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Accumulation and maintenance of information in evolution
Selection accumulates information in the genome—it guides stochastically evolving populations toward states (genotype frequencies) that would be unlikely under neutrality. This can be quantified as the Kullback–Leibler (KL) divergence between the actual distribution of genotype frequencies and the c...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
National Academy of Sciences
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9457054/ https://www.ncbi.nlm.nih.gov/pubmed/36037343 http://dx.doi.org/10.1073/pnas.2123152119 |
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author | Hledík, Michal Barton, Nick Tkačik, Gašper |
author_facet | Hledík, Michal Barton, Nick Tkačik, Gašper |
author_sort | Hledík, Michal |
collection | PubMed |
description | Selection accumulates information in the genome—it guides stochastically evolving populations toward states (genotype frequencies) that would be unlikely under neutrality. This can be quantified as the Kullback–Leibler (KL) divergence between the actual distribution of genotype frequencies and the corresponding neutral distribution. First, we show that this population-level information sets an upper bound on the information at the level of genotype and phenotype, limiting how precisely they can be specified by selection. Next, we study how the accumulation and maintenance of information is limited by the cost of selection, measured as the genetic load or the relative fitness variance, both of which we connect to the control-theoretic KL cost of control. The information accumulation rate is upper bounded by the population size times the cost of selection. This bound is very general, and applies across models (Wright–Fisher, Moran, diffusion) and to arbitrary forms of selection, mutation, and recombination. Finally, the cost of maintaining information depends on how it is encoded: Specifying a single allele out of two is expensive, but one bit encoded among many weakly specified loci (as in a polygenic trait) is cheap. |
format | Online Article Text |
id | pubmed-9457054 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | National Academy of Sciences |
record_format | MEDLINE/PubMed |
spelling | pubmed-94570542022-09-09 Accumulation and maintenance of information in evolution Hledík, Michal Barton, Nick Tkačik, Gašper Proc Natl Acad Sci U S A Biological Sciences Selection accumulates information in the genome—it guides stochastically evolving populations toward states (genotype frequencies) that would be unlikely under neutrality. This can be quantified as the Kullback–Leibler (KL) divergence between the actual distribution of genotype frequencies and the corresponding neutral distribution. First, we show that this population-level information sets an upper bound on the information at the level of genotype and phenotype, limiting how precisely they can be specified by selection. Next, we study how the accumulation and maintenance of information is limited by the cost of selection, measured as the genetic load or the relative fitness variance, both of which we connect to the control-theoretic KL cost of control. The information accumulation rate is upper bounded by the population size times the cost of selection. This bound is very general, and applies across models (Wright–Fisher, Moran, diffusion) and to arbitrary forms of selection, mutation, and recombination. Finally, the cost of maintaining information depends on how it is encoded: Specifying a single allele out of two is expensive, but one bit encoded among many weakly specified loci (as in a polygenic trait) is cheap. National Academy of Sciences 2022-08-29 2022-09-06 /pmc/articles/PMC9457054/ /pubmed/36037343 http://dx.doi.org/10.1073/pnas.2123152119 Text en Copyright © 2022 the Author(s). Published by PNAS. https://creativecommons.org/licenses/by/4.0/This open access article is distributed under Creative Commons Attribution License 4.0 (CC BY) (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Biological Sciences Hledík, Michal Barton, Nick Tkačik, Gašper Accumulation and maintenance of information in evolution |
title | Accumulation and maintenance of information in evolution |
title_full | Accumulation and maintenance of information in evolution |
title_fullStr | Accumulation and maintenance of information in evolution |
title_full_unstemmed | Accumulation and maintenance of information in evolution |
title_short | Accumulation and maintenance of information in evolution |
title_sort | accumulation and maintenance of information in evolution |
topic | Biological Sciences |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9457054/ https://www.ncbi.nlm.nih.gov/pubmed/36037343 http://dx.doi.org/10.1073/pnas.2123152119 |
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