Cargando…

Combined protein and transcript single-cell RNA sequencing in human peripheral blood mononuclear cells

BACKGROUND: Cryopreserved peripheral blood mononuclear cells (PBMCs) are frequently collected and provide disease- and treatment-relevant data in clinical studies. Here, we developed combined protein (40 antibodies) and transcript single-cell (sc)RNA sequencing (scRNA-seq) in PBMCs. RESULTS: Among 3...

Descripción completa

Detalles Bibliográficos
Autores principales: Vallejo, Jenifer, Saigusa, Ryosuke, Gulati, Rishab, Armstrong Suthahar, Sujit Silas, Suryawanshi, Vasantika, Alimadadi, Ahmad, Durant, Christopher P., Ghosheh, Yanal, Roy, Payel, Ehinger, Erik, Pattarabanjird, Tanyaporn, Hanna, David B., Landay, Alan L., Tracy, Russell P., Lazar, Jason M., Mack, Wendy J., Weber, Kathleen M., Adimora, Adaora A., Hodis, Howard N., Tien, Phyllis C., Ofotokun, Igho, Heath, Sonya L., Shemesh, Avishai, McNamara, Coleen A., Lanier, Lewis L., Hedrick, Catherine C., Kaplan, Robert C., Ley, Klaus
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9434837/
https://www.ncbi.nlm.nih.gov/pubmed/36045343
http://dx.doi.org/10.1186/s12915-022-01382-4
_version_ 1784780969354461184
author Vallejo, Jenifer
Saigusa, Ryosuke
Gulati, Rishab
Armstrong Suthahar, Sujit Silas
Suryawanshi, Vasantika
Alimadadi, Ahmad
Durant, Christopher P.
Ghosheh, Yanal
Roy, Payel
Ehinger, Erik
Pattarabanjird, Tanyaporn
Hanna, David B.
Landay, Alan L.
Tracy, Russell P.
Lazar, Jason M.
Mack, Wendy J.
Weber, Kathleen M.
Adimora, Adaora A.
Hodis, Howard N.
Tien, Phyllis C.
Ofotokun, Igho
Heath, Sonya L.
Shemesh, Avishai
McNamara, Coleen A.
Lanier, Lewis L.
Hedrick, Catherine C.
Kaplan, Robert C.
Ley, Klaus
author_facet Vallejo, Jenifer
Saigusa, Ryosuke
Gulati, Rishab
Armstrong Suthahar, Sujit Silas
Suryawanshi, Vasantika
Alimadadi, Ahmad
Durant, Christopher P.
Ghosheh, Yanal
Roy, Payel
Ehinger, Erik
Pattarabanjird, Tanyaporn
Hanna, David B.
Landay, Alan L.
Tracy, Russell P.
Lazar, Jason M.
Mack, Wendy J.
Weber, Kathleen M.
Adimora, Adaora A.
Hodis, Howard N.
Tien, Phyllis C.
Ofotokun, Igho
Heath, Sonya L.
Shemesh, Avishai
McNamara, Coleen A.
Lanier, Lewis L.
Hedrick, Catherine C.
Kaplan, Robert C.
Ley, Klaus
author_sort Vallejo, Jenifer
collection PubMed
description BACKGROUND: Cryopreserved peripheral blood mononuclear cells (PBMCs) are frequently collected and provide disease- and treatment-relevant data in clinical studies. Here, we developed combined protein (40 antibodies) and transcript single-cell (sc)RNA sequencing (scRNA-seq) in PBMCs. RESULTS: Among 31 participants in the Women’s Interagency HIV Study (WIHS), we sequenced 41,611 cells. Using Boolean gating followed by Seurat UMAPs (tool for visualizing high-dimensional data) and Louvain clustering, we identified 50 subsets among CD4+ T, CD8+ T, B, NK cells, and monocytes. This resolution was superior to flow cytometry, mass cytometry, or scRNA-seq without antibodies. Combined protein and transcript scRNA-seq allowed for the assessment of disease-related changes in transcriptomes and cell type proportions. As a proof-of-concept, we showed such differences between healthy and matched individuals living with HIV with and without cardiovascular disease. CONCLUSIONS: In conclusion, combined protein and transcript scRNA sequencing is a suitable and powerful method for clinical investigations using PBMCs. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12915-022-01382-4.
