Chinese Journal of Cancer Research最新文献

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Association of lifestyle factors with breast cancer incidence: An overview of systematic reviews. 生活方式因素与乳腺癌发病率的关系:系统综述。
IF 6.3 2区 医学
Chinese Journal of Cancer Research Pub Date : 2025-08-30 DOI: 10.21147/j.issn.1000-9604.2025.04.10
Md Sohel Rana, Md Mijanur Rahman, Jannah Baker, Nehmat Houssami, Xue Qin Yu, M Luke Marinovich
{"title":"Association of lifestyle factors with breast cancer incidence: An overview of systematic reviews.","authors":"Md Sohel Rana, Md Mijanur Rahman, Jannah Baker, Nehmat Houssami, Xue Qin Yu, M Luke Marinovich","doi":"10.21147/j.issn.1000-9604.2025.04.10","DOIUrl":"10.21147/j.issn.1000-9604.2025.04.10","url":null,"abstract":"<p><strong>Objective: </strong>Heterogeneity in the evidence of association between lifestyle factors and breast cancer (BC) incidence hampers initiatives to modify BC risk. This overview aims to synthesise evidence from systematic reviews (SRs) to inform lifestyle-related modifications for BC prevention.</p><p><strong>Methods: </strong>We systematically searched (MEDLINE, EMBASE, and CINAHL) from January 2013 to August 2023 for SRs of the association between lifestyle factors [alcohol consumption, physical activity (PA), body mass index (BMI), smoking, breastfeeding, oral contraception (OC), hormone replacement therapy (HRT), and sedentary behavior (SB)] and BC incidence. A narrative data synthesis was performed.</p><p><strong>Results: </strong>Sixty-six SRs met the eligibility criteria. Evidence from 40 SRs indicated consistent associations between the risk of BC and postmenopausal BMI increase (relative risk increase: 2%-21%), use of HRT (risk increase: 23%-33%), smoking (risk increase: 4%-86%), and alcohol consumption (risk increase: 4%-61%). Additionally, evidence from 23 SRs suggested protective associations with PA (risk decrease: 10%-39%), breastfeeding (risk decrease: 9%-53%), and healthy lifestyle scores (protective about 20%-26%). However, inconsistent and/or statistically non-significant associations were found between BC incidence and premenopausal BMI increase [relative risk (RR): 0.78-1.08], SB (RR: 1.01-1.20), and OC use [odds ratio (OR): 1.01-1.35].</p><p><strong>Conclusions: </strong>This overview identifies lifestyle factors associated with BC incidence, highlighting both harmful and protective factors. Our summary findings can support information and interventions related to modifying these factors, including limiting alcohol and smoking, or avoiding postmenopausal BMI increase and HRT.</p>","PeriodicalId":9882,"journal":{"name":"Chinese Journal of Cancer Research","volume":"37 4","pages":"575-591"},"PeriodicalIF":6.3,"publicationDate":"2025-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12444357/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145112118","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Homoharringtonine combined with venetoclax and azacitidine: An effective and safe regimen for patients with refractory/relapsed acute myeloid leukemia. 同杉碱联合venetoclax和阿扎胞苷:一种治疗难治性/复发性急性髓性白血病的有效安全方案。
IF 6.3 2区 医学
Chinese Journal of Cancer Research Pub Date : 2025-08-30 DOI: 10.21147/j.issn.1000-9604.2025.04.07
Yiling Ye, Qifa Liu, Hua Jin
{"title":"Homoharringtonine combined with venetoclax and azacitidine: An effective and safe regimen for patients with refractory/relapsed acute myeloid leukemia.","authors":"Yiling Ye, Qifa Liu, Hua Jin","doi":"10.21147/j.issn.1000-9604.2025.04.07","DOIUrl":"10.21147/j.issn.1000-9604.2025.04.07","url":null,"abstract":"","PeriodicalId":9882,"journal":{"name":"Chinese Journal of Cancer Research","volume":"37 4","pages":"551-553"},"PeriodicalIF":6.3,"publicationDate":"2025-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12444348/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145112092","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Preface to Special Issue: Advances in hematopoietic stem cell transplantation for high-risk hematologic malignancies. 特刊前言:造血干细胞移植治疗高危血液恶性肿瘤的进展。
