Single-cell and bulk transcriptomics of the liver reveals potential targets of NASH with fibrosis
Abstract Fibrosis is characterized by the excessive production of collagen and other extracellular matrix (ECM) components and represents a leading cause of morbidity and mortality worldwide. Previous studies of nonalcoholic steatohepatitis (NASH) with fibrosis were largely restricted to bulk transc...
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2021
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oai:doaj.org-article:1e0a2f5a8461417ea4b3375f454caf3c2021-12-02T17:17:39ZSingle-cell and bulk transcriptomics of the liver reveals potential targets of NASH with fibrosis10.1038/s41598-021-98806-y2045-2322https://doaj.org/article/1e0a2f5a8461417ea4b3375f454caf3c2021-09-01T00:00:00Zhttps://doi.org/10.1038/s41598-021-98806-yhttps://doaj.org/toc/2045-2322Abstract Fibrosis is characterized by the excessive production of collagen and other extracellular matrix (ECM) components and represents a leading cause of morbidity and mortality worldwide. Previous studies of nonalcoholic steatohepatitis (NASH) with fibrosis were largely restricted to bulk transcriptome profiles. Thus, our understanding of this disease is limited by an incomplete characterization of liver cell types in general and hepatic stellate cells (HSCs) in particular, given that activated HSCs are the major hepatic fibrogenic cell population. To help fill this gap, we profiled 17,810 non-parenchymal cells derived from six healthy human livers. In conjunction with public single-cell data of fibrotic/cirrhotic human livers, these profiles enable the identification of potential intercellular signaling axes (e.g., ITGAV–LAMC1, TNFRSF11B–VWF and NOTCH2–DLL4) and master regulators (e.g., RUNX1 and CREB3L1) responsible for the activation of HSCs during fibrogenesis. Bulk RNA-seq data of NASH patient livers and rodent models for liver fibrosis of diverse etiologies allowed us to evaluate the translatability of candidate therapeutic targets for NASH-related fibrosis. We identified 61 liver fibrosis-associated genes (e.g., AEBP1, PRRX1 and LARP6) that may serve as a repertoire of translatable drug target candidates. Consistent with the above regulon results, gene regulatory network analysis allowed the identification of CREB3L1 as a master regulator of many of the 61 genes. Together, this study highlights potential cell–cell interactions and master regulators that underlie HSC activation and reveals genes that may represent prospective hallmark signatures for liver fibrosis.Zhong-Yi WangAdrian KeoghAnnick WaldtRachel CuttatMarilisa NeriShanshan ZhuSven SchuiererAlexandra RuchtiChristophe CrochemoreJudith KnehrJulie BastienIwona KsiazekDaniel Sánchez-TaltavullHui GeJing WuGuglielmo RomaStephen B. HelliwellDeborah StrokaFlorian NigschNature PortfolioarticleMedicineRScienceQENScientific Reports, Vol 11, Iss 1, Pp 1-15 (2021) |
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Medicine R Science Q Zhong-Yi Wang Adrian Keogh Annick Waldt Rachel Cuttat Marilisa Neri Shanshan Zhu Sven Schuierer Alexandra Ruchti Christophe Crochemore Judith Knehr Julie Bastien Iwona Ksiazek Daniel Sánchez-Taltavull Hui Ge Jing Wu Guglielmo Roma Stephen B. Helliwell Deborah Stroka Florian Nigsch Single-cell and bulk transcriptomics of the liver reveals potential targets of NASH with fibrosis |
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Abstract Fibrosis is characterized by the excessive production of collagen and other extracellular matrix (ECM) components and represents a leading cause of morbidity and mortality worldwide. Previous studies of nonalcoholic steatohepatitis (NASH) with fibrosis were largely restricted to bulk transcriptome profiles. Thus, our understanding of this disease is limited by an incomplete characterization of liver cell types in general and hepatic stellate cells (HSCs) in particular, given that activated HSCs are the major hepatic fibrogenic cell population. To help fill this gap, we profiled 17,810 non-parenchymal cells derived from six healthy human livers. In conjunction with public single-cell data of fibrotic/cirrhotic human livers, these profiles enable the identification of potential intercellular signaling axes (e.g., ITGAV–LAMC1, TNFRSF11B–VWF and NOTCH2–DLL4) and master regulators (e.g., RUNX1 and CREB3L1) responsible for the activation of HSCs during fibrogenesis. Bulk RNA-seq data of NASH patient livers and rodent models for liver fibrosis of diverse etiologies allowed us to evaluate the translatability of candidate therapeutic targets for NASH-related fibrosis. We identified 61 liver fibrosis-associated genes (e.g., AEBP1, PRRX1 and LARP6) that may serve as a repertoire of translatable drug target candidates. Consistent with the above regulon results, gene regulatory network analysis allowed the identification of CREB3L1 as a master regulator of many of the 61 genes. Together, this study highlights potential cell–cell interactions and master regulators that underlie HSC activation and reveals genes that may represent prospective hallmark signatures for liver fibrosis. |
format |
article |
author |
Zhong-Yi Wang Adrian Keogh Annick Waldt Rachel Cuttat Marilisa Neri Shanshan Zhu Sven Schuierer Alexandra Ruchti Christophe Crochemore Judith Knehr Julie Bastien Iwona Ksiazek Daniel Sánchez-Taltavull Hui Ge Jing Wu Guglielmo Roma Stephen B. Helliwell Deborah Stroka Florian Nigsch |
author_facet |
Zhong-Yi Wang Adrian Keogh Annick Waldt Rachel Cuttat Marilisa Neri Shanshan Zhu Sven Schuierer Alexandra Ruchti Christophe Crochemore Judith Knehr Julie Bastien Iwona Ksiazek Daniel Sánchez-Taltavull Hui Ge Jing Wu Guglielmo Roma Stephen B. Helliwell Deborah Stroka Florian Nigsch |
author_sort |
Zhong-Yi Wang |
title |
Single-cell and bulk transcriptomics of the liver reveals potential targets of NASH with fibrosis |
title_short |
Single-cell and bulk transcriptomics of the liver reveals potential targets of NASH with fibrosis |
title_full |
Single-cell and bulk transcriptomics of the liver reveals potential targets of NASH with fibrosis |
title_fullStr |
Single-cell and bulk transcriptomics of the liver reveals potential targets of NASH with fibrosis |
title_full_unstemmed |
Single-cell and bulk transcriptomics of the liver reveals potential targets of NASH with fibrosis |
title_sort |
single-cell and bulk transcriptomics of the liver reveals potential targets of nash with fibrosis |
publisher |
Nature Portfolio |
publishDate |
2021 |
url |
https://doaj.org/article/1e0a2f5a8461417ea4b3375f454caf3c |
work_keys_str_mv |
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