed before and after treatment, and semen routine analysis was performed using an automated semen quality analyzer. Mitochondrial activity of granulosa cells was measured using the Hrudka extraction method, and sperm nuclear DNA integrity was assessed using a modified alkaline single-cell gel electrophoresis method. Follow-up was conducted for 1 year to observe and record the outcomes of IVF-ET/ICSI and evaluate the clinical efficacy.Results:The total effective rate was 93.9% (31/33) in the combined group, 69.7% (23/33) in the low ligation group, and 75.8% (25/33) in the low ligation + conventional Western medicine treatment group, with statistical significance ( χ 2=6.52, P=0.039). After treatment, the scores for mild abdominal pain, testicular heavy pain, impotence, mental fatigue, and the total score in the combined group were lower than those in the low ligation + conventional Western medicine treatment group and the low ligation group ( F values were 89.29, 97.51, 136.36, 155.06, and 311.13, respectively, P<0.001). The sperm survival rate, sperm concentration, normal morphology rate, and progressive motility rate in the combined group were higher than those in the low ligation + conventional Western medicine treatment group and the low ligation group ( F values were 19.23, 11.85, 35.97, and 52.21, respectively, P<0.001). Mitochondrial grade I cell activity of granulosa cells was higher than that of the low ligation + conventional treatment group and low ligation group ( F=23.23, P<0.001), and grade Ⅲ cell activity was lower than that of the low ligation + conventional treatment group and low ligation group ( F=20.28, P<0.001). After treatment, the detection of grade Ⅰ and Ⅱ sperm nuclear DNA integrity in the combined group were higher than those in the low ligation + conventional Western medicine treatment group and the low ligation group ( F values were 17.73 and 18.39, respectively, P<0.001), while grades Ⅲ and Ⅳ were lower than those in the low ligation + conventional Western medicine treatment group and the low ligation group ( F values were 29.07 and 10.36, respectively, P<0.001). During follow-up, the excellent embryo rate and the spouse's clinical pregnancy rate in the combined group were higher than those in the low ligation + conventional Western medicine treatment group and the low ligation group ( χ2 values were 14.92 and 8.38, respectively; P values were 0.001 and 0.015, respectively). Conclusion:The adjuvant treatment with a self-prescribed Huoxue Shengjing Prescription can enhance sperm quality in patients with varicocele-related infertility, maintain DNA integrity, regulate seminal plasma mitochondrial function, increase the rate of high-quality embryos, and improve the spouse's pregnancy outcomes.
10.Safety Analysis of Microwave Ablation for Colorectal Cancer Liver Metastases Integrating Traditional Chinese Medicine Syndrome Types and Development of A Multidimensional Prognostic Prediction Model
Yunqi CHEN ; Haiqi WU ; Jiaming WU ; Jincheng MENG ; Cantu FANG ; Huatang ZHANG
Journal of Guangzhou University of Traditional Chinese Medicine 2025;42(8):1838-1848
Objective To evaluate the impact of traditional Chinese medicine(TCM)syndromes on percutaneous microwave ablation(MWA)treatment in patients with colorectal cancer liver metastases(CRLM)and to construct a multidimensional prediction model prognostic based on TCM syndrome classification.Methods Clinical data were collected from 86 CRLM patients who underwent MWA at Zhongshan Hospital of Traditional Chinese Medicine between October 2012 and October 2023.The clinical information covered TCM syndrome types of qi-blood deficiency and spleen-kidney yang deficiency,tumor characteristics,and treatment parameters.Logistic regression was used to screen feature variables for constructing the prognostic predication model,and cross validation was performed to evaluate the prognostic predictive performance.Results(1)Among the 86 CRLM patients,31(36.05%)had spleen-kidney yang deficiency syndrome,while 55(63.95%)had qi-blood deficiency syndrome.(2)Compared to the patients with spleen-kidney yang deficiency syndrome,patients with qi-blood deficiency syndrome exhibited significantly long progression-free survival(PFS)and high progression-free survival rate(P<0.01),while no significant differences were presented in the incidences of postoperative adverse events such as pain,fever,infection,liver function impairment,or ascites/pleural effusion among the patients with the two syndrome types(P>0.05).(3)Multivariate logistic regression analysis revealed that TCM syndrome type,maximum diameter of metastatic liver tumor,timing of liver metastasis,and Ki-67 expression rate of primary tumors were the independent prognostic factors for 1-year PFS(P<0.05 or P<0.01).(4)The constructed model demonstrated high predictive accuracy for PFS,with an area under the receiver operating characteristic(ROC)curve(AUC)of 0.905(95%CI:0.830-0.980).Conclusion TCM syndromes have significant influence on the prognosis of CRLM patients undergoing MWA,and the patients with qi-blood deficiency syndrome have favorable prognosis.This study pioneers a multidimensional prognostic prediction model integrating TCM syndromes for MWA-treated CRLM patients,highlighting the unique value of TCM syndromes in assessing disease progression and predicting prognosis.


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