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Application of single-cell genomics in cancer: promise and challenges
Recent advances in single-cell genomics are opening up unprecedented opportunities to transform cancer genomics. While bulk tissue genomic analysis across large populations of tumour cells has provided key insights into cancer biology, this approach does not provide the resolution that is critical f...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4571998/ https://www.ncbi.nlm.nih.gov/pubmed/26113645 http://dx.doi.org/10.1093/hmg/ddv235 |
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author | Wills, Quin F. Mead, Adam J. |
author_facet | Wills, Quin F. Mead, Adam J. |
author_sort | Wills, Quin F. |
collection | PubMed |
description | Recent advances in single-cell genomics are opening up unprecedented opportunities to transform cancer genomics. While bulk tissue genomic analysis across large populations of tumour cells has provided key insights into cancer biology, this approach does not provide the resolution that is critical for understanding the interaction between different genetic events within the cellular hierarchy of the tumour during disease initiation, evolution, relapse and metastasis. Single-cell genomic approaches are uniquely placed to definitively unravel complex clonal structures and tissue hierarchies, account for spatiotemporal cell interactions and discover rare cells that drive metastatic disease, drug resistance and disease progression. Here we present five challenges that need to be met for single-cell genomics to fulfil its potential as a routine tool alongside bulk sequencing. These might be thought of as being challenges related to samples (processing and scale for analysis), sensitivity and specificity of mutation detection, sources of heterogeneity (biological and technical), synergies (from data integration) and systems modelling. We discuss these in the context of recent advances in technologies and data modelling, concluding with implications for moving cancer research into the clinic. |
format | Online Article Text |
id | pubmed-4571998 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-45719982015-09-18 Application of single-cell genomics in cancer: promise and challenges Wills, Quin F. Mead, Adam J. Hum Mol Genet Invited Reviews Recent advances in single-cell genomics are opening up unprecedented opportunities to transform cancer genomics. While bulk tissue genomic analysis across large populations of tumour cells has provided key insights into cancer biology, this approach does not provide the resolution that is critical for understanding the interaction between different genetic events within the cellular hierarchy of the tumour during disease initiation, evolution, relapse and metastasis. Single-cell genomic approaches are uniquely placed to definitively unravel complex clonal structures and tissue hierarchies, account for spatiotemporal cell interactions and discover rare cells that drive metastatic disease, drug resistance and disease progression. Here we present five challenges that need to be met for single-cell genomics to fulfil its potential as a routine tool alongside bulk sequencing. These might be thought of as being challenges related to samples (processing and scale for analysis), sensitivity and specificity of mutation detection, sources of heterogeneity (biological and technical), synergies (from data integration) and systems modelling. We discuss these in the context of recent advances in technologies and data modelling, concluding with implications for moving cancer research into the clinic. Oxford University Press 2015-10-15 2015-06-25 /pmc/articles/PMC4571998/ /pubmed/26113645 http://dx.doi.org/10.1093/hmg/ddv235 Text en © The Author 2015. Published by Oxford University Press http://creativecommons.org/licenses/by/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Invited Reviews Wills, Quin F. Mead, Adam J. Application of single-cell genomics in cancer: promise and challenges |
title | Application of single-cell genomics in cancer: promise and challenges |
title_full | Application of single-cell genomics in cancer: promise and challenges |
title_fullStr | Application of single-cell genomics in cancer: promise and challenges |
title_full_unstemmed | Application of single-cell genomics in cancer: promise and challenges |
title_short | Application of single-cell genomics in cancer: promise and challenges |
title_sort | application of single-cell genomics in cancer: promise and challenges |
topic | Invited Reviews |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4571998/ https://www.ncbi.nlm.nih.gov/pubmed/26113645 http://dx.doi.org/10.1093/hmg/ddv235 |
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