Standardization of a methodology for identification and annotation of associations between single nucleotide polymorphisms and highly polygenic traits in ruminants
Given the importance of the production of ruminants, it is necessary to investigate the genetic variants associated with the traits of economic interest in these animals, as well as the biology underlying the genotype-phenotype associations. To conduct these associations, a widely used strategy is t...
- Autores:
-
Sepúlveda Molina, Boris Julián
- Tipo de recurso:
- Fecha de publicación:
- 2019
- Institución:
- Universidad Nacional de Colombia
- Repositorio:
- Universidad Nacional de Colombia
- Idioma:
- spa
- OAI Identifier:
- oai:repositorio.unal.edu.co:unal/76444
- Acceso en línea:
- https://repositorio.unal.edu.co/handle/unal/76444
http://bdigital.unal.edu.co/72840/
- Palabra clave:
- Genome-wide association studies
Single nucleotide polymorphism
Annotation
Ruminants
Estudios de asociación del genoma completo
Polimorfismo de nucleótido simple
Anotación
Rumiantes
- Rights
- openAccess
- License
- Atribución-NoComercial 4.0 Internacional
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oai:repositorio.unal.edu.co:unal/76444 |
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Universidad Nacional de Colombia |
repository_id_str |
|
dc.title.spa.fl_str_mv |
Standardization of a methodology for identification and annotation of associations between single nucleotide polymorphisms and highly polygenic traits in ruminants |
title |
Standardization of a methodology for identification and annotation of associations between single nucleotide polymorphisms and highly polygenic traits in ruminants |
spellingShingle |
Standardization of a methodology for identification and annotation of associations between single nucleotide polymorphisms and highly polygenic traits in ruminants Genome-wide association studies Single nucleotide polymorphism Annotation Ruminants Estudios de asociación del genoma completo Polimorfismo de nucleótido simple Anotación Rumiantes |
title_short |
Standardization of a methodology for identification and annotation of associations between single nucleotide polymorphisms and highly polygenic traits in ruminants |
title_full |
Standardization of a methodology for identification and annotation of associations between single nucleotide polymorphisms and highly polygenic traits in ruminants |
title_fullStr |
Standardization of a methodology for identification and annotation of associations between single nucleotide polymorphisms and highly polygenic traits in ruminants |
title_full_unstemmed |
Standardization of a methodology for identification and annotation of associations between single nucleotide polymorphisms and highly polygenic traits in ruminants |
title_sort |
Standardization of a methodology for identification and annotation of associations between single nucleotide polymorphisms and highly polygenic traits in ruminants |
dc.creator.fl_str_mv |
Sepúlveda Molina, Boris Julián |
dc.contributor.author.spa.fl_str_mv |
Sepúlveda Molina, Boris Julián |
dc.contributor.spa.fl_str_mv |
López Kleine, Liliana Ariza Botero, Manuel Fernando Castro, Susan Ortiz, Turany Teresa Amaya, Angela Marlen Rincon Soledad, Edicson Mauricio Romero, Liza Gómez Parrado, Yenny Milena del Pilar |
dc.subject.proposal.spa.fl_str_mv |
Genome-wide association studies Single nucleotide polymorphism Annotation Ruminants Estudios de asociación del genoma completo Polimorfismo de nucleótido simple Anotación Rumiantes |
topic |
Genome-wide association studies Single nucleotide polymorphism Annotation Ruminants Estudios de asociación del genoma completo Polimorfismo de nucleótido simple Anotación Rumiantes |
description |
Given the importance of the production of ruminants, it is necessary to investigate the genetic variants associated with the traits of economic interest in these animals, as well as the biology underlying the genotype-phenotype associations. To conduct these associations, a widely used strategy is to perform genome-wide association studies (GWAS). The GWAS must have the support of adequate quality control (QC), to then identify the associations between genetic markers type SNP and phenotypes. Additionally, the biological contextualization of these associations starts from the annotation of the genes close to the associated markers. Currently, there are several tools, including R libraries, to perform these analyses. However, it is necessary to develop a tool that allows unifying the three main steps (QC, GWAS, and annotation) for species other than human. For the above, the present work developed a methodology that unified the three mentioned steps in the R environment. The generated code was submitted for publication and is freely available in the repository https://github.com/bojusemo/Diploid-GWAS. The code was tested in two populations of ruminants, the Colombian Creole Hair Sheep and Simmental cattle. In these populations, the SNPs with low quality were removed, there was no detected population stratification, and no samples were removed for low quality. The SNP OAR26_10469468.1 was associated with the meat tenderness of Colombian Creole hair sheep. This SNP is in the gene TENM3. TENM3 protein has two domains with functions associated with meat tenderness in cattle and pigs. The SNP BovineHD4100012055 was associated with birth weight in Simmental. The closest gene to this SNP is the olfactory receptor 52E8-like, which is a member of the protein family G protein-coupled receptor (GPCR). GPCR has associated with birth weight in humans. Six markers were associated with 305-day milk yield in Simmental. Neither the closest genes of these markers nor their protein domains have been reported as associated with milk production. |
