Genome-wide association study and selection for field resistance to cassava root rot disease and productive traits

Cassava root rot disease is caused by a complex of soil-borne pathogens and has high economic impacts because it directly affects the tuberous roots, which are the main commercial product. This study aimed to evaluate cassava genotypes for resistance to root rot disease in a field with a previous hi...

Full description

Saved in:
Bibliographic Details
Published in:PloS one Vol. 17; no. 6; p. e0270020
Main Authors: Hohenfeld, Camila Santiago, Passos, Adriana Rodrigues, de Carvalho, Hélio Wilson Lemos, de Oliveira, Saulo Alves Santos, de Oliveira, Eder Jorge
Format: Journal Article
Language:English
Published: United States Public Library of Science 16-06-2022
Public Library of Science (PLoS)
Subjects:
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Abstract Cassava root rot disease is caused by a complex of soil-borne pathogens and has high economic impacts because it directly affects the tuberous roots, which are the main commercial product. This study aimed to evaluate cassava genotypes for resistance to root rot disease in a field with a previous history of high disease incidence. It also aimed to identify possible genomic regions associated with field resistance based on genome-wide association studies. A total of 148 genotypes from Embrapa Mandioca and Fruticultura were evaluated over two years, including improved materials and curated germplasms. Analysis of phenotypic data was conducted, as well as a genomic association analysis, based on the general linear model, mixed linear model, and fixed and random model circulating probability unification. The observed high disease index (ω) was directly correlated with genotype survival, affecting plant height, shoot yield, and fresh root yield. The genotypes were grouped into five clusters, which were classified according to level of root rot resistance (i.e., extremely susceptible, susceptible, moderately susceptible, moderately resistant, and resistant). The 10 genotypes with the best performance in the field were selected as potential progenitors for the development of segregating progenies. Estimates of genomic kinship between these genotypes ranged from -0.183 to 0.671. The genotypes BGM-1171 and BGM-1190 showed the lowest degree of kinship with the other selected sources of resistance. The genotypes BGM-0209, BGM-0398, and BGM-0659 showed negative kinship values with most elite varieties, while BGM-0659 presented negative kinship with all landraces. A genome-wide association analysis detected five significant single nucleotide polymorphisms related to defense mechanisms against biotic and abiotic stresses, with putative association with fresh root yield in soil infested with root rot pathogens. These findings can be utilized to develop molecular selection for root rot resistance in cassava.
AbstractList Cassava root rot disease is caused by a complex of soil-borne pathogens and has high economic impacts because it directly affects the tuberous roots, which are the main commercial product. This study aimed to evaluate cassava genotypes for resistance to root rot disease in a field with a previous history of high disease incidence. It also aimed to identify possible genomic regions associated with field resistance based on genome-wide association studies. A total of 148 genotypes from Embrapa Mandioca and Fruticultura were evaluated over two years, including improved materials and curated germplasms. Analysis of phenotypic data was conducted, as well as a genomic association analysis, based on the general linear model, mixed linear model, and fixed and random model circulating probability unification. The observed high disease index (ω) was directly correlated with genotype survival, affecting plant height, shoot yield, and fresh root yield. The genotypes were grouped into five clusters, which were classified according to level of root rot resistance (i.e., extremely susceptible, susceptible, moderately susceptible, moderately resistant, and resistant). The 10 genotypes with the best performance in the field were selected as potential progenitors for the development of segregating progenies. Estimates of genomic kinship between these genotypes ranged from -0.183 to 0.671. The genotypes BGM-1171 and BGM-1190 showed the lowest degree of kinship with the other selected sources of resistance. The genotypes BGM-0209, BGM-0398, and BGM-0659 showed negative kinship values with most elite varieties, while BGM-0659 presented negative kinship with all landraces. A genome-wide association analysis detected five significant single nucleotide polymorphisms related to defense mechanisms against biotic and abiotic stresses, with putative association with fresh root yield in soil infested with root rot pathogens. These findings can be utilized to develop molecular selection for root rot resistance in cassava.
Cassava root rot disease is caused by a complex of soil-borne pathogens and has high economic impacts because it directly affects the tuberous roots, which are the main commercial product. This study aimed to evaluate cassava genotypes for resistance to root rot disease in a field with a previous history of high disease incidence. It also aimed to identify possible genomic regions associated with field resistance based on genome-wide association studies. A total of 148 genotypes from Embrapa Mandioca and Fruticultura were evaluated over two years, including improved materials and curated germplasms. Analysis of phenotypic data was conducted, as well as a genomic association analysis, based on the general linear model, mixed linear model, and fixed and random model circulating probability unification. The observed high disease index ([omega]) was directly correlated with genotype survival, affecting plant height, shoot yield, and fresh root yield. The genotypes were grouped into five clusters, which were classified according to level of root rot resistance (i.e., extremely susceptible, susceptible, moderately susceptible, moderately resistant, and resistant). The 10 genotypes with the best performance in the field were selected as potential progenitors for the development of segregating progenies. Estimates of genomic kinship between these genotypes ranged from -0.183 to 0.671. The genotypes BGM-1171 and BGM-1190 showed the lowest degree of kinship with the other selected sources of resistance. The genotypes BGM-0209, BGM-0398, and BGM-0659 showed negative kinship values with most elite varieties, while BGM-0659 presented negative kinship with all landraces. A genome-wide association analysis detected five significant single nucleotide polymorphisms related to defense mechanisms against biotic and abiotic stresses, with putative association with fresh root yield in soil infested with root rot pathogens. These findings can be utilized to develop molecular selection for root rot resistance in cassava.
