Low copy target detection by Droplet Digital PCR through application of a novel open access bioinformatic pipeline, ‘definetherain’
•The requirement for protocol adaptation from qPCR to ddPCR is characterised.•A potential loss of sensitivity for ddPCR at low target numbers is reported.•A new bioinformatic tool ‘definetherain’ to improve droplet calling at low input target numbers is devised and applied.•‘Definetherain’ is made a...
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Veröffentlicht in: | Journal of virological methods 2014-06, Vol.202 (100), p.46-53 |
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creator | Jones, Mathew Williams, James Gärtner, Kathleen Phillips, Rodney Hurst, Jacob Frater, John |
description | •The requirement for protocol adaptation from qPCR to ddPCR is characterised.•A potential loss of sensitivity for ddPCR at low target numbers is reported.•A new bioinformatic tool ‘definetherain’ to improve droplet calling at low input target numbers is devised and applied.•‘Definetherain’ is made available free of charge and open access at www.definetherain.org.uk.
Droplet Digital PCR (ddPCR) represents a new and alternative platform to conventional quantitative-PCR (qPCR) for the quantitation of DNA templates. However, the proposed improvement in sensitivity and reproducibility offered by ddPCR is not yet fully proven, partly because the delineation between positive and negative responses is not always clear.
Data are presented demonstrating the sensitivity of the ddPCR system to both reagent concentrations and choice of cut-off for defining positive and negative results. By implementing k-nearest clustering, cut-offs are produced that improve the accuracy of ddPCR where target DNA is present at low copy numbers, a key application of ddPCR. This approach is applied to human albumin and HIV-1 proviral DNA ddPCR quantitative protocols. This tool is coded in JavaScript and has been made available for free in a web browser at http://www.definetherain.org.uk. Optimisation of the analyses of raw ddPCR data using ‘definetherain’ indicates that low target number detection can be improved by its implementation. Further application to patient samples will help define the clinical utility of this approach. |
doi_str_mv | 10.1016/j.jviromet.2014.02.020 |
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Droplet Digital PCR (ddPCR) represents a new and alternative platform to conventional quantitative-PCR (qPCR) for the quantitation of DNA templates. However, the proposed improvement in sensitivity and reproducibility offered by ddPCR is not yet fully proven, partly because the delineation between positive and negative responses is not always clear.
Data are presented demonstrating the sensitivity of the ddPCR system to both reagent concentrations and choice of cut-off for defining positive and negative results. By implementing k-nearest clustering, cut-offs are produced that improve the accuracy of ddPCR where target DNA is present at low copy numbers, a key application of ddPCR. This approach is applied to human albumin and HIV-1 proviral DNA ddPCR quantitative protocols. This tool is coded in JavaScript and has been made available for free in a web browser at http://www.definetherain.org.uk. Optimisation of the analyses of raw ddPCR data using ‘definetherain’ indicates that low target number detection can be improved by its implementation. Further application to patient samples will help define the clinical utility of this approach.</description><identifier>ISSN: 0166-0934</identifier><identifier>EISSN: 1879-0984</identifier><identifier>DOI: 10.1016/j.jviromet.2014.02.020</identifier><identifier>PMID: 24598230</identifier><language>eng</language><publisher>Netherlands: Elsevier B.V</publisher><subject>Computational Biology - methods ; Droplet Digital PCR ; HIV-1 ; HIV-1 - genetics ; Humans ; k means clustering ; Molecular Diagnostic Techniques - methods ; Polymerase Chain Reaction - methods ; Quantitative PCR ; Sensitivity and Specificity ; Serum Albumin - genetics</subject><ispartof>Journal of virological methods, 2014-06, Vol.202 (100), p.46-53</ispartof><rights>2014 The Authors</rights><rights>Copyright © 2014 The Authors. Published by Elsevier B.V. All rights reserved.</rights><rights>2014 The Authors 2014</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c537t-681b08e555f60d9cc59de3933850bfae71a3890d9a4b86ef3fb20b2cf79154dc3</citedby><cites>FETCH-LOGICAL-c537t-681b08e555f60d9cc59de3933850bfae71a3890d9a4b86ef3fb20b2cf79154dc3</cites><orcidid>0000-0001-7163-7277</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://dx.doi.org/10.1016/j.jviromet.2014.02.020$$EHTML$$P50$$Gelsevier$$Hfree_for_read</linktohtml><link.rule.ids>230,314,780,784,885,3550,27924,27925,45995</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/24598230$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Jones, Mathew</creatorcontrib><creatorcontrib>Williams, James</creatorcontrib><creatorcontrib>Gärtner, Kathleen</creatorcontrib><creatorcontrib>Phillips, Rodney</creatorcontrib><creatorcontrib>Hurst, Jacob</creatorcontrib><creatorcontrib>Frater, John</creatorcontrib><title>Low copy target detection by Droplet Digital PCR through application of a novel open access bioinformatic pipeline, ‘definetherain’</title><title>Journal of virological methods</title><addtitle>J Virol Methods</addtitle><description>•The requirement for protocol adaptation from qPCR to ddPCR is characterised.•A potential loss of sensitivity for ddPCR at low target numbers is reported.•A new bioinformatic tool ‘definetherain’ to improve droplet calling at low input target numbers is devised and applied.•‘Definetherain’ is made available free of charge and open access at www.definetherain.org.uk.