publishDate |
2019 |
dc.date.issued.spa.fl_str_mv |
2019-06-19 |
dc.date.accessioned.spa.fl_str_mv |
2020-03-30T06:20:03Z |
dc.date.available.spa.fl_str_mv |
2020-03-30T06:20:03Z |
dc.type.spa.fl_str_mv |
Trabajo de grado - Maestría |
dc.type.driver.spa.fl_str_mv |
info:eu-repo/semantics/masterThesis |
dc.type.version.spa.fl_str_mv |
info:eu-repo/semantics/acceptedVersion |
dc.type.content.spa.fl_str_mv |
Text |
dc.type.redcol.spa.fl_str_mv |
http://purl.org/redcol/resource_type/TM |
status_str |
acceptedVersion |
dc.identifier.uri.none.fl_str_mv |
https://repositorio.unal.edu.co/handle/unal/76444 |
dc.identifier.eprints.spa.fl_str_mv |
http://bdigital.unal.edu.co/72840/ |
url |
https://repositorio.unal.edu.co/handle/unal/76444 http://bdigital.unal.edu.co/72840/ |
dc.language.iso.spa.fl_str_mv |
spa |
language |
spa |
dc.relation.ispartof.spa.fl_str_mv |
Universidad Nacional de Colombia Sede Bogotá Facultad de Ingeniería Departamento de Ingeniería de Sistemas e Industrial Departamento de Ingeniería de Sistemas e Industrial |
dc.relation.haspart.spa.fl_str_mv |
02 Bibliotecología y ciencias de la información / Library and information sciences 57 Ciencias de la vida; Biología / Life sciences; biology 59 Animales / Animals |
dc.relation.references.spa.fl_str_mv |
Sepúlveda Molina, Boris Julián (2019) Standardization of a methodology for identification and annotation of associations between single nucleotide polymorphisms and highly polygenic traits in ruminants. Maestría thesis, Universidad Nacional de Colombia - Sede Bogotá. |
dc.rights.spa.fl_str_mv |
Derechos reservados - Universidad Nacional de Colombia |
dc.rights.coar.fl_str_mv |
http://purl.org/coar/access_right/c_abf2 |
dc.rights.license.spa.fl_str_mv |
Atribución-NoComercial 4.0 Internacional |
dc.rights.uri.spa.fl_str_mv |
http://creativecommons.org/licenses/by-nc/4.0/ |
dc.rights.accessrights.spa.fl_str_mv |
info:eu-repo/semantics/openAccess |
rights_invalid_str_mv |
Atribución-NoComercial 4.0 Internacional Derechos reservados - Universidad Nacional de Colombia http://creativecommons.org/licenses/by-nc/4.0/ http://purl.org/coar/access_right/c_abf2 |
eu_rights_str_mv |
openAccess |
dc.format.mimetype.spa.fl_str_mv |
application/pdf |
institution |
Universidad Nacional de Colombia |
bitstream.url.fl_str_mv |
https://repositorio.unal.edu.co/bitstream/unal/76444/1/Documento%20de%20tesis.pdf https://repositorio.unal.edu.co/bitstream/unal/76444/2/Documento%20de%20tesis.pdf.jpg |
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MD5 MD5 |
repository.name.fl_str_mv |
Repositorio Institucional Universidad Nacional de Colombia |
repository.mail.fl_str_mv |
repositorio_nal@unal.edu.co |
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1814089449609363456 |
spelling |
Atribución-NoComercial 4.0 InternacionalDerechos reservados - Universidad Nacional de Colombiahttp://creativecommons.org/licenses/by-nc/4.0/info:eu-repo/semantics/openAccesshttp://purl.org/coar/access_right/c_abf2López Kleine, LilianaAriza Botero, Manuel FernandoCastro, SusanOrtiz, Turany TeresaAmaya, Angela MarlenRincon Soledad, Edicson MauricioRomero, LizaGómez Parrado, Yenny Milena del PilarSepúlveda Molina, Boris Juliána057e466-92a1-4c71-96be-fa9ed25802b23002020-03-30T06:20:03Z2020-03-30T06:20:03Z2019-06-19https://repositorio.unal.edu.co/handle/unal/76444http://bdigital.unal.edu.co/72840/Given the importance of the production of ruminants, it is necessary to investigate the genetic variants associated with the traits of economic interest in these animals, as well as the biology underlying the genotype-phenotype associations. To conduct these associations, a widely used strategy is to perform genome-wide association studies (GWAS). The GWAS must have the support of adequate quality control (QC), to then identify the associations between genetic markers type SNP and phenotypes. Additionally, the biological contextualization of these associations starts from the annotation of the genes close to the associated markers. Currently, there are several tools, including R libraries, to perform these analyses. However, it is necessary to develop a tool that allows unifying the three main steps (QC, GWAS, and annotation) for species other than human. For the above, the present work developed a methodology that unified the three mentioned steps in the