Genetic Variation within Clonal Lineages of Phytophthora infestans Revealed through Genotyping-By-Sequencing, and Implications for Late Blight Epidemiology
Genotyping-by-sequencing (GBS) was performed on 257 Phytophthora infestans isolates belonging to four clonal lineages to study within-lineage diversity. The four lineages used in the study were US-8 (n = 28), US-11 (n = 27), US-23 (n = 166), and US-24 (n = 36), with isolates originating from 23 of t...
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creator | Hansen, Zachariah R Everts, Kathryne L Fry, William E Gevens, Amanda J Grünwald, Niklaus J Gugino, Beth K Johnson, Dennis A Johnson, Steven B Judelson, Howard S Knaus, Brian J McGrath, Margaret T Myers, Kevin L Ristaino, Jean B Roberts, Pamela D Secor, Gary A Smart, Christine D |
description | Genotyping-by-sequencing (GBS) was performed on 257 Phytophthora infestans isolates belonging to four clonal lineages to study within-lineage diversity. The four lineages used in the study were US-8 (n = 28), US-11 (n = 27), US-23 (n = 166), and US-24 (n = 36), with isolates originating from 23 of the United States and Ontario, Canada. The majority of isolates were collected between 2010 and 2014 (94%), with the remaining isolates collected from 1994 to 2009, and 2015. Between 3,774 and 5,070 single-nucleotide polymorphisms (SNPs) were identified within each lineage and were used to investigate relationships among individuals. K-means hierarchical clustering revealed three clusters within lineage US-23, with US-23 isolates clustering more by collection year than by geographic origin. K-means hierarchical clustering did not reveal significant clustering within the smaller US-8, US-11, and US-24 data sets. Neighbor-joining (NJ) trees were also constructed for each lineage. All four NJ trees revealed evidence for pathogen dispersal and overwintering within regions, as well as long-distance pathogen transport across regions. In the US-23 NJ tree, grouping by year was more prominent than grouping by region, which indicates the importance of long-distance pathogen transport as a source of initial late blight inoculum. Our results support previous studies that found significant genetic diversity within clonal lineages of P. infestans and show that GBS offers sufficiently high resolution to detect sub-structuring within clonal populations. |
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The four lineages used in the study were US-8 (n = 28), US-11 (n = 27), US-23 (n = 166), and US-24 (n = 36), with isolates originating from 23 of the United States and Ontario, Canada. The majority of isolates were collected between 2010 and 2014 (94%), with the remaining isolates collected from 1994 to 2009, and 2015. Between 3,774 and 5,070 single-nucleotide polymorphisms (SNPs) were identified within each lineage and were used to investigate relationships among individuals. K-means hierarchical clustering revealed three clusters within lineage US-23, with US-23 isolates clustering more by collection year than by geographic origin. K-means hierarchical clustering did not reveal significant clustering within the smaller US-8, US-11, and US-24 data sets. Neighbor-joining (NJ) trees were also constructed for each lineage. All four NJ trees revealed evidence for pathogen dispersal and overwintering within regions, as well as long-distance pathogen transport across regions. In the US-23 NJ tree, grouping by year was more prominent than grouping by region, which indicates the importance of long-distance pathogen transport as a source of initial late blight inoculum. Our results support previous studies that found significant genetic diversity within clonal lineages of P. infestans and show that GBS offers sufficiently high resolution to detect sub-structuring within clonal populations.