Cargando…

Impact of cultural and genetic structure on food choices along the Silk Road

The complex interplay between genetics, culture, and environment forms an individual’s biology, influencing their behavior, choices, and health. However, to what extent information derived from this intertwined network could be quantitatively summarized to provide a glance at an individual’s lifesty...

Descripción completa

Detalles Bibliográficos
Autores principales: Aneli, Serena, Mezzavilla, Massimo, Bortolini, Eugenio, Pirastu, Nicola, Girotto, Giorgia, Spedicati, Beatrice, Berchialla, Paola, Gasparini, Paolo, Pagani, Luca
Formato: Online Artículo Texto
Lenguaje:English
Publicado: National Academy of Sciences 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9704696/
https://www.ncbi.nlm.nih.gov/pubmed/36375050
http://dx.doi.org/10.1073/pnas.2209311119
_version_ 1784840110346338304
author Aneli, Serena
Mezzavilla, Massimo
Bortolini, Eugenio
Pirastu, Nicola
Girotto, Giorgia
Spedicati, Beatrice
Berchialla, Paola
Gasparini, Paolo
Pagani, Luca
author_facet Aneli, Serena
Mezzavilla, Massimo
Bortolini, Eugenio
Pirastu, Nicola
Girotto, Giorgia
Spedicati, Beatrice
Berchialla, Paola
Gasparini, Paolo
Pagani, Luca
author_sort Aneli, Serena
collection PubMed
description The complex interplay between genetics, culture, and environment forms an individual’s biology, influencing their behavior, choices, and health. However, to what extent information derived from this intertwined network could be quantitatively summarized to provide a glance at an individual’s lifestyle is difficult to say. Here, we focused on dietary preferences as cultural proxies and genome-wide data of 543 individuals from six historical Silk Road countries: Georgia, Armenia, Azerbaijan, Uzbekistan, Kazakhstan, and Tajikistan. These lands favored the dispersal of innovations, foods, and DNA halfway across Eurasia, thus representing an ideal subject to explore interactions of cultural factors and genetic ancestry. We used discriminant analysis of principal components to infer cultural clusters, where mixed memberships are allowed. Five different clusters emerged. Of these, clusters 1 and 3, driven by aversion to pork and alcoholic beverages, mirrored genetic admixture patterns with the exception of Azerbaijan, which shares preferences supported by Islamic culture with Eastern countries. Cluster 3 was driven by protein-rich foods, whose preference was significantly related to steppe pastoralist ancestry. Sex and age were secondary clustering factors, with clusters formed by male and young individuals being related to alcohol preference and a reduced liking for vegetables. The soft clustering approach enabled us to model and summarize the individual’s dietary information in short and informative vectors, which show meaningful interaction with other nondietary attributes of the studied individuals. Encoding other cultural variables would help summarize an individual’s culture quantitatively, thus ultimately supporting its inclusion as a covariate in future association studies.
format Online
Article
Text
id pubmed-9704696
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher National Academy of Sciences
record_format MEDLINE/PubMed
spelling pubmed-97046962023-05-14 Impact of cultural and genetic structure on food choices along the Silk Road Aneli, Serena Mezzavilla, Massimo Bortolini, Eugenio Pirastu, Nicola Girotto, Giorgia Spedicati, Beatrice Berchialla, Paola Gasparini, Paolo Pagani, Luca Proc Natl Acad Sci U S A Biological Sciences The complex interplay between genetics, culture, and environment forms an individual’s biology, influencing their behavior, choices, and health. However, to what extent information derived from this intertwined network could be quantitatively summarized to provide a glance at an individual’s lifestyle is difficult to say. Here, we focused on dietary preferences as cultural proxies and genome-wide data of 543 individuals from six historical Silk Road countries: Georgia, Armenia, Azerbaijan, Uzbekistan, Kazakhstan, and Tajikistan. These lands favored the dispersal of innovations, foods, and DNA halfway across Eurasia, thus representing an ideal subject to explore interactions of cultural factors and genetic ancestry. We used discriminant analysis of principal components to infer cultural clusters, where mixed memberships are allowed. Five different clusters emerged. Of these, clusters 1 and 3, driven by aversion to pork and alcoholic beverages, mirrored genetic admixture patterns with the exception of Azerbaijan, which shares preferences supported by Islamic culture with Eastern countries. Cluster 3 was driven by protein-rich foods, whose preference was significantly related to steppe pastoralist ancestry. Sex and age were secondary clustering factors, with clusters formed by male and young individuals being related to alcohol preference and a reduced liking for vegetables. The soft clustering approach enabled us to model and summarize the individual’s dietary information in short and informative vectors, which show meaningful interaction with other nondietary attributes of the studied individuals. Encoding other cultural variables would help summarize an individual’s culture quantitatively, thus ultimately supporting its inclusion as a covariate in future association studies. National Academy of Sciences 2022-11-14 2022-11-22 /pmc/articles/PMC9704696/ /pubmed/36375050 http://dx.doi.org/10.1073/pnas.2209311119 Text en Copyright © 2022 the Author(s). Published by PNAS. https://creativecommons.org/licenses/by-nc-nd/4.0/This article is distributed under Creative Commons Attribution-NonCommercial-NoDerivatives License 4.0 (CC BY-NC-ND) (https://creativecommons.org/licenses/by-nc-nd/4.0/) .
spellingShingle Biological Sciences
Aneli, Serena
Mezzavilla, Massimo
Bortolini, Eugenio
Pirastu, Nicola
Girotto, Giorgia
Spedicati, Beatrice
Berchialla, Paola
Gasparini, Paolo
Pagani, Luca
Impact of cultural and genetic structure on food choices along the Silk Road
title Impact of cultural and genetic structure on food choices along the Silk Road
title_full Impact of cultural and genetic structure on food choices along the Silk Road
title_fullStr Impact of cultural and genetic structure on food choices along the Silk Road
title_full_unstemmed Impact of cultural and genetic structure on food choices along the Silk Road
title_short Impact of cultural and genetic structure on food choices along the Silk Road
title_sort impact of cultural and genetic structure on food choices along the silk road
topic Biological Sciences
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9704696/
https://www.ncbi.nlm.nih.gov/pubmed/36375050
http://dx.doi.org/10.1073/pnas.2209311119
work_keys_str_mv AT aneliserena impactofculturalandgeneticstructureonfoodchoicesalongthesilkroad
AT mezzavillamassimo impactofculturalandgeneticstructureonfoodchoicesalongthesilkroad
AT bortolinieugenio impactofculturalandgeneticstructureonfoodchoicesalongthesilkroad
AT pirastunicola impactofculturalandgeneticstructureonfoodchoicesalongthesilkroad
AT girottogiorgia impactofculturalandgeneticstructureonfoodchoicesalongthesilkroad
AT spedicatibeatrice impactofculturalandgeneticstructureonfoodchoicesalongthesilkroad
AT berchiallapaola impactofculturalandgeneticstructureonfoodchoicesalongthesilkroad
AT gasparinipaolo impactofculturalandgeneticstructureonfoodchoicesalongthesilkroad
AT paganiluca impactofculturalandgeneticstructureonfoodchoicesalongthesilkroad