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Interrogation of human hematopoiesis at single-cell and single-variant resolution
Widespread linkage disequilibrium and incomplete annotation of cell-to-cell state variation represent substantial challenges to elucidating mechanisms of trait-associated genetic variation. Here, we perform genetic fine-mapping for blood cell traits in the UK Biobank to identify putative causal vari...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6441389/ https://www.ncbi.nlm.nih.gov/pubmed/30858613 http://dx.doi.org/10.1038/s41588-019-0362-6 |
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author | Ulirsch, Jacob C. Lareau, Caleb A. Bao, Erik L. Ludwig, Leif S. Guo, Michael H. Benner, Christian Satpathy, Ansuman T. Kartha, Vinay K. Salem, Rany M. Hirschhorn, Joel N. Finucane, Hilary K. Aryee, Martin J. Buenrostro, Jason D. Sankaran, Vijay G. |
author_facet | Ulirsch, Jacob C. Lareau, Caleb A. Bao, Erik L. Ludwig, Leif S. Guo, Michael H. Benner, Christian Satpathy, Ansuman T. Kartha, Vinay K. Salem, Rany M. Hirschhorn, Joel N. Finucane, Hilary K. Aryee, Martin J. Buenrostro, Jason D. Sankaran, Vijay G. |
author_sort | Ulirsch, Jacob C. |
collection | PubMed |
description | Widespread linkage disequilibrium and incomplete annotation of cell-to-cell state variation represent substantial challenges to elucidating mechanisms of trait-associated genetic variation. Here, we perform genetic fine-mapping for blood cell traits in the UK Biobank to identify putative causal variants. These variants are enriched in genes encoding for proteins in trait-relevant biological pathways and in accessible chromatin of hematopoietic progenitors. For regulatory variants, we explore patterns of developmental enhancer activity, predict molecular mechanisms, and identify likely target genes. In several instances, we localize multiple independent variants to the same regulatory element or gene. We further observe that variants with pleiotropic effects preferentially act in common progenitor populations to direct the production of distinct lineages. Finally, we leverage fine-mapped variants in conjunction with continuous epigenomic annotations to identify trait-cell type enrichments within closely related populations and in single cells. Our study provides a comprehensive framework for single-variant and single-cell analyses of genetic associations. |
format | Online Article Text |
id | pubmed-6441389 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
record_format | MEDLINE/PubMed |
spelling | pubmed-64413892019-09-11 Interrogation of human hematopoiesis at single-cell and single-variant resolution Ulirsch, Jacob C. Lareau, Caleb A. Bao, Erik L. Ludwig, Leif S. Guo, Michael H. Benner, Christian Satpathy, Ansuman T. Kartha, Vinay K. Salem, Rany M. Hirschhorn, Joel N. Finucane, Hilary K. Aryee, Martin J. Buenrostro, Jason D. Sankaran, Vijay G. Nat Genet Article Widespread linkage disequilibrium and incomplete annotation of cell-to-cell state variation represent substantial challenges to elucidating mechanisms of trait-associated genetic variation. Here, we perform genetic fine-mapping for blood cell traits in the UK Biobank to identify putative causal variants. These variants are enriched in genes encoding for proteins in trait-relevant biological pathways and in accessible chromatin of hematopoietic progenitors. For regulatory variants, we explore patterns of developmental enhancer activity, predict molecular mechanisms, and identify likely target genes. In several instances, we localize multiple independent variants to the same regulatory element or gene. We further observe that variants with pleiotropic effects preferentially act in common progenitor populations to direct the production of distinct lineages. Finally, we leverage fine-mapped variants in conjunction with continuous epigenomic annotations to identify trait-cell type enrichments within closely related populations and in single cells. Our study provides a comprehensive framework for single-variant and single-cell analyses of genetic associations. 2019-03-11 2019-04 /pmc/articles/PMC6441389/ /pubmed/30858613 http://dx.doi.org/10.1038/s41588-019-0362-6 Text en Users may view, print, copy, and download text and data-mine the content in such documents, for the purposes of academic research, subject always to the full Conditions of use:http://www.nature.com/authors/editorial_policies/license.html#terms |
spellingShingle | Article Ulirsch, Jacob C. Lareau, Caleb A. Bao, Erik L. Ludwig, Leif S. Guo, Michael H. Benner, Christian Satpathy, Ansuman T. Kartha, Vinay K. Salem, Rany M. Hirschhorn, Joel N. Finucane, Hilary K. Aryee, Martin J. Buenrostro, Jason D. Sankaran, Vijay G. Interrogation of human hematopoiesis at single-cell and single-variant resolution |
title | Interrogation of human hematopoiesis at single-cell and single-variant resolution |
title_full | Interrogation of human hematopoiesis at single-cell and single-variant resolution |
title_fullStr | Interrogation of human hematopoiesis at single-cell and single-variant resolution |
title_full_unstemmed | Interrogation of human hematopoiesis at single-cell and single-variant resolution |
title_short | Interrogation of human hematopoiesis at single-cell and single-variant resolution |
title_sort | interrogation of human hematopoiesis at single-cell and single-variant resolution |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6441389/ https://www.ncbi.nlm.nih.gov/pubmed/30858613 http://dx.doi.org/10.1038/s41588-019-0362-6 |
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