Association mapping for total phenols, total flavonoids and antioxidant activity in a Mesoamerican bean diversity panel
Beans are highly important for food and nutritional security in several South America, Asia, and Africa countries. Exploiting this crop’s genetic diversity is essential for breeding programs’ success. The objective of this study was to identify genomic regions associated with total phenolic content...
Saved in:
Published in | Frontiers in agronomy Vol. 7 |
---|---|
Main Authors | , , , , , , |
Format | Journal Article |
Language | English |
Published |
Frontiers Media S.A
28.04.2025
|
Subjects | |
Online Access | Get full text |
Cover
Loading…
Abstract | Beans are highly important for food and nutritional security in several South America, Asia, and Africa countries. Exploiting this crop’s genetic diversity is essential for breeding programs’ success. The objective of this study was to identify genomic regions associated with total phenolic content (TPC), total flavonoid content (FLA), and antioxidant activity (DPPH) in common bean grains in a Mesoamerican bean diversity panel. Phenotypic data were collected from two locations (Research Stations of the Paraná Rural Development Institute IAPAR-EMATER – IDR-Paraná) in the municipalities of Londrina and Guarapuava, Paraná, Brazil, and were subjected to variance analysis, heritability estimation, as well as histogram, density distribution, and boxplot analyses to assess genetic progress for black and carioca cultivars. For the genotypic data, four multi-locus genome-wide association studies (GWAS) were conducted to detect significant QTNs for the target traits. All analyses were performed using the R software. Analysis of variance showed a significant effect of genotype and genotype × environment interaction (p<0.01) for all traits, while no significant effect was observed for the environment. Heritability ranged from 93.1% to 99.8%, indicating low influence of environmental variation. Significant correlations (p<0.01) were observed among the traits evaluated. After filtering the SNPs obtained via GBS, 25,011 high-quality SNPs were identified for the GWAS study. After removing SNPs with high linkage disequilibrium, 707 SNPs were retained for population structure analysis. In total, 147 unique QTNs were significant for the three biochemical traits studied (TPC, FLA, and DPPH), of which 41 were detected at least twice by one of the seven multi-locus methods used or in different environments analyzed (Londrina, Guarapuava, and LSmeans). Candidate genes linked to the biosynthesis of phenolic compounds and antioxidant activity were also identified, highlighting the genetic complexity of these traits. |
---|---|
AbstractList | Beans are highly important for food and nutritional security in several South America, Asia, and Africa countries. Exploiting this crop’s genetic diversity is essential for breeding programs’ success. The objective of this study was to identify genomic regions associated with total phenolic content (TPC), total flavonoid content (FLA), and antioxidant activity (DPPH) in common bean grains in a Mesoamerican bean diversity panel. Phenotypic data were collected from two locations (Research Stations of the Paraná Rural Development Institute IAPAR-EMATER – IDR-Paraná) in the municipalities of Londrina and Guarapuava, Paraná, Brazil, and were subjected to variance