Genotyping and Multivariate Regression Trees Reveal Ecological Diversification within the Microcystis aeruginosa Complex along a Wide Environmental Gradient

Martínez de la Escalera, Gabriela - Segura, Angel - Kruk, Carla - Ghattas, Badih - Cohan, Frederick - Iriarte, Andrés - Piccini, Claudia

Resumen:

Addressing the ecological and evolutionary processes underlying biodi- versity patterns is essential to identify the mechanisms shaping community structure and function. In bacteria, the formation of new ecologically distinct populations (eco- types) is proposed as one of the main drivers of diversification. New ecotypes arise when mutations in key functional genes or acquisition of new metabolic pathways by horizontal gene transfer allow the population to exploit new resources, permit- ting their coexistence with the parental population. We previously reported the pres- ence of microcystin-producing organisms of the Microcystis aeruginosa complex (toxic MAC) through an 800-km environmental gradient ranging from freshwater to estuarine-marine waters in South America. We hypothesize that the success of toxic MAC in such a gradient is due to the existence of very closely related populations that are ecologically distinct (ecotypes), each specialized to a specific arrangement of environmental variables. Here, we analyzed toxic MAC genetic diversity through quantitative PCR (qPCR) and high-resolution melting analysis (HRMA) of a functional gene (mcyJ, microcystin synthetase cluster). We explored the variability of the mcyJ gene along the environmental gradient by multivariate classification and regression trees (mCART). Six groups of mcyJ genotypes were distinguished and associated with different combinations of water temperature, conductivity, and turbidity. We propose that each mcyJ variant associated with a defined environmental condition is an eco- type (or species) whose relative abundances vary according to their fitness in the local environment. This mechanism would explain the success of toxic MAC in such a wide array of environmental conditions.


Detalles Bibliográficos
2022
Agencia Nacional de Investigación e Innovación
Ecotypes
Multivariate CART
McyJ
Microcystis aeruginosa complex
HRMA
Ciencias Naturales y Exactas
Ciencias Biológicas
Ecología
Matemáticas
Matemática Aplicada
Biología Celular, Microbiología
Inglés
Instituto de Investigaciones Biológicas Clemente Estable
IIBCE en REDI
https://hdl.handle.net/20.500.12381/3485
https://journals.asm.org/doi/full/10.1128/aem.01475-21#:~:text=https%3A//doi.org/10.1128/aem.01475%2D21
Acceso abierto
Reconocimiento 4.0 Internacional. (CC BY)
_version_ 1811155750736625664
author Martínez de la Escalera, Gabriela
author2 Segura, Angel
Kruk, Carla
Ghattas, Badih
Cohan, Frederick
Iriarte, Andrés
Piccini, Claudia
author2_role author
author
author
author
author
author
author_facet Martínez de la Escalera, Gabriela
Segura, Angel
Kruk, Carla
Ghattas, Badih
Cohan, Frederick
Iriarte, Andrés
Piccini, Claudia
author_role author
bitstream.checksum.fl_str_mv fcc8b2ddb26c820405a37f9e0cae7f18
518dc15bd4276302034a23b36516ffc4
bitstream.checksumAlgorithm.fl_str_mv MD5
MD5
bitstream.url.fl_str_mv https://redi.anii.org.uy/jspui/bitstream/20.500.12381/3485/2/license.txt
https://redi.anii.org.uy/jspui/bitstream/20.500.12381/3485/1/aem.01475-21.pdf
collection IIBCE en REDI
dc.creator.none.fl_str_mv Martínez de la Escalera, Gabriela
Segura, Angel
Kruk, Carla
Ghattas, Badih
Cohan, Frederick
Iriarte, Andrés
Piccini, Claudia
dc.date.accessioned.none.fl_str_mv 2024-04-03T19:03:51Z
dc.date.available.none.fl_str_mv 2024-04-03T19:03:51Z
dc.date.issued.none.fl_str_mv 2022-02-08
dc.description.abstract.none.fl_txt_mv Addressing the ecological and evolutionary processes underlying biodi- versity patterns is essential to identify the mechanisms shaping community structure and function. In bacteria, the formation of new ecologically distinct populations (eco- types) is proposed as one of the main drivers of diversification. New ecotypes arise when mutations in key functional genes or acquisition of new metabolic pathways by horizontal gene transfer allow the population to exploit new resources, permit- ting their coexistence with the parental population. We previously reported the pres- ence of microcystin-producing organisms of the Microcystis aeruginosa complex (toxic MAC) through an 800-km environmental gradient ranging from freshwater to estuarine-marine waters in South America. We hypothesize that the success of toxic MAC in such a gradient is due to the existence of very closely related populations that are ecologically distinct (ecotypes), each specialized to a specific arrangement of environmental variables. Here, we analyzed toxic MAC genetic diversity through quantitative PCR (qPCR) and high-resolution melting analysis (HRMA) of a functional gene (mcyJ, microcystin synthetase cluster). We explored the variability of the mcyJ gene along the environmental gradient by multivariate classification and regression trees (mCART). Six groups of mcyJ genotypes were distinguished and associated with different combinations of water temperature, conductivity, and turbidity. We propose that each mcyJ variant associated with a defined environmental condition is an eco- type (or species) whose relative abundances vary according to their fitness in the local environment. This mechanism would explain the success of toxic MAC in such a wide array of environmental conditions.