</description><identifier>ISSN: 1932-6203</identifier><identifier>EISSN: 1932-6203</identifier><identifier>DOI: 10.1371/journal.pone.0165690</identifier><identifier>PMID: 27812174</identifier><language>eng</language><publisher>United States: Public Library of Science</publisher><subject>Agriculture ; Base Sequence ; Bioinformatics ; Biology ; Biology and life sciences ; Blight ; Canada ; Clustering ; Discriminant analysis ; Dispersal ; DNA, Protozoan - genetics ; Epidemics ; Epidemiology ; Famine ; Gene sequencing ; Genetic aspects ; Genetic diversity ; Genetic engineering ; Genetic Linkage - genetics ; Genetic research ; Genomes ; Genotype ; Genotyping ; Geography ; Horticulture ; Inoculum ; Laboratories ; Late blight ; Multivariate analysis ; Overwintering ; Pathogens ; Physical Sciences ; Phytophthora infestans ; Phytophthora infestans - genetics ; Phytophthora infestans - isolation & purification ; Plant Diseases - parasitology ; Plant pathology ; Polymorphism, Single Nucleotide - genetics ; Research and Analysis Methods ; Sequence Analysis, DNA ; Single nucleotide polymorphisms ; Single-nucleotide polymorphism ; Solanum lycopersicum - parasitology ; Solanum tuberosum - parasitology ; Transport ; Trees ; United States</subject><ispartof>PloS one, 2016-11, Vol.11 (11), p.e0165690-e0165690</ispartof><rights>COPYRIGHT 2016 Public Library of Science</rights><rights>This is an open access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. The work is made available under the Creative Commons CC0 public domain dedication: https://creativecommons.org/publicdomain/zero/1.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c795t-b29f72fd281a4f109083cdf63e84875b94062073a5082ef24b7d35e53684834c3</citedby><cites>FETCH-LOGICAL-c795t-b29f72fd281a4f109083cdf63e84875b94062073a5082ef24b7d35e53684834c3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC5094694/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC5094694/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,723,776,780,860,881,2096,2915,23845,27901,27902,53766,53768,79342,79343</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/27812174$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Hansen, Zachariah R</creatorcontrib><creatorcontrib>Everts, Kathryne L</creatorcontrib><creatorcontrib>Fry, William E</creatorcontrib><creatorcontrib>Gevens, Amanda J</creatorcontrib><creatorcontrib>Grünwald, Niklaus J</creatorcontrib><creatorcontrib>Gugino, Beth K</creatorcontrib><creatorcontrib>Johnson, Dennis A</creatorcontrib><creatorcontrib>Johnson, Steven B</creatorcontrib><creatorcontrib>Judelson, Howard S</creatorcontrib><creatorcontrib>Knaus, Brian J</creatorcontrib><creatorcontrib>McGrath, Margaret T</creatorcontrib><creatorcontrib>Myers, Kevin L</creatorcontrib><creatorcontrib>Ristaino, Jean B</creatorcontrib><creatorcontrib>Roberts, Pamela D</creatorcontrib><creatorcontrib>Secor, Gary A</creatorcontrib><creatorcontrib>Smart, Christine D</creatorcontrib><title>Genetic Variation within Clonal Lineages of Phytophthora infestans Revealed through Genotyping-By-Sequencing, and Implications for Late Blight Epidemiology</title><title>PloS one</title><addtitle>PLoS One</addtitle><description>Genotyping-by-sequencing (GBS) was performed on 257 Phytophthora infestans isolates belonging to four clonal lineages to study within-lineage diversity. The four lineages used in the study were US-8 (n = 28), US-11 (n = 27), US-23 (n = 166), and US-24 (n = 36), with isolates originating from 23 of the United States and Ontario, Canada. The majority of isolates were collected between 2010 and 2014 (94%), with the remaining isolates collected from 1994 to 2009, and 2015. Between 3,774 and 5,070 single-nucleotide polymorphisms (SNPs) were identified within each lineage and were used to investigate relationships among individuals. K-means hierarchical clustering revealed three clusters within lineage US-23, with US-23 isolates clustering more by collection year than by geographic origin. K-means hierarchical clustering did not reveal significant clustering within the