Audience Academic
Author Passos, Adriana Rodrigues
de Oliveira, Saulo Alves Santos
de Carvalho, Hélio Wilson Lemos
de Oliveira, Eder Jorge
Hohenfeld, Camila Santiago
AuthorAffiliation Jeju National University, REPUBLIC OF KOREA
2 Embrapa Tabuleiros Costeiros, Jardins, Aracaju, Sergipe, Brazil
1 Universidade Estadual de Feira de Santana, Feira de Santana, Bahia, Brazil
3 Embrapa Mandioca e Fruticultura, Cruz das Almas, Bahia, Brazil
AuthorAffiliation_xml – name: 1 Universidade Estadual de Feira de Santana, Feira de Santana, Bahia, Brazil
– name: 2 Embrapa Tabuleiros Costeiros, Jardins, Aracaju, Sergipe, Brazil
– name: Jeju National University, REPUBLIC OF KOREA
– name: 3 Embrapa Mandioca e Fruticultura, Cruz das Almas, Bahia, Brazil
Author_xml – sequence: 1
  givenname: Camila Santiago
  surname: Hohenfeld
  fullname: Hohenfeld, Camila Santiago
  organization: Universidade Estadual de Feira de Santana, Feira de Santana, Bahia, Brazil
– sequence: 2
  givenname: Adriana Rodrigues
  surname: Passos
  fullname: Passos, Adriana Rodrigues
  organization: Universidade Estadual de Feira de Santana, Feira de Santana, Bahia, Brazil
– sequence: 3
  givenname: Hélio Wilson Lemos
  surname: de Carvalho
  fullname: de Carvalho, Hélio Wilson Lemos
  organization: Embrapa Tabuleiros Costeiros, Jardins, Aracaju, Sergipe, Brazil
– sequence: 4
  givenname: Saulo Alves Santos
  orcidid: 0000-0002-2992-1570
  surname: de Oliveira
  fullname: de Oliveira, Saulo Alves Santos
  organization: Embrapa Mandioca e Fruticultura, Cruz das Almas, Bahia, Brazil
– sequence: 5
  givenname: Eder Jorge
  orcidid: 0000-0001-8992-7459
  surname: de Oliveira
  fullname: de Oliveira, Eder Jorge
  organization: Embrapa Mandioca e Fruticultura, Cruz das Almas, Bahia, Brazil
BackLink https://www.ncbi.nlm.nih.gov/pubmed/35709238$$D View this record in MEDLINE/PubMed
BookMark eNqNk11r2zAUhs3oWNts_2BshsHYLpLpw5bsm0EpWxcoFPZ1K06k40TFsTJJztZ_PzlxSzJ6MQyyOHreVzpHOufZSec6zLKXlMwol_TDret9B-1sk8IzwiQhjDzJzmjN2VQwwk8O5qfZeQi3hJS8EuJZdspLSWrGq7PMX2Hn1jj9bQ3mEILTFqJ1XR5ib-5y6EwesEW9izXO543F1uQegw0ROo15dLlOQthC7p2LaYi5sQEh4E6-8c70Sb9NqAcbw_PsaQNtwBfjf5L9-Pzp--WX6fXN1fzy4nqqRc3i1BDQmja8WoCotOBEyorwQlJBdFPWBU35ClYNs6paFKVoKCxQgkEqawqST7LXe99N64IayxUUE5VgopapOJNsvieMg1u18XYN_k45sGoXcH6pwEerW1SsAF4xgrWhVdHIAkrCmW50iYRqlDR5fRx36xdrNBq7lG17ZHq80tmVWrqtqhlJWQzHfTcaePerxxDV2gaNbQsdun44t5SlZCVhCX3zD_p4diO1hJSA7RqX9tWDqbqQRHJWi5onavYIlT6Da6vT22psih8J3h8JEhPxT1xCH4Kaf_v6_-zNz2P27QG7QmjjKri2H15eOAaLPai9C8Fj81BkStTQGvfVUENrqLE1kuzV4QU9iO57gf8FcDQLAw
CitedBy_id crossref_primary_10_3390_plants13091187
crossref_primary_10_1016_j_cropro_2024_106811
crossref_primary_10_1002_tpg2_20469
crossref_primary_10_1016_j_postharvbio_2023_112649
crossref_primary_10_3390_agronomy14030591
crossref_primary_10_1038_s41598_024_60847_4
crossref_primary_10_1111_mpp_13402
Cites_doi 10.1017/S0021859617000612
10.1093/jxb/ery216
10.5897/AJMR2015.7676
10.1186/s12870-015-0442-4
10.3389/fpls.2014.00042
10.1007/s10681-016-1676-4
10.1093/nar/gkr944
10.1146/annurev-phyto-080508-081904
10.1016/j.pmpp.2012.10.004
10.1016/j.cpb.2019.02.002
10.1080/03235408.2013.763618
10.1111/ppa.12165
10.1590/0100-5405/2124
10.1111/pce.13214
10.1038/s41598-019-39920-w
10.1111/nph.14877
10.1007/s00299-014-1717-1
10.1590/0103-9016-2015-0366
10.3390/ijms19092819
10.1371/journal.pone.0236674
10.18637/jss.v067.i01
10.3389/fpls.2017.01838
10.1016/j.cj.2016.06.009
10.1093/jxb/ery330
10.1590/0103-9016-2014-0348
10.3390/ijms21062129
10.1007/s10658-020-02024-7
10.1093/nar/gkz991
10.1590/S1982-56762014000600008
10.3389/fpls.2017.01169
10.3389/fpls.2015.01000
10.1093/mp/sst005
10.1016/j.pmpp.2018.09.001
10.1371/journal.pone.0095031
10.1590/S0100-204X1999000900004
10.1016/j.plantsci.2015.09.024
10.1007/s11104-018-3828-x
10.12702/1984-7033.v02n04a18
10.1371/journal.pone.0019379
10.1590/S0100-204X2013001000014
10.1007/s00438-015-1164-x
10.1007/s10930-018-9785-7
10.1590/S0100-83582012000400025
10.3389/fpls.2018.00139
10.3389/fpls.2017.02195
10.20546/ijcrbp.2016.311.014
10.1093/nar/gky1049
10.1094/PDIS-09-17-1449-PDN
10.1007/s42161-019-00309-3
10.1111/tpj.13069
10.3389/fpls.2016.01157
10.3168/jds.2007-0980
10.1007/s00018-016-2250-x
10.1146/annurev-phyto-102313-045914
10.1094/PD-89-0012
10.1007/s00122-017-2943-z
10.1093/pcp/pcx071
10.1186/1471-2229-13-45
10.1590/1678-4499.2017298
10.4161/auto.7.9.16464
10.1007/s10681-017-1973-6
10.1080/03235408.2016.1221561
10.1094/PHYTO-96-0673
10.1590/1983-21252017v30n319rc
10.1111/mpp.12521
10.1016/j.pmpp.2013.06.003
10.2135/cropsci2014.02.0160
10.1590/S0100-204X2015000700006
10.1038/nbt.3535
10.1016/j.pbi.2017.04.008
10.1016/j.foodcont.2017.08.005
10.1127/0941-2948/2013/0507
10.1371/journal.ppat.1007447
10.1007/s10681-005-1646-8
10.1007/s11103-016-0528-x
ContentType Journal Article
Copyright COPYRIGHT 2022 Public Library of Science
2022 Hohenfeld et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
2022 Hohenfeld et al 2022 Hohenfeld et al
Copyright_xml – notice: COPYRIGHT 2022 Public Library of Science
– notice: 2022 Hohenfeld et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
– notice: 2022 Hohenfeld et al 2022 Hohenfeld et al
DBID NPM
AAYXX
CITATION
IOV
ISR
3V.
7QG
7QL
7QO
7RV
7SN
7SS
7T5
7TG
7TM
7U9
7X2
7X7
7XB
88E
8AO
8C1
8FD
8FE
8FG
8FH
8FI
8FJ
8FK
ABJCF
ABUWG
AFKRA
ARAPS
ATCPS
AZQEC
BBNVY
BENPR
BGLVJ
BHPHI
C1K
CCPQU
D1I
DWQXO
FR3
FYUFA
GHDGH
GNUQQ
H94
HCIFZ
K9.
KB.
KB0
KL.
L6V
LK8
M0K
M0S
M1P
M7N
M7P
M7S
NAPCQ
P5Z
P62
P64
PATMY
PDBOC
PIMPY
PQEST
PQQKQ
PQUKI
PRINS
PTHSS
PYCSY
RC3
7X8
5PM
DOA
DOI 10.1371/journal.pone.0270020
DatabaseName PubMed
CrossRef
Gale In Context: Opposing Viewpoints
Science in Context
ProQuest Central (Corporate)
Animal Behavior Abstracts
Bacteriology Abstracts (Microbiology B)
Biotechnology Research Abstracts
Nursing & Allied Health Database
Ecology Abstracts
Entomology Abstracts (Full archive)
Immunology Abstracts
Meteorological & Geoastrophysical Abstracts
Nucleic Acids Abstracts
Virology and AIDS Abstracts
Agricultural Science Collection
Health & Medical Collection
ProQuest Central (purchase pre-March 2016)
Medical Database (Alumni Edition)
ProQuest Pharma Collection
Public Health Database
Technology Research Database
ProQuest SciTech Collection
ProQuest Technology Collection
ProQuest Natural Science Collection
Hospital Premium Collection
Hospital Premium Collection (Alumni Edition)
ProQuest Central (Alumni) (purchase pre-March 2016)
