A prognostic survival model based on endocrine-related gene expression in acute myelogenous leukemia

列线图 白血病 内分泌系统 基因签名 医学 基因表达 生存分析 总体生存率 基因 肿瘤科 内科学 生物 生物信息学 激素 生物化学
作者
Weiran Lv,Yun Wang,Fang Hu,Hanying Huang,Yingying Cui,Yuanbin Song,Lezong Chen,Bingyi Wu,Yang Liang
出处
期刊:Acta Haematologica [Karger Publishers]
卷期号:: 1-21
标识
DOI:10.1159/000543272
摘要

Accurate prediction of survival in patients with acute myelogenous leukemia (AML) is challenging. Therefore, we developed a predictive survival model using endocrine-related gene expression to identify an endocrine signature for accurate stratification of AML prognosis. RNA matrices and clinical data for AML were downloaded from a training dataset (GEO) and two validation datasets (TCGA and TARGET). In relation to the survival outcome, a risk model was constructed by incorporating seven endocrine-related genes. The model exhibited favorable predictive efficacy in estimating 5-year survival rates, as demonstrated by both the training and validation cohorts. Multivariable analysis revealed that the endocrine signature demonstrated autonomous prognostic significance in the aforementioned cohorts. Prediction accuracy for 5-year overall survival increased using a nomogram combining endocrine risk score and classical prognostic factors compared with using classical prognostic factors alone. The model predictions were confirmed using AML cell lines. The endocrine-related prognostic model established in this study improves AML survival prediction accuracy.

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