smaller US-8, US-11, and US-24 data sets. Neighbor-joining (NJ) trees were also constructed for each lineage. All four NJ trees revealed evidence for pathogen dispersal and overwintering within regions, as well as long-distance pathogen transport across regions. In the US-23 NJ tree, grouping by year was more prominent than grouping by region, which indicates the importance of long-distance pathogen transport as a source of initial late blight inoculum. Our results support previous studies that found significant genetic diversity within clonal lineages of P. infestans and show that GBS offers sufficiently high resolution to detect sub-structuring within clonal populations.</description><subject>Agriculture</subject><subject>Base Sequence</subject><subject>Bioinformatics</subject><subject>Biology</subject><subject>Biology and life sciences</subject><subject>Blight</subject><subject>Canada</subject><subject>Clustering</subject><subject>Discriminant analysis</subject><subject>Dispersal</subject><subject>DNA, Protozoan - genetics</subject><subject>Epidemics</subject><subject>Epidemiology</subject><subject>Famine</subject><subject>Gene sequencing</subject><subject>Genetic aspects</subject><subject>Genetic diversity</subject><subject>Genetic engineering</subject><subject>Genetic Linkage - genetics</subject><subject>Genetic research</subject><subject>Genomes</subject><subject>Genotype</subject><subject>Genotyping</subject><subject>Geography</subject><subject>Horticulture</subject><subject>Inoculum</subject><subject>Laboratories</subject><subject>Late blight</subject><subject>Multivariate analysis</subject><subject>Overwintering</subject><subject>Pathogens</subject><subject>Physical Sciences</subject><subject>Phytophthora infestans</subject><subject>Phytophthora infestans - genetics</subject><subject>Phytophthora infestans - isolation & purification</subject><subject>Plant Diseases - parasitology</subject><subject>Plant pathology</subject><subject>Polymorphism, Single Nucleotide - genetics</subject><subject>Research and Analysis Methods</subject><subject>Sequence Analysis, DNA</subject><subject>Single nucleotide polymorphisms</subject><subject>Single-nucleotide polymorphism</subject><subject>Solanum lycopersicum - parasitology</subject><subject>Solanum tuberosum - parasitology</subject><subject>Transport</subject><subject>Trees</subject><subject>United States</subject><issn>1932-6203</issn><issn>1932-6203</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2016</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><sourceid>BENPR</sourceid><sourceid>DOA</sourceid><recordid>eNqNk9Fu0zAUhiMEYmPwBggsISGQaLFjx05ukLZpjEqVhjbYreU6duLJtYPtDPosvCzu2k0r2sWUiyT2d_5z9J9ziuI1glOEGfp85cfghJ0O3qkpRLSiDXxS7KMGlxNaQvz03vde8SLGKwgrXFP6vNgrWY1KxMh-8fdUOZWMBJciGJGMd-C3Sb1x4Nj6LA_mxinRqQi8Bt_7VfJDn3ofBDBOq5iEi-BcXSthVQtSH_zY9SBr-rQajOsmR6vJhfo1Kifz3ycgXAtmy8EaeZMrAu0DmIukwJE1XZ_AyWBatTTe-m71snimhY3q1fZ9UPz8evLj-NtkfnY6Oz6cTyRrqjRZlI1mpW7LGgmiEWxgjWWrKVY1qVm1aAjMHjAsKliXSpdkwVpcqQrTfI-JxAfF243uYH3kW18jRzWuGtpgijIx2xCtF1d8CGYpwop7YfjNgQ8dFyG7aBXP6ZSUCOJSMYJ0roVUFLYVlZrKUrKs9WWbbVwsVSuVS0HYHdHdG2d63vlrXsGG0IZkgQ9bgeCzszHxpYlSWSuc8uO6bkIJxBTjR6CYMgxZDTP67j_0YSO2VJcbzvMI-FyiXIvyQ8JQDWvY0ExNH6Dys26tzPOqTT7fCfi4E5CZpP6kTowx8tnF-ePZs8td9v09ts9Tmvro7Xgze7sg2YAy-BiD0nf9QJCv1-3WDb5eN75dtxz25n4v74Ju9wv_A8VxJeY</recordid><startdate>20161103</startdate><enddate>20161103</enddate><creator>Hansen, Zachariah R</creator><creator>Everts, Kathryne L</creator><creator>Fry, William E</creator><creator>Gevens, Amanda J</creator><creator>Grünwald, Niklaus J</creator><creator>Gugino, Beth K</creator><creator>Johnson, Dennis A</creator><creator>Johnson, Steven B</creator><creator>Judelson, Howard S</creator><creator>Knaus, Brian J</creator><creator>McGrath, Margaret T</creator><creator>Myers, Kevin L</creator><creator>Ristaino, Jean B</creator><creator>Roberts, Pamela D</creator><creator>Secor, Gary A</creator><creator>Smart, Christine D</creator><general>Public Library of Science</general><general>Public Library of Science (PLoS)</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>IOV</scope><scope>ISR</scope><scope>3V.