Materials Science & Engineering Collection
ProQuest Central (Alumni)
ProQuest Central UK/Ireland
Advanced Technologies & Aerospace Collection
Agricultural & Environmental Science Collection
ProQuest Central Essentials
Biological Science Collection
ProQuest Central
Technology Collection
Natural Science Collection
Environmental Sciences and Pollution Management
ProQuest One Community College
ProQuest Materials Science Collection
ProQuest Central Korea
Engineering Research Database
Health Research Premium Collection
Health Research Premium Collection (Alumni)
ProQuest Central Student
AIDS and Cancer Research Abstracts
SciTech Premium Collection
ProQuest Health & Medical Complete (Alumni)
Materials Science Database
Nursing & Allied Health Database (Alumni Edition)
Meteorological & Geoastrophysical Abstracts - Academic
ProQuest Engineering Collection
ProQuest Biological Science Collection
Agriculture Science Database
Health & Medical Collection (Alumni Edition)
Medical Database
Algology Mycology and Protozoology Abstracts (Microbiology C)
Biological Science Database
Engineering Database
Nursing & Allied Health Premium
Advanced Technologies & Aerospace Database
ProQuest Advanced Technologies & Aerospace Collection
Biotechnology and BioEngineering Abstracts
Environmental Science Database
Materials Science Collection
Publicly Available Content Database
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Academic
ProQuest One Academic UKI Edition
ProQuest Central China
Engineering Collection
Environmental Science Collection
Genetics Abstracts
MEDLINE - Academic
PubMed Central (Full Participant titles)
DOAJ Directory of Open Access Journals
DatabaseTitle PubMed
CrossRef
Agricultural Science Database
Publicly Available Content Database
ProQuest Central Student
ProQuest Advanced Technologies & Aerospace Collection
ProQuest Central Essentials
Nucleic Acids Abstracts
SciTech Premium Collection
ProQuest Central China
Environmental Sciences and Pollution Management
Health Research Premium Collection
Meteorological & Geoastrophysical Abstracts
Natural Science Collection
Biological Science Collection
ProQuest Medical Library (Alumni)
Engineering Collection
Advanced Technologies & Aerospace Collection
Engineering Database
Virology and AIDS Abstracts
ProQuest Biological Science Collection
ProQuest One Academic Eastern Edition
Agricultural Science Collection
ProQuest Hospital Collection
ProQuest Technology Collection
Health Research Premium Collection (Alumni)
Biological Science Database
Ecology Abstracts
ProQuest Hospital Collection (Alumni)
Biotechnology and BioEngineering Abstracts
Environmental Science Collection
Entomology Abstracts
Nursing & Allied Health Premium
ProQuest Health & Medical Complete
ProQuest One Academic UKI Edition
Environmental Science Database
ProQuest Nursing & Allied Health Source (Alumni)
Engineering Research Database
ProQuest One Academic
Meteorological & Geoastrophysical Abstracts - Academic
Technology Collection
Technology Research Database
Materials Science Collection
ProQuest Health & Medical Complete (Alumni)
ProQuest Central (Alumni Edition)
ProQuest One Community College
ProQuest Natural Science Collection
ProQuest Pharma Collection
ProQuest Central
Genetics Abstracts
ProQuest Engineering Collection
Biotechnology Research Abstracts
Health and Medicine Complete (Alumni Edition)
ProQuest Central Korea
Bacteriology Abstracts (Microbiology B)
Algology Mycology and Protozoology Abstracts (Microbiology C)
Agricultural & Environmental Science Collection
AIDS and Cancer Research Abstracts
Materials Science Database
ProQuest Materials Science Collection
ProQuest Public Health
ProQuest Nursing & Allied Health Source
ProQuest SciTech Collection
Advanced Technologies & Aerospace Database
ProQuest Medical Library
Animal Behavior Abstracts
Materials Science & Engineering Collection
Immunology Abstracts
ProQuest Central (Alumni)
MEDLINE - Academic
DatabaseTitleList

PubMed



Agricultural Science Database
CrossRef
Database_xml – sequence: 1
  dbid: DOA
  name: Directory of Open Access Journals
  url: http://www.doaj.org/
  sourceTypes: Open Website
DeliveryMethod fulltext_linktorsrc
Discipline Sciences (General)
DocumentTitleAlternate Selection and GWAS for cassava root rot resistance
EISSN 1932-6203
Editor Adhimoolam, Karthikeyan
Editor_xml – sequence: 1
  givenname: Karthikeyan
  surname: Adhimoolam
  fullname: Adhimoolam, Karthikeyan
EndPage e0270020
ExternalDocumentID 2686269719
oai_doaj_org_article_24a3820e9d184f74a5032cfc5e01ce71
A707329693
10_1371_journal_pone_0270020
35709238
Genre Journal Article
GeographicLocations Brazil
GeographicLocations_xml – name: Brazil
GrantInformation_xml – fundername: ;
  grantid: Pronem 15/2014
– fundername: ;
  grantid: 312284/2018-7 and 430789/2018-1
– fundername: ;
  grantid: 88882.447941/2019-01
– fundername: ;
  grantid: INV-007637
– fundername: ;
  grantid: 409229/2018-0, 442050/2019-4 and 303912/2018-9
GroupedDBID ---
123
29O
2WC
3V.
53G
5VS
7RV
7X2
7X7
7XC
88E
8AO
8C1
8CJ
8FE
8FG
8FH
8FI
8FJ
A8Z
AAFWJ
ABDBF
ABIVO
ABJCF
ABUWG
ACGFO
ACIHN
ACIWK
ACPRK
ADBBV
ADRAZ
AEAQA
AENEX
AFKRA
AFRAH
AHMBA
ALIPV
ALMA_UNASSIGNED_HOLDINGS
AOIJS
APEBS
ARAPS
ATCPS
BAWUL
BBNVY
BBORY
BCNDV
BENPR
BGLVJ
BHPHI
BKEYQ
BPHCQ
BVXVI
BWKFM
CCPQU
CS3
D1I
D1J
D1K
DIK
DU5
E3Z
EAP
EAS
EBD
EMOBN
ESTFP
ESX
EX3
F5P
FPL
FYUFA
GROUPED_DOAJ
GX1
HCIFZ
HH5
HMCUK
HYE
IAO
IEA
IHR
IHW
INH
INR
IOV
IPNFZ
IPY
ISE
ISR
ITC
K6-
KB.
KQ8
L6V
LK5
LK8
M0K
M1P
M48
M7P
M7R
M7S
M~E
NAPCQ
NPM
O5R
O5S
OK1
P2P
P62
PATMY
PDBOC
PIMPY
PQQKQ
PROAC
PSQYO
PTHSS
PV9
PYCSY
RIG
RNS
RPM
RZL
SV3
TR2
UKHRP
WOQ
WOW
~02
~KM
AAYXX
CITATION
AFPKN
7QG
7QL
7QO
7SN
7SS
7T5
7TG
7TM
7U9
7XB
8FD
8FK
AZQEC
C1K
DWQXO
FR3
GNUQQ
H94
K9.
KL.
M7N
P64
PQEST
PQUKI
PRINS
RC3
7X8
5PM
-
02
AAPBV
ABPTK
ADACO
BBAFP
KM
ID FETCH-LOGICAL-c692t-d0acc1f38ba68c6307780347160cf5941020628594188b456f1abe7ade1791a73
IEDL.DBID RPM
ISSN 1932-6203
IngestDate Sun Jul 31 00:47:57 EDT 2022
Tue Oct 22 15:14:48 EDT 2024
Tue Sep 17 21:20:43 EDT 2024
Fri Oct 25 04:42:46 EDT 2024
Thu Oct 10 18:15:31 EDT 2024
Tue Nov 19 20:29:43 EST 2024
Tue Nov 12 22:59:20 EST 2024
Thu Aug 01 19:26:15 EDT 2024
Thu Aug 01 20:40:03 EDT 2024
Tue Aug 20 22:02:02 EDT 2024
Thu Nov 21 23:12:01 EST 2024
Wed Oct 16 00:40:57 EDT 2024
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 6
Language English
License This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Creative Commons Attribution License
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c692t-d0acc1f38ba68c6307780347160cf5941020628594188b456f1abe7ade1791a73
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 23
Competing Interests: The authors have declared that no competing interests exist.