R environment. The generated code was submitted for publication and is freely available in the repository https://github.com/bojusemo/Diploid-GWAS. The code was tested in two populations of ruminants, the Colombian Creole Hair Sheep and Simmental cattle. In these populations, the SNPs with low quality were removed, there was no detected population stratification, and no samples were removed for low quality. The SNP OAR26_10469468.1 was associated with the meat tenderness of Colombian Creole hair sheep. This SNP is in the gene TENM3. TENM3 protein has two domains with functions associated with meat tenderness in cattle and pigs. The SNP BovineHD4100012055 was associated with birth weight in Simmental. The closest gene to this SNP is the olfactory receptor 52E8-like, which is a member of the protein family G protein-coupled receptor (GPCR). GPCR has associated with birth weight in humans. Six markers were associated with 305-day milk yield in Simmental. Neither the closest genes of these markers nor their protein domains have been reported as associated with milk production.Resumen: Dada la importancia que tiene la producción de rumiantes, es necesario investigar las variantes genéticas asociadas a las características de interés comercial de dichos animales, así como la biología subyacente a esas asociaciones genotipo-fenotipo. Para hacer dichas asociaciones, una estrategia ampliamente utilizada es realizar estudios de asociación del genoma completo (GWAS). Los GWAS deben partir de un filtro adecuado de la información de las variables y de los individuos, denominado control de calidad (QC), para luego identificar las asociaciones entre marcadores genéticos tipo SNP y los fenotipos. Por su parte, la contextualización biológica de estas asociaciones parte de la anotación de los genes cercanos a los marcadores asociados. Para realizar estos análisis, actualmente hay varias herramientas, incluidas librerías de R. Sin embargo, falta desarrollar una herramienta que permita unificar los tres principales pasos (QC, GWAS y anotación) para datos de especies distintas al humano en R. Por lo anterior, el presente trabajo desarrolló una metodología que unificó en el entorno de R los tres pasos mencionados. El código generado se sometió a publicación y se encuentran disponibles de manera libre en el repositorio https://github.com/bojusemo/Diploid-GWAS. El código fue probado en dos poblaciones de rumiantes, el Ovino de Pelo Criollo Colombiano y los bovinos Simmental. En estas poblaciones, se eliminaron los SNPs con una baja calidad, no se detectó estratificación poblacional y no se eliminaron muestras por baja calidad. El SNP OAR26_10469468.1 estuvo asociado con la terneza de la carne del Ovino de Pelo Criollo Colombiano. Éste SNP está en el gen TENM3. La proteína TENM3 tiene dos dominios con funciones asociadas con la terneza de la carne en bovinos y porcinos. El SNP BovineHD4100012055 estuvo asociado con el peso al nacimiento de Simmental. El gen más cercano a este SNP es el olfactory receptor 52E8-like, que pertenece a la familia de proteínas G protein-coupled receptor (GPCR). Se ha reportado asociación entre GPCR y el peso al nacimiento en humanos. Seis marcadores estuvieron asociados a la producción de leche a los 305 días en Simmental. Ni los genes más cercanos a los marcadores, ni los dominios de las proteínas han sido reportados como asociados con la producción de leche.Maestríaapplication/pdfspaUniversidad Nacional de Colombia Sede Bogotá Facultad de Ingeniería Departamento de Ingeniería de Sistemas e IndustrialDepartamento de Ingeniería de Sistemas e Industrial02 Bibliotecología y ciencias de la información / Library and information sciences57 Ciencias de la vida; Biología / Life sciences; biology59 Animales / AnimalsSepúlveda Molina, Boris Julián (2019) Standardization of a methodology for identification and annotation of associations between single nucleotide polymorphisms and highly polygenic traits in ruminants. Maestría thesis, Universidad Nacional de Colombia - Sede Bogotá.Standardization of a methodology for identification and annotation of associations between single nucleotide polymorphisms and highly polygenic traits in ruminantsTrabajo de grado - Maestríainfo:eu-repo/semantics/masterThesisinfo:eu-repo/semantics/acceptedVersionTexthttp://purl.org/redcol/resource_type/TMGenome-wide association studiesSingle nucleotide polymorphismAnnotationRuminantsEstudios de asociación del genoma completoPolimorfismo de nucleótido simpleAnotaciónRumiantesORIGINALDocumento de tesis.pdfapplication/pdf2838815https://repositorio.unal.edu.co/bitstream/unal/76444/1/Documento%20de%20tesis.pdf1da5696d46f17f7b6553a31b798a347bMD51THUMBNAILDocumento de tesis.pdf.jpgDocumento de tesis.pdf.jpgGenerated Thumbnailimage/jpeg6232https://repositorio.unal.edu.co/bitstream/unal/76444/2/Documento%20de%20tesis.pdf.jpg00a8a172e0537a03120d55caf9ffdb2fMD52unal/76444oai:repositorio.unal.edu.co:unal/764442023-07-14 23:03:28.496Repositorio Institucional Universidad Nacional de Colombiarepositorio_nal@unal.edu.co |