</scope><scope>7QG</scope><scope>7QL</scope><scope>7QO</scope><scope>7RV</scope><scope>7SN</scope><scope>7SS</scope><scope>7T5</scope><scope>7TG</scope><scope>7TM</scope><scope>7U9</scope><scope>7X2</scope><scope>7X7</scope><scope>7XB</scope><scope>88E</scope><scope>8AO</scope><scope>8C1</scope><scope>8FD</scope><scope>8FE</scope><scope>8FG</scope><scope>8FH</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABJCF</scope><scope>ABUWG</scope><scope>AEUYN</scope><scope>AFKRA</scope><scope>ARAPS</scope><scope>ATCPS</scope><scope>AZQEC</scope><scope>BBNVY</scope><scope>BENPR</scope><scope>BGLVJ</scope><scope>BHPHI</scope><scope>C1K</scope><scope>CCPQU</scope><scope>D1I</scope><scope>DWQXO</scope><scope>FR3</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>GNUQQ</scope><scope>H94</scope><scope>HCIFZ</scope><scope>K9.</scope><scope>KB.</scope><scope>KB0</scope><scope>KL.</scope><scope>L6V</scope><scope>LK8</scope><scope>M0K</scope><scope>M0S</scope><scope>M1P</scope><scope>M7N</scope><scope>M7P</scope><scope>M7S</scope><scope>NAPCQ</scope><scope>P5Z</scope><scope>P62</scope><scope>P64</scope><scope>PATMY</scope><scope>PDBOC</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>PTHSS</scope><scope>PYCSY</scope><scope>RC3</scope><scope>7X8</scope><scope>5PM</scope><scope>DOA</scope></search><sort><creationdate>20161103</creationdate><title>Genetic Variation within Clonal Lineages of Phytophthora infestans Revealed through Genotyping-By-Sequencing, and Implications for Late Blight Epidemiology</title><author>Hansen, Zachariah R ; Everts, Kathryne L ; Fry, William E ; Gevens, Amanda J ; Grünwald, Niklaus J ; Gugino, Beth K ; Johnson, Dennis A ; Johnson, Steven B ; Judelson, Howard S ; Knaus, Brian J ; McGrath, Margaret T ; Myers, Kevin L ; Ristaino, Jean B ; Roberts, Pamela D ; Secor, Gary A ; Smart, Christine D</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c795t-b29f72fd281a4f109083cdf63e84875b94062073a5082ef24b7d35e53684834c3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2016</creationdate><topic>Agriculture</topic><topic>Base Sequence</topic><topic>Bioinformatics</topic><topic>Biology</topic><topic>Biology and life sciences</topic><topic>Blight</topic><topic>Canada</topic><topic>Clustering</topic><topic>Discriminant analysis</topic><topic>Dispersal</topic><topic>DNA, Protozoan - 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Academic</collection><collection>ProQuest Engineering Collection</collection><collection>ProQuest Biological Science Collection</collection><collection>Agricultural Science Database</collection><collection>Health & Medical Collection (Alumni Edition)</collection><collection>Medical Database</collection><collection>Algology Mycology and Protozoology Abstracts (Microbiology C)</collection><collection>Biological Science Database</collection><collection>Engineering Database</collection><collection>Nursing & Allied Health Premium</collection><collection>Advanced Technologies & Aerospace Database</collection><collection>ProQuest Advanced Technologies & Aerospace Collection</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>Environmental Science Database</collection><collection>Materials Science Collection</collection><collection>Publicly Available Content Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>Engineering Collection</collection><collection>Environmental Science Collection</collection><collection>Genetics Abstracts</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>PloS one</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Hansen, Zachariah R</au><au>Everts, Kathryne L</au><au>Fry, William E</au><au>Gevens, Amanda J</au><au>Grünwald, Niklaus J</au><au>Gugino, Beth K</au><au>Johnson, Dennis A</au><au>Johnson, Steven B</au><au>Judelson, Howard