IF 6.3 2区 医学
Chinese Journal of Cancer Research Pub Date : 2025-08-30 DOI: 10.21147/j.issn.1000-9604.2025.04.01
Xiaojun Huang
{"title":"Preface to Special Issue: Advances in hematopoietic stem cell transplantation for high-risk hematologic malignancies.","authors":"Xiaojun Huang","doi":"10.21147/j.issn.1000-9604.2025.04.01","DOIUrl":"10.21147/j.issn.1000-9604.2025.04.01","url":null,"abstract":"","PeriodicalId":9882,"journal":{"name":"Chinese Journal of Cancer Research","volume":"37 4","pages":"487-489"},"PeriodicalIF":6.3,"publicationDate":"2025-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12444350/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145112040","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Strategic innovations: Tackling challenges of immunotherapy in acute myeloid leukemia. 战略创新:应对急性髓性白血病免疫治疗的挑战。
IF 6.3 2区 医学
Chinese Journal of Cancer Research Pub Date : 2025-08-30 DOI: 10.21147/j.issn.1000-9604.2025.04.02
Haolong Lin, Tao Wang, Jia Wei
{"title":"Strategic innovations: Tackling challenges of immunotherapy in acute myeloid leukemia.","authors":"Haolong Lin, Tao Wang, Jia Wei","doi":"10.21147/j.issn.1000-9604.2025.04.02","DOIUrl":"10.21147/j.issn.1000-9604.2025.04.02","url":null,"abstract":"<p><p>The clinical efficacy of immunotherapy in acute myeloid leukemia (AML) remains significantly limited by early relapse and treatment-associated toxicities. This review examines recent advances in antibody- and cell-based immunotherapies for AML, focusing on established targets (CD33, CD123, and CLL1) as well as emerging targets (including CD7, CD70, CD38, and FLT3). Therapeutic modalities discussed include immunoconjugates, bispecific T-cell engagers and chimeric antigen receptor T (CAR-T) cells. Furthermore, we summarize the current challenges impeding the success of immunotherapy in AML and propose strategies to enhance its efficacy. These include combination therapies, structural optimization of CAR constructs, functional enhancement of CAR-T cells, identification of novel targets, and the development of next-generation cellular therapies. Collectively, these approaches aim to offer new insights for improving immunotherapeutic outcomes in AML.</p>","PeriodicalId":9882,"journal":{"name":"Chinese Journal of Cancer Research","volume":"37 4","pages":"490-504"},"PeriodicalIF":6.3,"publicationDate":"2025-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12444347/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145112100","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A comparative transcriptomic analysis at single-cell resolution reveals acral melanoma features distinct from cutaneous melanoma. 单细胞分辨率的比较转录组分析显示肢端黑色素瘤的特征不同于皮肤黑色素瘤。
IF 6.3 2区 医学
Chinese Journal of Cancer Research Pub Date : 2025-08-30 DOI: 10.21147/j.issn.1000-9604.2025.04.09
Hongyue Zhao, Jie Tian, Hang Li, Binbin Lai
{"title":"A comparative transcriptomic analysis at single-cell resolution reveals acral melanoma features distinct from cutaneous melanoma.","authors":"Hongyue Zhao, Jie Tian, Hang Li, Binbin Lai","doi":"10.21147/j.issn.1000-9604.2025.04.09","DOIUrl":"10.21147/j.issn.1000-9604.2025.04.09","url":null,"abstract":"<p><strong>Objective: </strong>Acral melanoma (AM), a unique subtype prevalent in China, develops on the palms, soles, and nail beds. Despite its distinct clinical and pathological features compared to cutaneous melanoma (CM), the molecular basis underlying these differences remains poorly understood. This study aims to perform a comprehensive comparative transcriptomic analysis of AM and CM at the single-cell level to uncover key molecular distinctions.