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Cross center single-cell RNA sequencing study of the immune microenvironment in rapid progressing multiple myeloma
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 su...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9879959/ https://www.ncbi.nlm.nih.gov/pubmed/36702834 http://dx.doi.org/10.1038/s41525-022-00340-x |
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author | 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 |
author_facet | 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 |
author_sort | Pilcher, William |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-9879959 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-98799592023-01-28 Cross center single-cell RNA sequencing study of the immune microenvironment in rapid progressing multiple myeloma 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 NPJ Genom Med Article 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. Nature Publishing Group UK 2023-01-26 /pmc/articles/PMC9879959/ /pubmed/36702834 http://dx.doi.org/10.1038/s41525-022-00340-x Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article 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 Cross center single-cell RNA sequencing study of the immune microenvironment in rapid progressing multiple myeloma |
title | Cross center single-cell RNA sequencing study of the immune microenvironment in rapid progressing multiple myeloma |
title_full | Cross center single-cell RNA sequencing study of the immune microenvironment in rapid progressing multiple myeloma |
title_fullStr | Cross center single-cell RNA sequencing study of the immune microenvironment in rapid progressing multiple myeloma |
title_full_unstemmed | Cross center single-cell RNA sequencing study of the immune microenvironment in rapid progressing multiple myeloma |
title_short | Cross center single-cell RNA sequencing study of the immune microenvironment in rapid progressing multiple myeloma |
title_sort | cross center single-cell rna sequencing study of the immune microenvironment in rapid progressing multiple myeloma |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9879959/ https://www.ncbi.nlm.nih.gov/pubmed/36702834 http://dx.doi.org/10.1038/s41525-022-00340-x |
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