ORCID 0000-0001-8992-7459
0000-0002-2992-1570
OpenAccessLink https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9202857/
PMID 35709238
PQID 2686269719
PQPubID 1436336
ParticipantIDs plos_journals_2686269719
doaj_primary_oai_doaj_org_article_24a3820e9d184f74a5032cfc5e01ce71
pubmedcentral_primary_oai_pubmedcentral_nih_gov_9202857
proquest_miscellaneous_2677572502
proquest_journals_2686269719
gale_infotracmisc_A707329693
gale_infotracacademiconefile_A707329693
gale_incontextgauss_ISR_A707329693
gale_incontextgauss_IOV_A707329693
gale_healthsolutions_A707329693
crossref_primary_10_1371_journal_pone_0270020
pubmed_primary_35709238
PublicationCentury 2000
PublicationDate 20220616
PublicationDateYYYYMMDD 2022-06-16
PublicationDate_xml – month: 6
  year: 2022
  text: 20220616
  day: 16
PublicationDecade 2020
PublicationPlace United States
PublicationPlace_xml – name: United States
– name: San Francisco
– name: San Francisco, CA USA
PublicationTitle PloS one
PublicationTitleAlternate PLoS One
PublicationYear 2022
Publisher Public Library of Science
Public Library of Science (PLoS)
Publisher_xml – name: Public Library of Science
– name: Public Library of Science (PLoS)
References E Facelli (pone.0270020.ref087) 2018; 433
Y Ma (pone.0270020.ref090) 2020; 21
J. Callis (pone.0270020.ref078) 2014
EHG Adams (pone.0270020.ref085) 2018; 69
C Hamon (pone.0270020.ref088) 2013; 13
AC Allem (pone.0270020.ref003) 2002
JV Bredeson (pone.0270020.ref040) 2016; 34
CD Carmo (pone.0270020.ref050) 2015; 72
SA Vilas Boas (pone.0270020.ref010) 2016; 209
AJ Boari (pone.0270020.ref014) 2018; 102
N Chakraborty (pone.0270020.ref059) 2015; 6
Y Li (pone.0270020.ref063) 2013; 84
C Chen (pone.0270020.ref072) 2016; 171
K Shu (pone.0270020.ref079) 2017; 58
J Wang (pone.0270020.ref082) 2015; 15
L Chen (pone.0270020.ref077) 2013; 6
HW Chuang (pone.0270020.ref074) 2015; 241
TJ Onyeka (pone.0270020.ref007) 2005; 145
SA Vilas Boas (pone.0270020.ref013) 2017; 74
M Senthil (pone.0270020.ref046) 2013; 46
P. Vanraden (pone.0270020.ref039) 2008; 91
JC Soto Sedano (pone.0270020.ref051) 2017; 8
AC Brito (pone.0270020.ref023) 2017; 155
P Chiewchankaset (pone.0270020.ref047) 2019; 9
pone.0270020.ref048
B Pfister (pone.0270020.ref045) 2016; 73
J Zhu (pone.0270020.ref062) 2016; 4
pone.0270020.ref001
pone.0270020.ref002
NN Mulamba (pone.0270020.ref034) 1978; 7
CA Chilaka (pone.0270020.ref009) 2018; 84
CA Alvares (pone.0270020.ref026) 2013; 22
ABC Czermainsky (pone.0270020.ref030) 1999; 34
AL Garcia-Oliveira (pone.0270020.ref053) 2020; 15
CH Santiago (pone.0270020.ref029) 2018; 77
J Liu (pone.0270020.ref076) 2019; 70
JJ Doyle (pone.0270020.ref035) 1987; 19
DA St. Clair (pone.0270020.ref056) 2010; 48
R Bandyopadhyay (pone.0270020.ref019) 2006; 96
EA Masumba (pone.0270020.ref052) 2017; 130
D Kong (pone.0270020.ref073) 2015; 34
SAS Oliveira (pone.0270020.ref020) 2013; 48
V Duplan (pone.0270020.ref081) 2014; 5
DX Amora (pone.0270020.ref060) 2016; 3
JC Miller (pone.0270020.ref075) 2019
S. Cesari (pone.0270020.ref065) 2018; 219
MA Villanueva (pone.0270020.ref070) 2016; 7
CB Roy (pone.0270020.ref069) 2019; 17
D Bates (pone.0270020.ref032) 2015; 67
EJ Mccallum (pone.0270020.ref005) 2017; 38
pone.0270020.ref033
L Yin (pone.0270020.ref038) 2020
X Gao (pone.0270020.ref086) 2014; 9
EJ Oliveira (pone.0270020.ref091) 2017; 213
J Zhang (pone.0270020.ref067) 2015; 84
C Zhu (pone.0270020.ref054) 2008; 1
BJ Zhou (pone.0270020.ref083) 2017; 18
CG Afolabi (pone.0270020.ref006) 2011; 9
B Onana (pone.0270020.ref008) 2015; 9
MT Hamblin (pone.0270020.ref037) 2014; 54
A Ng (pone.0270020.ref043) 2011; 7
ML Pilet-Nayel (pone.0270020.ref057) 2017; 8
JM Silva (pone.0270020.ref022) 2017; 30
S Akrofi (pone.0270020.ref017) 2018; 52
L Wille (pone.0270020.ref058) 2019; 42
JJ Furniss (pone.0270020.ref084) 2018; 14
ACQ Brito (pone.0270020.ref016) 2020; 1557
CL Campbell (pone.0270020.ref031) 1990
W Msikita (pone.0270020.ref018) 2005; 89
SO Awoyemi (pone.0270020.ref021) 2016; 49
WMG Fukuda (pone.0270020.ref024) 2002; 2
SAS Oliveira (pone.0270020.ref012) 2016; 42
DV Silva (pone.0270020.ref028) 2012; 30
AR Machado (pone.0270020.ref011) 2014; 39
RW Summers (pone.0270020.ref025) 2013; 62
S Lu (pone.0270020.ref042) 2020; 48
R Shao (pone.0270020.ref064) 2018; 19
pone.0270020.ref027
I Serrano (pone.0270020.ref080) 2018; 9
A Marik (pone.0270020.ref061) 2016; 92
XL Huang (pone.0270020.ref068) 2013; 81
L Li (pone.0270020.ref066) 2016; 291
ACQ Brito (pone.0270020.ref015) 2019; 101
The Uniprot Consortium (pone.0270020.ref044) 2019; 47
RJ Elshire (pone.0270020.ref036) 2011; 6
MT Venturini (pone.0270020.ref004) 2015; 50
DM Goodstein (pone.0270020.ref041) 2012; 40
JKM Brown (pone.0270020.ref049) 2015; 53
AM Lima (pone.0270020.ref055) 2018; 104
BP Jain (pone.0270020.ref071) 2018; 37
A Desgroux (pone.0270020.ref089) 2018; 8
References_xml – volume: 155
  start-page: 1424
  issue: 9
  year: 2017
  ident: pone.0270020.ref023
  article-title: Genome-wide association study for resistance to cassava root rot
  publication-title: The Journal of Agricultural Science
  doi: 10.1017/S0021859617000612
  contributor:
    fullname: AC Brito
– volume: 69
  start-page: 4529
  issue: 19
  year: 2018
  ident: pone.0270020.ref085
  article-title: The ubiquitin–proteasome system as a transcriptional regulator of plant immunity
  publication-title: Journal of Experimental Botany
  doi: 10.1093/jxb/ery216
  contributor:
    fullname: EHG Adams
– volume: 9
  start-page: 2257
  issue: 46
  year: 2015
  ident: pone.0270020.ref008
  article-title: Natural occurrence of Fusarium species and fumonisins in stored cassava chips
  publication-title: African Journal of Microbiology Research
  doi: 10.5897/AJMR2015.7676
  contributor:
    fullname: B Onana
– volume: 15
  start-page: 49
  year: 2015
  ident: pone.0270020.ref082
  article-title: The E3 ligase OsPUB15 interacts with the receptor-like kinase PID2 and regulates plant cell death and innate immunity
  publication-title: BMC Plant Biology
  doi: 10.1186/s12870-015-0442-4
  contributor:
    fullname: J Wang
– volume: 5
  start-page: 42
  year: 2014
  ident: pone.0270020.ref081
  article-title: E3 ubiquitin-ligases and their target proteins during the regulation of plant innate immunity
  publication-title: Frontiers in Plant Science
  doi: 10.3389/fpls.2014.00042
  contributor:
    fullname: V Duplan
– volume: 209
  start-page: 237
  issue: 1
  year: 2016
  ident: pone.0270020.ref010
  article-title: Sources of resistance to cassava root rot caused by Fusarium spp.: a genotypic approach
  publication-title: Euphytica
  doi: 10.1007/s10681-016-1676-4
  contributor:
    fullname: SA Vilas Boas
– volume: 40
  start-page: 1178
  year: 2012
  ident: pone.0270020.ref041
  article-title: Phytozome: a comparative platform for green plant genomics
  publication-title: Nucleic Acids Research
  doi: 10.1093/nar/gkr944
  contributor:
    fullname: DM Goodstein
– volume: 48
  start-page: 247
  issue: 1
  year: 2010
  ident: pone.0270020.ref056
  article-title: Quantitative disease resistance and quantitative resistance loci in breeding
  publication-title: Annual Review of Phytopathology
  doi: 10.1146/annurev-phyto-080508-081904
  contributor:
    fullname: DA St. Clair
– volume: 81
  start-page: 26
  year: 2013
  ident: pone.0270020.ref068
  article-title: Genes involved in adult plant resistance to stripe rust in wheat cultivar Xingzi 9104
  publication-title: Physiological and Molecular Plant Pathology
  doi: 10.1016/j.pmpp.2012.10.004
  contributor:
    fullname: XL Huang
– volume: 17
  start-page: 2
  year: 2019
  ident: pone.0270020.ref069
  article-title: Transcriptome profiling reveals genetic basis of disease resistance against Corynespora cassiicola in rubber tree (Hevea brasiliensis)
  publication-title: Current Plant Biology
  doi: 10.1016/j.cpb.2019.02.002
  contributor:
    fullname: CB Roy
– volume: 46
  start-page: 1255
  issue: 11
  year: 2013
  ident: pone.0270020.ref046
  article-title: In vitro standardisation of resistance screening methods in cassava against tuber rot disease
  publication-title: Archives of Phytopathology and Plant Protection
  doi: 10.1080/03235408.2013.763618
  contributor:
    fullname: M Senthil
– volume: 62
  start-page: 115
  issue: S1
  year: 2013
  ident: pone.0270020.ref025
  article-title: Constraints on breeding for disease resistance in commercially competitive wheat cultivars
  publication-title: Plant Pathology
  doi: 10.1111/ppa.12165
  contributor:
    fullname: RW Summers
– volume-title: Introduction to plant disease epidemiology
  year: 1990
  ident: pone.0270020.ref031
  contributor:
    fullname: CL Campbell
– volume: 42
  start-page: 107
  issue: 1
  year: 2016
  ident: pone.0270020.ref012
  article-title: First report of Phytophthora melonis causing cassava wilt and root rot in Bahia State, Brazil
  publication-title: Summa Phytopathologica
  doi: 10.1590/0100-5405/2124
  contributor:
    fullname: SAS Oliveira
– volume: 42
  start-page: 2018
  issue: 1
  year: 2019
  ident: pone.0270020.ref058
  article-title: Insights to plant-microbe interactions provide opportunities to improve resistance breeding against root diseases in grain legumes
  publication-title: Plant, Cell & Environment
  doi: 10.1111/pce.13214
  contributor:
    fullname: L Wille
– volume: 9
  start-page: 2964
  year: 2019
