Cargando…
Human liver single nucleus and single cell RNA sequencing identify a hepatocellular carcinoma-associated cell-type affecting survival
BACKGROUND: Hepatocellular carcinoma (HCC) is a common primary liver cancer with poor overall survival. We hypothesized that there are HCC-associated cell-types that impact patient survival. METHODS: We combined liver single nucleus (snRNA-seq), single cell (scRNA-seq), and bulk RNA-sequencing (RNA-...
Autores principales: | , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9115949/ https://www.ncbi.nlm.nih.gov/pubmed/35581624 http://dx.doi.org/10.1186/s13073-022-01055-5 |
_version_ | 1784710021455544320 |
---|---|
author | Alvarez, Marcus Benhammou, Jihane N. Darci-Maher, Nicholas French, Samuel W. Han, Steven B. Sinsheimer, Janet S. Agopian, Vatche G. Pisegna, Joseph R. Pajukanta, Päivi |
author_facet | Alvarez, Marcus Benhammou, Jihane N. Darci-Maher, Nicholas French, Samuel W. Han, Steven B. Sinsheimer, Janet S. Agopian, Vatche G. Pisegna, Joseph R. Pajukanta, Päivi |
author_sort | Alvarez, Marcus |
collection | PubMed |
description | BACKGROUND: Hepatocellular carcinoma (HCC) is a common primary liver cancer with poor overall survival. We hypothesized that there are HCC-associated cell-types that impact patient survival. METHODS: We combined liver single nucleus (snRNA-seq), single cell (scRNA-seq), and bulk RNA-sequencing (RNA-seq) data to search for cell-type differences in HCC. To first identify cell-types in HCC, adjacent non-tumor tissue, and normal liver, we integrated single-cell level data from a healthy liver cohort (n = 9 non-HCC samples) collected in the Strasbourg University Hospital; an HCC cohort (n = 1 non-HCC, n = 14 HCC-tumor, and n = 14 adjacent non-tumor samples) collected in the Singapore General Hospital and National University; and another HCC cohort (n = 3 HCC-tumor and n = 3 adjacent non-tumor samples) collected in the Dumont-UCLA Liver Cancer Center. We then leveraged these single cell level data to decompose the cell-types in liver bulk RNA-seq data from HCC patients’ tumor (n = 361) and adjacent non-tumor tissue (n = 49) from the Cancer Genome Atlas (TCGA) multi-center cohort. For replication, we decomposed 221 HCC and 209 adjacent non-tumor liver microarray samples from the Liver Cancer Institute (LCI) cohort collected by the Liver Cancer Institute and Zhongshan Hospital of Fudan University. RESULTS: We discovered a tumor-associated proliferative cell-type, Prol (80.4% tumor cells), enriched for cell cycle and mitosis genes. In the liver bulk tissue from the TCGA cohort, the proportion of the Prol cell-type is significantly increased in HCC and associates with a worse overall survival. Independently from our decomposition analysis, we reciprocally show that Prol nuclei/cells significantly over-express both tumor-elevated and survival-decreasing genes obtained from the bulk tissue. Our replication analysis in the LCI cohort confirmed that an increased estimated proportion of the Prol cell-type in HCC is a significant marker for a shorter overall survival. Finally, we show that somatic mutations in the tumor suppressor genes TP53 and RB1 are linked to an increase of the Prol cell-type in HCC. CONCLUSIONS: By integrating liver single cell, single nucleus, and bulk expression data from multiple cohorts we identified a proliferating cell-type (Prol) enriched in HCC tumors, associated with a decreased overall survival, and linked to TP53 and RB1 somatic mutations. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13073-022-01055-5. |
format | Online Article Text |
id | pubmed-9115949 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-91159492022-05-19 Human liver single nucleus and single cell RNA sequencing identify a hepatocellular carcinoma-associated cell-type affecting survival Alvarez, Marcus Benhammou, Jihane N. Darci-Maher, Nicholas French, Samuel W. Han, Steven B. Sinsheimer, Janet S. Agopian, Vatche G. Pisegna, Joseph R. Pajukanta, Päivi Genome Med Research BACKGROUND: Hepatocellular carcinoma (HCC) is a common primary liver cancer with poor overall survival. We hypothesized that there are HCC-associated cell-types that impact patient survival. METHODS: We combined liver single nucleus (snRNA-seq), single cell (scRNA-seq), and bulk RNA-sequencing (RNA-seq) data to search for cell-type differences in HCC. To first identify cell-types in HCC, adjacent non-tumor tissue, and normal liver, we integrated single-cell level data from a healthy liver cohort (n = 9 non-HCC samples) collected in the Strasbourg University Hospital; an HCC cohort (n = 1 non-HCC, n = 14 HCC-tumor, and n = 14 