S</au><au>Knaus, Brian J</au><au>McGrath, Margaret T</au><au>Myers, Kevin L</au><au>Ristaino, Jean B</au><au>Roberts, Pamela D</au><au>Secor, Gary A</au><au>Smart, Christine D</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Genetic Variation within Clonal Lineages of Phytophthora infestans Revealed through Genotyping-By-Sequencing, and Implications for Late Blight Epidemiology</atitle><jtitle>PloS one</jtitle><addtitle>PLoS One</addtitle><date>2016-11-03</date><risdate>2016</risdate><volume>11</volume><issue>11</issue><spage>e0165690</spage><epage>e0165690</epage><pages>e0165690-e0165690</pages><issn>1932-6203</issn><eissn>1932-6203</eissn><abstract>Genotyping-by-sequencing (GBS) was performed on 257 Phytophthora infestans isolates belonging to four clonal lineages to study within-lineage diversity. The four lineages used in the study were US-8 (n = 28), US-11 (n = 27), US-23 (n = 166), and US-24 (n = 36), with isolates originating from 23 of the United States and Ontario, Canada. The majority of isolates were collected between 2010 and 2014 (94%), with the remaining isolates collected from 1994 to 2009, and 2015. Between 3,774 and 5,070 single-nucleotide polymorphisms (SNPs) were identified within each lineage and were used to investigate relationships among individuals. K-means hierarchical clustering revealed three clusters within lineage US-23, with US-23 isolates clustering more by collection year than by geographic origin. K-means hierarchical clustering did not reveal significant clustering within the smaller US-8, US-11, and US-24 data sets. Neighbor-joining (NJ) trees were also constructed for each lineage. All four NJ trees revealed evidence for pathogen dispersal and overwintering within regions, as well as long-distance pathogen transport across regions. In the US-23 NJ tree, grouping by year was more prominent than grouping by region, which indicates the importance of long-distance pathogen transport as a source of initial late blight inoculum. Our results support previous studies that found significant genetic diversity within clonal lineages of P. infestans and show that GBS offers sufficiently high resolution to detect sub-structuring within clonal populations.</abstract><cop>United States</cop><pub>Public Library of Science</pub><pmid>27812174</pmid><doi>10.1371/journal.pone.0165690</doi><tpages>e0165690</tpages><oa>free_for_read</oa></addata></record> |
fulltext | fulltext |
identifier | ISSN: 1932-6203 |
ispartof | PloS one, 2016-11, Vol.11 (11), p.e0165690-e0165690 |
issn | 1932-6203 1932-6203 |
language | eng |
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source | MEDLINE; DOAJ Directory of Open Access Journals; Elektronische Zeitschriftenbibliothek - Frei zugängliche E-Journals; PubMed Central; Free Full-Text Journals in Chemistry; Public Library of Science (PLoS) |
subjects | Agriculture Base Sequence Bioinformatics Biology Biology and life sciences Blight Canada Clustering Discriminant analysis Dispersal DNA, Protozoan - genetics Epidemics Epidemiology Famine Gene sequencing Genetic aspects Genetic diversity Genetic engineering Genetic Linkage - genetics Genetic research Genomes Genotype Genotyping Geography Horticulture Inoculum Laboratories Late blight Multivariate analysis Overwintering Pathogens Physical Sciences Phytophthora infestans Phytophthora infestans - genetics Phytophthora infestans - isolation & purification Plant Diseases - parasitology Plant pathology Polymorphism, Single Nucleotide - genetics Research and Analysis Methods Sequence Analysis, DNA Single nucleotide polymorphisms Single-nucleotide polymorphism Solanum lycopersicum - parasitology Solanum tuberosum - parasitology Transport Trees United States |
title | Genetic Variation within Clonal Lineages of Phytophthora infestans Revealed through Genotyping-By-Sequencing, and Implications for Late Blight Epidemiology |
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