  ident: pone.0270020.ref047
  article-title: Understanding carbon utilization routes between high and low starch-producing cultivars of cassava through Flux Balance Analysis
  publication-title: Scientific Reports
  doi: 10.1038/s41598-019-39920-w
  contributor:
    fullname: P Chiewchankaset
– volume: 219
  start-page: 17
  issue: 1
  year: 2018
  ident: pone.0270020.ref065
  article-title: Multiple strategies for pathogen perception by plant immune receptors
  publication-title: New Phytologist
  doi: 10.1111/nph.14877
  contributor:
    fullname: S. Cesari
– ident: pone.0270020.ref027
– year: 2020
  ident: pone.0270020.ref038
  article-title: rMVP; A memory-efficient, visualization-enhanced, and parallel-accelerated tool for genome-wide association study
  publication-title: bioRxiv
  contributor:
    fullname: L Yin
– volume: 34
  start-page: 395
  year: 2015
  ident: pone.0270020.ref073
  article-title: Identification of TaWD40D, a wheat WD40 repeat-containing protein that is associated with plant tolerance to abiotic stresses
  publication-title: Plant Cell Reports
  doi: 10.1007/s00299-014-1717-1
  contributor:
    fullname: D Kong
– volume: 9
  start-page: 50
  issue: 1
  year: 2011
  ident: pone.0270020.ref006
  article-title: Assessments of farmers’ field for root rot disease on improved cassava varieties released in Nigeria
  publication-title: African Journal of Root and Tuber Crops
  contributor:
    fullname: CG Afolabi
– volume: 74
  start-page: 60
  issue: 1
  year: 2017
  ident: pone.0270020.ref013
  article-title: Survey of fungi associated with cassava root rot from different producing regions in Brazil
  publication-title: Scientia Agricola
  doi: 10.1590/0103-9016-2015-0366
  contributor:
    fullname: SA Vilas Boas
– volume: 19
  start-page: 2819
  issue: 9
  year: 2018
  ident: pone.0270020.ref064
  article-title: Nitric oxide enhancing resistance to PEG-induced water deficiency is associated with the primary photosynthesis reaction in Triticum aestivum L
  publication-title: International Journal of Molecular Sciences
  doi: 10.3390/ijms19092819
  contributor:
    fullname: R Shao
– volume: 15
  start-page: e0236674
  issue: 8
  year: 2020
  ident: pone.0270020.ref053
  article-title: Genetic analysis and QTL mapping for multiple biotic stress resistance in cassava
  publication-title: PLoS ONE
  doi: 10.1371/journal.pone.0236674
  contributor:
    fullname: AL Garcia-Oliveira
– volume: 67
  start-page: 1
  issue: 1
  year: 2015
  ident: pone.0270020.ref032
  article-title: Fitting linear mixed-effects models using lme4
  publication-title: Journal of Statistical Software
  doi: 10.18637/jss.v067.i01
  contributor:
    fullname: D Bates
– volume: 8
  start-page: 1838
  year: 2017
  ident: pone.0270020.ref057
  article-title: Quantitative resistance to plant pathogens in pyramiding strategies for durable crop protection
  publication-title: Frontiers in Plant Science
  doi: 10.3389/fpls.2017.01838
  contributor:
    fullname: ML Pilet-Nayel
– volume: 4
  start-page: 344
  issue: 5
  year: 2016
  ident: pone.0270020.ref062
  article-title: QTL and candidate genes associated with common bacterial blight resistance in the common bean cultivar Longyundou 5 from China
  publication-title: Crop Journal
  doi: 10.1016/j.cj.2016.06.009
  contributor:
    fullname: J Zhu
– ident: pone.0270020.ref033
– volume: 70
  start-page: 255
  issue: 1
  year: 2019
  ident: pone.0270020.ref076
  article-title: Wheat WD40-repeat protein TaHOS15 functions in a histone deacetylase complex to fine-tune defense responses to Blumeria graminis f.sp. tritici
  publication-title: Journal of Experimental Botany
  doi: 10.1093/jxb/ery330
  contributor:
    fullname: J Liu
– volume: 72
  start-page: 520
  issue: 6
  year: 2015
  ident: pone.0270020.ref050
  article-title: Molecular-assisted selection for resistance to cassava mosaic disease in Manihot esculenta Crantz
  publication-title: Scientia Agricola
  doi: 10.1590/0103-9016-2014-0348
  contributor:
    fullname: CD Carmo
– volume: 21
  start-page: 2129
  issue: 6
  year: 2020
  ident: pone.0270020.ref090
  article-title: Dissecting the genetic architecture of Aphanomyces root rot resistance in lentil by QTL mapping and genome-wide association study
  publication-title: International Journal of Molecular Sciences
  doi: 10.3390/ijms21062129
  contributor:
    fullname: Y Ma
– volume: 1557
  start-page: 583
  issue: 2
  year: 2020
  ident: pone.0270020.ref016
  article-title: Diversity and pathogenicity of Botryosphaeriaceae species associated with black root rot and stem cutting dry rot in Manihot esculenta in Brazil
  publication-title: The European Journal of Plant Pathology
  doi: 10.1007/s10658-020-02024-7
  contributor:
    fullname: ACQ Brito
– volume: 48
  start-page: 265
  issue: D1
  year: 2020
  ident: pone.0270020.ref042
  article-title: CDD/SPARCLE; the conserved domain database in 2020
  publication-title: Nucleic Acids Research
  doi: 10.1093/nar/gkz991
  contributor:
    fullname: S Lu
– volume: 39
  start-page: 464
  issue: 6
  year: 2014
  ident: pone.0270020.ref011
  article-title: New occurrences of Botryosphaeriaceae causing black root rot of cassava in Brazil
  publication-title: Tropical Plant Pathology
  doi: 10.1590/S1982-56762014000600008
  contributor:
    fullname: AR Machado
– volume: 8
  start-page: 1169
  year: 2017
  ident: pone.0270020.ref051
  article-title: Major novel QTL for resistance to cassava bacterial blight identified through a multi-environmental analysis
  publication-title: Frontiers in Plant Science
  doi: 10.3389/fpls.2017.01169
  contributor:
    fullname: JC Soto Sedano
– volume: 6
  start-page: 1000
  year: 2015
  ident: pone.0270020.ref059
  article-title: G-protein signaling components GCR1 and GPA1 mediate responses to multiple abiotic stresses in Arabidopsis
  publication-title: Frontiers in Plant Science
  doi: 10.3389/fpls.2015.01000
  contributor:
    fullname: N Chakraborty
– volume: 6
  start-page: 1388
  issue: 5
  year: 2013
  ident: pone.0270020.ref077
  article-title: Plant E3 ligases: flexible enzymes in a sessile world
  publication-title: Molecular Plant
  doi: 10.1093/mp/sst005
  contributor:
    fullname: L Chen
– ident: pone.0270020.ref001
– volume: 104
  start-page: 23
  year: 2018
  ident: pone.0270020.ref055
  article-title: Expression profiles of defense genes in cassava storage roots upon exposure to Phytopythium sp. causal agent of soft root rot disease
  publication-title: Physiological and Molecular Plant Pathology
  doi: 10.1016/j.pmpp.2018.09.001
  contributor:
    fullname: AM Lima
– volume: 9
  start-page: e95031
  issue: 5
  year: 2014
  ident: pone.0270020.ref086
  article-title: Root interactions in a maize/soybean intercropping system control soybean soil-borne disease, Red crown Rot
  publication-title: PLoS ONE
  doi: 10.1371/journal.pone.0095031
  contributor:
    fullname: X Gao
– volume: 34
  start-page: 1545
  issue: 9
  year: 1999
  ident: pone.0270020.ref030
  article-title: Generalização de um índice de intensidade de infecção em experimentos de avaliação de doenças em plantas
  publication-title: Pesquisa Agropecuária Brasileira
  doi: 10.1590/S0100-204X1999000900004
  contributor:
    fullname: ABC Czermainsky
– volume: 241
  start-page: 23
  year: 2015
  ident: pone.0270020.ref074
  article-title: An Arabidopsis WDR protein coordinates cellular networks involved in light; stress response and hormone signals
  publication-title: Plant Science
  doi: 10.1016/j.plantsci.2015.09.024
  contributor:
    fullname: HW Chuang
– year: 2019
  ident: pone.0270020.ref075
  article-title: Discovery of novel defense regulated WD40-repeat proteins DRW1/2 and their roles in plant immunity
  publication-title: BioRxiv
  contributor:
    fullname: JC Miller
– volume: 433
  start-page: 101
  year: 2018
  ident: pone.0270020.ref087
  article-title: A soil-borne generalist pathogen regulates complex plant interactions
  publication-title: Plant Soil
  doi: 10.1007/s11104-018-3828-x
  contributor:
    fullname: E Facelli
– volume: 2
  start-page: 617
  issue: 4
  year: 2002
  ident: pone.0270020.ref024
  article-title: Cassava breeding
  publication-title: Crop Breeding and Applied Biotechnology
  doi: 10.12702/1984-7033.v02n04a18
  contributor:
    fullname: WMG Fukuda
– volume: 6
  start-page: e19379
  issue: 5
  year: 2011
  ident: pone.0270020.ref036
  article-title: A robust, simple genotyping-by-sequencing (GBS) approach for high diversity species
  publication-title: PLoS ONE
  doi: 10.1371/journal.pone.0019379
  contributor:
    fullname: RJ Elshire
– start-page: 1
  volume-title: Cassava: biology, production and utilization
  year: 2002
  ident: pone.0270020.ref003
  contributor:
    fullname: AC Allem
– volume: 48
  start-page: 1414
  issue: 10
  year: 2013
  ident: pone.0270020.ref020
  article-title: Resistance to Fusarium dry root rot disease in cassava accessions
  publication-title: Pesquisa Agropecuária Brasileira
  doi: 10.1590/S0100-204X2013001000014
  contributor:
    fullname: SAS Oliveira
– volume: 291
  start-page: 1095
  issue: 3
  year: 2016
  ident: pone.0270020.ref066
  article-title: Loci and candidate gene identification for resistance to Phytophthora sojae via association analysis in soybean [Glycine max (L.) Merr.]
