Subclass Approach for Mutational Spectrum Analysis

Analysis and comparison of mutational spectra represents a burning question in molecular biology. We report an algorithm based upon the SEM subclass approach (SEM--stochastique, estimations, maximizations). Any real mutational spectrum is regarded as a mixture of standard binomial distributions. The separation procedure is run by rounds. Each iteration includes simulation, maximization and estimation. The algorithm has been checked on random spectra with the preset parameters and on real mutational spectra. As has been shown, any real mutational spectrum can be represented as a mixture of two and more binomial distributions, of which one contains hotspots of mutation.

[1]  B W Glickman,et al.  Influence of neighbouring base sequence on N-methyl-N'-nitro-N-nitrosoguanidine mutagenesis in the lacI gene of Escherichia coli. , 1987, Journal of molecular biology.

[2]  R. Benigni,et al.  Multivariate statistical analysis of mutational spectra of alkylating agents. , 1992, Mutation research.

[3]  B W Glickman,et al.  Mutational specificity of alkylating agents and the influence of DNA repair , 1990, Environmental and molecular mutagenesis.

[4]  S. Benzer ON THE TOPOLOGY OF THE GENETIC FINE STRUCTURE. , 1959, Proceedings of the National Academy of Sciences of the United States of America.

[5]  W W Piegorsch,et al.  Statistical approaches for analyzing mutational spectra: some recommendations for categorical data. , 1994, Genetics.

[6]  B. Glickman,et al.  Structural intermediates of deletion mutagenesis: a role for palindromic DNA. , 1984, Proceedings of the National Academy of Sciences of the United States of America.

[7]  R E Harrington,et al.  Curved DNA without A-A: experimental estimation of all 16 DNA wedge angles. , 1991, Proceedings of the National Academy of Sciences of the United States of America.

[8]  M. D. Topal,et al.  O6-methylguanine mutation and repair is nonuniform. Selection for DNA most interactive with O6-methylguanine. , 1986, The Journal of biological chemistry.

[9]  T R Skopek,et al.  Statistical test for the comparison of samples from mutational spectra. , 1987, Journal of molecular biology.

[10]  Adams Wt,et al.  Statistical test for the comparison of samples from mutational spectra , 1987 .

[11]  B W Glickman,et al.  Mutation site specificity of N-nitroso-N-methyl-N-alpha-acetoxybenzylamine: a model derivative of an esophageal carcinogen. , 1988, Carcinogenesis.

[12]  Gilles Celeux,et al.  Reconnaissance de mélange de densité et classification.Un algorithme d'apprentissage probabiliste : l'algorithme SEM , 1984 .

[13]  T. D. Schneider,et al.  Quantitative analysis of the relationship between nucleotide sequence and functional activity. , 1986, Nucleic acids research.

[14]  W. Mattes,et al.  DNA sequence selectivity of guanine-N7 alkylation by nitrogen mustards. , 1986, Nucleic acids research.