Environmental demogenetics of the potato late blight in Colombia

The potato late blight is known for its role in the Irish potato famine during the 19th century. This disease has been extensively studied ever since. However, despite being one of the most well-studied plant diseases in the world, it remains one of the biggest threats to global food security. The l...

Full description

Autores:
Patarroyo Velásquez, Camilo Andrés
Tipo de recurso:
Doctoral thesis
Fecha de publicación:
2024
Institución:
Universidad de los Andes
Repositorio:
Séneca: repositorio Uniandes
Idioma:
eng
OAI Identifier:
oai:repositorio.uniandes.edu.co:1992/74305
Acceso en línea:
https://hdl.handle.net/1992/74305
Palabra clave:
Population genetics
Potato late blight
Demogenetics
Phytophthora infestans
Biología
Rights
openAccess
License
Attribution-NonCommercial 4.0 International
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dc.title.eng.fl_str_mv Environmental demogenetics of the potato late blight in Colombia
dc.title.alternative.spa.fl_str_mv Demogenética ambiental del tizón tardío de la papa en Colombia
title Environmental demogenetics of the potato late blight in Colombia
spellingShingle Environmental demogenetics of the potato late blight in Colombia
Population genetics
Potato late blight
Demogenetics
Phytophthora infestans
Biología
title_short Environmental demogenetics of the potato late blight in Colombia
title_full Environmental demogenetics of the potato late blight in Colombia
title_fullStr Environmental demogenetics of the potato late blight in Colombia
title_full_unstemmed Environmental demogenetics of the potato late blight in Colombia
title_sort Environmental demogenetics of the potato late blight in Colombia
dc.creator.fl_str_mv Patarroyo Velásquez, Camilo Andrés
dc.contributor.advisor.none.fl_str_mv Restrepo Restrepo, Silvia
Dupas, Stéphane
dc.contributor.author.none.fl_str_mv Patarroyo Velásquez, Camilo Andrés
dc.contributor.jury.none.fl_str_mv Rojas Flechas, Alejandro
Santos Vega, Oscar Mauricio
dc.contributor.researchgroup.none.fl_str_mv Facultad de Ingeniería::Grupo de Micología y Fitopatologia
dc.subject.keyword.eng.fl_str_mv Population genetics
Potato late blight
Demogenetics
topic Population genetics
Potato late blight
Demogenetics
Phytophthora infestans
Biología
dc.subject.keyword.none.fl_str_mv Phytophthora infestans
dc.subject.themes.spa.fl_str_mv Biología
description The potato late blight is known for its role in the Irish potato famine during the 19th century. This disease has been extensively studied ever since. However, despite being one of the most well-studied plant diseases in the world, it remains one of the biggest threats to global food security. The late blight is caused by the Oomycete Phytophthora infestans. In Colombia, due to the prevalence of this disease and the extended use of susceptible potato cultivars, the main control strategy against this disease is the continuous application of fungicides. This strategy has three main issues: first because of the toxicity of these compounds, it can negatively affect the health of growers and consumers, second repeated exposure of P. infestans to these fungicides leads to the development of resistance, and third its continuous use increases the costs of potato production. One way of reducing the use of fungicides without sacrificing the crop's safety is using epidemiological models of the late blight. These models project the proliferation of P. infestans in function of the environmental conditions. This allows the growers to only spray fungicides during the most favorable periods for the pathogen proliferation. These previous approaches are mechanistic and deterministic and do not consider the genetics of the pathogen. This work aimed to develop an integrative simulation model for the distribution of P. infestans in Colombia. The key novel idea of this model was to combine genetic, demographic, and environmental information in the simulation modeling and, therefore, in the predictions that could be obtained from it. This dissertation is divided into four chapters. The first chapter focuses on exploring the genetic landscape of P. infestans in Colombia. This chapter uses a novel machine learning-based tool to classify P. infestans microsatellite genotypes into their corresponding clonal lineage. In the second chapter, a new method to infer the rate of sexual reproduction of P. infestans was developed. Then, the integrative model for the distribution of P. infestans was developed in the third chapter. Genetic information gathered in the first two chapters and environmental and epidemiological information were used to build the proposed model. Finally, in the fourth chapter, the forecasting done by the model developed in the third chapter was used to produce easy-to-follow fungicide application schedules and recommendations that could be directly communicated to the growers through the miCampoApp application. This work then provides new tools for the analysis of genetic data from P. infestans and other polyploid organisms capable of both sexual and asexual reproduction. It also introduced a new modeling approach for the distribution of P. infestans and the appearance of the potato late blight in Colombia that can also be applicable in other regions with collected field data. Finally, this work proposes a way of directly communicating the model’s forecasting to the growers as part of a bigger agricultural cooperative structure.
