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In Silico Verification of Predicted Potential Promoter Sequences in the Rice (Oryza sativa) Genome
The exact identification of promoter sequences remains a serious problem in computational biology, as the promoter prediction algorithms under development continue to produce false-positive results. Therefore, to fully assess the validity of predicted sequences, it is necessary to perform a comprehe...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10609952/ https://www.ncbi.nlm.nih.gov/pubmed/37896036 http://dx.doi.org/10.3390/plants12203573 |
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author | Bubnova, Anastasiya N. Yakovleva, Irina V. Korotkov, Eugene V. Kamionskaya, Anastasiya M. |
author_facet | Bubnova, Anastasiya N. Yakovleva, Irina V. Korotkov, Eugene V. Kamionskaya, Anastasiya M. |
author_sort | Bubnova, Anastasiya N. |
collection | PubMed |
description | The exact identification of promoter sequences remains a serious problem in computational biology, as the promoter prediction algorithms under development continue to produce false-positive results. Therefore, to fully assess the validity of predicted sequences, it is necessary to perform a comprehensive test of their properties, such as the presence of downstream transcribed DNA regions behind them, or chromatin accessibility for transcription factor binding. In this paper, we examined the promoter sequences of chromosome 1 of the rice Oryza sativa genome from the Database of Potential Promoter Sequences predicted using a mathematical algorithm based on the derivation and calculation of statistically significant promoter classes. In this paper TATA motifs and cis-regulatory elements were identified in the predicted promoter sequences. We also verified the presence of potential transcription start sites near the predicted promoters by analyzing CAGE-seq data. We searched for unannotated transcripts behind the predicted sequences by de novo assembling transcripts from RNA-seq data. We also examined chromatin accessibility in the region of the predicted promoters by analyzing ATAC-seq data. As a result of this work, we identified the predicted sequences that are most likely to be promoters for further experimental validation in an in vivo or in vitro system. |
format | Online Article Text |
id | pubmed-10609952 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-106099522023-10-28 In Silico Verification of Predicted Potential Promoter Sequences in the Rice (Oryza sativa) Genome Bubnova, Anastasiya N. Yakovleva, Irina V. Korotkov, Eugene V. Kamionskaya, Anastasiya M. Plants (Basel) Article The exact identification of promoter sequences remains a serious problem in computational biology, as the promoter prediction algorithms under development continue to produce false-positive results. Therefore, to fully assess the validity of predicted sequences, it is necessary to perform a comprehensive test of their properties, such as the presence of downstream transcribed DNA regions behind them, or chromatin accessibility for transcription factor binding. In this paper, we examined the promoter sequences of chromosome 1 of the rice Oryza sativa genome from the Database of Potential Promoter Sequences predicted using a mathematical algorithm based on the derivation and calculation of statistically significant promoter classes. In this paper TATA motifs and cis-regulatory elements were identified in the predicted promoter sequences. We also verified the presence of potential transcription start sites near the predicted promoters by analyzing CAGE-seq data. We searched for unannotated transcripts behind the predicted sequences by de novo assembling transcripts from RNA-seq data. We also examined chromatin accessibility in the region of the predicted promoters by analyzing ATAC-seq data. As a result of this work, we identified the predicted sequences that are most likely to be promoters for further experimental validation in an in vivo or in vitro system. MDPI 2023-10-14 /pmc/articles/PMC10609952/ /pubmed/37896036 http://dx.doi.org/10.3390/plants12203573 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Bubnova, Anastasiya N. Yakovleva, Irina V. Korotkov, Eugene V. Kamionskaya, Anastasiya M. In Silico Verification of Predicted Potential Promoter Sequences in the Rice (Oryza sativa) Genome |
title | In Silico Verification of Predicted Potential Promoter Sequences in the Rice (Oryza sativa) Genome |
title_full | In Silico Verification of Predicted Potential Promoter Sequences in the Rice (Oryza sativa) Genome |
title_fullStr | In Silico Verification of Predicted Potential Promoter Sequences in the Rice (Oryza sativa) Genome |
title_full_unstemmed | In Silico Verification of Predicted Potential Promoter Sequences in the Rice (Oryza sativa) Genome |
title_short | In Silico Verification of Predicted Potential Promoter Sequences in the Rice (Oryza sativa) Genome |
title_sort | in silico verification of predicted potential promoter sequences in the rice (oryza sativa) genome |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10609952/ https://www.ncbi.nlm.nih.gov/pubmed/37896036 http://dx.doi.org/10.3390/plants12203573 |
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