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This research explores the distribution of fitness effects of mutations in humans and flies, distinguishing between deleterious, neutral, and advantageous mutations. Through mutagenesis experiments and data analysis, the study investigates the impact of different mutation types on organisms. Bayesian estimation and maximum likelihood methods are used to assess the distribution of fitness effects in various genes. Findings suggest a high proportion of adaptive mutations in both species, with implications for evolutionary dynamics.
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The Distribution of Fitness Effects of Mutations in Humans and Flies Adam Eyre-Walker (University of Sussex)
-ve +ve 0 Types of Mutation • Deleterious • Neutral • Advantageous
Deleterious Mutations Mutation accumulation and Mutagenesis expts dn/ds in primates <30% <10% 1/100 1/10,000
Distribution of Effects deleterious neutral low high
Theory Neutral sites (e.g. introns / synonymous) Selected sites (e.g. non-synonymous) -assume all mutations neutral or deleterious
Theory Neutral sites Parameters n - known Ln - each gene Ls- each gene - each gene - shared - shared Estimation assume free recomb , , Bayesian estimation using MCMC Selected sites
Dataset - humans • Environmental genome project • 275 human genes • 90 individuals resequenced • 549 non-synonymous polymorphisms • 15746 intron polymorphisms
Pn/Pi versus i Human Pn/Pi i
Shape = 0.28 Nes = 240 Results - human
Shape = 0.28 (0.03, 0.48) Nes = 240 (90, ) Results - human
Dataset - D.melanogaster • 44 genes • 5-55 alleles sequenced • 141 non-synonymous polymorphisms • 346 synonymous polymorphisms
Pn/Ps versus s D.melanogaster Shape = 0.46 (0.15, 0.65)
Human1 CCC GCA GAG TTA CTA ATC GAA Human2 CCGGCA GAG TTA CTA ATC GAA Human3 CCC GCA AAG TTA CTA ATC GAA Human4 CCC GCA AAG TTA CTA ATC GAA Chimp CCC GCC GAG TTA GTA ATT GAA
Model Assume - synonymous mutations are neutral - amino acid mutations are deleterious, neutral or advantageous
Estimation Parameters n, Ln, Ls - known without error - each gene - each gene - shared, beta distributed or one per gene Estimation by ML
Drosophila 35 genes with multiple alleles in D.simulans and one allele in D.yakuba
Result = 0.26 (0.08, 0.41)
D.simulans & D.yakuba 600,000 aa differences 26 % adaptive 160,000 adaptive 1 every 75 years
Human-Chimp • Environmental Genome Project • 232 human genes • 90 individuals resequenced • Non-synonymous versus intron • Human sequence aligned against chimpanzee genome
Dealing With Deleterious Mutations • Use estimate of distribution of fitness effects from SNP data • Assume adaptive and slightly deleterious mutations governed by one distribution • Ignore low frequency variants
Humans & Chimpanzees 1% 290,000 amino acid differences 25% adaptive 72,500 adaptive differences 1 every 165 years
Conclusions • Distribution of fitness effects of slightly/moderately deleterious mutations is highly leptokurtic in humans and drosophila • ~25% of amino acid substitutions are driven by positive selection in humans and drosophila • Proportion does not vary between genes
Thanks Gwenael Piganeau Nick Smith Meg Woolfit Nicolas Bierne