1.Construction and analysis of machine learning models for preoperative prediction of glioma grading and isocitrate dehydrogenase mutation status
Yuting WANG ; Junle ZHU ; Shuang QIN ; Saifei SUN ; Xin ZHANG ; Qi LÜ
Chinese Journal of Clinical Medicine 2026;33(1):3-15
Objective To construct machine learning models based on preoperative inflammatory and radiological features for the prediction of glioma grading and isocitrate dehydrogenase (IDH) mutation status, and to analyze application values of these models and identify the optimal predictive models. Methods A retrospective analysis was conducted on the data of pathologically confirmed glioma patients admitted to Tongji Hospital Affiliated to Tongji University from March 2019 to March 2023. LASSO regression was used to screen feature variables, and predictive models were constructed based on logistic regression (LR), random forest (RF), support vector machine (SVM), gradient boosting decision tree (XGBoost) and K-nearest neighbor (KNN) algorithms. The model performance was comprehensively evaluated using metrics including discrimination ability, area under the precision-recall curve (AUC), accuracy, F1 score and Brier score. The DeLong test was adopted to compare the AUC values among different models; Friedman rank-sum test was used to determine the overall performance differences of the models, with the Nemenyi test applied for multiple comparison correction. Results In the task of glioma grading prediction, the LR model achieved the highest comprehensive score (0.726), and no significant difference was observed between the LR model and the other four models; age was positively correlated with glioma grading (P=0.003). In the task of IDH mutation status prediction, the XGBoost model obtained the highest comprehensive score (0.832), which was superior to the LR (0.762, P=0.035) and KNN models (0.754, P=0.025), while no statistical differences were found between the XGBoost model and the RF or SVM models. Conclusions The LR model for glioma grading prediction and XGBoost model for IDH mutation prediction constructed based on a task-oriented strategy achieve a favorable interpretability while ensuring optimized performance, thereby providing reliable decision support for the individualized diagnosis and treatment of glioma.
2.Interleukin-37 suppresses the cytotoxicity of CD8+ T cells in the peripheral blood and tumor microenvironments in breast cancer patients
ZHENG Pengfei ; DONG Liangpeng ; GAO Yanxin ; ZHANG Yifu ; QIN Shuang
Chinese Journal of Cancer Biotherapy 2025;31(8):839-846
[摘 要] 目的:观察白细胞介素-37(IL-37)在乳腺癌患者的表达变化对CD8+ T细胞活性的影响。方法:纳入2020年7月至2022年9月在新乡医学院第一附属医院就诊的46例乳腺癌患者、24例乳腺良性肿瘤患者、20例对照者。采集外周血,分离血浆和外周血单个核细胞(PBMC),收集接受手术治疗的乳腺癌患者肿瘤组织和癌旁组织,分离组织中肿瘤浸润淋巴细胞(TIL),纯化CD8+ T细胞。ELISA法检测IL-37、可溶型单免疫球蛋白IL-1受体相关蛋白(SIGIRR)表达,实时定量PCR法检测组织中IL-37 mRNA,流式细胞术检测CD8+ T细胞中IL-18受体α链(IL-18Rα)和SIGIRR表达。外源性IL-37刺激纯化的CD8+ T细胞,与乳腺癌细胞系MCF-7共培养,通过测定乳酸脱氢酶水平计算靶细胞死亡比例,ELISA法检测上清中穿孔素、颗粒酶B、干扰素-γ(IFN-γ)、肿瘤坏死因子-α(TNF-α)水平。结果:乳腺癌患者血浆IL-37水平高于乳腺良性肿瘤患者[(554.17 ± 96.63)pg/mL vs (499.52 ± 78.66)pg/mL,P = 0.020]和对照者[(483.97 ± 47.23)pg/mL,P = 0.003]。乳腺癌患者肿瘤组织中IL-37 mRNA相对表达量高于癌旁组织[(1.88 ± 0.21) vs (1.00 ± 0.53)pg/mL,P < 0.001]。外周血IL-18Rα+ CD8+细胞比例、SIGIRR+ CD8+细胞比例、血浆可溶型SIGIRR水平在乳腺癌患者、乳腺良性肿瘤患者、对照者之间的差异无统计学意义(均P > 0.05)。CD8+ TIL表达IL-18Rα和SIGIRR的比例在肿瘤组织和癌旁组织之间的差异无统计学意义(P > 0.05)。重组人IL-37刺激后,CD8+ T细胞诱导靶细胞死亡比例、上清中IFN-γ和TNF-α水平在直接接触和间接接触共培养系统中均低于无刺激(均P < 0.05)。在直接接触共培养系统中,IL-37刺激后上清中穿孔素和颗粒酶B水平均低于无刺激(均P < 0.001),但在间接接触共培养系统中,上清中穿孔素和颗粒酶B水平在无刺激和IL-37刺激之间的差异无统计学意义(均P > 0.05)。结论:乳腺癌患者中IL-37水平升高可能参与诱导外周血和肿瘤微环境中CD8+ T细胞功能衰竭。
