基于[18F]FDG PET的提名图预测癌症相关恶病质和生存结果:一项多中心研究。

IF 3.2 3区 医学 Q2 NUTRITION & DIETETICS Nutrition Pub Date : 2024-10-01 DOI:10.1016/j.nut.2024.112593
Yang Jiang Ph.D. , Mouqing Huang M.D. , Yufei Zhao Ph.D. , Jingyue Dai Ph.D. , Qingwen Yang M.D. , Xingzhe Tang M.D. , Xinxiang Li Ph.D. , Ying Cui M.D. , Jingqi Zhang M.D. , Jialu Sun M.D. , Lin Fu M.D. , Hui Mao Ph.D. , Xin-Gui Peng M.D., Ph.D.
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引用次数: 0

摘要

目的:患有恶病质的癌症患者预后不良,生存期缩短。早期诊断和准确预测预后仍是一项挑战。这项多中心研究旨在开发并从外部验证一种整合了[18F]氟-2-脱氧-D-葡萄糖([18F]FDG)PET检查结果和常规临床生化检验的提名图,用于预测癌症相关恶病质,同时评估其潜在的预后价值:利用两个中心提供的[18F]FDG PET/CT数据,对658名癌症患者(390人属于开发队列,268人属于验证队列)进行了回顾性分析。逻辑回归确定了与癌症相关恶病质有关的器官特异性标准化摄取值(SUV)和临床变量。利用曲线下面积(AUC)、校准曲线和决策曲线评估了诊断准确性、判别能力和临床效果。通过 Cox 回归和 Kaplan-Meier 曲线评估了提名图对总生存期的预测能力:结果:包含年龄(几率比 [OR] = 1.893;P = 0.012)、血红蛋白(OR = 2.591;P < 0.001)、肝脏最大 SUV(OR = 3.646;P < 0.001)和皮下脂肪最小 SUV(OR = 5.060;P < 0.001)的组合提名图在预测癌症相关恶病质方面表现良好(AUC = 0.807/0.726,开发/验证)。校准和决策曲线分析证实了其临床有效性。卡普兰-梅耶曲线分析表明,使用组合提名图可以对总生存期进行分类(P < 0.001):结论:将癌症患者临床标准[18F]FDG PET数据中的放射学信息与常规临床血液检查中的生化结果相结合,通过精心构建的提名图,可以预测癌症患者的恶病质及其对预后的影响。
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A [18F]FDG PET based nomogram to predict cancer-associated cachexia and survival outcome: A multi-center study

Objectives

Cancer patients with cachexia face poor prognosis and shortened survival. Early diagnosis and accurate prognosis prediction remain challenging. This multi-center study aims to develop and externally validate a nomogram integrating [18F]fluoro-2-deoxy-D-glucose ([18F]FDG) PET findings and routine clinical biochemistry tests for predicting cancer-associated cachexia, while also assessing its potential prognostic value.

Research Methods & Procedures

A retrospective analysis of 658 cancer patients (390 in the development cohort, 268 in the validation cohort) utilized [18F]FDG PET/CT data from two centers. Logistic regression identified organ-specific standardized uptake values (SUVs) and clinical variables associated with cancer-associated cachexia. Diagnostic accuracy, discriminative ability, and clinical effectiveness were assessed using area under the curve (AUC), calibration curve, and decision curve. Nomogram predictability for overall survival was evaluated through Cox regression and Kaplan–Meier curves.

Results

The combined nomogram incorporating age (odds ratio [OR] = 1.893; P = 0.012), hemoglobin (OR = 2.591; P < 0.001), maximum SUV of the liver (OR = 3.646; P < 0.001), and minimum SUV of the subcutaneous fat (OR = 5.060; P < 0.001) achieved good performance in predicting cancer-associated cachexia (AUC = 0.807/0.726, development/validation). Calibration and decision curve analyses confirmed its clinical effectiveness. Kaplan–Meier curves analysis showed that overall survival can be categorized using the combined nomogram (P < 0.001).

Conclusion

Combining radiological information from clinical standard [18F]FDG PET data from cancer patients with biochemical results in their routine clinical blood tests through a well-constructed nomogram enables predicting cachexia and its effect on the prognosis of cancer patients.
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来源期刊
Nutrition
Nutrition 医学-营养学
CiteScore
7.80
自引率
2.30%
发文量
300
审稿时长
60 days
期刊介绍: Nutrition has an open access mirror journal Nutrition: X, sharing the same aims and scope, editorial team, submission system and rigorous peer review. Founded by Michael M. Meguid in the early 1980''s, Nutrition presents advances in nutrition research and science, informs its readers on new and advancing technologies and data in clinical nutrition practice, encourages the application of outcomes research and meta-analyses to problems in patient-related nutrition; and seeks to help clarify and set the research, policy and practice agenda for nutrition science to enhance human well-being in the years ahead.
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