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Co-evolution of tumor and immune cells during progression of multiple myeloma
Multiple myeloma (MM) is characterized by the uncontrolled proliferation of plasma cells. Despite recent treatment advances, it is still incurable as disease progression is not fully understood. To investigate MM and its immune environment, we apply single cell RNA and linked-read whole genome seque...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8105337/ https://www.ncbi.nlm.nih.gov/pubmed/33963182 http://dx.doi.org/10.1038/s41467-021-22804-x |
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author | Liu, Ruiyang Gao, Qingsong Foltz, Steven M. Fowles, Jared S. Yao, Lijun Wang, Julia Tianjiao Cao, Song Sun, Hua Wendl, Michael C. Sethuraman, Sunantha Weerasinghe, Amila Rettig, Michael P. Storrs, Erik P. Yoon, Christopher J. Wyczalkowski, Matthew A. McMichael, Joshua F. Kohnen, Daniel R. King, Justin Goldsmith, Scott R. O’Neal, Julie Fulton, Robert S. Fronick, Catrina C. Ley, Timothy J. Jayasinghe, Reyka G. Fiala, Mark A. Oh, Stephen T. DiPersio, John F. Vij, Ravi Ding, Li |
author_facet | Liu, Ruiyang Gao, Qingsong Foltz, Steven M. Fowles, Jared S. Yao, Lijun Wang, Julia Tianjiao Cao, Song Sun, Hua Wendl, Michael C. Sethuraman, Sunantha Weerasinghe, Amila Rettig, Michael P. Storrs, Erik P. Yoon, Christopher J. Wyczalkowski, Matthew A. McMichael, Joshua F. Kohnen, Daniel R. King, Justin Goldsmith, Scott R. O’Neal, Julie Fulton, Robert S. Fronick, Catrina C. Ley, Timothy J. Jayasinghe, Reyka G. Fiala, Mark A. Oh, Stephen T. DiPersio, John F. Vij, Ravi Ding, Li |
author_sort | Liu, Ruiyang |
collection | PubMed |
description | Multiple myeloma (MM) is characterized by the uncontrolled proliferation of plasma cells. Despite recent treatment advances, it is still incurable as disease progression is not fully understood. To investigate MM and its immune environment, we apply single cell RNA and linked-read whole genome sequencing to profile 29 longitudinal samples at different disease stages from 14 patients. Here, we collect 17,267 plasma cells and 57,719 immune cells, discovering patient-specific plasma cell profiles and immune cell expression changes. Patients with the same genetic alterations tend to have both plasma cells and immune cells clustered together. By integrating bulk genomics and single cell mapping, we track plasma cell subpopulations across disease stages and find three patterns: stability (from precancer to diagnosis), and gain or loss (from diagnosis to relapse). In multiple patients, we detect “B cell-featured” plasma cell subpopulations that cluster closely with B cells, implicating their cell of origin. We validate AP-1 complex differential expression (JUN and FOS) in plasma cell subpopulations using CyTOF-based protein assays, and integrated analysis of single-cell RNA and CyTOF data reveals AP-1 downstream targets (IL6 and IL1B) potentially leading to inflammation regulation. Our work represents a longitudinal investigation for tumor and microenvironment during MM progression and paves the way for expanding treatment options. |
format | Online Article Text |
id | pubmed-8105337 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-81053372021-05-11 Co-evolution of tumor and immune cells during progression of multiple myeloma Liu, Ruiyang Gao, Qingsong Foltz, Steven M. Fowles, Jared S. Yao, Lijun Wang, Julia Tianjiao Cao, Song Sun, Hua Wendl, Michael C. Sethuraman, Sunantha Weerasinghe, Amila Rettig, Michael P. Storrs, Erik P. Yoon, Christopher J. Wyczalkowski, Matthew A. McMichael, Joshua F. Kohnen, Daniel R. King, Justin Goldsmith, Scott R. O’Neal, Julie Fulton, Robert S. Fronick, Catrina C. Ley, Timothy J. Jayasinghe, Reyka G. Fiala, Mark A. Oh, Stephen T. DiPersio, John F. Vij, Ravi Ding, Li Nat Commun Article Multiple myeloma (MM) is characterized by the uncontrolled proliferation of plasma cells. Despite recent treatment advances, it is still incurable as disease progression is not fully understood. To investigate MM and its immune environment, we apply single cell RNA and linked-read whole genome sequencing to profile 29 longitudinal samples at different disease stages from 14 patients. Here, we collect 17,267 plasma cells and 57,719 immune cells, discovering patient-specific plasma cell profiles and immune cell expression changes. Patients with the same genetic alterations tend to have both plasma cells and immune cells clustered together. By integrating bulk genomics and single cell mapping, we track plasma cell subpopulations across disease stages and find three patterns: stability (from precancer to diagnosis), and gain or loss (from diagnosis to relapse). In multiple patients, we detect “B cell-featured” plasma cell subpopulations that cluster closely with B cells, implicating their cell of origin. We validate AP-1 complex differential expression (JUN and FOS) in plasma cell subpopulations using CyTOF-based protein assays, and integrated analysis of single-cell RNA and CyTOF data reveals AP-1 downstream targets (IL6 and IL1B) potentially leading to inflammation regulation. Our work represents a longitudinal investigation for tumor and microenvironment during MM progression and paves the way for expanding treatment options. Nature Publishing Group UK 2021-05-07 /pmc/articles/PMC8105337/ /pubmed/33963182 http://dx.doi.org/10.1038/s41467-021-22804-x Text en © The Author(s) 2021 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 Liu, Ruiyang Gao, Qingsong Foltz, Steven M. Fowles, Jared S. Yao, Lijun Wang, Julia Tianjiao Cao, Song Sun, Hua Wendl, Michael C. Sethuraman, Sunantha Weerasinghe, Amila Rettig, Michael P. Storrs, Erik P. Yoon, Christopher J. Wyczalkowski, Matthew A. McMichael, Joshua F. Kohnen, Daniel R. King, Justin Goldsmith, Scott R. O’Neal, Julie Fulton, Robert S. Fronick, Catrina C. Ley, Timothy J. Jayasinghe, Reyka G. Fiala, Mark A. Oh, Stephen T. DiPersio, John F. Vij, Ravi Ding, Li Co-evolution of tumor and immune cells during progression of multiple myeloma |
title | Co-evolution of tumor and immune cells during progression of multiple myeloma |
title_full | Co-evolution of tumor and immune cells during progression of multiple myeloma |
title_fullStr | Co-evolution of tumor and immune cells during progression of multiple myeloma |
title_full_unstemmed | Co-evolution of tumor and immune cells during progression of multiple myeloma |
title_short | Co-evolution of tumor and immune cells during progression of multiple myeloma |
title_sort | co-evolution of tumor and immune cells during progression of multiple myeloma |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8105337/ https://www.ncbi.nlm.nih.gov/pubmed/33963182 http://dx.doi.org/10.1038/s41467-021-22804-x |
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