Genotyping and Multivariate Regression Trees Reveal Ecological Diversification within the Microcystis aeruginosa Complex along a Wide Environmental Gradient
Resumen:
Addressing the ecological and evolutionary processes underlying biodiversity patterns is essential to identify the mechanisms shaping community structure and function. In bacteria, the formation of new ecologically distinct populations (ecotypes) 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, permitting their coexistence with the parental population. We previously reported the presence 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 ecotype (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.
2022 | |
Agencia Nacional de Investigación e Innovación | |
Ecotypes Multivariate CART mcyJ Microcystis aeruginosa complex HRMA Ciencias Naturales y Exactas Ciencias Biológicas Ecología |
|
Inglés | |
Instituto de Investigaciones Biológicas Clemente Estable | |
IIBCE en REDI | |
https://hdl.handle.net/20.500.12381/578
https://doi.org/10.1128/aem.01475-21 |
|
Acceso abierto | |
Reconocimiento-NoComercial-SinObraDerivada 4.0 Internacional. (CC BY-NC-ND) |
_version_ | 1811155751341654016 |
---|---|
author | Martínez de la Escalera, Gabriela |
author2 | Segura, Angel M. Kruk, Carla Ghattas, Badih Cohan, Frederick M. Iriarte, Andrés Piccini, Claudia |
author2_role | author author author author author author |
author_facet | Martínez de la Escalera, Gabriela Segura, Angel M. Kruk, Carla Ghattas, Badih Cohan, Frederick M. Iriarte, Andrés Piccini, Claudia |
author_role | author |
bitstream.checksum.fl_str_mv | 2d97768b1a25a7df5a347bb58fd2d77f 518dc15bd4276302034a23b36516ffc4 |
bitstream.checksumAlgorithm.fl_str_mv | MD5 MD5 |
bitstream.url.fl_str_mv | https://redi.anii.org.uy/jspui/bitstream/20.500.12381/578/2/license.txt https://redi.anii.org.uy/jspui/bitstream/20.500.12381/578/1/aem.01475-21.pdf |
collection | IIBCE en REDI |
dc.creator.none.fl_str_mv | Martínez de la Escalera, Gabriela Segura, Angel M. Kruk, Carla Ghattas, Badih Cohan, Frederick M. Iriarte, Andrés Piccini, Claudia |
dc.date.accessioned.none.fl_str_mv | 2022-05-30T15:13:54Z |
dc.date.available.none.fl_str_mv | 2022-08-09T03:05:09Z |
dc.date.issued.none.fl_str_mv | 2022-02-08 |
dc.description.abstract.none.fl_txt_mv | Addressing the ecological and evolutionary processes underlying biodiversity patterns is essential to identify the mechanisms shaping community structure and function. In bacteria, the formation of new ecologically distinct populations (ecotypes) 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, permitting their coexistence with the parental population. We previously reported the presence 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 ecotype (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_3_2018_1_148432 |
dc.identifier.doi.none.fl_str_mv | https://doi.org/10.1128/aem.01475-21 |