  publication-title: Molecular Genetics & Genomic
  doi: 10.1007/s00438-015-1164-x
  contributor:
    fullname: L Li
– volume: 37
  start-page: 391
  issue: 5
  year: 2018
  ident: pone.0270020.ref071
  article-title: WD40 Repeat Proteins: signaling scaffold with diverse functions
  publication-title: Protein Journal
  doi: 10.1007/s10930-018-9785-7
  contributor:
    fullname: BP Jain
– volume: 30
  start-page: 901
  issue: 4
  year: 2012
  ident: pone.0270020.ref028
  article-title: Manejo de plantas daninhas na cultura da mandioca
  publication-title: Planta Daninha
  doi: 10.1590/S0100-83582012000400025
  contributor:
    fullname: DV Silva
– volume: 9
  start-page: 139
  year: 2018
  ident: pone.0270020.ref080
  article-title: Roles of E3 ubiquitin-ligases in nuclear protein homeostasis during plant stress responses
  publication-title: Frontiers in Plant Science
  doi: 10.3389/fpls.2018.00139
  contributor:
    fullname: I Serrano
– volume: 8
  start-page: 2195
  year: 2018
  ident: pone.0270020.ref089
  article-title: Comparative genome-wide-association mapping identifies common loci controlling root system architecture and resistance to Aphanomyces euteiches in pea
  publication-title: Frontiers in Plant Science
  doi: 10.3389/fpls.2017.02195
  contributor:
    fullname: A Desgroux
– volume: 3
  start-page: 92
  issue: 11
  year: 2016
  ident: pone.0270020.ref060
  article-title: Prediction of G protein coupled receptors from plant genomes
  publication-title: International Journal of Current Research in Biosciences and Plant Biology
  doi: 10.20546/ijcrbp.2016.311.014
  contributor:
    fullname: DX Amora
– volume: 47
  start-page: 506
  issue: D1
  year: 2019
  ident: pone.0270020.ref044
  article-title: UniProt: a worldwide hub of protein knowledge
  publication-title: Nucleic Acids Research
  doi: 10.1093/nar/gky1049
  contributor:
    fullname: The Uniprot Consortium
– volume: 1
  start-page: 5
  year: 2008
  ident: pone.0270020.ref054
  article-title: Status and prospects of association mapping in plants
  publication-title: Plant Genome
  contributor:
    fullname: C Zhu
– volume: 102
  start-page: 1042
  issue: 5
  year: 2018
  ident: pone.0270020.ref014
  article-title: First report of Phytopythium sp. causing storage root rot and foliage blight of cassava in Brazil
  publication-title: Plant Disease
  doi: 10.1094/PDIS-09-17-1449-PDN
  contributor:
    fullname: AJ Boari
– volume: 101
  start-page: 1245
  year: 2019
  ident: pone.0270020.ref015
  article-title: First report of Macrophomina pseudophaseolina causing stem dry rot in cassava in Brazil
  publication-title: Journal of Plant Pathology
  doi: 10.1007/s42161-019-00309-3
  contributor:
    fullname: ACQ Brito
– volume: 84
  start-page: 1
  issue: 6
  year: 2015
  ident: pone.0270020.ref067
  article-title: Genome-wide association and epistasis studies unravel the genetic architecture of sudden death syndrome resistance in soybean
  publication-title: Plant Journal
  doi: 10.1111/tpj.13069
  contributor:
    fullname: J Zhang
– volume: 7
  start-page: 1157
  year: 2016
  ident: pone.0270020.ref070
  article-title: Editorial: signaling through WD-repeat proteins in plants
  publication-title: Frontiers in Plant Science
  doi: 10.3389/fpls.2016.01157
  contributor:
    fullname: MA Villanueva
– volume: 91
  start-page: 4414
  issue: 11
  year: 2008
  ident: pone.0270020.ref039
  article-title: Efficient methods to compute genomic predictions
  publication-title: Journal of Dairy Science
  doi: 10.3168/jds.2007-0980
  contributor:
    fullname: P. Vanraden
– volume: 73
  start-page: 2781
  issue: 14
  year: 2016
  ident: pone.0270020.ref045
  article-title: Formation of starch in plant cells
  publication-title: Cellular and Molecular Life Sciences
  doi: 10.1007/s00018-016-2250-x
  contributor:
    fullname: B Pfister
– volume-title: The Arabidopsis Book
  year: 2014
  ident: pone.0270020.ref078
  contributor:
    fullname: J. Callis
– volume: 53
  start-page: 513
  issue: 1
  year: 2015
  ident: pone.0270020.ref049
  article-title: Durable resistance of crops to disease; a Darwinian perspective
  publication-title: Annual Review of Phytopathology
  doi: 10.1146/annurev-phyto-102313-045914
  contributor:
    fullname: JKM Brown
– ident: pone.0270020.ref048
– ident: pone.0270020.ref002
– volume: 89
  start-page: 12
  year: 2005
  ident: pone.0270020.ref018
  article-title: Prevalence and severity of Nattrassia mangiferae root and stem rot pathogen of cassava in Bénin
  publication-title: Plant Disease
  doi: 10.1094/PD-89-0012
  contributor:
    fullname: W Msikita
– volume: 130
  start-page: 2069
  issue: 10
  year: 2017
  ident: pone.0270020.ref052
  article-title: QTL associated with resistance to cassava brown streak and cassava mosaic diseases in a bi-parental cross of two Tanzanian farmer varieties, Namikonga and Albert
  publication-title: Theoreical and Applied Genetics
  doi: 10.1007/s00122-017-2943-z
  contributor:
    fullname: EA Masumba
– volume: 58
  start-page: 1461
  issue: 9
  year: 2017
  ident: pone.0270020.ref079
  article-title: E3 Ubiquitin ligases: ubiquitous actors in plant development and abiotic stress responses
  publication-title: Plant and Cell Physiology
  doi: 10.1093/pcp/pcx071
  contributor:
    fullname: K Shu
– volume: 171
  start-page: 1156
  issue: 2
  year: 2016
  ident: pone.0270020.ref072
  article-title: The WD-repeat protein CSTTG1 regulates fruit wart formation through interaction with the homeodomain-leucine zipper I protein mict
  publication-title: Plant Physiology
  contributor:
    fullname: C Chen
– volume: 52
  start-page: 33
  year: 2018
  ident: pone.0270020.ref017
  article-title: Farmers’ knowledge and perception of the dry cassava root rot disease in Brong Ahafo region of Ghana
  publication-title: Ghana Journal of Agricultural Science
  contributor:
    fullname: S Akrofi
– volume: 13
  start-page: 45
  year: 2013
  ident: pone.0270020.ref088
  article-title: QTL meta-analysis provides a comprehensive view of loci controlling partial resistance to Aphanomyces euteiches in four sources of resistance in pea
  publication-title: BMC Plant Biology
  doi: 10.1186/1471-2229-13-45
  contributor:
    fullname: C Hamon
– volume: 77
