Regression trees for analysis of mutational spectra in nucleotide sequences
- PMID: 10487863
- DOI: 10.1093/bioinformatics/15.7.553
Regression trees for analysis of mutational spectra in nucleotide sequences
Abstract
Motivation: The study and comparison of mutational spectra is an important problem in molecular biology, because these spectra often reveal important features of the action of various mutagens and the functioning of repair/replication enzymes. As is known, mutability varies significantly along nucleotide sequences: mutations often concentrate at certain positions in a sequence, otherwise termed 'hotspots'.
Results: Herein, we propose a regression analysis method based on the use of regression trees in order to analyse the influence of nucleotide context on the occurrence of such hotspots. The REGRT program developed has been tested on simulated and real mutational spectra. For the G:C-->T:A mutational spectra induced by Sn1 alkylating agents (nine spectra), the prediction accuracy was 0. 99.
Availability: The REGRT program is available upon request from V.Berikov.
Similar articles
-
[Study of the DNA primary structure effect on induction of mutations by alkylating agents].Genetika. 2001 Jun;37(6):854-61. Genetika. 2001. PMID: 11517774 Russian.
-
Theoretical analysis of mutation hotspots and their DNA sequence context specificity.Mutat Res. 2003 Sep;544(1):65-85. doi: 10.1016/s1383-5742(03)00032-2. Mutat Res. 2003. PMID: 12888108 Review.
-
Use of mutation spectra analysis software.Hum Mutat. 2001 Feb;17(2):83-102. doi: 10.1002/1098-1004(200102)17:2<83::AID-HUMU1>3.0.CO;2-E. Hum Mutat. 2001. PMID: 11180592 Review.
-
Multivariate statistical analysis of mutational spectra of alkylating agents.Mutat Res. 1992 May;267(1):77-88. doi: 10.1016/0027-5107(92)90112-f. Mutat Res. 1992. PMID: 1373855
-
A comparison of mutation spectra detected by the Escherichia coli lac(+) reversion assay and the Salmonella typhimurium his(+) reversion assay.Mutagenesis. 2000 Jul;15(4):317-23. doi: 10.1093/mutage/15.4.317. Mutagenesis. 2000. PMID: 10887210
Cited by
-
Mutational signatures and mutable motifs in cancer genomes.Brief Bioinform. 2018 Nov 27;19(6):1085-1101. doi: 10.1093/bib/bbx049. Brief Bioinform. 2018. PMID: 28498882 Free PMC article. Review.
-
A Bayesian Framework for Inferring the Influence of Sequence Context on Point Mutations.Mol Biol Evol. 2020 Mar 1;37(3):893-903. doi: 10.1093/molbev/msz248. Mol Biol Evol. 2020. PMID: 31651955 Free PMC article.
-
Comparative mutational analyses of influenza A viruses.RNA. 2015 Jan;21(1):36-47. doi: 10.1261/rna.045369.114. Epub 2014 Nov 17. RNA. 2015. PMID: 25404565 Free PMC article.
Publication types
MeSH terms
Substances
Grants and funding
LinkOut - more resources
Full Text Sources
Other Literature Sources
Research Materials