</p><p><strong>Methods: </strong>We analyzed single-cell RNA sequencing (scRNA-seq) data from 39 AM patients and 18 CM cases. Single-cell transcriptomic profiling was used to compare tumor cell subpopulations and microenvironmental differences. Bioinformatics tools were employed for cell clustering, differential gene expression analysis, cell-cell communication network inferences, and survival analysis.</p><p><strong>Results: </strong>AM exhibited a significantly higher proportion of <i>MPZ</i> <sup>+</sup> melanoma cells, a subpopulation with Schwann cell-like properties associated with poor prognosis. These <i>MPZ</i> <sup>+</sup> melanoma cells established extensive communication networks with AM-specific immune and stromal components, prompting an immunosuppressive microenvironment and enhancing angiogenic potential. Survival analysis further indicated that the presence of <i>MPZ</i> <sup>+</sup> melanoma cells is closely linked to worse clinical outcomes in AM patients.</p><p><strong>Conclusions: </strong>This study provides novel insights into the molecular distinctions between AM and CM, highlighting the critical role of <i>MPZ</i> <sup>+</sup> melanoma cells in AM progression. These findings enhance our understanding of AM pathophysiology and may contribute to the development of more targeted therapeutic strategies.</p>","PeriodicalId":9882,"journal":{"name":"Chinese Journal of Cancer Research","volume":"37 4","pages":"558-574"},"PeriodicalIF":6.3,"publicationDate":"2025-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12444355/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145112111","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Prognostic value of post-transplantation measurable residual disease in patients with myelodysplastic syndrome: A prospective cohort study. 骨髓增生异常综合征患者移植后可测量残留病变的预后价值:一项前瞻性队列研究
IF 6.3 2区 医学
Chinese Journal of Cancer Research Pub Date : 2025-08-30 DOI: 10.21147/j.issn.1000-9604.2025.04.05
Yuewen Wang, Lanping Xu, Yu Wang, Xiaohui Zhang, Kaiyan Liu, Yuanyuan Zhang, Chenhua Yan, Huan Chen, Yuhong Chen, Wei Han, Fengrong Wang, Jingzhi Wang, Xiaojun Huang, Yingjun Chang
{"title":"Prognostic value of post-transplantation measurable residual disease in patients with myelodysplastic syndrome: A prospective cohort study.","authors":"Yuewen Wang, Lanping Xu, Yu Wang, Xiaohui Zhang, Kaiyan Liu, Yuanyuan Zhang, Chenhua Yan, Huan Chen, Yuhong Chen, Wei Han, Fengrong Wang, Jingzhi Wang, Xiaojun Huang, Yingjun Chang","doi":"10.21147/j.issn.1000-9604.2025.04.05","DOIUrl":"10.21147/j.issn.1000-9604.2025.04.05","url":null,"abstract":"<p><strong>Objective: </strong>Allogeneic hematopoietic stem cell transplantation (allo-HSCT) is the only potentially curative method for treating myelodysplastic syndrome (MDS). Post-HSCT measurable residual disease (post-HSCT MRD) is associated with inferior transplant outcomes. In this prospective study, we aimed to investigate the prognostic value of post-HSCT MRD in relapse prediction in MDS.</p><p><strong>Methods: </strong>A total of 166 patients diagnosed with MDS were prospectively enrolled in this study. The Kaplan-Meier method was used to calculate the survival probabilities. Potential risk factors for outcomes after transplantation were evaluated through univariate and multivariate Cox regression models.</p><p><strong>Results: </strong>For patients with negative and positive post-HSCT MRD, the cumulative incidence of relapse (CIR) and disease-free survival (DFS) at 3 years were 5.9% and 69.6% (P<0.001) and 82.7% and 26.1% (P<0.001), respectively. In the multivariate analysis, post-HSCT MRD (HR=22.801, P<0.001) and Revised International Prognostic Scoring System (IPSS-R) risk stratification (HR=4.346, P=0.003) were independently correlated with relapse. A scoring system for relapse prediction was built based on post-HSCT MRD and IPSS-R stratification. The cumulative incidence of relapse at 3 years was 1.1%, 15.8%, and 91.7% for patients with scores of 0, 1, and 2, respectively (P<0.001).