  start-page: 440
  issue: 3
  year: 2018
  ident: pone.0270020.ref029
  article-title: Methodologies for selecting cassava with resistance to dry and black root rot under controlled conditions
  publication-title: Bragantia
  doi: 10.1590/1678-4499.2017298
  contributor:
    fullname: CH Santiago
– volume: 19
  start-page: 11
  issue: 1
  year: 1987
  ident: pone.0270020.ref035
  article-title: A rapid DNA isolation procedure for small quantities of fresh leaf tissue
  publication-title: Phytochemical Bulletin
  contributor:
    fullname: JJ Doyle
– volume: 7
  start-page: 1082
  issue: 9
  year: 2011
  ident: pone.0270020.ref043
  article-title: Leucine-rich repeat (LRR) proteins: integrators of pattern recognition and signalling in immunity
  publication-title: Autophagy
  doi: 10.4161/auto.7.9.16464
  contributor:
    fullname: A Ng
– volume: 213
  start-page: 185
  issue: 8
  year: 2017
  ident: pone.0270020.ref091
  article-title: Selection of cassava accessions with multiple resistance to pathogens associated with root rot disease
  publication-title: Euphytica
  doi: 10.1007/s10681-017-1973-6
  contributor:
    fullname: EJ Oliveira
– volume: 49
  start-page: 386
  issue: 15–16
  year: 2016
  ident: pone.0270020.ref021
  article-title: Performances of improved cassava (Manihot esculenta Crantz) cultivars against root rot disease and yield in cassava-maize intercropping systems under natural infection
  publication-title: Archives of Phytopathology and Plant Protection
  doi: 10.1080/03235408.2016.1221561
  contributor:
    fullname: SO Awoyemi
– volume: 96
  start-page: 673
  year: 2006
  ident: pone.0270020.ref019
  article-title: Fusarium species from the cassava root rot complex in West Africa
  publication-title: Phytopathology
  doi: 10.1094/PHYTO-96-0673
  contributor:
    fullname: R Bandyopadhyay
– volume: 30
  start-page: 708
  issue: 3
  year: 2017
  ident: pone.0270020.ref022
  article-title: Fames and microbial activities involved in the suppression of cassava root rot by organic matter
  publication-title: Revista Caatinga
  doi: 10.1590/1983-21252017v30n319rc
  contributor:
    fullname: JM Silva
– volume: 18
  start-page: 1313
  issue: 9
  year: 2017
  ident: pone.0270020.ref083
  article-title: Conventional and unconventional ubiquitination in plant immunity
  publication-title: Molecular Plant Pathology
  doi: 10.1111/mpp.12521
  contributor:
    fullname: BJ Zhou
– volume: 7
  start-page: 40
  issue: 1
  year: 1978
  ident: pone.0270020.ref034
  article-title: Improvement of yield potential of the Eto Blanco maize (Zea mays L.) population by breeding for plant traits
  publication-title: Egyptian Journal of Genetics and Cytology
  contributor:
    fullname: NN Mulamba
– volume: 84
  start-page: 1
  year: 2013
  ident: pone.0270020.ref063
  article-title: CDNA-AFLP analysis revealed genes potentially implicated in Catharanthus roseus flowers during wheat blue dwarf phytoplasma infection
  publication-title: Physiological and Molecular Plant Pathology
  doi: 10.1016/j.pmpp.2013.06.003
  contributor:
    fullname: Y Li
– volume: 54
  start-page: 1
  issue: 6
  year: 2014
  ident: pone.0270020.ref037
  article-title: The effects of restriction-enzyme choice on properties of genotyping-by-sequencing libraries: A study in cassava (Manihot esculenta)
  publication-title: Crop Science
  doi: 10.2135/cropsci2014.02.0160
  contributor:
    fullname: MT Hamblin
– volume: 50
  start-page: 562
  issue: 7
  year: 2015
  ident: pone.0270020.ref004
  article-title: Procedures for evaluating the tolerance of cassava genotypes to postharvest physiological deterioration
  publication-title: Pesquisa Agropecuária Brasileira
  doi: 10.1590/S0100-204X2015000700006
  contributor:
    fullname: MT Venturini
– volume: 34
  start-page: 562
  year: 2016
  ident: pone.0270020.ref040
  article-title: Sequencing wild and cultivated cassava and related species reveals extensive interspecific hybridization and genetic diversity
  publication-title: Nature biotechnology
  doi: 10.1038/nbt.3535
  contributor:
    fullname: JV Bredeson
– volume: 38
  start-page: 50
  year: 2017
  ident: pone.0270020.ref005
  article-title: Tackling agriculturally relevant diseases in the staple crop cassava (Manihot esculenta)
  publication-title: Current Opinion in Plant Biology
  doi: 10.1016/j.pbi.2017.04.008
  contributor:
    fullname: EJ Mccallum
– volume: 84
  start-page: 226
  year: 2018
  ident: pone.0270020.ref009
  article-title: Prevalence of Fusarium mycotoxins in cassava and yam products from some selected Nigerian markets
  publication-title: Food Control
  doi: 10.1016/j.foodcont.2017.08.005
  contributor:
    fullname: CA Chilaka
– volume: 22
  start-page: 711
  issue: 6
  year: 2013
  ident: pone.0270020.ref026
  article-title: Köppen’s climate classification map for Brazil
  publication-title: Meteorologische Zeitschrift
  doi: 10.1127/0941-2948/2013/0507
  contributor:
    fullname: CA Alvares
– volume: 14
  start-page: e1007447
  issue: 11
  year: 2018
  ident: pone.0270020.ref084
  article-title: Proteasome-associated HECT-type ubiquitin ligase activity is required for plant immunity
  publication-title: PLoS Pathogens
  doi: 10.1371/journal.ppat.1007447
  contributor:
    fullname: JJ Furniss
– volume: 145
  start-page: 281
  year: 2005
  ident: pone.0270020.ref007
  article-title: Identification of levels of resistance to cassava root rot disease (Botryodiplodia theobromae) in African landraces and improved germplasm using in vitro inoculation method
  publication-title: Euphytica
  doi: 10.1007/s10681-005-1646-8
  contributor:
    fullname: TJ Onyeka
– volume: 92
  start-page: 519
  issue: 4–5
  year: 2016
  ident: pone.0270020.ref061
  article-title: Split-ubiquitin yeast two-hybrid interaction reveals a novel interaction between a natural resistance associated macrophage protein and a membrane bound thioredoxin in Brassica juncea
  publication-title: Plant Molecular Biology
  doi: 10.1007/s11103-016-0528-x
  contributor:
    fullname: A Marik
SSID ssj0053866
Score 2.477944
Snippet Cassava root rot disease is caused by a complex of soil-borne pathogens and has high economic impacts because it directly affects the tuberous roots, which are...