dc.description.sponsorship.none.fl_txt_mv Agencia Nacional de Investigación e Innovación
dc.identifier.anii.es.fl_str_mv FCE_1_2019_1_156308
dc.identifier.doi.none.fl_str_mv https://journals.asm.org/doi/full/10.1128/aem.01475-21#:~:text=https%3A//doi.org/10.1128/aem.01475%2D21
dc.identifier.uri.none.fl_str_mv https://hdl.handle.net/20.500.12381/3485
dc.language.iso.none.fl_str_mv eng
dc.publisher.es.fl_str_mv American Society for Microbiology
dc.rights.*.fl_str_mv Acceso abierto
dc.rights.license.none.fl_str_mv Reconocimiento 4.0 Internacional. (CC BY)
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
dc.source.es.fl_str_mv Applied and Environmental Microbiology
dc.source.none.fl_str_mv reponame:IIBCE en REDI
instname:Instituto de Investigaciones Biológicas Clemente Estable
instacron:Instituto de Investigaciones Biológicas Clemente Estable
dc.subject.anii.none.fl_str_mv Ciencias Naturales y Exactas
Ciencias Biológicas
Ecología
Matemáticas
Matemática Aplicada
Biología Celular, Microbiología
dc.subject.es.fl_str_mv Ecotypes
Multivariate CART
McyJ
Microcystis aeruginosa complex
HRMA
dc.title.none.fl_str_mv Genotyping and Multivariate Regression Trees Reveal Ecological Diversification within the Microcystis aeruginosa Complex along a Wide Environmental Gradient
dc.type.es.fl_str_mv Artículo
dc.type.none.fl_str_mv info:eu-repo/semantics/article
dc.type.version.es.fl_str_mv Publicado
dc.type.version.none.fl_str_mv info:eu-repo/semantics/publishedVersion
description Addressing the ecological and evolutionary processes underlying biodi- versity patterns is essential to identify the mechanisms shaping community structure and function. In bacteria, the formation of new ecologically distinct populations (eco- types) is proposed as one of the main drivers of diversification. New ecotypes arise when mutations in key functional genes or acquisition of new metabolic pathways by horizontal gene transfer allow the population to exploit new resources, permit- ting their coexistence with the parental population. We previously reported the pres- ence of microcystin-producing organisms of the Microcystis aeruginosa complex (toxic MAC) through an 800-km environmental gradient ranging from freshwater to estuarine-marine waters in South America. We hypothesize that the success of toxic MAC in such a gradient is due to the existence of very closely related populations that are ecologically distinct (ecotypes), each specialized to a specific arrangement of environmental variables. Here, we analyzed toxic MAC genetic diversity through quantitative PCR (qPCR) and high-resolution melting analysis (HRMA) of a functional gene (mcyJ, microcystin synthetase cluster). We explored the variability of the mcyJ gene along the environmental gradient by multivariate classification and regression trees (mCART). Six groups of mcyJ genotypes were distinguished and associated with different combinations of water temperature, conductivity, and turbidity. We propose that each mcyJ variant associated with a defined environmental condition is an eco- type (or species) whose relative abundances vary according to their fitness in the local environment. This mechanism would explain the success of toxic MAC in such a wide array of environmental conditions.
eu_rights_str_mv openAccess
format article
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identifier_str_mv FCE_1_2019_1_156308
instacron_str Instituto de Investigaciones Biológicas Clemente Estable
institution Instituto de Investigaciones Biológicas Clemente Estable
instname_str Instituto de Investigaciones Biológicas Clemente Estable
language eng
network_acronym_str IIBCE
network_name_str IIBCE en REDI
oai_identifier_str oai:redi.anii.org.uy:20.500.12381/3485
publishDate 2022
reponame_str IIBCE en REDI
repository.mail.fl_str_mv
repository.name.fl_str_mv IIBCE en REDI - Instituto de Investigaciones Biológicas Clemente Estable
repository_id_str 9421_3
rights_invalid_str_mv Reconocimiento 4.0 Internacional. (CC BY)
Acceso abierto
spelling Reconocimiento 4.0 Internacional. (CC BY)Acceso abiertoinfo:eu-repo/semantics/openAccess2024-04-03T19:03:51Z2024-04-03T19:03:51Z2022-02-08https://hdl.handle.net/20.500.12381/3485FCE_1_2019_1_156308https://journals.asm.org/doi/full/10.1128/aem.01475-21#:~:text=https%3A//doi.org/10.1128/aem.01475%2D21Addressing the ecological and evolutionary processes underlying biodi- versity patterns is essential to identify the mechanisms shaping community structure and function. In bacteria, the formation of new ecologically distinct populations (eco- types) is proposed as one of the main drivers of diversification. New ecotypes arise when mutations in key functional genes or acquisition of new metabolic pathways by horizontal gene transfer allow the population to exploit new resources, permit- ting their coexistence with the parental population. We previously reported the pres- ence of microcystin-producing