dc.identifier.uri.none.fl_str_mv | https://hdl.handle.net/20.500.12381/578 |
dc.language.iso.none.fl_str_mv | eng |
dc.publisher.es.fl_str_mv | ASM Journals |
dc.relation.es.fl_str_mv | https://journals.asm.org/doi/10.1128/aem.01475-21 |
dc.rights.embargoreason.es.fl_str_mv | La versión publicada tiene 6 meses de embargo posterior a la fecha de publicación. |
dc.rights.embargoterm.es.fl_str_mv | 2022-08-09 |
dc.rights.es.fl_str_mv | Acceso abierto |
dc.rights.license.none.fl_str_mv | Reconocimiento-NoComercial-SinObraDerivada 4.0 Internacional. (CC BY-NC-ND) |
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 |
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 biodiversity patterns is essential to identify the mechanisms shaping community structure and function. In bacteria, the formation of new ecologically distinct populations (ecotypes) 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, permitting their coexistence with the parental population. We previously reported the presence 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 ecotype (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 |
id | IIBCE_abfa82ab252896d55154ae34b6bd307b |
identifier_str_mv | FCE_3_2018_1_148432 |
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:20.500.12381/578 |
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-NoComercial-SinObraDerivada 4.0 Internacional. (CC BY-NC-ND) Acceso abierto La versión publicada tiene 6 meses de embargo posterior a la fecha de publicación. 2022-08-09 |
spelling | Reconocimiento-NoComercial-SinObraDerivada 4.0 Internacional. (CC BY-NC-ND)Acceso abiertoLa versión publicada tiene 6 meses de embargo posterior a la fecha de publicación.2022-08-09info:eu-repo/semantics/openAccess2022-05-30T15:13:54Z2022-08-09T03:05:09Z2022-02-08https://hdl.handle.net/20.500.12381/578FCE_3_2018_1_148432https://doi.org/10.1128/aem.01475-21Addressing the ecological and evolutionary processes underlying biodiversity patterns is essential to identify the mechanisms shaping community structure and function. In bacteria, the formation of new ecologically distinct populations (ecotypes) 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, permitting their coexistence with the parental population. We previously reported the presence 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 ecotype (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 InnovaciónengASM Journalshttps://journals.asm.org/doi/10.1128/aem.01475-21Applied and Environmental Microbiologyreponame:IIBCE en REDIinstname:Instituto de Investigaciones Biológicas Clemente Estableinstacron:Instituto de Investigaciones Biológicas Clemente EstableEcotypesMultivariate CARTmcyJMicrocystis aeruginosa complexHRMACiencias Naturales y ExactasCiencias BiológicasEcologíaGenotyping 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/EcologíaMartínez