format Online
Article
Text
id pubmed-9434837
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher BioMed Central
record_format MEDLINE/PubMed
spelling pubmed-94348372022-09-02 Combined protein and transcript single-cell RNA sequencing in human peripheral blood mononuclear cells Vallejo, Jenifer Saigusa, Ryosuke Gulati, Rishab Armstrong Suthahar, Sujit Silas Suryawanshi, Vasantika Alimadadi, Ahmad Durant, Christopher P. Ghosheh, Yanal Roy, Payel Ehinger, Erik Pattarabanjird, Tanyaporn Hanna, David B. Landay, Alan L. Tracy, Russell P. Lazar, Jason M. Mack, Wendy J. Weber, Kathleen M. Adimora, Adaora A. Hodis, Howard N. Tien, Phyllis C. Ofotokun, Igho Heath, Sonya L. Shemesh, Avishai McNamara, Coleen A. Lanier, Lewis L. Hedrick, Catherine C. Kaplan, Robert C. Ley, Klaus BMC Biol Research Article BACKGROUND: Cryopreserved peripheral blood mononuclear cells (PBMCs) are frequently collected and provide disease- and treatment-relevant data in clinical studies. Here, we developed combined protein (40 antibodies) and transcript single-cell (sc)RNA sequencing (scRNA-seq) in PBMCs. RESULTS: Among 31 participants in the Women’s Interagency HIV Study (WIHS), we sequenced 41,611 cells. Using Boolean gating followed by Seurat UMAPs (tool for visualizing high-dimensional data) and Louvain clustering, we identified 50 subsets among CD4+ T, CD8+ T, B, NK cells, and monocytes. This resolution was superior to flow cytometry, mass cytometry, or scRNA-seq without antibodies. Combined protein and transcript scRNA-seq allowed for the assessment of disease-related changes in transcriptomes and cell type proportions. As a proof-of-concept, we showed such differences between healthy and matched individuals living with HIV with and without cardiovascular disease. CONCLUSIONS: In conclusion, combined protein and transcript scRNA sequencing is a suitable and powerful method for clinical investigations using PBMCs. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12915-022-01382-4. BioMed Central 2022-09-01 /pmc/articles/PMC9434837/ /pubmed/36045343 http://dx.doi.org/10.1186/s12915-022-01382-4 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Research Article
Vallejo, Jenifer
Saigusa, Ryosuke
Gulati, Rishab
Armstrong Suthahar, Sujit Silas
Suryawanshi, Vasantika
Alimadadi, Ahmad
Durant, Christopher P.
Ghosheh, Yanal
Roy, Payel
Ehinger, Erik
Pattarabanjird, Tanyaporn
Hanna, David B.
Landay, Alan L.
Tracy, Russell P.
Lazar, Jason M.
Mack, Wendy J.
Weber, Kathleen M.
Adimora, Adaora A.
Hodis, Howard N.
Tien, Phyllis C.
Ofotokun, Igho
Heath, Sonya L.
Shemesh, Avishai
McNamara, Coleen A.
Lanier, Lewis L.
Hedrick, Catherine C.
Kaplan, Robert C.