3.Preemptive immunotherapy for KMT2A rearranged acute leukemias post-allogeneic stem cell transplantation.
Jing LIU ; Shuang FAN ; Xiaohui ZHANG ; Lanping XU ; Yu WANG ; Yifei CHENG ; Chenhua YAN ; Yuhong CHEN ; Yuanyuan ZHANG ; Meng LV ; Yazhen QIN ; Xiaosu ZHAO ; Xiaojun HUANG ; Xiaodong MO
Chinese Medical Journal 2025;138(22):3034-3036
4.Transcriptome analysis and catechin synthesis genes in different organs of Spatholobus suberectus.
Wei-Qi QIN ; Quan LIN ; Ying LIANG ; Fan WEI ; Gui-Li WEI ; Qi GAO ; Shuang-Shuang QIN
China Journal of Chinese Materia Medica 2025;50(12):3297-3306
To study the differences in transcript levels among different organs of Spatholobus suberectus and to explore the genes encoding enzymes related to the catechin biosynthesis pathway, this study utilized the genome and full-length transcriptome data of S. suberectus as references. Transcriptome sequencing and bioinformatics analysis were performed on five different organs of S. suberectus-roots, stems, leaves, flowers, and fruits-using the Illumina NovaSeq 6000 platform. A total of 115.28 Gb of clean data were obtained, with GC content values ranging from 45.19% to 47.54%, Q20 bases at 94.17% and above, and an overall comparison rate with the reference genome around 90%. In comparisons between the stem and root, stem and leaf, stem and flower, and stem and fruit, 10 666, 9 674, 9 320, and 5 896 differentially expressed genes(DEGs) were identified, respectively. The lowest number of DEGs was found in the stem and root comparison group. KEGG enrichment analysis revealed that the DEGs were mainly concentrated in the pathways of phytohormone signaling, phenylalanine biosynthesis, etc. A total of 39 genes were annotated in the catechin biosynthesis pathway, with at least one highly expressed gene found in all organs. Among these, PAL1, PAL2, C4H1, C4H3, 4CL1, 4CL2, and DFR2 showed high expression in the stems, suggesting that they may play important roles in the biosynthesis of flavonoids in S. suberectus. This study aims to provide important information for the in-depth exploration of the regulation of catechin biosynthesis in S. suberectus through transcriptome analysis of its different organs and to provide a reference for the further realization of S. suberectus varietal improvement and molecular breeding.
Catechin/biosynthesis*
;
Gene Expression Profiling
;
Gene Expression Regulation, Plant
;
Plant Proteins/metabolism*
;
Fabaceae/metabolism*
;
Transcriptome
;
Flowers/metabolism*
;
Plant Stems/metabolism*
;
Plant Leaves/metabolism*
;
Plant Roots/metabolism*
;
Fruit/metabolism*
5.Short-term effects of ambient ozone on pediatric pneumonia hospital admissions: a multi-city case-crossover study in China.