de la Escalera, GabrielaSegura, Angel M.Kruk, CarlaGhattas, BadihCohan, Frederick M.Iriarte, AndrésPiccini, ClaudiaLICENSElicense.txtlicense.txttext/plain; charset=utf-84746https://redi.anii.org.uy/jspui/bitstream/20.500.12381/578/2/license.txt2d97768b1a25a7df5a347bb58fd2d77fMD52ORIGINALaem.01475-21.pdfaem.01475-21.pdfapplication/pdf1077298https://redi.anii.org.uy/jspui/bitstream/20.500.12381/578/1/aem.01475-21.pdf518dc15bd4276302034a23b36516ffc4MD5120.500.12381/5782022-10-13 13:59:05.063oai:redi.anii.org.uy:20.500.12381/578PHA+QWNlcHRhbmRvIGxhIGNlc2nDs24gZGUgZGVyZWNob3MgZWwgdXN1YXJpbyBERUNMQVJBIHF1ZSBvc3RlbnRhIGxhIGNvbmRpY2nDs24gZGUgYXV0b3IgZW4gZWwgc2VudGlkbyBxdWUgb3RvcmdhIGxhIGxlZ2lzbGFjacOzbiB2aWdlbnRlIHNvYnJlICBwcm9waWVkYWQgaW50ZWxlY3R1YWwgZGUgbGEgb2JyYSBvcmlnaW5hbCBxdWUgZXN0w6EgZW52aWFuZG8gKOKAnGxhIG9icmHigJ0pLiBFbiBjYXNvIGRlIHNlciBjb3RpdHVsYXIsIGVsIGF1dG9yIGRlY2xhcmEgcXVlIGN1ZW50YSBjb24gZWwgIGNvbnNlbnRpbWllbnRvIGRlIGxvcyByZXN0YW50ZXMgdGl0dWxhcmVzIHBhcmEgaGFjZXIgbGEgcHJlc2VudGUgY2VzacOzbi4gRW4gY2FzbyBkZSBwcmV2aWEgY2VzacOzbiBkZSBsb3MgZGVyZWNob3MgZGUgZXhwbG90YWNpw7NuIHNvYnJlIGxhIG9icmEgYSB0ZXJjZXJvcywgZWwgYXV0b3IgZGVjbGFyYSBxdWUgdGllbmUgbGEgYXV0b3JpemFjacOzbiBleHByZXNhIGRlIGRpY2hvcyB0aXR1bGFyZXMgZGUgZGVyZWNob3MgYSBsb3MgZmluZXMgZGUgZXN0YSBjZXNpw7NuLCBvIGJpZW4gcXVlIGhhIGNvbnNlcnZhZG8gbGEgZmFjdWx0YWQgZGUgY2VkZXIgZXN0b3MgZGVyZWNob3MgZW4gbGEgZm9ybWEgcHJldmlzdGEgZW4gbGEgcHJlc2VudGUgY2VzacOzbi48L3A+DQoNCjxwPkNvbiBlbCBmaW4gZGUgZGFyIGxhIG3DoXhpbWEgZGlmdXNpw7NuIGEgbGEgb2JyYSBhIHRyYXbDqXMgZGUgUkVESSwgZWwgQVVUT1IgQ0VERSBhIEFOSUksIGRlIGZvcm1hIGdyYXR1aXRhIHkgTk8gRVhDTFVTSVZBLCBjb24gY2Fyw6FjdGVyIGlycmV2b2NhYmxlIGUgaWxpbWl0YWRvIGVuIGVsIHRpZW1wbyB5IGNvbiDDoW1iaXRvIG11bmRpYWwsIGxvcyBkZXJlY2hvcyBkZSByZXByb2R1Y2Npw7NuLCBkZSBkaXN0cmlidWNpw7NuLCBkZSBjb211bmljYWNpw7NuIHDDumJsaWNhLCBpbmNsdWlkbyBlbCBkZXJlY2hvIGRlIHB1ZXN0YSBhIGRpc3Bvc2ljacOzbiBlbGVjdHLDs25pY2EsIHBhcmEgcXVlIHB1ZWRhIHNlciB1dGlsaXphZGEgZGUgZm9ybWEgbGlicmUgeSBncmF0dWl0YSBwb3IgdG9kb3MgbG9zIHF1ZSBsbyBkZXNlZW4uPC9wPg0KDQo8cD5MYSBjZXNpw7NuIHNlIHJlYWxpemEgYmFqbyBsYXMgc2lndWllbnRlcyBjb25kaWNpb25lczo8L3A+DQoNCjxwPkxhIHRpdHVsYXJpZGFkIGRlIGxhIG9icmEgc2VndWlyw6EgY29ycmVzcG9uZGllbmRvIGFsIEF1dG9yIHkgbGEgcHJlc2VudGUgY2VzacOzbiBkZSBkZXJlY2hvcyBwZXJtaXRpcsOhIGEgUkVESTo8L3A+DQoNCjx1bD4gPGxpIHZhbHVlPShhKT5UcmFuc2Zvcm1hciBsYSBvYnJhIGVuIGxhIG1lZGlkYSBlbiBxdWUgc2VhIG5lY2VzYXJpbyBwYXJhIGFkYXB0YXJsYSBhIGN1YWxxdWllciB0ZWNub2xvZ8OtYSBzdXNjZXB0aWJsZSBkZSBpbmNvcnBvcmFjacOzbiBhIEludGVybmV0OyByZWFsaXphciBsYXMgYWRhcHRhY2lvbmVzIG5lY2VzYXJpYXMgcGFyYSBoYWNlciBwb3NpYmxlIHN1IGFjY2VzbyB5IHZpc3VhbGl6YWNpw7NuIHBlcm1hbmVudGUsIGHDum4gcG9yIHBhcnRlIGRlIHBlcnNvbmFzIGNvbiBkaXNjYXBhY2lkYWQsIHJlYWxpemFyIGxhcyBtaWdyYWNpb25lcyBkZSBmb3JtYXRvcyBwYXJhIGFzZWd1cmFyIGxhIHByZXNlcnZhY2nDs24gYSBsYXJnbyBwbGF6bywgaW5jb3Jwb3JhciBsb3MgbWV0YWRhdG9zIG5lY2VzYXJpb3MgcGFyYSByZWFsaXphciBlbCByZWdpc3RybyBkZSBsYSBvYnJhLCBlIGluY29ycG9yYXIgdGFtYmnDqW4g4oCcbWFyY2FzIGRlIGFndWHigJ0gbyBjdWFscXVpZXIgb3RybyBzaXN0ZW1hIGRlIHNlZ3VyaWRhZCBvIGRlIHByb3RlY2Npw7NuIG8gZGUgaWRlbnRpZmljYWNpw7NuIGRlIHByb2NlZGVuY2lhLiBFbiBuaW5nw7puIGNhc28gZGljaGFzIG1vZGlmaWNhY2lvbmVzIGltcGxpY2Fyw6FuIGFkdWx0ZXJhY2lvbmVzIGVuIGVsIGNvbnRlbmlkbyBkZSBsYSBvYnJhLjwvbGk+IA0KPGxpIHZhbHVlPShiKT5SZXByb2R1Y2lyIGxhIG9icmEgZW4gdW4gbWVkaW8gZGlnaXRhbCBwYXJhIHN1IGluY29ycG9yYWNpw7NuIGEgc2lzdGVtYXMgZGUgYsO6c3F1ZWRhIHkgcmVjdXBlcmFjacOzbiwgaW5jbHV5ZW5kbyBlbCBkZXJlY2hvIGEgcmVwcm9kdWNpciB5IGFsbWFjZW5hcmxhIGVuIHNlcnZpZG9yZXMgdSBvdHJvcyBtZWRpb3MgZGlnaXRhbGVzIGEgbG9zIGVmZWN0b3MgZGUgc2VndXJpZGFkIHkgcHJlc2VydmFjacOzbi48L2xpPiANCjxsaSB2YWx1ZT0oYyk+UGVybWl0aXIgYSBsb3MgdXN1YXJpb3MgbGEgZGVzY2FyZ2EgZGUgY29waWFzIGVsZWN0csOzbmljYXMgZGUgbGEgb2JyYSBlbiB1biBzb3BvcnRlIGRpZ2l0YWwuPC9saT4gDQo8bGkgdmFsdWU9KGQpPlJlYWxpemFyIGxhIGNvbXVuaWNhY2nDs24gcMO6YmxpY2EgeSBwdWVzdGEgYSBkaXNwb3NpY2nDs24gZGUgbGEgb2JyYSBhY2Nlc2libGUgZGUgbW9kbyBsaWJyZSB5IGdyYXR1aXRvIGEgdHJhdsOpcyBkZSBJbnRlcm5ldC48L3VsPg0KDQo8cD5FbiB2aXJ0dWQgZGVsIGNhcsOhY3RlciBubyBleGNsdXNpdm8gZGUgbGEgY2VzacOzbiwgZWwgQXV0b3IgY29uc2VydmEgdG9kb3MgbG9zIGRlcmVjaG9zIGRlIGF1dG9yIHNvYnJlIGxhIG9icmEsIHkgcG9kcsOhIHBvbmVybGEgYSBkaXNwb3NpY2nDs24gZGVsIHDDumJsaWNvIGVuIGVzdGEgeSBlbiBwb3N0ZXJpb3JlcyB2ZXJzaW9uZXMsIGEgdHJhdsOpcyBkZSBsb3MgbWVkaW9zIHF1ZSBlc3RpbWUgb3BvcnR1bm9zLjwvcD4NCg0KPHA+RWwgQXV0b3IgZGVjbGFyYSBiYWpvIGp1cmFtZW50byBxdWUgbGEgcHJlc2VudGUgY2VzacOzbiBubyBpbmZyaW5nZSBuaW5nw7puIGRlcmVjaG8gZGUgdGVyY2Vyb3MsIHlhIHNlYW4gZGUgcHJvcGllZGFkIGluZHVzdHJpYWwsIGludGVsZWN0dWFsIG8gY3VhbHF1aWVyIG90cm8geSBnYXJhbnRpemEgcXVlIGVsIGNvbnRlbmlkbyBkZSBsYSBvYnJhIG5vIGF0ZW50YSBjb250cmEgbG9zIGRlcmVjaG9zIGFsIGhvbm9yLCBhIGxhIGludGltaWRhZCB5IGEgbGEgaW1hZ2VuIGRlIHRlcmNlcm9zLCBuaSBlcyBkaXNjcmltaW5hdG9yaW8uIFJFREkgZXN0YXLDoSBleGVudG8gZGUgbGEgcmV2aXNpw7NuIGRlbCBjb250ZW5pZG8gZGUgbGEgb2JyYSwgcXVlIGVuIHRvZG8gY2FzbyBwZXJtYW5lY2Vyw6EgYmFqbyBsYSByZXNwb25zYWJpbGlkYWQgZXhjbHVzaXZhIGRlbCBBdXRvci48L3A+DQoNCjxwPkxhIG9icmEgc2UgcG9uZHLDoSBhIGRpc3Bvc2ljacOzbiBkZSBsb3MgdXN1YXJpb3MgcGFyYSBxdWUgaGFnYW4gZGUgZWxsYSB1biB1c28ganVzdG8geSByZXNwZXR1b3NvIGRlIGxvcyBkZXJlY2hvcyBkZWwgYXV0b3IgeSBjb24gZmluZXMgZGUgZXN0dWRpbywgaW52ZXN0aWdhY2nDs24sIG8gY3VhbHF1aWVyIG90cm8gZmluIGzDrWNpdG8uIEVsIG1lbmNpb25hZG8gdXNvLCBtw6FzIGFsbMOhIGRlIGxhIGNvcGlhIHByaXZhZGEsIHJlcXVlcmlyw6EgcXVlIHNlIGNpdGUgbGEgZnVlbnRlIHkgc2UgcmVjb25vemNhIGxhIGF1dG9yw61hLiBBIHRhbGVzIGZpbmVzIGVsIEF1dG9yIGFjZXB0YSBlbCB1c28gZGUgbGljZW5jaWFzIENyZWF0aXZlIENvbW1vbnMgeSBFTElHRSB1bmEgZGUgZXN0YXMgbGljZW5jaWFzIGVzdGFuZGFyaXphZGFzIGEgbG9zIGZpbmVzIGRlIGNvbXVuaWNhciBzdSBvYnJhLjwvcD4NCg0KPHA+RWwgQXV0b3IsIGNvbW8gZ2FyYW50ZSBkZSBsYSBhdXRvcsOtYSBkZSBsYSBvYnJhIHkgZW4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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 |
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 |
url | https://hdl.handle.net/20.500.12381/578 https://doi.org/10.1128/aem.01475-21 |