Pilcher William, Thomas Beena E, Bhasin Swati S, Jayasinghe Reyka G, Yao Lijun, Gonzalez-Kozlova Edgar, Dasari Surendra, Kim-Schulze Seunghee, Rahman Adeeb, Patton Jonathan, Fiala Mark, Cheloni Giulia, Kourelis Taxiarchis, Dhodapkar Madhav V, Vij Ravi, Mehr Shaadi, Hamilton Mark, Cho Hearn Jay, Auclair Daniel, Avigan David E, Kumar Shaji K, Gnjatic Sacha, Ding Li, Bhasin Manoj
Aflac Cancer and Blood Disorders Center, Atlanta, GA, USA.
Coulter Department of Biomedical Engineering, Emory University, Atlanta, GA, USA.
NPJ Genom Med. 2023 Jan 26;8(1):3. doi: 10.1038/s41525-022-00340-x.
Despite advancements in understanding the pathophysiology of Multiple Myeloma (MM), the cause of rapid progressing disease in a subset of patients is still unclear. MM's progression is facilitated by complex interactions with the surrounding bone marrow (BM) cells, forming a microenvironment that supports tumor growth and drug resistance. Understanding the immune microenvironment is key to identifying factors that promote rapid progression of MM. To accomplish this, we performed a multi-center single-cell RNA sequencing (scRNA-seq) study on 102,207 cells from 48 CD138 BM samples collected at the time of disease diagnosis from 18 patients with either rapid progressing (progression-free survival (PFS) < 18 months) or non-progressing (PFS > 4 years) disease. Comparative analysis of data from three centers demonstrated similar transcriptome profiles and cell type distributions, indicating subtle technical variation in scRNA-seq, opening avenues for an expanded multicenter trial. Rapid progressors depicted significantly higher enrichment of GZMK and TIGIT exhausted CD8 T-cells (P = 0.022) along with decreased expression of cytolytic markers (PRF1, GZMB, GNLY). We also observed a significantly higher enrichment of M2 tolerogenic macrophages in rapid progressors and activation of pro-proliferative signaling pathways, such as BAFF, CCL, and IL16. On the other hand, non-progressive patients depicted higher enrichment for immature B Cells (i.e., Pre/Pro B cells), with elevated expression for markers of B cell development (IGLL1, SOX4, DNTT). This multi-center study identifies the enrichment of various pro-tumorigenic cell populations and pathways in those with rapid progressing disease and further validates the robustness of scRNA-seq data generated at different study centers.
尽管在理解多发性骨髓瘤(MM)的病理生理学方面取得了进展,但仍不清楚一部分患者疾病快速进展的原因。MM的进展是由与周围骨髓(BM)细胞的复杂相互作用促成的,形成了一个支持肿瘤生长和耐药性的微环境。了解免疫微环境是识别促进MM快速进展因素的关键。为了实现这一点,我们对18例疾病诊断时采集的48个CD138 BM样本中的102,207个细胞进行了多中心单细胞RNA测序(scRNA-seq)研究,这些患者要么疾病快速进展(无进展生存期(PFS)<18个月),要么疾病无进展(PFS>4年)。来自三个中心的数据的比较分析表明转录组谱和细胞类型分布相似,表明scRNA-seq存在细微的技术差异,为扩大的多中心试验开辟了道路。快速进展者显示GZMK和TIGIT耗竭的CD8 T细胞显著富集(P = 0.022),同时细胞溶解标志物(PRF1、GZMB、GNLY)的表达降低。我们还观察到快速进展者中M2耐受性巨噬细胞显著富集,以及BAFF、CCL和IL16等促增殖信号通路的激活。另一方面,疾病无进展的患者显示未成熟B细胞(即前B/原B细胞)富集程度更高,B细胞发育标志物(IGLL1、SOX4、DNTT)的表达升高。这项多中心研究确定了疾病快速进展患者中各种促肿瘤细胞群和通路的富集,并进一步验证了不同研究中心生成的scRNA-seq数据的稳健性。