organisms of the Microcystis aeruginosa complex (toxic MAC) through an 800-km environmental gradient ranging from freshwater to estuarine-marine waters in South America. We hypothesize that the success of toxic MAC in such a gradient is due to the existence of very closely related populations that are ecologically distinct (ecotypes), each specialized to a specific arrangement of environmental variables. Here, we analyzed toxic MAC genetic diversity through quantitative PCR (qPCR) and high-resolution melting analysis (HRMA) of a functional gene (mcyJ, microcystin synthetase cluster). We explored the variability of the mcyJ gene along the environmental gradient by multivariate classification and regression trees (mCART). Six groups of mcyJ genotypes were distinguished and associated with different combinations of water temperature, conductivity, and turbidity. We propose that each mcyJ variant associated with a defined environmental condition is an eco- type (or species) whose relative abundances vary according to their fitness in the local environment. This mechanism would explain the success of toxic MAC in such a wide array of environmental conditions.Agencia Nacional de Investigación e InnovaciónengAmerican Society for MicrobiologyApplied and Environmental Microbiologyreponame:IIBCE en REDIinstname:Instituto de Investigaciones Biológicas Clemente Estableinstacron:Instituto de Investigaciones Biológicas Clemente EstableEcotypesMultivariate CARTMcyJMicrocystis aeruginosa complexHRMACiencias Naturales y ExactasCiencias BiológicasEcologíaMatemáticasMatemática AplicadaBiología Celular, MicrobiologíaGenotyping and Multivariate Regression Trees Reveal Ecological Diversification within the Microcystis aeruginosa Complex along a Wide Environmental GradientArtículoPublicadoinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleInstituto de Investigaciones Biológicas Clemente EstableUniversidad de la República. Centro Universitario Regional del Este//Ciencias Naturales y Exactas/Ciencias Biológicas/Ecología//Ciencias Naturales y Exactas/Matemáticas/Matemática Aplicada//Ciencias Naturales y Exactas/Ciencias Biológicas/Ecología//Ciencias Naturales y Exactas/Ciencias Biológicas/Biología Celular, MicrobiologíaMartínez de la Escalera, GabrielaSegura, AngelKruk, CarlaGhattas, BadihCohan, FrederickIriarte, AndrésPiccini, ClaudiaLICENSElicense.txtlicense.txttext/plain; charset=utf-85151https://redi.anii.org.uy/jspui/bitstream/20.500.12381/3485/2/license.txtfcc8b2ddb26c820405a37f9e0cae7f18MD52ORIGINALaem.01475-21.pdfaem.01475-21.pdfGenotyping and Multivariate Regression Trees Reveal Ecological Diversification within the Microcystis aeruginosa Complex along a Wide Environmental Gradientapplication/pdf1077298https://redi.anii.org.uy/jspui/bitstream/20.500.12381/3485/1/aem.01475-21.pdf518dc15bd4276302034a23b36516ffc4MD5120.500.12381/34852024-04-04 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://www.gub.uy/ministerio-educacion-cultura/iibcehttps://redi.anii.org.uy/oai/requestUruguayopendoar:9421_32024-04-04T13:16:01IIBCE en REDI - Instituto de Investigaciones Biológicas Clemente Establefalse
spellingShingle Genotyping and Multivariate Regression Trees Reveal Ecological Diversification within the Microcystis aeruginosa Complex along a Wide Environmental Gradient
Martínez de la Escalera, Gabriela
Ecotypes
Multivariate CART
McyJ
Microcystis aeruginosa complex
HRMA
Ciencias Naturales y Exactas
Ciencias Biológicas
Ecología
Matemáticas
Matemática Aplicada
Biología Celular, Microbiología
status_str publishedVersion
title Genotyping and Multivariate Regression Trees Reveal Ecological Diversification within the Microcystis aeruginosa Complex along a Wide Environmental Gradient
title_full Genotyping and Multivariate Regression Trees Reveal Ecological Diversification within the Microcystis aeruginosa Complex along a Wide Environmental Gradient
title_fullStr Genotyping and Multivariate Regression Trees Reveal Ecological Diversification within the Microcystis aeruginosa Complex along a Wide Environmental Gradient
title_full_unstemmed Genotyping and Multivariate Regression Trees Reveal Ecological Diversification within the Microcystis aeruginosa Complex along a Wide Environmental Gradient
title_short Genotyping and Multivariate Regression Trees Reveal Ecological Diversification within the Microcystis aeruginosa Complex along a Wide Environmental Gradient
title_sort Genotyping and Multivariate Regression Trees Reveal Ecological Diversification within the Microcystis aeruginosa Complex along a Wide Environmental Gradient
topic Ecotypes
Multivariate CART
McyJ
Microcystis aeruginosa complex
HRMA
Ciencias Naturales y Exactas
Ciencias Biológicas
Ecología
Matemáticas
Matemática Aplicada
Biología Celular, Microbiología
url https://hdl.handle.net/20.500.12381/3485
https://journals.asm.org/doi/full/10.1128/aem.01475-21#:~:text=https%3A//doi.org/10.1128/aem.01475%2D21