</p><p><strong>Conclusions: </strong>Our results demonstrated both post-HSCT MRD and IPSS-R scores were independent prognostic factors for OS, DFS, and relapse for MDS patients after allo-HSCT. The risk score system could better predict transplant outcomes and refine the risk stratification than alone in patients with MDS.</p>","PeriodicalId":9882,"journal":{"name":"Chinese Journal of Cancer Research","volume":"37 4","pages":"534-546"},"PeriodicalIF":6.3,"publicationDate":"2025-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12444354/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145112060","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
SMOC2 high myofibroblastic cancer-associated fibroblast drives primary cilia-associated tumor microenvironment remodeling and poor prognosis in gastric cancer. SMOC2高肌成纤维细胞癌相关成纤维细胞驱动原发性纤毛相关肿瘤微环境重塑和不良预后
IF 6.3 2区 医学
Chinese Journal of Cancer Research Pub Date : 2025-08-30 DOI: 10.21147/j.issn.1000-9604.2025.04.12
Qiqi Xu, Changjiang Yang, Jingyuan Ning, Yunze Niu, Xuesong Zhao, Long Zhao, Caihong Wang, Shan Wang, Yingjiang Ye, Zhanlong Shen
{"title":"<i>SMOC2</i> <sup>high</sup> myofibroblastic cancer-associated fibroblast drives primary cilia-associated tumor microenvironment remodeling and poor prognosis in gastric cancer.","authors":"Qiqi Xu, Changjiang Yang, Jingyuan Ning, Yunze Niu, Xuesong Zhao, Long Zhao, Caihong Wang, Shan Wang, Yingjiang Ye, Zhanlong Shen","doi":"10.21147/j.issn.1000-9604.2025.04.12","DOIUrl":"10.21147/j.issn.1000-9604.2025.04.12","url":null,"abstract":"<p><strong>Objective: </strong>Advanced gastric cancer remains highly refractory to therapy, with limited immunotherapy efficacy due to tumor microenvironment heterogeneity. Primary cilia, microtubule-based organelles involved in tumor progression, remain insufficiently explored in gastric cancer. This study aimed to define primary cilia subtypes and establish prognostic signatures for personalized treatment strategies.</p><p><strong>Methods: </strong>Bulk transcriptomic data from over 1,500 gastric cancer samples were integrated to define distinct primary cilia subtypes. A primary ciliary phenotype-associated signature (PCS) was established using a multi-machine learning survival framework incorporating ten algorithms. The prognostic predictive value and immunotherapy response prediction capability of PCS were validated across multiple independent cohorts. Single-cell RNA sequencing analysis was performed to identify cellular populations associated with high-PCS phenotype. Causal weighted gene co-expression network analysis (WGCNA) was employed to identify driving factors, followed by functional validation through cell culture experiments and xenograft models.</p><p><strong>Results: </strong>Two distinct primary cilia subtypes were identified and validated across all cohorts, with C2 patients exhibiting significantly worse overall survival compared to C1 patients. PCS demonstrated robust predictive value for both prognosis and immunotherapy response, with superior accuracy compared to existing models across multiple validation cohorts. High-PCS patients showed reduced tumor purity, increased stromal cell infiltration, and poor response to immunotherapy. Single-cell analysis revealed that fibroblasts had the highest PCS scores and identified a novel secreted modular calcium-binding protein 2 (<i>SMOC2</i>)<sup>high</sup> myofibroblastic cancer-associated fibroblast (mCAF) population as the key driver of high-PCS phenotype. Functional experiments confirmed that <i>SMOC2</i> knockdown significantly suppressed gastric cancer cell proliferation, migration, and invasion, while promoting mCAF-to-inflammatory cancer-associated fibroblasts (iCAF) transition.