Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Wills, Quin F., Mead, Adam J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2015
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
_version_ 1782390378930896896
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
work_keys_str_mv AT willsquinf applicationofsinglecellgenomicsincancerpromiseandchallenges
AT meadadamj applicationofsinglecellgenomicsincancerpromiseandchallenges