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Experiment level curation of transcriptional regulatory interactions in neurodevelopment

To facilitate the development of large-scale transcriptional regulatory networks (TRNs) that may enable in-silico analyses of disease mechanisms, a reliable catalogue of experimentally verified direct transcriptional regulatory interactions (DTRIs) is needed for training and validation. There has be...

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Autores principales: Chu, Eric Ching-Pan, Morin, Alexander, Chang, Tak Hou Calvin, Nguyen, Tue, Tsai, Yi-Cheng, Sharma, Aman, Liu, Chao Chun, Pavlidis, Paul
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8565786/
https://www.ncbi.nlm.nih.gov/pubmed/34665801
http://dx.doi.org/10.1371/journal.pcbi.1009484
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author Chu, Eric Ching-Pan
Morin, Alexander
Chang, Tak Hou Calvin
Nguyen, Tue
Tsai, Yi-Cheng
Sharma, Aman
Liu, Chao Chun
Pavlidis, Paul
author_facet Chu, Eric Ching-Pan
Morin, Alexander
Chang, Tak Hou Calvin
Nguyen, Tue
Tsai, Yi-Cheng
Sharma, Aman
Liu, Chao Chun
Pavlidis, Paul
author_sort Chu, Eric Ching-Pan
collection PubMed
description To facilitate the development of large-scale transcriptional regulatory networks (TRNs) that may enable in-silico analyses of disease mechanisms, a reliable catalogue of experimentally verified direct transcriptional regulatory interactions (DTRIs) is needed for training and validation. There has been a long history of using low-throughput experiments to validate single DTRIs. Therefore, we reason that a reliable set of DTRIs could be produced by curating the published literature for such evidence. In our survey of previous curation efforts, we identified the lack of details about the quantity and the types of experimental evidence to be a major gap, despite the theoretical importance of such details for the identification of bona fide DTRIs. We developed a curation protocol to inspect the published literature for support of DTRIs at the experiment level, focusing on genes important to the development of the mammalian nervous system. We sought to record three types of low-throughput experiments: Transcription factor (TF) perturbation, TF-DNA binding, and TF-reporter assays. Using this protocol, we examined a total of 1,310 papers to assemble a collection of 1,499 unique DTRIs, involving 251 TFs and 825 target genes, many of which were not reported in any other DTRI resource. The majority of DTRIs (965; 64%) were supported by two or more types of experimental evidence and 27% were supported by all three. Of the DTRIs with all three types of evidence, 170 had been tested using primary tissues or cells and 44 had been tested directly in the central nervous system. We used our resource to document research biases among reports towards a small number of well-studied TFs. To demonstrate a use case for this resource, we compared our curation to a previously published high-throughput perturbation screen and found significant enrichment of the curated targets among genes differentially expressed in the developing brain in response to Pax6 deletion. This study demonstrates a proof-of-concept for the assembly of a high resolution DTRI resource to support the development of large-scale TRNs.
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spelling pubmed-85657862021-11-04 Experiment level curation of transcriptional regulatory interactions in neurodevelopment Chu, Eric Ching-Pan Morin, Alexander Chang, Tak Hou Calvin Nguyen, Tue Tsai, Yi-Cheng Sharma, Aman Liu, Chao Chun Pavlidis, Paul PLoS Comput Biol Research Article To facilitate the development of large-scale transcriptional regulatory networks (TRNs) that may enable in-silico analyses of disease mechanisms, a reliable catalogue of experimentally verified direct transcriptional regulatory interactions (DTRIs) is needed for training and validation. There has been a long history of using low-throughput experiments to validate single DTRIs. Therefore, we reason that a reliable set of DTRIs could be produced by curating the published literature for such evidence. In our survey of previous curation efforts, we identified the lack of details about the quantity and the types of experimental evidence to be a major gap, despite the theoretical importance of such details for the identification of bona fide DTRIs. We developed a curation protocol to inspect the published literature for support of DTRIs at the experiment level, focusing on genes important to the development of the mammalian nervous system. We sought to record three types of low-throughput experiments: Transcription factor (TF) perturbation, TF-DNA binding, and TF-reporter assays. Using this protocol, we examined a total of 1,310 papers to assemble a collection of 1,499 unique DTRIs, involving 251 TFs and 825 target genes, many of which were not reported in any other DTRI resource. The majority of DTRIs (965; 64%) were supported by two or more types of experimental evidence and 27% were supported by all three. Of the DTRIs with all three types of evidence, 170 had been tested using primary tissues or cells and 44 had been tested directly in the central nervous system. We used our resource to document research biases among reports towards a small number of well-studied TFs. To demonstrate a use case for this resource, we compared our curation to a previously published high-throughput perturbation screen and found significant enrichment of the curated targets among genes differentially expressed in the developing brain in response to Pax6 deletion. This study demonstrates a proof-of-concept for the assembly of a high resolution DTRI resource to support the development of large-scale TRNs. Public Library of Science 2021-10-19 /pmc/articles/PMC8565786/ /pubmed/34665801 http://dx.doi.org/10.1371/journal.pcbi.1009484 Text en © 2021 Chu et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://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
Chu, Eric Ching-Pan
Morin, Alexander
Chang, Tak Hou Calvin
Nguyen, Tue
Tsai, Yi-Cheng
Sharma, Aman
Liu, Chao Chun
Pavlidis, Paul
Experiment level curation of transcriptional regulatory interactions in neurodevelopment
title Experiment level curation of transcriptional regulatory interactions in neurodevelopment
title_full Experiment level curation of transcriptional regulatory interactions in neurodevelopment
title_fullStr Experiment level curation of transcriptional regulatory interactions in neurodevelopment
title_full_unstemmed Experiment level curation of transcriptional regulatory interactions in neurodevelopment
title_short Experiment level curation of transcriptional regulatory interactions in neurodevelopment
title_sort experiment level curation of transcriptional regulatory interactions in neurodevelopment
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8565786/
https://www.ncbi.nlm.nih.gov/pubmed/34665801
http://dx.doi.org/10.1371/journal.pcbi.1009484
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