Ley, Klaus
Combined protein and transcript single-cell RNA sequencing in human peripheral blood mononuclear cells
title Combined protein and transcript single-cell RNA sequencing in human peripheral blood mononuclear cells
title_full Combined protein and transcript single-cell RNA sequencing in human peripheral blood mononuclear cells
title_fullStr Combined protein and transcript single-cell RNA sequencing in human peripheral blood mononuclear cells
title_full_unstemmed Combined protein and transcript single-cell RNA sequencing in human peripheral blood mononuclear cells
title_short Combined protein and transcript single-cell RNA sequencing in human peripheral blood mononuclear cells
title_sort combined protein and transcript single-cell rna sequencing in human peripheral blood mononuclear cells
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9434837/
https://www.ncbi.nlm.nih.gov/pubmed/36045343
http://dx.doi.org/10.1186/s12915-022-01382-4
work_keys_str_mv AT vallejojenifer combinedproteinandtranscriptsinglecellrnasequencinginhumanperipheralbloodmononuclearcells
AT saigusaryosuke combinedproteinandtranscriptsinglecellrnasequencinginhumanperipheralbloodmononuclearcells
AT gulatirishab combinedproteinandtranscriptsinglecellrnasequencinginhumanperipheralbloodmononuclearcells
AT armstrongsuthaharsujitsilas combinedproteinandtranscriptsinglecellrnasequencinginhumanperipheralbloodmononuclearcells
AT suryawanshivasantika combinedproteinandtranscriptsinglecellrnasequencinginhumanperipheralbloodmononuclearcells
AT alimadadiahmad combinedproteinandtranscriptsinglecellrnasequencinginhumanperipheralbloodmononuclearcells
AT durantchristopherp combinedproteinandtranscriptsinglecellrnasequencinginhumanperipheralbloodmononuclearcells
AT ghoshehyanal combinedproteinandtranscriptsinglecellrnasequencinginhumanperipheralbloodmononuclearcells
AT roypayel combinedproteinandtranscriptsinglecellrnasequencinginhumanperipheralbloodmononuclearcells
AT ehingererik combinedproteinandtranscriptsinglecellrnasequencinginhumanperipheralbloodmononuclearcells
AT pattarabanjirdtanyaporn combinedproteinandtranscriptsinglecellrnasequencinginhumanperipheralbloodmononuclearcells
AT hannadavidb combinedproteinandtranscriptsinglecellrnasequencinginhumanperipheralbloodmononuclearcells
AT landayalanl combinedproteinandtranscriptsinglecellrnasequencinginhumanperipheralbloodmononuclearcells
AT tracyrussellp combinedproteinandtranscriptsinglecellrnasequencinginhumanperipheralbloodmononuclearcells
AT lazarjasonm combinedproteinandtranscriptsinglecellrnasequencinginhumanperipheralbloodmononuclearcells
AT mackwendyj combinedproteinandtranscriptsinglecellrnasequencinginhumanperipheralbloodmononuclearcells
AT weberkathleenm combinedproteinandtranscriptsinglecellrnasequencinginhumanperipheralbloodmononuclearcells
AT adimoraadaoraa combinedproteinandtranscriptsinglecellrnasequencinginhumanperipheralbloodmononuclearcells
AT hodishowardn combinedproteinandtranscriptsinglecellrnasequencinginhumanperipheralbloodmononuclearcells
AT tienphyllisc combinedproteinandtranscriptsinglecellrnasequencinginhumanperipheralbloodmononuclearcells
AT ofotokunigho combinedproteinandtranscriptsinglecellrnasequencinginhumanperipheralbloodmononuclearcells
AT heathsonyal combinedproteinandtranscriptsinglecellrnasequencinginhumanperipheralbloodmononuclearcells
AT shemeshavishai combinedproteinandtranscriptsinglecellrnasequencinginhumanperipheralbloodmononuclearcells
AT mcnamaracoleena combinedproteinandtranscriptsinglecellrnasequencinginhumanperipheralbloodmononuclearcells
AT lanierlewisl combinedproteinandtranscriptsinglecellrnasequencinginhumanperipheralbloodmononuclearcells
AT hedrickcatherinec combinedproteinandtranscriptsinglecellrnasequencinginhumanperipheralbloodmononuclearcells
AT kaplanrobertc combinedproteinandtranscriptsinglecellrnasequencinginhumanperipheralbloodmononuclearcells
AT leyklaus combinedproteinandtranscriptsinglecellrnasequencinginhumanperipheralbloodmononuclearcells