analysis, heritability estimation, as well as histogram, density distribution, and boxplot analyses to assess genetic progress for black and carioca cultivars. For the genotypic data, four multi-locus genome-wide association studies (GWAS) were conducted to detect significant QTNs for the target traits. All analyses were performed using the R software. Analysis of variance showed a significant effect of genotype and genotype × environment interaction (p<0.01) for all traits, while no significant effect was observed for the environment. Heritability ranged from 93.1% to 99.8%, indicating low influence of environmental variation. Significant correlations (p<0.01) were observed among the traits evaluated. After filtering the SNPs obtained via GBS, 25,011 high-quality SNPs were identified for the GWAS study. After removing SNPs with high linkage disequilibrium, 707 SNPs were retained for population structure analysis. In total, 147 unique QTNs were significant for the three biochemical traits studied (TPC, FLA, and DPPH), of which 41 were detected at least twice by one of the seven multi-locus methods used or in different environments analyzed (Londrina, Guarapuava, and LSmeans). Candidate genes linked to the biosynthesis of phenolic compounds and antioxidant activity were also identified, highlighting the genetic complexity of these traits. |
Author | Nogueira, Alison Fernando Moda-Cirino, Vânia Gepts, Paul Gonçalves, Leandro Simões Azeredo Fagundes, Daniel Fernando Viana dos Santos Neto, José Delfini, Jessica |
Author_xml | – sequence: 1 givenname: Alison Fernando surname: Nogueira fullname: Nogueira, Alison Fernando – sequence: 2 givenname: Vânia surname: Moda-Cirino fullname: Moda-Cirino, Vânia – sequence: 3 givenname: José surname: dos Santos Neto fullname: dos Santos Neto, José – sequence: 4 givenname: Jessica surname: Delfini fullname: Delfini, Jessica – sequence: 5 givenname: Daniel Fernando Viana surname: Fagundes fullname: Fagundes, Daniel Fernando Viana – sequence: 6 givenname: Paul surname: Gepts fullname: Gepts, Paul – sequence: 7 givenname: Leandro Simões Azeredo surname: Gonçalves fullname: Gonçalves, Leandro Simões Azeredo |
BookMark | eNpNkdtO5DAMhiPEShyWF9irPAAzJHHatJcIcZJA3OxeR27izAZ1kiqpBnh7OjBa7YX925b9SdZ_xo5TTsTYLynWAF1_FXBT8loJ1axlA6Yz8oidqtbACpTsjv-rT9hFra9CLKtSKaFP2dt1rdlFnGNOfIvTFNOGh1z4nGcc-fSXUh7r5aENI-5yytFXjskvsZy9R78oRzfHXZw_eEwc-TPVjFsq0WHiAy3Jxx2Vul-YMNH4k_0IOFa6OOg5-3N3-_vmYfX0cv94c_20ciDFvAqiN63UahjQ-NBBAyA754IGGoCaFkU_9MYJ17hgoBdtQ8FgCIKWl6UmOGeP31yf8dVOJW6xfNiM0X4NctlYLHN0I1mth5YgyHZQSpMJCK3W0EtFvmk77xeW-ma5kmstFP7xpLB7J-yXE3bvhD04AZ_exYFG |
Cites_doi | 10.1094/CCHEM-03-16-0061-R 10.1007/s12042-020-09261-4 10.1016/j.ajhg.2018.07.015 10.3389/fpls.2018.01945 10.1016/j.scienta.2021.110561 10.1101/341784 10.1590/1413-7054202044000320 10.1002/jsfa.2740100110 10.1016/j.foodres.2020.109713 10.1111/jfbc.13394 10.1007/s11032-016-0512-9 10.1016/j.tifs.2020.01.011 10.1007/s10681-023-03287-x 10.1111/j.1365-2621.1995.tb09806.x 10.1007/978-3-319-63526-2_1 10.1038/ng.3008 10.1186/s12870-023-04177-z 10.18637/jss.v025.i01 10.1007/978-3-319-24277-4_12 10.3389/fpls.2020.00009 10.1007/s13197-021-05157-7 10.3390/foods10040864 10.3389/fpls.2018.01690 10.1016/j.pathophys.2015.02.001 10.3390/nu11102509 10.1016/S0023-6438(95)80008-5 10.1021/jf5033312 10.1016/j.foodchem.2006.08.021 10.1371/journal.pone.0249858 10.1007/s00122-021-03859-2 10.1093/bib/bbw145 10.1021/jf400774y 10.1038/s41598-021-82437-4 10.1002/fes3.406 10.3389/fpls.2018.00561 10.1007/s10681-020-02659-x 10.3390/agronomy13061449 10.3390/plants13060817 |
