Department of Data Science, Dana-Farber Cancer Institute, Boston, MA.
Department of Biostatistics, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA.
Blood. 2023 Apr 6;141(14):1724-1736. doi: 10.1182/blood.2022017094.
High-dose melphalan (HDM) improves progression-free survival in multiple myeloma (MM), yet melphalan is a DNA-damaging alkylating agent; therefore, we assessed its mutational effect on surviving myeloma cells by analyzing paired MM samples collected at diagnosis and relapse in the IFM 2009 study. We performed deep whole-genome sequencing on samples from 68 patients, 43 of whom were treated with RVD (lenalidomide, bortezomib, and dexamethasone) and 25 with RVD + HDM. Although the number of mutations was similar at diagnosis in both groups (7137 vs 7230; P = .67), the HDM group had significantly more mutations at relapse (9242 vs 13 383, P = .005). No change in the frequency of copy number alterations or structural variants was observed. The newly acquired mutations were typically associated with DNA damage and double-stranded breaks and were predominantly on the transcribed strand. A machine learning model, using this unique pattern, predicted patients who would receive HDM with high sensitivity, specificity, and positive prediction value. Clonal evolution analysis showed that all patients treated with HDM had clonal selection, whereas a static progression was observed with RVD. A significantly higher percentage of mutations were subclonal in the HDM cohort. Intriguingly, patients treated with HDM who achieved complete remission (CR) had significantly more mutations at relapse yet had similar survival rates as those treated with RVD who achieved CR. This similarity could have been due to HDM relapse samples having significantly more neoantigens. Overall, our study identifies increased genomic changes associated with HDM and provides rationale to further understand clonal complexity.
高剂量美法仑(HDM)可改善多发性骨髓瘤(MM)患者的无进展生存期,但美法仑是一种 DNA 损伤烷化剂;因此,我们通过分析 IFM 2009 研究中在诊断时和复发时收集的配对 MM 样本,评估其对存活骨髓瘤细胞的突变效应。我们对 68 例患者的样本进行了深度全基因组测序,其中 43 例接受了 RVD(来那度胺、硼替佐米和地塞米松)治疗,25 例接受了 RVD+HDM 治疗。尽管两组患者在诊断时的突变数量相似(7137 对 7230;P=0.67),但 HDM 组在复发时的突变数量明显更多(9242 对 13383,P=0.005)。未观察到拷贝数改变或结构变异的频率发生变化。新获得的突变通常与 DNA 损伤和双链断裂相关,且主要位于转录链上。使用该独特模式的机器学习模型可准确预测接受 HDM 治疗的患者,具有高灵敏度、特异性和阳性预测值。克隆进化分析显示,所有接受 HDM 治疗的患者均发生了克隆选择,而接受 RVD 治疗的患者则观察到了静止性进展。HDM 组中明显有更多的亚克隆突变。有趣的是,接受 HDM 治疗并达到完全缓解(CR)的患者在复发时的突变数量明显更多,但与接受 RVD 治疗并达到 CR 的患者的生存率相似。这种相似性可能是由于 HDM 复发样本具有更多的新抗原。总体而言,我们的研究确定了与 HDM 相关的基因组变化增加,并为进一步了解克隆复杂性提供了依据。