adjacent non-tumor samples) collected in the Singapore General Hospital and National University; and another HCC cohort (n = 3 HCC-tumor and n = 3 adjacent non-tumor samples) collected in the Dumont-UCLA Liver Cancer Center. We then leveraged these single cell level data to decompose the cell-types in liver bulk RNA-seq data from HCC patients’ tumor (n = 361) and adjacent non-tumor tissue (n = 49) from the Cancer Genome Atlas (TCGA) multi-center cohort. For replication, we decomposed 221 HCC and 209 adjacent non-tumor liver microarray samples from the Liver Cancer Institute (LCI) cohort collected by the Liver Cancer Institute and Zhongshan Hospital of Fudan University. RESULTS: We discovered a tumor-associated proliferative cell-type, Prol (80.4% tumor cells), enriched for cell cycle and mitosis genes. In the liver bulk tissue from the TCGA cohort, the proportion of the Prol cell-type is significantly increased in HCC and associates with a worse overall survival. Independently from our decomposition analysis, we reciprocally show that Prol nuclei/cells significantly over-express both tumor-elevated and survival-decreasing genes obtained from the bulk tissue. Our replication analysis in the LCI cohort confirmed that an increased estimated proportion of the Prol cell-type in HCC is a significant marker for a shorter overall survival. Finally, we show that somatic mutations in the tumor suppressor genes TP53 and RB1 are linked to an increase of the Prol cell-type in HCC. CONCLUSIONS: By integrating liver single cell, single nucleus, and bulk expression data from multiple cohorts we identified a proliferating cell-type (Prol) enriched in HCC tumors, associated with a decreased overall survival, and linked to TP53 and RB1 somatic mutations. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13073-022-01055-5. BioMed Central 2022-05-17 /pmc/articles/PMC9115949/ /pubmed/35581624 http://dx.doi.org/10.1186/s13073-022-01055-5 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/) . 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 Alvarez, Marcus Benhammou, Jihane N. Darci-Maher, Nicholas French, Samuel W. Han, Steven B. Sinsheimer, Janet S. Agopian, Vatche G. Pisegna, Joseph R. Pajukanta, Päivi Human liver single nucleus and single cell RNA sequencing identify a hepatocellular carcinoma-associated cell-type affecting survival |
title | Human liver single nucleus and single cell RNA sequencing identify a hepatocellular carcinoma-associated cell-type affecting survival |
title_full | Human liver single nucleus and single cell RNA sequencing identify a hepatocellular carcinoma-associated cell-type affecting survival |
title_fullStr | Human liver single nucleus and single cell RNA sequencing identify a hepatocellular carcinoma-associated cell-type affecting survival |
title_full_unstemmed | Human liver single nucleus and single cell RNA sequencing identify a hepatocellular carcinoma-associated cell-type affecting survival |
title_short | Human liver single nucleus and single cell RNA sequencing identify a hepatocellular carcinoma-associated cell-type affecting survival |
title_sort | human liver single nucleus and single cell rna sequencing identify a hepatocellular carcinoma-associated cell-type affecting survival |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9115949/ https://www.ncbi.nlm.nih.gov/pubmed/35581624 http://dx.doi.org/10.1186/s13073-022-01055-5 |
work_keys_str_mv | AT alvarezmarcus humanliversinglenucleusandsinglecellrnasequencingidentifyahepatocellularcarcinomaassociatedcelltypeaffectingsurvival AT benhammoujihanen humanliversinglenucleusandsinglecellrnasequencingidentifyahepatocellularcarcinomaassociatedcelltypeaffectingsurvival AT darcimahernicholas humanliversinglenucleusandsinglecellrnasequencingidentifyahepatocellularcarcinomaassociatedcelltypeaffectingsurvival AT frenchsamuelw humanliversinglenucleusandsinglecellrnasequencingidentifyahepatocellularcarcinomaassociatedcelltypeaffectingsurvival AT hanstevenb humanliversinglenucleusandsinglecellrnasequencingidentifyahepatocellularcarcinomaassociatedcelltypeaffectingsurvival AT sinsheimerjanets humanliversinglenucleusandsinglecellrnasequencingidentifyahepatocellularcarcinomaassociatedcelltypeaffectingsurvival AT agopianvatcheg humanliversinglenucleusandsinglecellrnasequencingidentifyahepatocellularcarcinomaassociatedcelltypeaffectingsurvival AT pisegnajosephr humanliversinglenucleusandsinglecellrnasequencingidentifyahepatocellularcarcinomaassociatedcelltypeaffectingsurvival AT pajukantapaivi humanliversinglenucleusandsinglecellrnasequencingidentifyahepatocellularcarcinomaassociatedcelltypeaffectingsurvival |