Huan WANG ; Huan-Ling ZENG ; Guo-Xing LI ; Shuang ZHOU ; Jin-Lang LYU ; Qin LI ; Guo-Shuang FENG ; Hai-Jun WANG
Environmental Health and Preventive Medicine 2025;30():75-75
BACKGROUND:
Children's respiratory health demonstrates particular sensitivity to air pollution. Existing evidence investigating the association between short-term ozone (O3) exposure and childhood pneumonia remains insufficient and inconsistent, especially in low- and middle-income countries (LMICs).
METHOD:
To provide more reliable and persuasive evidence, we implemented a multi-city, time-stratified case-crossover design with a large sample size, using data from seven representative children's hospitals across major geographical regions in China. To avoid the impact of the COVID-19 pandemic, individual-level medical records of inpatient children under 6 years of age diagnosed with pneumonia during 2016-2019 were collected. Conditional logistic regression models were fitted for each city, and city-specific estimates were pooled through a meta-analysis using a random-effects model.
RESULTS:
In total, the study included 137,470 pediatric pneumonia hospital admissions. The highest pooled estimate for O3 occurred at lag0-1, with a 10 µg/m3 increase in O3 associated with a 1.57% (95% CI: 0.67%-2.48%) higher risk of pediatric pneumonia hospital admissions. Stratified analyses indicated that the effects of O3 were robust across different sexes, age groups, and admission seasons. We also observed a statistically significant increase in risk associated with O3 concentrations exceeding the World Health Organization Air Quality Guidelines (WHO-AQGs).
CONCLUSIONS
This study revealed a significant positive association between O3 and pediatric pneumonia hospital admissions. Our findings substantially strengthen the evidence base for the adverse health impacts of O3, underscoring the importance of O3 pollution control and management in reducing the public health burden of pediatric pneumonia.
Humans
;
Ozone/analysis*
;
China/epidemiology*
;
Pneumonia/chemically induced*
;
Child, Preschool
;
Male
;
Female
;
Infant
;
Cross-Over Studies
;
Air Pollutants/analysis*
;
Hospitalization/statistics & numerical data*
;
Child
;
Cities/epidemiology*
;
Air Pollution/adverse effects*
;
Infant, Newborn
;
Environmental Exposure/adverse effects*
6.Scoping review on barriers and facilitating factors to implementing in environmental sustainability practices in clinical nursing work
Xiaoli HUANG ; Shuang XIAO ; Tingting CHEN ; Qin ZHANG
Chongqing Medicine 2025;54(7):1673-1678
Objective To identify barriers and facilitators to implementing environmentally sustainable practices in nursing work through a scoping review,providing support for low-carbon nursing strategies.Meth-ods The PRISMA process was employed to search four databases:Web of Science,PubMed,CINAHL,and Scopus.We screened studies that explored environmentally sustainable practices in nursing work,focused on healthcare organizations,and provided insights into barriers and facilitators,and identified barriers and facilita-tors.Results A total of 718 articles published from January 2020 to June 2024 were screened,and 9 studies were ultimately included and analyzed.Barriers to implementing environmental sustainability practices in nursing work include insufficient personal knowledge and skills,lack of leadership and resource support from institutions,and limitations in policies and infrastructure.Facilitators include transformational leadership,clear responsibilities,and resource assurance.The study emphasizes that strong leadership,participatory approa-ches,and continuing education are crucial for successful implementation of environmental sustainability prac-tices.Conclusion Future research should focus on promoting low-carbon strategies in nursing practice.