</p><p><strong>Conclusions: </strong>PCS serves as a robust prognostic biomarker for gastric cancer patients. Additionally, targeting <i>SMOC2</i> <sup>high</sup> mCAFs represents a potential therapeutic strategy for patients with high-PCS gastric cancer.</p>","PeriodicalId":9882,"journal":{"name":"Chinese Journal of Cancer Research","volume":"37 4","pages":"603-623"},"PeriodicalIF":6.3,"publicationDate":"2025-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12444353/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145112085","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Long-term adherence to gastric cancer screening in South Korea: A 10-year follow-up study. 韩国胃癌筛查的长期依从性:一项10年随访研究
IF 6.3 2区 医学
Chinese Journal of Cancer Research Pub Date : 2025-08-30 DOI: 10.21147/j.issn.1000-9604.2025.04.11
Dong Jun Kim, Nan-He Yoon, Seongju Kim, Horim A Hwang, Jae Kwan Jun, Mina Suh, Sunhwa Lee, Seo Yoon Lee, Hooyeon Lee
{"title":"Long-term adherence to gastric cancer screening in South Korea: A 10-year follow-up study.","authors":"Dong Jun Kim, Nan-He Yoon, Seongju Kim, Horim A Hwang, Jae Kwan Jun, Mina Suh, Sunhwa Lee, Seo Yoon Lee, Hooyeon Lee","doi":"10.21147/j.issn.1000-9604.2025.04.11","DOIUrl":"10.21147/j.issn.1000-9604.2025.04.11","url":null,"abstract":"<p><strong>Objective: </strong>Regular cancer screening must be monitored to improve gastric cancer (GC) survival rates and maximize participation. This study examined adherence to regular GC screening over a 10-year period and identified the factors influencing adherence.</p><p><strong>Methods: </strong>This retrospective cohort study was conducted using data from the Korean National Cancer Screening Program (KNCSP) between 2011 and 2020. The total cohort comprised 400,113 adults aged 40 years who were newly eligible for and participated in GC screening in 2011. The participants were followed up for 10 years to assess their adherence to biennial screening recommendations. They were categorized into two groups: the non-regular screening (non-RS) group, which included individuals who did not participate in subsequent screenings, and the regular screening (RS) group, which included those who participated in at least one follow-up screening. Multiple logistic regression analyses were performed to identify the factors associated with adherence to regular GC screening.</p><p><strong>Results: </strong>Over 10 years, 59% of the participants completed at least four of the five recommended screenings, while 10% did not participate after their initial screening. Male participants had higher odds of non-adherence than females [adjusted odds ratio (aOR)=1.429, 95% confidence interval (95% CI): 1.394-1.464; P<0.001]. Non-adherence was more prevalent among self-employed individuals (aOR=1.208, P<0.001). Among males, those in the lowest income group were 1.267 times more likely to not undergo regular screening than those in the highest income group.</p><p><strong>Conclusions: </strong>Long-term adherence to regular GC screening in South Korea remains suboptimal. Socioeconomic disparities persist, highlighting the need for tailored interventions to improve adherence and enhance public health.</p>","PeriodicalId":9882,"journal":{"name":"Chinese Journal of Cancer Research","volume":"37 4","pages":"592-602"},"PeriodicalIF":6.3,"publicationDate":"2025-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12444352/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145112102","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Allogeneic hematopoietic cell transplantation in vulnerable populations: Advances and perspectives. 异体造血细胞移植在弱势群体中的应用:进展与展望。
IF 6.3 2区 医学
Chinese Journal of Cancer Research Pub Date : 2025-08-30 DOI: 10.21147/j.issn.1000-9604.2025.04.06
Yi Fan, Jia Chen
