TY - JOUR
T1 - Cross center single-cell RNA sequencing study of the immune microenvironment in rapid progressing multiple myeloma
AU - Pilcher, William
AU - Thomas, Beena E.
AU - Bhasin, Swati S.
AU - Jayasinghe, Reyka G.
AU - Yao, Lijun
AU - Gonzalez-Kozlova, Edgar
AU - Dasari, Surendra
AU - Kim-Schulze, Seunghee
AU - Rahman, Adeeb
AU - Patton, Jonathan
AU - Fiala, Mark
AU - Cheloni, Giulia
AU - Kourelis, Taxiarchis
AU - Dhodapkar, Madhav V.
AU - Vij, Ravi
AU - Mehr, Shaadi
AU - Hamilton, Mark
AU - Cho, Hearn Jay
AU - Auclair, Daniel
AU - Avigan, David E.
AU - Kumar, Shaji K.
AU - Gnjatic, Sacha
AU - Ding, Li
AU - Bhasin, Manoj
N1 - Publisher Copyright:
© 2023, The Author(s).
PY - 2023/12
Y1 - 2023/12
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=85146886737&partnerID=8YFLogxK
U2 - 10.1038/s41525-022-00340-x
DO - 10.1038/s41525-022-00340-x
M3 - Article
C2 - 36702834
AN - SCOPUS:85146886737
SN - 2056-7944
VL - 8
JO - npj Genomic Medicine
JF - npj Genomic Medicine
IS - 1
M1 - 3
ER -