7.Incidence,Mortality and Disease Burden of Malignant Tu-mors in Cancer Registration Areas of Hubei Province in 2020
Shuang YAO ; Jiyu TUO ; Yu QIN ; Yafen XIA ; Min ZHANG
China Cancer 2025;34(4):255-263
[Purpose]To analyze the prevalence and disease burden of malignant tumors in cancer registration areas of Hubei Province in 2020.[Methods]The incidence and mortality data of ma-lignant tumors in cancer registration areas in Hubei Province in 2020 were collected,and the data were quality controlled according to the quality evaluation standards and methods formulated by the National Cancer Center.The data from 24 registries met the inclusion criteria.Using descrip-tive epidemiological methods to calculate incidence/mortality rate,age-specific incidence/mortality rate,standardized incidence/mortality rate by Chinese standard population(ASRC),standardized incidence/mortality rate by world standard population(ASRW).Disability-adjusted life years(DALY)and DALY rates were calculated using formulas provided by the World Health Organization to as-sess the disease burden of malignant tumors.[Results]In 2020,the crude incidence of malignant tumors in cancer registration areas of Hubei Province was 311.36/105,the ASRC was 184.14/105,the ASRW was 197.37/105,and the cumulative rate of 0~74 years old was 20.52%.The age-spe-cific incidence of malignant tumors in the province and rural areas reached its peak in the age group of 75~79 years old,while in urban areas it reached its peak in the age group of 80~84 years old.In 2020,the crude mortality rate of malignant tumors in cancer registration areas of Hubei Province was 184.58/105,the ASRC was 96.91/105,the ASRW was 110.92/105,and the cumulative rate of 0~74 years old was 11.01%.The age-specific mortality rate of malignant tumors in the province and urban areas reached its peak in the age group of above 85 years old,while in rural areas it reached its peak in the age group of 80~84 years old.Lung cancer ranked first in the incidence and mortality of malignant tumors in the province.In the cancer registration area of Hubei Province,the DALY of malignant tumors in 2020 was 641 497 person-years,and the DALY rate was 28.6‰.[Conclusion]Common cancers such as lung cancer,female breast cancer and upper digestive tract cancer have a great impact on the incidence,mortality and disease burden of malignant tumors in Hubei Province.Targeted cancer screening and early diagnosis and treatment are the most effective means to improve social and economic benefits.
8.Analysis of the Epidemic Characteristics of Lung Cancer in 2020 and the Trend from 2012 to 2020 in Hubei Province
Yu QIN ; Shuang YAO ; Jiyu TUO ; Yafen XIA ; Min ZHANG
China Cancer 2025;34(4):264-271
[Purpose]To analyze the epidemiological characteristics of lung cancer in 2020 and the trend from 2012 to 2020 in Hubei Province.[Methods]Qualified lung cancer registry data reported by 24 cancer registries in Hubei Province was utilized to estimate the number of new lung cancer cases and deaths.Incidence/mortality rate,age-specific incidence/mortality rate,age-standardized incidence/mortality rate by Chinese standard population(ASIRC and ASMRC)and by world stan-dard population(ASIRW and ASMRW),cumulative rate of 0~74 years old and other indicators of lung cancer in urban and rural areas,different sex,age groups in 2020 were calculated.Annual percentage change(APC),average annual percentage change(AAPC)and 95%confidence interval(CI)were calculated to analyze the trends of incidence and mortality of lung cancer in cancer regi-stration areas of Hubei Province from 2012 to 2020.[Results]In 2020,the estimated number of new lung cancer cases in Hubei Province was 41 531,accounting for 23.17%of all new cancer cases.The incidence rate was 72.13/105,with the ASIRC of 38.19/105 and ASIRW of 42.75/105 respectively.The cumulative incidence rate of 0~74 years old was 4.82%.The estimated number of lung cancer deaths in Hubei Province in 2020 was 31 374,accounting for 29.52%of all cancer deaths.The mortality rate was 54.49/105,with the ASMRC of 27.66/105 and ASMRW of 31.95/105,respectively.The cumulative mortality(0~74 years old)was 3.36%.The incidence of lung cancer was higher in urban areas than that in rural areas,and higher in men than that in women.The in-cidence and mortality of lung cancer increased with age,and reaching the peak in the age groups of 75~79 and 80~85 years old respectively.From 2012 to 2020,the overall trend of crude inci-dence and mortality of lung cancer in Hubei Province was stable.The ASIRC and ASMRC showed a slow decline during 2012-2020,with the AAPCs of-0.51%(95%CI:-1.06%~-0.02%)and-1.84%(95%CI:-2.65%~-0.53%),respectively.The ASIRC showed a slow decline(APC=-1.76%,95%CI:-3.30%~-1.03%)during 2012-2018 and increase trend(APC=3.33%,95%CI:0.61%~5.02%)during 2018-2020,respectively,while ASMRC showed a significant decrease trend(APC=-3.00%,95%CI:-6.58%~-1.13%)during 2016-2020.[Conclusion]The incidence and mortality levels of lung cancer in Hubei Province were relatively high,resulted in a heavy disease burden and no significant downward trend.In the future,we should continue to strengthen the compre-hensive prevention and treatment of lung cancer,and promote lung cancer screening and early diagno-sis and treatment for target populations vigorously,especially in rural areas.
