胰腺癌患者生存预测模型的建立与验证。

IF 3 3区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY
Paul D James, Fatema Almousawi, Misbah Salim, Rishad Khan, Peter Tanuseputro, Amy T Hsu, Natalie Coburn, Balqis Alabdulkarim, Robert Talarico, Anastasia Gayowsky, Colleen Webber, Hsien Seow, Rinku Sutradhar
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引用次数: 0

摘要

胰腺导管腺癌(PDAC)患者在诊断后面临着具有挑战性的治疗决策。我们利用常规可用的临床信息、患者报告的症状、表现状态和最初的癌症指导治疗,开发并验证了生存预测模型。方法:这项回顾性队列研究纳入了2007年至2020年加拿大安大略省相关行政数据库的PDAC患者。随机选择患者进行模型开发(75%)和验证(25%)。在研究队列中,采用多变量Cox比例风险回归和反向逐步变量选择来预测生存概率。使用一致性指数和校准图在验证队列中评估模型的性能。结果:17450例患者(49%为女性),中位年龄72岁(IQR 63-81),平均生存时间9个月。在衍生队列中,1469例(11%)患者为早期,4202例(32%)患者为晚期,7417例(57%)患者为分期不详。以下因素与死亡风险增加10%以上相关:胰腺尾部肿瘤、晚期、诊断前3个月住院、充血性心力衰竭或痴呆、低、中或高疼痛评分、中或高食欲评分、高呼吸困难和疲劳评分,以及表现状态评分为60-70或更低。校正图显示C指数为0.76,与校正图吻合良好。讨论:该模型使用临床因素、症状和表现状态准确预测PDAC患者的一年生存率。这种模式可以促进病人和医生共同决策。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Development and Validation of a Survival Prediction Model for Patients With Pancreatic Cancer.

Introduction: Patients with pancreatic ductal adenocarcinoma (PDAC) face challenging treatment decisions following their diagnosis. We developed and validated a survival prognostication model using routinely available clinical information, patient-reported symptoms, performance status, and initial cancer-directed treatment.

Methods: This retrospective cohort study included patients with PDAC from 2007 to 2020 using linked administrative databases in Ontario, Canada. Patients were randomly selected for model development (75%) and validation (25%). Using the development cohort, a multivariable Cox proportional hazards regression with backward stepwise variable selection was used to predict the probability of survival. Model performance was assessed on the validation cohort using the concordance index and calibration plots.

Results: There were 17,450 patients (49% female) with a median age of 72 years (interquartile range 63-81) and a mean survival time of 9 months. In the derivation cohort, 1,469 patients (11%) had early stage, 4,202 (32%) had advanced stage disease, and 7,417 (57%) had unknown stage. The following factors were associated with an increased risk of death by more than 10%: tumor in the tail of the pancreas; advanced stage; hospitalization 3 months before diagnosis; congestive heart failure or dementia; low, moderate, or high pain score; moderate or high appetite score; high dyspnea and tiredness score; and a performance status score of 60-70 or lower. The calibration plot indicated good agreement with a C-index of 0.76.

Discussion: This model accurately predicted one-year survival for PDAC using clinical factors, symptoms, and performance status. This model may foster shared decision making for patients and their providers.

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来源期刊
Clinical and Translational Gastroenterology
Clinical and Translational Gastroenterology GASTROENTEROLOGY & HEPATOLOGY-
CiteScore
7.00
自引率
0.00%
发文量
114
审稿时长
16 weeks
期刊介绍: Clinical and Translational Gastroenterology (CTG), published on behalf of the American College of Gastroenterology (ACG), is a peer-reviewed open access online journal dedicated to innovative clinical work in the field of gastroenterology and hepatology. CTG hopes to fulfill an unmet need for clinicians and scientists by welcoming novel cohort studies, early-phase clinical trials, qualitative and quantitative epidemiologic research, hypothesis-generating research, studies of novel mechanisms and methodologies including public health interventions, and integration of approaches across organs and disciplines. CTG also welcomes hypothesis-generating small studies, methods papers, and translational research with clear applications to human physiology or disease. Colon and small bowel Endoscopy and novel diagnostics Esophagus Functional GI disorders Immunology of the GI tract Microbiology of the GI tract Inflammatory bowel disease Pancreas and biliary tract Liver Pathology Pediatrics Preventative medicine Nutrition/obesity Stomach.
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