publishDate 2024
dc.date.accessioned.none.fl_str_mv 2024-06-13T21:26:24Z
dc.date.available.none.fl_str_mv 2024-06-13T21:26:24Z
dc.date.issued.none.fl_str_mv 2024-06-04
dc.type.none.fl_str_mv Trabajo de grado - Doctorado
dc.type.driver.none.fl_str_mv info:eu-repo/semantics/doctoralThesis
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dc.identifier.doi.none.fl_str_mv 10.57784/1992/74305
dc.identifier.instname.none.fl_str_mv instname:Universidad de los Andes
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dc.language.iso.none.fl_str_mv eng
language eng
dc.rights.en.fl_str_mv Attribution-NonCommercial 4.0 International
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eu_rights_str_mv openAccess
dc.format.extent.none.fl_str_mv 142 páginas
dc.format.mimetype.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Universidad de los Andes
dc.publisher.program.none.fl_str_mv Doctorado en Ciencias - Biología
dc.publisher.faculty.none.fl_str_mv Facultad de Ciencias
dc.publisher.department.none.fl_str_mv Departamento de Ciencias Biológicas
publisher.none.fl_str_mv Universidad de los Andes
institution Universidad de los Andes
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spelling Restrepo Restrepo, Silviavirtual::18183-1Dupas, StéphanePatarroyo Velásquez, Camilo Andrésvirtual::18185-1Rojas Flechas, AlejandroSantos Vega, Oscar Mauriciovirtual::18184-1Facultad de Ingeniería::Grupo de Micología y Fitopatologia2024-06-13T21:26:24Z2024-06-13T21:26:24Z2024-06-04https://hdl.handle.net/1992/7430510.57784/1992/74305instname:Universidad de los Andesreponame:Repositorio Institucional Sénecarepourl:https://repositorio.uniandes.edu.co/The potato late blight is known for its role in the Irish potato famine during the 19th century. This disease has been extensively studied ever since. However, despite being one of the most well-studied plant diseases in the world, it remains one of the biggest threats to global food security. The late blight is caused by the Oomycete Phytophthora infestans. In Colombia, due to the prevalence of this disease and the extended use of susceptible potato cultivars, the main control strategy against this disease is the continuous application of fungicides. This strategy has three main issues: first because of the toxicity of these compounds, it can negatively affect the health of growers and consumers, second repeated exposure of P. infestans to these fungicides leads to the development of resistance, and third its continuous use increases the costs of potato production. One way of reducing the use of fungicides without sacrificing the crop's safety is using epidemiological models of the late blight. These models project the proliferation of P. infestans in function of the environmental conditions. This allows the growers to only spray fungicides during the most favorable periods for the pathogen proliferation. These previous approaches are mechanistic and deterministic and do not consider the genetics of the pathogen. This work aimed to develop an integrative simulation model for the distribution of P. infestans in Colombia. The key novel idea of this model was to combine genetic, demographic, and environmental information in the simulation modeling and, therefore, in the predictions that could be obtained from it. This dissertation is divided into four chapters. The first chapter focuses on exploring the genetic landscape of P. infestans in Colombia. This chapter uses a novel machine learning-based tool to classify P. infestans microsatellite genotypes into their corresponding clonal lineage. In the second chapter, a new method to infer the rate of sexual reproduction of P. infestans was developed. Then, the integrative model for the distribution of P. infestans was developed in the third chapter. Genetic information gathered in the first two chapters and environmental and epidemiological information were used to build the proposed model. Finally, in the fourth chapter, the forecasting done by the model developed in the third chapter was used to produce easy-to-follow fungicide application schedules and recommendations that could be directly communicated to the growers through the miCampoApp application. This work then provides new tools for the analysis of genetic data from P. infestans and other polyploid organisms capable of both sexual and asexual reproduction. It also introduced a new modeling approach for the distribution of P. infestans and the appearance of the potato late blight in Colombia that can also be applicable in other regions with collected field data. Finally, this work proposes a way of directly communicating the model’s forecasting to the growers as part of a bigger agricultural cooperative structure.Institut de recherche pour le développement (IRD), France. 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