9.Analysis of Opportunistic Screening Results for Upper Gastrointestinal Cancer in Hubei Province from 2022 to 2023
Jiyu TUO ; Shuang YAO ; Yu QIN ; Yafen XIA ; Fandi MENG ; Min ZHANG
China Cancer 2025;34(4):272-278
[Purpose]To analyze the opportunistic screening results of upper gastrointestinal can-cer in Hubei Province from 2022 to 2023.[Methods]The data of upper gastrointestinal cancer opportunistic screening program in Hubei Province from January 1,2022 to December 31,2023 were summarized.The biopsy rate,positive lesion detection rate and early diagnosis rate were ana-lyzed.The differences in rates between/among different sexes,age groups and regions were com-pared by x2 test,trend x2 test.[Results]A total of 372 507 people were included in the oppor-tunistic screening of upper gastrointestinal cancer from 2022 to 2023.Among them,100 379 in-dividuals underwent biopsy histopathological examination,with a biopsy rate of 26.95%.A total of 4 678 positive cases(high-grade intraepithelial neoplasia,early-stage cancer and advanced can-cer)were detected in the opportunistic screening,with a positive lesion detection rate of 1.26%.The detection rates of positive lesion in the esophagus,cardia and stomach were 0.61%,0.07%and 0.58%,respectively.There were 721 cases of early upper gastrointestinal cancer(high-grade intraepithelial neoplasia,early-stage cancer),representing an early diagnosis rate of 15.41%.The early diagnosis rates for the esophagus,cardia and stomach were 14.53%,11.96%and 16.89%,respectively.[Conclusions]The implementation of opportunistic screening for upper gastrointesti-nal cancer is conducive to expanding the coverage of screening.It is necessary to strengthen stan-dardized and homogeneous training and complete high-quality endoscopic examination to improve the detection rate and early diagnosis rate of opportunistic screening program for upper gastroin-testinal cancer.
10.Weaving and Strengthening the Cancer Prevention and Control System,Creating a Model for Cancer Control in Hubei Province:Progress in Cancer Prevention and Control During the"323"Campaign in Hubei Province
Min ZHANG ; Jiyu TUO ; Shuang YAO ; Yu QIN ; Fandi MENG ; Yafen XIA ; Shaozhong WEI
China Cancer 2025;34(4):251-254
Malignant tumors,as chronic diseases that seriously affect human life and health,are one of the most serious public health problems worldwide in the 21st century.Hubei Province at-taches great importance to the prevention and control of chronic diseases such as cancer,and launched the"323"campaign in 2021.This paper reviews the progress of cancer prevention and control in the"323"campaign from 2021 to 2024 from the aspects of science popularization,tu-mor registration,cancer screening,standardized diagnosis and treatment,and grassroots capacity improvement,and explores the key points of cancer prevention and control work in Hubei Province in the next step.

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