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A mixability theory for the role of sex in evolution. Ritesh Agarwal ragarw8@uic.edu University of Illinois, Chicago. Original Paper Authors: A. Livnat , C. H. Papadimitriou, J. Dushoff and M. W. Feldman. Outline. Introductory Concepts Abstract idea of paper
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A mixability theory for the role of sex in evolution RiteshAgarwal ragarw8@uic.edu University of Illinois, Chicago Original Paper Authors: A. Livnat, C. H. Papadimitriou, J. Dushoff and M. W. Feldman.
Outline Introductory Concepts Abstract idea of paper Some important measures w.r.t the research paper Models of sex Experiment Experiment results and observations
Introductory Concepts • Nucleolites – 4 types (A,C,T,G) • Genes (DNA sequence) e.g ACTGGGAC • Allele (is one of the forms of the same gene) • 2 alleles (haploids) • 1 allele (diploids) • Chromosome (structure of DNA containing many coiled genes) • Haploid (cell with one set of chromosomes) • Diploid (cell with one two of chromosomes)
Abstract idea of paper The role sex plays in evolution. Comparison of asex-evolution with sex-evolution. Various measurements identified and calculated to show the same. Experiments conducted using a theoretical model of evolution by varying several parameters. Observation from experiment results and comparisons
Some important measures • - Genome-wide ability of alleles to perform well across different combinations • Mi- Average fitness of allele i • - Population mean fitness • wij- Fitness of a genotype formed using allele i and allele j = 1 + si + tj+ eij • where si- additive contribution of allele i. • tj- additive contribution of allele j. • eij- interaction or epistatisterm.
Haploid 2 locus fitness landscape -A haploid 2-locus fitness landscape -3 alleles per locus. -Alleles A1, A2, and A3 in locus A -B1, B2, and B3 in locus B -9 genotypes AiBj with fitnesseswij, represented by the heights of the bars -(w11 = 0.840, w12 = 1.046, w13 = 1.100, w21 = 1.040, w22 = 1.060, w23 = 1.000, w31 = 1.020, w32 = 1.050, w33 = 0.820) -Asexual selection (A1B3) -Sexual selection (A2B2) – “mixability” -A2 the allele with best average fitness on its locus. -B2 the allele with best average fitness on its locus.
Few more important measures • Pij,t- Frequency of genotype AiBjat generation t. • r – recombination rate (0 <= r <= ½) • - • - .Mi / |L| • Pi,tis frequency of allele iat generation t. • L is the set of Loci (plural for locus)
Evolutionary dynamics of the haploid 2-locus Equal initial genotypic frequencies (1/9 for each of 9 genotypes) Genotypic frequencies for generations 1−500 based on Eq. 1
Models of sex • Haploid (2-locus) recombination • Diploid (1-locus) segregation • Diploid (2-locus) both
Parameters for experiment Model of Sex No of alleles per locus Is selection done using sexual way or asexual method? Recombination factor for sexual selection. Fitness value range
Experiment (Part 1) Generation of fitness matrices and Initial genotype frequency matrices. -‘N’ W(W1, W2, …Wn) and ‘N’ P(P1, P2, …Pn) matrices are randomly chosen from the above generated matrices. -for each model_of_sex in [haploid-2-locus, diploid-1- locus, diploid-2-locus] -for each allele_per_locus_cnt in [2, 3, 4, 5] -if (selection_via_sex_mode) -for each r in [0.5, 0.2, 0.05] -for each f in [1, 2, 3] -generate W(fitness) matrices -generate P(initial genotype frequency) matrices
Experiment (Part 1) Generation of fitness matrices and Initial genotype frequency matrices. -for each W in [W1, W2, …Wn] -for each P in [P1, P2, …Pn] -for each t(generation) in [1…215] -for variants_of_sex in [sex, asex] -”trial below” - Calculate - Calculate
Summarized information captured for basis -Percentage of trials in which -Percentage of trials in which -Percentage of trials in which -Percentage of trials in which The sum of opposite percentage terms may not be 100% because a difference of certain threshold was considered equal.
Questions to authors • Since the fitness matrices and initial genotype frequency matrices are randomly selected, it may be possible to get different observations on different runs. Can we really trust this approach to justify the theory? • Sexual selection process may not be theoretically and correctly derived. How much can we trust the deterministic approach used here? • Are the variations chosen in parameters enough? As we could see that different allele count had drastic differences in the observations.
Conclusions and Final remarks Asexual selection tends to achieve a higher w. Sexual selection tends to achieve a higher M. Less fit genotypes eventually tend to become extinct. No. of alleles per locus show different observations. The paper has provided enough evidence to support its point using the theoretical model.