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Molecular sampling at logarithmic rates for next-generation sequencing
Next-generation sequencing is a cutting edge technology, but to quantify a dynamic range of abundances for different RNA or DNA species requires increasing sampling depth to levels that can be prohibitively expensive due to physical limits on molecular throughput of sequencers. To overcome this prob...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6932819/ https://www.ncbi.nlm.nih.gov/pubmed/31830035 http://dx.doi.org/10.1371/journal.pcbi.1007537 |
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author | Horn, Caroline Salzman, Julia |
author_facet | Horn, Caroline Salzman, Julia |
author_sort | Horn, Caroline |
collection | PubMed |
description | Next-generation sequencing is a cutting edge technology, but to quantify a dynamic range of abundances for different RNA or DNA species requires increasing sampling depth to levels that can be prohibitively expensive due to physical limits on molecular throughput of sequencers. To overcome this problem, we introduce a new general sampling theory which uses biophysical principles to functionally encode the abundance of a species before sampling, SeQUential depletIon and enriCHment (SQUICH). In theory and simulation, SQUICH enables sampling at a logarithmic rate to achieve the same precision as attained with conventional sequencing. A simple proof of principle experimental implementation of SQUICH in a controlled complex system of ~262,000 oligonucleotides already reduces sequencing depth by a factor of 10. SQUICH lays the groundwork for a general solution to a fundamental problem in molecular sampling and enables a new generation of efficient, precise molecular measurement at logarithmic or better sampling depth. |
format | Online Article Text |
id | pubmed-6932819 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-69328192020-01-07 Molecular sampling at logarithmic rates for next-generation sequencing Horn, Caroline Salzman, Julia PLoS Comput Biol Research Article Next-generation sequencing is a cutting edge technology, but to quantify a dynamic range of abundances for different RNA or DNA species requires increasing sampling depth to levels that can be prohibitively expensive due to physical limits on molecular throughput of sequencers. To overcome this problem, we introduce a new general sampling theory which uses biophysical principles to functionally encode the abundance of a species before sampling, SeQUential depletIon and enriCHment (SQUICH). In theory and simulation, SQUICH enables sampling at a logarithmic rate to achieve the same precision as attained with conventional sequencing. A simple proof of principle experimental implementation of SQUICH in a controlled complex system of ~262,000 oligonucleotides already reduces sequencing depth by a factor of 10. SQUICH lays the groundwork for a general solution to a fundamental problem in molecular sampling and enables a new generation of efficient, precise molecular measurement at logarithmic or better sampling depth. Public Library of Science 2019-12-12 /pmc/articles/PMC6932819/ /pubmed/31830035 http://dx.doi.org/10.1371/journal.pcbi.1007537 Text en © 2019 Horn, Salzman 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 use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Horn, Caroline Salzman, Julia Molecular sampling at logarithmic rates for next-generation sequencing |
title | Molecular sampling at logarithmic rates for next-generation sequencing |
title_full | Molecular sampling at logarithmic rates for next-generation sequencing |
title_fullStr | Molecular sampling at logarithmic rates for next-generation sequencing |
title_full_unstemmed | Molecular sampling at logarithmic rates for next-generation sequencing |
title_short | Molecular sampling at logarithmic rates for next-generation sequencing |
title_sort | molecular sampling at logarithmic rates for next-generation sequencing |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6932819/ https://www.ncbi.nlm.nih.gov/pubmed/31830035 http://dx.doi.org/10.1371/journal.pcbi.1007537 |
work_keys_str_mv | AT horncaroline molecularsamplingatlogarithmicratesfornextgenerationsequencing AT salzmanjulia molecularsamplingatlogarithmicratesfornextgenerationsequencing |