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Automatic DNA replication tract measurement to assess replication and repair dynamics at the single-molecule level

MOTIVATION: DNA fibre assay has a potential application in genomic medicine, cancer and stem cell research at the single-molecule level. A major challenge for the clinical and research implementation of DNA fibre assays is the slow speed in which manual analysis takes place as it limits the clinical...

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Autores principales: Li, Longjie, Kolinjivadi, Arun Mouli, Ong, Kok Haur, Young, David M, Marini, Gabriel Pik Liang, Chan, Sock Hoai, Chong, Siao Ting, Chew, Ee Ling, Lu, Haoda, Gole, Laurent, Yu, Weimiao, Ngeow, Joanne
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9477523/
https://www.ncbi.nlm.nih.gov/pubmed/35881697
http://dx.doi.org/10.1093/bioinformatics/btac533
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author Li, Longjie
Kolinjivadi, Arun Mouli
Ong, Kok Haur
Young, David M
Marini, Gabriel Pik Liang
Chan, Sock Hoai
Chong, Siao Ting
Chew, Ee Ling
Lu, Haoda
Gole, Laurent
Yu, Weimiao
Ngeow, Joanne
author_facet Li, Longjie
Kolinjivadi, Arun Mouli
Ong, Kok Haur
Young, David M
Marini, Gabriel Pik Liang
Chan, Sock Hoai
Chong, Siao Ting
Chew, Ee Ling
Lu, Haoda
Gole, Laurent
Yu, Weimiao
Ngeow, Joanne
author_sort Li, Longjie
collection PubMed
description MOTIVATION: DNA fibre assay has a potential application in genomic medicine, cancer and stem cell research at the single-molecule level. A major challenge for the clinical and research implementation of DNA fibre assays is the slow speed in which manual analysis takes place as it limits the clinical actionability. While automatic detection of DNA fibres speeds up this process considerably, current publicly available software have limited features in terms of their user interface for manual correction of results, which in turn limit their accuracy and ability to account for atypical structures that may be important in diagnosis or investigative studies. We recognize that core improvements can be made to the GUI to allow for direct interaction with automatic results to preserve accuracy as well as enhance the versatility of automatic DNA fibre detection for use in variety of situations. RESULTS: To address the unmet needs of diverse DNA fibre analysis investigations, we propose DNA Stranding, an open-source software that is able to perform accurate fibre length quantification (13.22% mean relative error) and fibre pattern recognition (R > 0.93) with up to six fibre patterns supported. With the graphical interface, we developed, user can conduct semi-automatic analyses which benefits from the advantages of both automatic and manual processes to improve workflow efficiency without compromising accuracy. AVAILABILITY AND IMPLEMENTATION: The software package is available at https://github.com/lgole/DNAStranding. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.
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spelling pubmed-94775232022-09-19 Automatic DNA replication tract measurement to assess replication and repair dynamics at the single-molecule level Li, Longjie Kolinjivadi, Arun Mouli Ong, Kok Haur Young, David M Marini, Gabriel Pik Liang Chan, Sock Hoai Chong, Siao Ting Chew, Ee Ling Lu, Haoda Gole, Laurent Yu, Weimiao Ngeow, Joanne Bioinformatics Original Papers MOTIVATION: DNA fibre assay has a potential application in genomic medicine, cancer and stem cell research at the single-molecule level. A major challenge for the clinical and research implementation of DNA fibre assays is the slow speed in which manual analysis takes place as it limits the clinical actionability. While automatic detection of DNA fibres speeds up this process considerably, current publicly available software have limited features in terms of their user interface for manual correction of results, which in turn limit their accuracy and ability to account for atypical structures that may be important in diagnosis or investigative studies. We recognize that core improvements can be made to the GUI to allow for direct interaction with automatic results to preserve accuracy as well as enhance the versatility of automatic DNA fibre detection for use in variety of situations. RESULTS: To address the unmet needs of diverse DNA fibre analysis investigations, we propose DNA Stranding, an open-source software that is able to perform accurate fibre length quantification (13.22% mean relative error) and fibre pattern recognition (R > 0.93) with up to six fibre patterns supported. With the graphical interface, we developed, user can conduct semi-automatic analyses which benefits from the advantages of both automatic and manual processes to improve workflow efficiency without compromising accuracy. AVAILABILITY AND IMPLEMENTATION: The software package is available at https://github.com/lgole/DNAStranding. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. Oxford University Press 2022-07-26 /pmc/articles/PMC9477523/ /pubmed/35881697 http://dx.doi.org/10.1093/bioinformatics/btac533 Text en © The Author(s) 2022. Published by Oxford University Press. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial License (https://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com
spellingShingle Original Papers
Li, Longjie
Kolinjivadi, Arun Mouli
Ong, Kok Haur
Young, David M
Marini, Gabriel Pik Liang
Chan, Sock Hoai
Chong, Siao Ting
Chew, Ee Ling
Lu, Haoda
Gole, Laurent
Yu, Weimiao
Ngeow, Joanne
Automatic DNA replication tract measurement to assess replication and repair dynamics at the single-molecule level
title Automatic DNA replication tract measurement to assess replication and repair dynamics at the single-molecule level
title_full Automatic DNA replication tract measurement to assess replication and repair dynamics at the single-molecule level
title_fullStr Automatic DNA replication tract measurement to assess replication and repair dynamics at the single-molecule level
title_full_unstemmed Automatic DNA replication tract measurement to assess replication and repair dynamics at the single-molecule level
title_short Automatic DNA replication tract measurement to assess replication and repair dynamics at the single-molecule level
title_sort automatic dna replication tract measurement to assess replication and repair dynamics at the single-molecule level
topic Original Papers
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9477523/
https://www.ncbi.nlm.nih.gov/pubmed/35881697
http://dx.doi.org/10.1093/bioinformatics/btac533
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