Droplet Digital PCR (ddPCR) represents a new and alternative platform to conventional quantitative-PCR (qPCR) for the quantitation of DNA templates. However, the proposed improvement in sensitivity and reproducibility offered by ddPCR is not yet fully proven, partly because the delineation between positive and negative responses is not always clear.
Data are presented demonstrating the sensitivity of the ddPCR system to both reagent concentrations and choice of cut-off for defining positive and negative results. By implementing k-nearest clustering, cut-offs are produced that improve the accuracy of ddPCR where target DNA is present at low copy numbers, a key application of ddPCR. This approach is applied to human albumin and HIV-1 proviral DNA ddPCR quantitative protocols. This tool is coded in JavaScript and has been made available for free in a web browser at http://www.definetherain.org.uk. Optimisation of the analyses of raw ddPCR data using ‘definetherain’ indicates that low target number detection can be improved by its implementation. Further application to patient samples will help define the clinical utility of this approach.</description><subject>Computational Biology - methods</subject><subject>Droplet Digital PCR</subject><subject>HIV-1</subject><subject>HIV-1 - genetics</subject><subject>Humans</subject><subject>k means clustering</subject><subject>Molecular Diagnostic Techniques - methods</subject><subject>Polymerase Chain Reaction - methods</subject><subject>Quantitative PCR</subject><subject>Sensitivity and Specificity</subject><subject>Serum Albumin - genetics</subject><issn>0166-0934</issn><issn>1879-0984</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2014</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNqFkc1uEzEQxy0EoqHwCpWPHEgYr9f7cUGglC8pEgjB2fJ6x4mjXXuxnVS59cYrwOv1SXBIW8EJaaQZeX7zH2v-hFwwWDBg1cvtYru3wY-YFgWwcgFFDnhAZqyp2zm0TfmQzDJY5ZqXZ-RJjFsAEDXnj8lZUYq2KTjMyI-Vv6LaTweaVFhjoj0m1Ml6R7sDvQx-GvLjpV3bpAb6efmFpk3wu_WGqmkarFZ_UG-oos7vcaB-QkeV1hgj7ay3zvgwZkrTyU44WIcv6M31zx5NLtMGg7Lu5vrXU_LIqCHis9t8Tr69e_t1-WG--vT-4_LNaq4Fr9O8algHDQohTAV9q7Voe-Qt542AziismeJNmzuq7JoKDTddAV2hTd0yUfaan5NXJ91p143Ya3QpqEFOwY4qHKRXVv7bcXYj134vSwAueJkFnt8KBP99hzHJ0UaNw6Ac-l2UTLCmKKuKQ0arE6qDjzGguV_DQB5dlFt556I8uiihyHEcvPj7k_djd7Zl4PUJwHyqvcUgo7boNPY2ZPdk7-3_dvwGpQS3qg</recordid><startdate>20140615</startdate><enddate>20140615</enddate><creator>Jones, Mathew</creator><creator>Williams, James</creator><creator>Gärtner, Kathleen</creator><creator>Phillips, Rodney</creator><creator>Hurst, Jacob</creator><creator>Frater, John</creator><general>Elsevier B.V</general><general>Elsevier/North-Holland Biomedical Press</general><scope>6I.</scope><scope>AAFTH</scope><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0001-7163-7277</orcidid></search><sort><creationdate>20140615</creationdate><title>Low copy target detection by Droplet Digital PCR through application of a novel open access bioinformatic pipeline, ‘definetherain’</title><author>Jones, Mathew ; Williams, James ; Gärtner, Kathleen ; Phillips, Rodney ; Hurst, Jacob ; Frater, John</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c537t-681b08e555f60d9cc59de3933850bfae71a3890d9a4b86ef3fb20b2cf79154dc3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2014</creationdate><topic>Computational Biology - methods</topic><topic>Droplet Digital PCR</topic><topic>HIV-1</topic><topic>HIV-1 - genetics</topic><topic>Humans</topic><topic>k means clustering</topic><topic>Molecular Diagnostic Techniques - methods</topic><topic>Polymerase Chain Reaction - methods</topic><topic>Quantitative PCR</topic><topic>Sensitivity and Specificity</topic><topic>Serum Albumin - genetics</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Jones, Mathew</creatorcontrib><creatorcontrib>Williams, James</creatorcontrib><creatorcontrib>Gärtner, Kathleen</creatorcontrib><creatorcontrib>Phillips, Rodney</creatorcontrib><creatorcontrib>Hurst, Jacob</creatorcontrib><creatorcontrib>Frater, John</creatorcontrib><collection>ScienceDirect Open Access Titles</collection><collection>Elsevier:ScienceDirect:Open Access</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Journal of virological methods</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Jones, Mathew</au><au>Williams, James</au><au>Gärtner, Kathleen</au><au>Phillips, Rodney</au><au>Hurst, Jacob</au><au>Frater, John</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Low copy target detection by Droplet Digital PCR through application of a novel open access bioinformatic pipeline, ‘definetherain’</atitle><jtitle>Journal of virological methods</jtitle><addtitle>J Virol Methods</addtitle><date>2014-06-15</date><risdate>2014</risdate><volume>202</volume><issue>100</issue><spage>46</spage><epage>53</epage><pages>46-53</pages><issn>0166-0934</issn><eissn>1879-0984</eissn><abstract>•The requirement for protocol adaptation from qPCR to ddPCR is characterised.•A potential loss of sensitivity for ddPCR at low target numbers is reported.•A new bioinformatic tool ‘definetherain’ to improve droplet calling at low input target numbers is devised and applied.•‘Definetherain’ is made available free of charge and open access at www.definetherain.org.uk.
Droplet Digital PCR (ddPCR) represents a new and alternative platform to conventional quantitative-PCR (qPCR) for the quantitation of DNA templates. However, the proposed improvement in sensitivity and reproducibility offered by ddPCR is not yet fully proven, partly because the delineation between positive and negative responses is not always clear.
Data are presented demonstrating the sensitivity of the ddPCR system to both reagent concentrations and choice of cut-off for defining positive and negative results. By implementing k-nearest clustering, cut-offs are produced that improve the accuracy of ddPCR where target DNA is present at low copy numbers, a key application of ddPCR. This approach is applied to human albumin and HIV-1 proviral DNA ddPCR quantitative protocols. This tool is coded in JavaScript and has been made available for free in a web browser at http://www.definetherain.org.uk. Optimisation of the analyses of raw ddPCR data using ‘definetherain’ indicates that low target number detection can be improved by its implementation. Further application to patient samples will help define the clinical utility of this approach.</abstract><cop>Netherlands</cop><pub>Elsevier B.V</pub><pmid>24598230</pmid><doi>10.1016/j.jviromet.2014.02.020</doi><tpages>8</tpages><orcidid>https://orcid.org/0000-0001-7163-7277</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Computational Biology - methods Droplet Digital PCR HIV-1 HIV-1 - genetics Humans k means clustering Molecular Diagnostic Techniques - methods Polymerase Chain Reaction - methods Quantitative PCR Sensitivity and Specificity Serum Albumin - genetics |
title | Low copy target detection by Droplet Digital PCR through application of a novel open access bioinformatic pipeline, ‘definetherain’ |
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