{"title":"Allogeneic hematopoietic cell transplantation in vulnerable populations: Advances and perspectives.","authors":"Yi Fan, Jia Chen","doi":"10.21147/j.issn.1000-9604.2025.04.06","DOIUrl":"10.21147/j.issn.1000-9604.2025.04.06","url":null,"abstract":"","PeriodicalId":9882,"journal":{"name":"Chinese Journal of Cancer Research","volume":"37 4","pages":"547-550"},"PeriodicalIF":6.3,"publicationDate":"2025-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12444349/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145112104","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Machine learning-based prediction model for postoperative complications in gastric and colorectal cancer: A prospective nationwide multi-center study. 基于机器学习的胃癌和结直肠癌术后并发症预测模型:一项前瞻性全国多中心研究。
IF 6.3 2区 医学
Chinese Journal of Cancer Research Pub Date : 2025-08-30 DOI: 10.21147/j.issn.1000-9604.2025.04.13
Jun Lu, Zhouqiao Wu, Jie Chen, Changqing Jing, Jiang Yu, Zhengrong Li, Jian Zhang, Lu Zang, Hankun Hao, Chaohui Zheng, Yong Li, Lin Fan, Hua Huang, Pin Liang, Bin Wu, Jiaming Zhu, Zhaojian Niu, Linghua Zhu, Wu Song, Jun You, Su Yan, Ziyu Li, Fenglin Liu, On Behalf Of The Pacage Study Group
{"title":"Machine learning-based prediction model for postoperative complications in gastric and colorectal cancer: A prospective nationwide multi-center study.","authors":"Jun Lu, Zhouqiao Wu, Jie Chen, Changqing Jing, Jiang Yu, Zhengrong Li, Jian Zhang, Lu Zang, Hankun Hao, Chaohui Zheng, Yong Li, Lin Fan, Hua Huang, Pin Liang, Bin Wu, Jiaming Zhu, Zhaojian Niu, Linghua Zhu, Wu Song, Jun You, Su Yan, Ziyu Li, Fenglin Liu, On Behalf Of The Pacage Study Group","doi":"10.21147/j.issn.1000-9604.2025.04.13","DOIUrl":"10.21147/j.issn.1000-9604.2025.04.13","url":null,"abstract":"<p><strong>Objective: </strong>This study aimed to develop and validate a predictive model for postoperative complications in gastrointestinal cancer patients using a large multicenter database, based on machine learning algorithms.</p><p><strong>Methods: </strong>We analyzed the clinicopathological data of 3,926 gastrointestinal cancer patients from the Prevalence of Abdominal Complications After GastroEnterological surgery (PACAGE) database, covering 20 medical centers from December 2018 to December 2020. The predictive performance was evaluated using receiver operating characteristic (ROC) curves and Brier Score.</p><p><strong>Results: </strong>The patients were divided into gastric (2,271 cases) and colorectal cancer (1,655 cases) groups and further divided into training and external validation sets. The overall postoperative complication rates for gastric and colorectal cancer groups were 18.1% and 14.8%, respectively. The most common complication was the intra-abdominal infection in both gastric and colorectal cancer groups. In the training set, the Random Forest (RF) model predicted the highest mean area under the curve (AUC) values for overall complications and different types of complications, in both the gastric cancer group and the colorectal cancer group, with similar results obtained in the external validation set. ROC curve analysis showed good predictive performance of the RF model for overall and infectious complications. An application-based clinical tool was developed for easy application in clinical practice.</p><p><strong>Conclusions: </strong>This model demonstrated good predictive performance for overall and infectious complications based on the multi-center database, supporting clinical decision-making and personalized treatment strategies.</p>","PeriodicalId":9882,"journal":{"name":"Chinese Journal of Cancer Research","volume":"37 4","pages":"624-638"},"PeriodicalIF":6.3,"publicationDate":"2025-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12444345/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145112121","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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