SourceID plos
doaj
pubmedcentral
proquest
gale
crossref
pubmed
SourceType Open Website
Open Access Repository
Aggregation Database
Index Database
StartPage e0270020
SubjectTerms Agricultural research
Association analysis
Biology and Life Sciences
Cassava
Coastal plains
Control
Crop diseases
Disease resistance
Diseases and pests
Economic impact
Fungal diseases of plants
Genetic aspects
Genome-wide association studies
Genomes
Genomic analysis
Genotype
Genotypes
Nucleotides
Pathogens
Plant immunology
Potassium
Root rot
Single-nucleotide polymorphism
Soils
SummonAdditionalLinks – databaseName: DOAJ Directory of Open Access Journals
  dbid: DOA
  link: http://sdu.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1Lb9QwELZgT1wQ5dVAAYOQgEPaxEn8OBZoVS4gUUDcLMexoRIkqyYLf58Z2xsaVAkOXFaRPY6y87Bn5JlvCHnaehgu8U6dNzavhfd5y7zKuWyV4bawLmT5npyKt5_l6yOEyZlbfWFOWIQHjow7YLWp4JRyqoNYxIvaNEXFrLeNK0rrRAx8Cr4NpuIeDFbMeSqUq0R5kOSyvx56t1_gXSv2975wEAW8_nlXXq2_DeNlLuefmZMXjqLjG-R68iHpYfz2HXLF9TfJTrLSkT5PUNIvbpFzeBy-u_znWeeo-S0JGlBlqek7OoZGODgG7isNCW0UQnB0K-FtdBqohYXmh6HgY0_wM9F0qROWryNiLOyZFLtNTONt8vH46MOrkzx1WcgtV2zKu8JYW_pKtoZLy8HmhSwqOLN4YX2javBAQp0lPEnZgr_lS9M6YTqHyKZGVHfIqge-7hLqLcJ_waqas9p5L5vadkbUEgtwreAZybcs1-sIpqHDjZqAICTyTqOIdBJRRl6iXGZahMIOA6AgOimI_puCZOQRSlXHutLZoPWhgN2NKa6qjDwJFAiH0WO-zRezGUf95t2nfyA6fb8gepaI_ABMtybVOMB_QpitBeXeghKM2i6md1EHt1wZNcNKHq5EqWDlVi8vn348T-NLMYeud8MGaYRoBLi8LCN3oxrPnK0aUYCrLzMiFgq-YP1ypj_7GtDIFQMXtRH3_oes7pNrDMtLsDcU3yOr6XzjHpCrY7d5GOz7F3puVSM
  priority: 102
  providerName: Directory of Open Access Journals
Title Genome-wide association study and selection for field resistance to cassava root rot disease and productive traits
URI https://www.ncbi.nlm.nih.gov/pubmed/35709238
https://www.proquest.com/docview/2686269719
https://search.proquest.com/docview/2677572502
https://pubmed.ncbi.nlm.nih.gov/PMC9202857
https://doaj.org/article/24a3820e9d184f74a5032cfc5e01ce71
http://dx.doi.org/10.1371/journal.pone.0270020
Volume 17
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://sdu.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1Lb9QwELbYPXFBtDwaaItBSMAhu3nazrGUVuXAQxQQN8tx7LJSN4k2Wfj7zDjOQlAPiEsU2eNkM-OxZ9Yz3xDyvLTQHOOZOst1mHFrwzKxRchEWSimI21clO_FJX__Tbw5Q5icfMyFcUH7ulwt6uv1ol59d7GV7Vovxzix5cd3pwV47AI8-RmZgW04uujD8gsKzJjPkUt5vPQiWbRNbRYRHrMmWP0tzXkEto2YbEcOtX-3Ns_b66a7yfD8O37yjw3p_C654y1JejL84j1yy9T7ZM_rakdfekDpV_fIBm6btQl_ripD1W95UIctS1Vd0c6Vw8E2MGKpC2uj4IijcQlPo31DNQxUPxQFS7uHS0_90Y4b3g64sbByUqw50Xf3yZfzs8-nF6GvtRBqViR9WEVK69imolRMaAaaz0WUws7FIm3zIgM7xGVbwp0QJVhdNlal4aoyiG-qePqAzGtg8QGhViMIGIzKWJIZa0We6UrxTGAaruYsIOHIctkOkBrSnatxcEUG3kmUlvTSCshrlMuOFgGxXUOzuZJ-WsgkUym8wBQVuKyWZyqP0kRbnZso1obHAXmCUpVDdulOreUJhzUuKViRBuSZo0BQjBqjbq7Utuvk2w9f_4Ho8tOE6IUnsg0wXSuf6QDfhGBbE8rDCSWotp50H-AcHLnSyQTzeVjB4wJGjvPy5u6nu258KEbS1abZIg3nOQfDNwnIw2Ea7zg7KkVA-GSCT1g_7QEVdZjkXiUf_ffIx-R2gpklWBaKHZJ5v9maIzLrqu2x-5_k2Gn5L-gQVvs
link.rule.ids 230,315,729,782,786,866,887,2106,27933,27934,53800,53802
linkProvider National Library of Medicine
linkToHtml http://sdu.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3db9MwELdYeYAXxvha2GAGIQEPafNpO49jbOrENhAbaG-R49ij0ppUTQr_PneOUwjaA9pLFfnOqXJnn-_ku98R8qYwMBzinTpLlZ9wY_wiMpnPRJFJpgKlbZbv9JyfXYqPhwiTk_a1MDZpXxWzcXU9H1ezHza3cjFXkz5PbPLl9CCDiF1AJL9B7sJ-DYI-SO8MMAwx5qrkYh5OnFLGi7rS4wAvWiPs_xanPADvRgwOJIvbv7bOo8V13dzkev6bQfnXkXS0ecuPeUgeOB-U7nfkLXJHV4_IltvlDX3noKjfPyZLeKzn2v81KzWVfzRJLSotlVVJG9tIB8fA_aU2IY5CCI9uKbyNtjVVMFH-lBR89BZ-Wuouhez0RYc4CzaXYreKtnlCvh0dXhxMfdelwVcsi1q_DKRSoYlFIZlQDGwGF0EMZx4LlEmzBDwYW6cJT0IU4K-ZUBaay1IjMqrk8VMyqkA124QahfBhMCthUaKNEWmiSskTgQW8ijOP-L2q8kUHxpHbGzkOQUwnuxy1nDste-QD6nPNi1DadqBeXuVOB3mUyBj-QGclBLuGJzIN4kgZleogVJqHHtnD1ZB3dalrg5Dvc7COUcay2COvLQfCaVSYr3MlV02TH3_-_h9M518HTG8dk6lB6Eq6Ggn4JoTpGnDuDjjBKKgBeRvXbi-VJo-wEohlPMxgZr-ebya_WpPxpZiDV-l6hTycpxxc5sgjz7rlv5Zsv5k8wgcbYyD6IQX2g0Uzd-v_-a1n7pF704vTk_zk-OzTDrkfYX0KNpdiu2TULlf6BdloytVLayN-A2lIa48
linkToPdf http://sdu.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV3db9QwDI_YISFegPG1wmABIQEPvetnkj6ObadNwJgYIN6qNE3GSbu2uvbg38dO04OiPSB4OVWJ01Pt2LEV-2dCXhQGhkO8U2ep8hNujF9EJvOZKDLJVKC0zfI9PuenX8XhEcLkbFp92aR9VSym1eVyWi2-2dzKZqlmQ57Y7Oz9QQYRu4BIvinNbItcB50NoiFQ740wDDHmKuViHs6cYKZNXelpgJetEfaAi1MegIcjRoeSxe7fWOhJc1m3V7mff2ZR_nYszW__xwfdIbecL0r3e5Jtck1Xd8m20_aWvnKQ1K_vkRU81kvt_1iUmspfEqUWnZbKqqStbaiDY-AGU5sYRyGUR_cU3ka7mipYKL9LCr56Bz8ddZdDdnnTI8-C7aXYtaJr75PP86NPB8e-69bgK5ZFnV8GUqnQxKKQTCgGtoOLIIazjwXKpFkCnoyt14QnIQrw20woC81lqREhVfL4AZlUIJ4dQo1CGDFYlbAo0caINFGl5InAQl7FmUf8QVx504Ny5PZmjkMw0_MuR0nnTtIeeYMy3dAipLYdqFcXuZNDHiUyhj_QWQlBr-GJTIM4UkalOgiV5qFH9nBH5H196sYw5PscrGSUsSz2yHNLgbAaFebtXMh12-YnH778BdH5xxHRS0dkamC6kq5WAr4J4bpGlLsjSjAOajS9g_t34EqbR1gRxDIeZrBy2NNXTz_bTONLMRev0vUaaThPObjOkUce9iqw4eygUB7hI-UYsX48AzphUc2dDjz655V75MbZ4Tx_d3L69jG5GWGZCvaYYrtk0q3W-gnZasv1U2smfgKwiG4P
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Genome-wide+association+study+and+selection+for+field+resistance+to+cassava+root+rot+disease+and+productive+traits&rft.jtitle=PloS+one&rft.au=Camila+Santiago+Hohenfeld&rft.au=Adriana+Rodrigues+Passos&rft.au=H%C3%A9lio+Wilson+Lemos+de+Carvalho&rft.au=Saulo+Alves+Santos+de+Oliveira&rft.date=2022-06-16&rft.pub=Public+Library+of+Science&rft.eissn=1932-6203&rft.volume=17&rft.issue=6&rft.spage=e0270020&rft_id=info:doi/10.1371%2Fjournal.pone.0270020&rft.externalDBID=HAS_PDF_LINK
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1932-6203&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1932-6203&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1932-6203&client=summon