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A gene signature can predict risk of MGUS progressing to multiple myeloma

不确定意义的单克隆抗体病 多发性骨髓瘤 内科学 肿瘤科 医学 弗雷明翰风险评分 血液学 基因表达谱 一致性 疾病 基因表达 基因 免疫学 生物 单克隆 抗体 遗传学 单克隆抗体
作者
Fumou Sun,Yan Cheng,Jun Ying,David E. Mery,Samer Al Hadidi,Visanu Wanchai,Eric R. Siegel,Hongwei Xu,Dongzheng Gai,Cody Ashby,Clyde Bailey,Jin‐Ran Chen,Carolina Schinke,Sharmilan Thanendrarajan,Maurizio Zangari,Siegfried Janz,Bart Barlogie,Frits van Rhee,Guido Tricot,John D. Shaughnessy,Fenghuang Zhan
出处
期刊:Journal of Hematology & Oncology [Springer Nature]
卷期号:16 (1) 被引量:2
标识
DOI:10.1186/s13045-023-01472-y
摘要

Abstract Multiple myeloma is preceded by monoclonal gammopathy of undetermined significance (MGUS). Serum markers are currently used to stratify MGUS patients into clinical risk groups. A molecular signature predicting MGUS progression has not been produced. We have explored the use of gene expression profiling to risk-stratify MGUS and developed an optimized signature based on large samples with long-term follow-up. Microarrays of plasma cell mRNA from 334 MGUS with stable disease and 40 MGUS that progressed to MM within 10 years, was used to define a molecular signature of MGUS risk. After a three-fold cross-validation analysis, the top thirty-six genes that appeared in each validation and maximized the concordance between risk score and MGUS progression were included in the gene signature (GS36). The GS36 accurately predicted MGUS progression (C-statistic is 0.928). An optimal cut-point for risk of progression by the GS36 score was found to be 0.7, which identified a subset of 61 patients with a 10-year progression probability of 54.1%. The remainder of the 313 patients had a probability of progression of only 2.2%. The sensitivity and specificity were 82.5% and 91.6%. Furthermore, combination of GS36, free light chain ratio and immunoparesis identified a subset of MGUS patients with 82.4% risk of progression to MM within 10 years. A gene expression signature combined with serum markers created a highly robust model for predicting risk of MGUS progression. These findings strongly support the inclusion of genomic analysis in the management of MGUS to identify patients who may benefit from more frequent monitoring.
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