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Next-generation proteomics of serum extracellular vesicles combined with single-cell RNA sequencing identifies MACROH2A1 associated with refractory COVID-19
BACKGROUND: The coronavirus disease 2019 (COVID-19) pandemic is widespread; however, accurate predictors of refractory cases have not yet been established. Circulating extracellular vesicles, involved in many pathological processes, are ideal resources for biomarker exploration. METHODS: To identify...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9709739/ https://www.ncbi.nlm.nih.gov/pubmed/36451245 http://dx.doi.org/10.1186/s41232-022-00243-5 |
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author | Kawasaki, Takahiro Takeda, Yoshito Edahiro, Ryuya Shirai, Yuya Nogami-Itoh, Mari Matsuki, Takanori Kida, Hiroshi Enomoto, Takatoshi Hara, Reina Noda, Yoshimi Adachi, Yuichi Niitsu, Takayuki Amiya, Saori Yamaguchi, Yuta Murakami, Teruaki Kato, Yasuhiro Morita, Takayoshi Yoshimura, Hanako Yamamoto, Makoto Nakatsubo, Daisuke Miyake, Kotaro Shiroyama, Takayuki Hirata, Haruhiko Adachi, Jun Okada, Yukinori Kumanogoh, Atsushi |
author_facet | Kawasaki, Takahiro Takeda, Yoshito Edahiro, Ryuya Shirai, Yuya Nogami-Itoh, Mari Matsuki, Takanori Kida, Hiroshi Enomoto, Takatoshi Hara, Reina Noda, Yoshimi Adachi, Yuichi Niitsu, Takayuki Amiya, Saori Yamaguchi, Yuta Murakami, Teruaki Kato, Yasuhiro Morita, Takayoshi Yoshimura, Hanako Yamamoto, Makoto Nakatsubo, Daisuke Miyake, Kotaro Shiroyama, Takayuki Hirata, Haruhiko Adachi, Jun Okada, Yukinori Kumanogoh, Atsushi |
author_sort | Kawasaki, Takahiro |
collection | PubMed |
description | BACKGROUND: The coronavirus disease 2019 (COVID-19) pandemic is widespread; however, accurate predictors of refractory cases have not yet been established. Circulating extracellular vesicles, involved in many pathological processes, are ideal resources for biomarker exploration. METHODS: To identify potential serum biomarkers and examine the proteins associated with the pathogenesis of refractory COVID-19, we conducted high-coverage proteomics on serum extracellular vesicles collected from 12 patients with COVID-19 at different disease severity levels and 4 healthy controls. Furthermore, single-cell RNA sequencing of peripheral blood mononuclear cells collected from 10 patients with COVID-19 and 5 healthy controls was performed. RESULTS: Among the 3046 extracellular vesicle proteins that were identified, expression of MACROH2A1 was significantly elevated in refractory cases compared to non-refractory cases; moreover, its expression was increased according to disease severity. In single-cell RNA sequencing of peripheral blood mononuclear cells, the expression of MACROH2A1 was localized to monocytes and elevated in critical cases. Consistently, single-nucleus RNA sequencing of lung tissues revealed that MACROH2A1 was highly expressed in monocytes and macrophages and was significantly elevated in fatal COVID-19. Moreover, molecular network analysis showed that pathways such as “estrogen signaling pathway,” “p160 steroid receptor coactivator (SRC) signaling pathway,” and “transcriptional regulation by STAT” were enriched in the transcriptome of monocytes in the peripheral blood mononuclear cells and lungs, and they were also commonly enriched in extracellular vesicle proteomics. CONCLUSIONS: Our findings highlight that MACROH2A1 in extracellular vesicles is a potential biomarker of refractory COVID-19 and may reflect the pathogenesis of COVID-19 in monocytes. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s41232-022-00243-5. |
format | Online Article Text |
