Cargando…
Are minor alleles more likely to be risk alleles?
BACKGROUND: Genome-wide association studies (GWASs) have revealed relationships between over 57,000 genetic variants and diseases. However, unlike Mendelian diseases, complex diseases arise from the interplay of multiple genetic and environmental factors. Natural selection has led to a high tendency...
Autores principales: | , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2018
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5775585/ https://www.ncbi.nlm.nih.gov/pubmed/29351777 http://dx.doi.org/10.1186/s12920-018-0322-5 |
_version_ | 1783293940920745984 |
---|---|
author | Kido, Takashi Sikora-Wohlfeld, Weronika Kawashima, Minae Kikuchi, Shinichi Kamatani, Naoyuki Patwardhan, Anil Chen, Richard Sirota, Marina Kodama, Keiichi Hadley, Dexter Butte, Atul J. |
author_facet | Kido, Takashi Sikora-Wohlfeld, Weronika Kawashima, Minae Kikuchi, Shinichi Kamatani, Naoyuki Patwardhan, Anil Chen, Richard Sirota, Marina Kodama, Keiichi Hadley, Dexter Butte, Atul J. |
author_sort | Kido, Takashi |
collection | PubMed |
description | BACKGROUND: Genome-wide association studies (GWASs) have revealed relationships between over 57,000 genetic variants and diseases. However, unlike Mendelian diseases, complex diseases arise from the interplay of multiple genetic and environmental factors. Natural selection has led to a high tendency of risk alleles to be enriched in minor alleles in Mendelian diseases. Therefore, an allele that was previously advantageous or neutral may later become harmful, making it a risk allele. METHODS: Using data in the NHGRI-EBI Catalog and the VARIMED database, we investigated whether (1) GWASs more easily detect risk alleles and (2) facilitate evolutionary insights by comparing risk allele frequencies of different diseases. We conducted computer simulations of P-values for association tests when major and minor alleles were risk alleles. We compared the expected proportion of SNVs whose risk alleles were minor alleles with the observed proportion. RESULTS: Our statistical results revealed that risk alleles were enriched in minor alleles, especially for variants with low minor allele frequencies (MAFs < 0.1). Our computer simulations revealed that > 50% risk alleles were minor alleles because of the larger difference in the power of GWASs to differentiate between minor and major alleles, especially with low MAFs or when the number of controls exceeds the number of cases. However, the observed ratios between minor and major alleles in low MAFs (< 0.1) were much larger than the expected ratios of GWAS’s power imbalance, especially for diseases whose average risk allele frequencies were low, such as myopia, sudden cardiac arrest, and systemic lupus erythematosus. CONCLUSIONS: Minor alleles are more likely to be risk alleles in the published GWASs on complex diseases. One reason is that minor alleles are more easily detected as risk alleles in GWASs. Even when correcting for the GWAS’s power imbalance, minor alleles are more likely to be risk alleles, especially in some diseases whose average risk allele frequencies are low. These analyses serve as a starting point for future studies on quantifying the degree of negative natural selection in various complex diseases. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12920-018-0322-5) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5775585 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-57755852018-01-31 Are minor alleles more likely to be risk alleles? Kido, Takashi Sikora-Wohlfeld, Weronika Kawashima, Minae Kikuchi, Shinichi Kamatani, Naoyuki Patwardhan, Anil Chen, Richard Sirota, Marina Kodama, Keiichi Hadley, Dexter Butte, Atul J. BMC Med Genomics Research Article BACKGROUND: Genome-wide association studies (GWASs) have revealed relationships between over 57,000 genetic variants and diseases. However, unlike Mendelian diseases, complex diseases arise from the interplay of multiple genetic and environmental factors. Natural selection has led to a high tendency of risk alleles to be enriched in minor alleles in Mendelian diseases. Therefore, an allele that was previously advantageous or neutral may later become harmful, making it a risk allele. METHODS: Using data in the NHGRI-EBI Catalog and the VARIMED database, we investigated whether (1) GWASs more easily detect risk alleles and (2) facilitate evolutionary insights by comparing risk allele frequencies of different diseases. We conducted computer simulations of P-values for association tests when major and minor alleles were risk alleles. We compared the expected proportion of SNVs whose risk alleles were minor alleles with the observed proportion. RESULTS: Our statistical results revealed that risk alleles were enriched in minor alleles, especially for variants with low minor allele frequencies (MAFs < 0.1). Our computer simulations revealed that > 50% risk alleles were minor alleles because of the larger difference in the power of GWASs to differentiate between minor and major alleles, especially with low MAFs or when the number of controls exceeds the number of cases. However, the observed ratios between minor and major alleles in low MAFs (< 0.1) were much larger than the expected ratios of GWAS’s power imbalance, especially for diseases whose average risk allele frequencies were low, such as myopia, sudden cardiac arrest, and systemic lupus erythematosus. CONCLUSIONS: Minor alleles are more likely to be risk alleles in the published GWASs on complex diseases. One reason is that minor alleles are more easily detected as risk alleles in GWASs. Even when correcting for the GWAS’s power imbalance, minor alleles are more likely to be risk alleles, especially in some diseases whose average risk allele frequencies are low. These analyses serve as a starting point for future studies on quantifying the degree of negative natural selection in various complex diseases. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12920-018-0322-5) contains supplementary material, which is available to authorized users. BioMed Central 2018-01-19 /pmc/articles/PMC5775585/ /pubmed/29351777 http://dx.doi.org/10.1186/s12920-018-0322-5 Text en © The Author(s). 2018 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Kido, Takashi Sikora-Wohlfeld, Weronika Kawashima, Minae Kikuchi, Shinichi Kamatani, Naoyuki Patwardhan, Anil Chen, Richard Sirota, Marina Kodama, Keiichi Hadley, Dexter Butte, Atul J. Are minor alleles more likely to be risk alleles? |
title | Are minor alleles more likely to be risk alleles? |
title_full | Are minor alleles more likely to be risk alleles? |
title_fullStr | Are minor alleles more likely to be risk alleles? |
title_full_unstemmed | Are minor alleles more likely to be risk alleles? |
title_short | Are minor alleles more likely to be risk alleles? |
title_sort | are minor alleles more likely to be risk alleles? |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5775585/ https://www.ncbi.nlm.nih.gov/pubmed/29351777 http://dx.doi.org/10.1186/s12920-018-0322-5 |
work_keys_str_mv | AT kidotakashi areminorallelesmorelikelytoberiskalleles AT sikorawohlfeldweronika areminorallelesmorelikelytoberiskalleles AT kawashimaminae areminorallelesmorelikelytoberiskalleles AT kikuchishinichi areminorallelesmorelikelytoberiskalleles AT kamataninaoyuki areminorallelesmorelikelytoberiskalleles AT patwardhananil areminorallelesmorelikelytoberiskalleles AT chenrichard areminorallelesmorelikelytoberiskalleles AT sirotamarina areminorallelesmorelikelytoberiskalleles AT kodamakeiichi areminorallelesmorelikelytoberiskalleles AT hadleydexter areminorallelesmorelikelytoberiskalleles AT butteatulj areminorallelesmorelikelytoberiskalleles |