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Investigating and Correcting Plasma DNA Sequencing Coverage Bias to Enhance Aneuploidy Discovery
Pregnant women carry a mixture of cell-free DNA fragments from self and fetus (non-self) in their circulation. In recent years multiple independent studies have demonstrated the ability to detect fetal trisomies such as trisomy 21, the cause of Down syndrome, by Next-Generation Sequencing of materna...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3906086/ https://www.ncbi.nlm.nih.gov/pubmed/24489824 http://dx.doi.org/10.1371/journal.pone.0086993 |
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author | Chandrananda, Dineika Thorne, Natalie P. Ganesamoorthy, Devika Bruno, Damien L. Benjamini, Yuval Speed, Terence P. Slater, Howard R. Bahlo, Melanie |
author_facet | Chandrananda, Dineika Thorne, Natalie P. Ganesamoorthy, Devika Bruno, Damien L. Benjamini, Yuval Speed, Terence P. Slater, Howard R. Bahlo, Melanie |
author_sort | Chandrananda, Dineika |
collection | PubMed |
description | Pregnant women carry a mixture of cell-free DNA fragments from self and fetus (non-self) in their circulation. In recent years multiple independent studies have demonstrated the ability to detect fetal trisomies such as trisomy 21, the cause of Down syndrome, by Next-Generation Sequencing of maternal plasma. The current clinical tests based on this approach show very high sensitivity and specificity, although as yet they have not become the standard diagnostic test. Here we describe improvements to the analysis of the sequencing data by reducing GC bias and better handling of the genomic repeats. We show substantial improvements in the sensitivity of the standard trisomy 21 statistical tests, which we measure by artificially reducing read coverage. We also explore the bias stemming from the natural cleavage of plasma DNA by examining DNA motifs and position specific base distributions. We propose a model to correct this fragmentation bias and observe that incorporating this bias does not lead to any further improvements in the detection of fetal trisomy. The improved bias corrections that we demonstrate in this work can be readily adopted into existing fetal trisomy detection protocols and should also lead to improvements in sub-chromosomal copy number variation detection. |
format | Online Article Text |
id | pubmed-3906086 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-39060862014-01-31 Investigating and Correcting Plasma DNA Sequencing Coverage Bias to Enhance Aneuploidy Discovery Chandrananda, Dineika Thorne, Natalie P. Ganesamoorthy, Devika Bruno, Damien L. Benjamini, Yuval Speed, Terence P. Slater, Howard R. Bahlo, Melanie PLoS One Research Article Pregnant women carry a mixture of cell-free DNA fragments from self and fetus (non-self) in their circulation. In recent years multiple independent studies have demonstrated the ability to detect fetal trisomies such as trisomy 21, the cause of Down syndrome, by Next-Generation Sequencing of maternal plasma. The current clinical tests based on this approach show very high sensitivity and specificity, although as yet they have not become the standard diagnostic test. Here we describe improvements to the analysis of the sequencing data by reducing GC bias and better handling of the genomic repeats. We show substantial improvements in the sensitivity of the standard trisomy 21 statistical tests, which we measure by artificially reducing read coverage. We also explore the bias stemming from the natural cleavage of plasma DNA by examining DNA motifs and position specific base distributions. We propose a model to correct this fragmentation bias and observe that incorporating this bias does not lead to any further improvements in the detection of fetal trisomy. The improved bias corrections that we demonstrate in this work can be readily adopted into existing fetal trisomy detection protocols and should also lead to improvements in sub-chromosomal copy number variation detection. Public Library of Science 2014-01-29 /pmc/articles/PMC3906086/ /pubmed/24489824 http://dx.doi.org/10.1371/journal.pone.0086993 Text en © 2014 Chandrananda et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Chandrananda, Dineika Thorne, Natalie P. Ganesamoorthy, Devika Bruno, Damien L. Benjamini, Yuval Speed, Terence P. Slater, Howard R. Bahlo, Melanie Investigating and Correcting Plasma DNA Sequencing Coverage Bias to Enhance Aneuploidy Discovery |
title | Investigating and Correcting Plasma DNA Sequencing Coverage Bias to Enhance Aneuploidy Discovery |
title_full | Investigating and Correcting Plasma DNA Sequencing Coverage Bias to Enhance Aneuploidy Discovery |
title_fullStr | Investigating and Correcting Plasma DNA Sequencing Coverage Bias to Enhance Aneuploidy Discovery |
title_full_unstemmed | Investigating and Correcting Plasma DNA Sequencing Coverage Bias to Enhance Aneuploidy Discovery |
title_short | Investigating and Correcting Plasma DNA Sequencing Coverage Bias to Enhance Aneuploidy Discovery |
title_sort | investigating and correcting plasma dna sequencing coverage bias to enhance aneuploidy discovery |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3906086/ https://www.ncbi.nlm.nih.gov/pubmed/24489824 http://dx.doi.org/10.1371/journal.pone.0086993 |
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