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...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , |
---|---|
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 |