id | pubmed-9709739 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-97097392022-11-30 Next-generation proteomics of serum extracellular vesicles combined with single-cell RNA sequencing identifies MACROH2A1 associated with refractory COVID-19 Kawasaki, Takahiro Takeda, Yoshito Edahiro, Ryuya Shirai, Yuya Nogami-Itoh, Mari Matsuki, Takanori Kida, Hiroshi Enomoto, Takatoshi Hara, Reina Noda, Yoshimi Adachi, Yuichi Niitsu, Takayuki Amiya, Saori Yamaguchi, Yuta Murakami, Teruaki Kato, Yasuhiro Morita, Takayoshi Yoshimura, Hanako Yamamoto, Makoto Nakatsubo, Daisuke Miyake, Kotaro Shiroyama, Takayuki Hirata, Haruhiko Adachi, Jun Okada, Yukinori Kumanogoh, Atsushi Inflamm Regen Research Article BACKGROUND: The coronavirus disease 2019 (COVID-19) pandemic is widespread; however, accurate predictors of refractory cases have not yet been established. Circulating extracellular vesicles, involved in many pathological processes, are ideal resources for biomarker exploration. METHODS: To identify potential serum biomarkers and examine the proteins associated with the pathogenesis of refractory COVID-19, we conducted high-coverage proteomics on serum extracellular vesicles collected from 12 patients with COVID-19 at different disease severity levels and 4 healthy controls. Furthermore, single-cell RNA sequencing of peripheral blood mononuclear cells collected from 10 patients with COVID-19 and 5 healthy controls was performed. RESULTS: Among the 3046 extracellular vesicle proteins that were identified, expression of MACROH2A1 was significantly elevated in refractory cases compared to non-refractory cases; moreover, its expression was increased according to disease severity. In single-cell RNA sequencing of peripheral blood mononuclear cells, the expression of MACROH2A1 was localized to monocytes and elevated in critical cases. Consistently, single-nucleus RNA sequencing of lung tissues revealed that MACROH2A1 was highly expressed in monocytes and macrophages and was significantly elevated in fatal COVID-19. Moreover, molecular network analysis showed that pathways such as “estrogen signaling pathway,” “p160 steroid receptor coactivator (SRC) signaling pathway,” and “transcriptional regulation by STAT” were enriched in the transcriptome of monocytes in the peripheral blood mononuclear cells and lungs, and they were also commonly enriched in extracellular vesicle proteomics. CONCLUSIONS: Our findings highlight that MACROH2A1 in extracellular vesicles is a potential biomarker of refractory COVID-19 and may reflect the pathogenesis of COVID-19 in monocytes. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s41232-022-00243-5. BioMed Central 2022-11-30 /pmc/articles/PMC9709739/ /pubmed/36451245 http://dx.doi.org/10.1186/s41232-022-00243-5 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/) . |
spellingShingle | Research Article Kawasaki, Takahiro Takeda, Yoshito Edahiro, Ryuya Shirai, Yuya Nogami-Itoh, Mari Matsuki, Takanori Kida, Hiroshi Enomoto, Takatoshi Hara, Reina Noda, Yoshimi Adachi, Yuichi Niitsu, Takayuki Amiya, Saori Yamaguchi, Yuta Murakami, Teruaki Kato, Yasuhiro Morita, Takayoshi Yoshimura, Hanako Yamamoto, Makoto Nakatsubo, Daisuke Miyake, Kotaro Shiroyama, Takayuki Hirata, Haruhiko Adachi, Jun Okada, Yukinori Kumanogoh, Atsushi Next-generation proteomics of serum extracellular vesicles combined with single-cell RNA sequencing identifies MACROH2A1 associated with refractory COVID-19 |
title | Next-generation proteomics of serum extracellular vesicles combined with single-cell RNA sequencing identifies MACROH2A1 associated with refractory COVID-19 |
title_full | Next-generation proteomics of serum extracellular vesicles combined with single-cell RNA sequencing identifies MACROH2A1 associated with refractory COVID-19 |
title_fullStr | Next-generation proteomics of serum extracellular vesicles combined with single-cell RNA sequencing identifies MACROH2A1 associated with refractory COVID-19 |
title_full_unstemmed | Next-generation proteomics of serum extracellular vesicles combined with single-cell RNA sequencing identifies MACROH2A1 associated with refractory COVID-19 |
title_short | Next-generation proteomics of serum extracellular vesicles combined with single-cell RNA sequencing identifies MACROH2A1 associated with refractory COVID-19 |
title_sort | next-generation proteomics of serum extracellular vesicles combined with single-cell rna sequencing identifies macroh2a1 associated with refractory covid-19 |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9709739/ https://www.ncbi.nlm.nih.gov/pubmed/36451245 http://dx.doi.org/10.1186/s41232-022-00243-5 |
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