Department of Haematology, Aalborg Hospital Science and Innovation Center (AHSIC), Aalborg University Hospital, Aalborg, Denmark ; Department of Mathematical Sciences, Aalborg University, Aalborg, Denmark.
Haemato-Oncology Research Unit, Division of Molecular Pathology, Institute of Cancer Research, London, United Kingdom.
PLoS One. 2013 Dec 20;8(12):e83252. doi: 10.1371/journal.pone.0083252. eCollection 2013.
In a conceptual study of drug resistance we have used a preclinical model of malignant B-cell lines by combining drug induced growth inhibition and gene expression profiling. In the current report a melphalan resistance profile of 19 genes were weighted by microarray data from the MRC Myeloma IX trial and time to progression following high dose melphalan, to generate an individual melphalan resistance index. The resistance index was subsequently validated in the HOVON65/GMMG-HD4 trial data set to prove the concept. Biologically, the assigned resistance indices were differentially distributed among translocations and cyclin D expression classes. Clinically, the 25% most melphalan resistant, the intermediate 50% and the 25% most sensitive patients had a median progression free survival of 18, 32 and 28 months, respectively (log-rank P-value = 0.05). Furthermore, the median overall survival was 45 months for the resistant group and not reached for the intermediate and sensitive groups (log-rank P-value = 0.003) following 38 months median observation. In a multivariate analysis, correcting for age, sex and ISS-staging, we found a high resistance index to be an independent variable associated with inferior progression free survival and overall survival. This study provides clinical proof of concept to use in vitro drug screen for identification of melphalan resistance gene signatures for future functional analysis.
在一项关于耐药性的概念研究中,我们通过结合药物诱导的生长抑制和基因表达谱分析,使用恶性 B 细胞系的临床前模型。在本报告中,根据 MRC Myeloma IX 试验的微阵列数据和大剂量美法仑治疗后的进展时间,对 19 个基因的美法仑耐药谱进行了加权,以生成个体美法仑耐药指数。随后在 HOVON65/GMMG-HD4 试验数据集进行验证,以证明该概念的合理性。从生物学角度来看,分配的耐药指数在易位和细胞周期蛋白 D 表达类别之间存在差异分布。从临床角度来看,25%最耐药、中间 50%和 25%最敏感的患者的无进展生存期分别为 18、32 和 28 个月(对数秩检验 P 值 = 0.05)。此外,在 38 个月的中位观察期后,耐药组的中位总生存期为 45 个月,而中间组和敏感组尚未达到(对数秩检验 P 值 = 0.003)。在多变量分析中,校正年龄、性别和 ISS 分期后,我们发现高耐药指数是与无进展生存期和总生存期不良相关的独立变量。这项研究提供了临床概念验证,可用于体外药物筛选,以鉴定美法仑耐药基因特征,用于未来的功能分析。