Comprehensive Characterization of the Multiple Myeloma Immune Microenvironment Using Integrated scRNA-seq, CyTOF, and CITE-seq Analysis.


Journal

Cancer research communications
ISSN: 2767-9764
Titre abrégé: Cancer Res Commun
Pays: United States
ID NLM: 9918281580506676

Informations de publication

Date de publication:
10 2022
Historique:
received: 18 01 2022
revised: 09 06 2022
accepted: 19 08 2022
entrez: 27 3 2023
pubmed: 28 3 2023
medline: 28 3 2023
Statut: epublish

Résumé

As part of the Multiple Myeloma Research Foundation (MMRF) immune atlas pilot project, we compared immune cells of multiple myeloma bone marrow samples from 18 patients assessed by single-cell RNA sequencing (scRNA-seq), mass cytometry (CyTOF), and cellular indexing of transcriptomes and epitopes by sequencing (CITE-seq) to understand the concordance of measurements among single-cell techniques. Cell type abundances are relatively consistent across the three approaches, while variations are observed in T cells, macrophages, and monocytes. Concordance and correlation analysis of cell type marker gene expression across different modalities highlighted the importance of choosing cell type marker genes best suited to particular modalities. By integrating data from these three assays, we found International Staging System stage 3 patients exhibited decreased CD4 scRNA-seq, CyTOF, and CITE-seq are increasingly used for evaluating cellular heterogeneity. Understanding their concordances is of great interest. To date, this study is the most comprehensive examination of the measurement of the immune microenvironment in multiple myeloma using the three techniques. Moreover, we identified markers predicted to be significantly associated with multiple myeloma rapid progression.

Identifiants

pubmed: 36969740
doi: 10.1158/2767-9764.CRC-22-0022
pii: CRC-22-0022
pmc: PMC10035369
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Pagination

1255-1265

Informations de copyright

© 2022 The Authors; Published by the American Association for Cancer Research.

Déclaration de conflit d'intérêts

S.K. Kumar reports other from Abbvie, Amgen, BMS, Janssen, Roche-Genentech, Takeda, AstraZeneca, Bluebird Bio, Epizyme, Secura Biotherapeutics, Monterosa therapeutics, Trillium, Loxo Oncology, K36, Sanofi, ArcellX; personal fees from ncopeptides, Beigene, Antengene, GLH Pharma; and grants from Abbvie, Amgen, Allogene, AstraZeneca, BMS, Carsgen, GSK, Janssen, Novartis, Roche-Genentech, Takeda, Regeneron, Molecular Templates outside the submitted work. H.J. Cho reports other from The Multiple Myeloma Research Foundation during the conduct of the study; grants from BMS and Takeda outside the submitted work. A.H. Rahman reports grants from Multiple Myeloma Research Foundation during the conduct of the study; grants from Celgene/BMS and personal fees from Fluidigm outside the submitted work. D. Avigan reports other from BMS, Chugai, Sanofi, Merk, and Paraexel; and grants from MMRF outside the submitted work. S. Gnjatic reports grants from Multiple Myeloma Research Foundation during the conduct of the study; grants from Regeneron, Boehringer Ingelheim, BMS, Genentech, Jannsen R&D, Takeda, and EMD Serono outside the submitted work. No disclosures were reported by the other authors.

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Auteurs

Lijun Yao (L)

Washington University School of Medicine, Saint Louis, Missouri.

Reyka G Jayasinghe (RG)

Washington University School of Medicine, Saint Louis, Missouri.

Brian H Lee (BH)

Icahn School of Medicine at Mt. Sinai, New York, New York.

Swati S Bhasin (SS)

Emory University, Atlanta, Georgia.

William Pilcher (W)

Emory University, Atlanta, Georgia.

Deon Bryant Doxie (DB)

Emory University, Atlanta, Georgia.

Edgar Gonzalez-Kozlova (E)

Icahn School of Medicine at Mt. Sinai, New York, New York.

Surendra Dasari (S)

Mayo Clinic, Rochester, Minnesota.

Mark A Fiala (MA)

Washington University School of Medicine, Saint Louis, Missouri.

Yered Pita-Juarez (Y)

Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts.

Michael Strausbauch (M)

Mayo Clinic, Rochester, Minnesota.

Geoffrey Kelly (G)

Icahn School of Medicine at Mt. Sinai, New York, New York.

Beena E Thomas (BE)

Emory University, Atlanta, Georgia.

Shaji K Kumar (SK)

Mayo Clinic, Rochester, Minnesota.

Hearn Jay Cho (HJ)

Icahn School of Medicine at Mt. Sinai, New York, New York.
Multiple Myeloma Research Foundation, Norwalk, Connecticut.

Emilie Anderson (E)

Mayo Clinic, Rochester, Minnesota.

Michael C Wendl (MC)

Washington University School of Medicine, Saint Louis, Missouri.

Travis Dawson (T)

Icahn School of Medicine at Mt. Sinai, New York, New York.

Darwin D'souza (D)

Icahn School of Medicine at Mt. Sinai, New York, New York.

Stephen T Oh (ST)

Washington University School of Medicine, Saint Louis, Missouri.

Giulia Cheloni (G)

Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts.

Ying Li (Y)

Mayo Clinic, Rochester, Minnesota.

John F DiPersio (JF)

Washington University School of Medicine, Saint Louis, Missouri.

Adeeb H Rahman (AH)

Icahn School of Medicine at Mt. Sinai, New York, New York.

Kavita M Dhodapkar (KM)

Emory University, Atlanta, Georgia.

Seunghee Kim-Schulze (S)

Icahn School of Medicine at Mt. Sinai, New York, New York.

Ravi Vij (R)

Washington University School of Medicine, Saint Louis, Missouri.

Ioannis S Vlachos (IS)

Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts.

Shaadi Mehr (S)

Multiple Myeloma Research Foundation, Norwalk, Connecticut.

Mark Hamilton (M)

Multiple Myeloma Research Foundation, Norwalk, Connecticut.

Daniel Auclair (D)

Multiple Myeloma Research Foundation, Norwalk, Connecticut.

Taxiarchis Kourelis (T)

Mayo Clinic, Rochester, Minnesota.

David Avigan (D)

Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts.

Madhav V Dhodapkar (MV)

Emory University, Atlanta, Georgia.

Sacha Gnjatic (S)

Icahn School of Medicine at Mt. Sinai, New York, New York.

Manoj K Bhasin (MK)

Emory University, Atlanta, Georgia.

Li Ding (L)

Washington University School of Medicine, Saint Louis, Missouri.

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