ContentType | Journal Article |
DBID | AAYXX CITATION DOA |
DOI | 10.3389/fagro.2025.1537871 |
DatabaseName | CrossRef DOAJ Directory of Open Access Journals |
DatabaseTitle | CrossRef |
DatabaseTitleList | CrossRef |
Database_xml | – sequence: 1 dbid: DOA name: DOAJ Directory of Open Access Journals url: https://www.doaj.org/ sourceTypes: Open Website |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Agriculture |
EISSN | 2673-3218 |
ExternalDocumentID | oai_doaj_org_article_44b6e3f16b224e7fa36443912ed568dd 10_3389_fagro_2025_1537871 |
GroupedDBID | 9T4 AAFWJ AAHBH AAYXX ACXDI AFPKN ALMA_UNASSIGNED_HOLDINGS CITATION GROUPED_DOAJ M~E OK1 |
ID | FETCH-LOGICAL-c310t-f0976142bba7df8353318ccf43eb3e56a09b97c0c5cf739065ef7aff0e67314e3 |
IEDL.DBID | DOA |
ISSN | 2673-3218 |
IngestDate | Wed Aug 27 01:28:44 EDT 2025 Sun Jul 06 05:07:00 EDT 2025 |
IsDoiOpenAccess | true |
IsOpenAccess | true |
IsPeerReviewed | true |
IsScholarly | true |
Language | English |
LinkModel | DirectLink |
MergedId | FETCHMERGED-LOGICAL-c310t-f0976142bba7df8353318ccf43eb3e56a09b97c0c5cf739065ef7aff0e67314e3 |
OpenAccessLink | https://doaj.org/article/44b6e3f16b224e7fa36443912ed568dd |
ParticipantIDs | doaj_primary_oai_doaj_org_article_44b6e3f16b224e7fa36443912ed568dd crossref_primary_10_3389_fagro_2025_1537871 |
PublicationCentury | 2000 |
PublicationDate | 2025-04-28 |
PublicationDateYYYYMMDD | 2025-04-28 |
PublicationDate_xml | – month: 04 year: 2025 text: 2025-04-28 day: 28 |
PublicationDecade | 2020 |
PublicationTitle | Frontiers in agronomy |
PublicationYear | 2025 |
Publisher | Frontiers Media S.A |
Publisher_xml | – name: Frontiers Media S.A |
References | Sharma (B39) 2020; 216 Huertas (B18) 2023; 12 Delfini (B10) 2021; 134 Ma (B25) 2018; 9 Wen (B42) 2018; 19 Swain (B40) 1959; 10 Blair (B2) 2013; 61 Lê (B22) 2008; 25 Rodríguez Madrera (B36) 2021; 10 Márquez (B27) 2024; 13 Chen (B7) 2019; 9 Brand-Williams (B3) 1995; 28 (B31) 2024 González (B17) 2008 Sá (B37) 2020; 97 Ibrahim (B19) 2020; 13 Gan (B16) 2017; 94 Wickham (B43) 2016 (B8) 2024 Lee (B24) 2023; 13 Rocha-Guzmán (B34) 2007; 103 Maechler (B26) 2019 Lee (B23) 1995; 60 Rodríguez Madrera (B35) 2020; 138 de Lima (B11) 2014; 62 B13 Fang (B14) 2020; 11 Zhang (B45) 2018; 9 (B15) 2024 Kołton (B21) 2022; 291 Elekofehinti (B12) 2015; 22 Kajiwara (B20) 2022; 59 (B4) 2009 Campa (B6) 2023; 23 Ribeiro (B32) 2024; 220 Tamba (B41) 2018 Zeb (B44) 2020; 44 Schmutz (B38) 2014; 46 Delfini (B9) 2021; 11 Myers (B29) 2019; 11 Ribeiro (B33) 2020; 44 Myers (B28) 2017 Nogueira (B30) 2021; 16 Browning (B5) 2018; 103 Ariani (B1) 2016; 36 |
References_xml | – volume: 94 start-page: 291 year: 2017 ident: B16 article-title: Diversity in antioxidant capacity, phenolic contents, and flavonoid contents of 42 edible beans from China publication-title: Cereal Chem. doi: 10.1094/CCHEM-03-16-0061-R – volume: 13 start-page: 212 year: 2020 ident: B19 article-title: Principles and approaches of association mapping in plant breeding publication-title: Trop. Plant Biol. doi: 10.1007/s12042-020-09261-4 – volume: 103 start-page: 338 year: 2018 ident: B5 article-title: A one-penny imputed genome from next-generation reference panels publication-title: Am. J. Hum. Genet. doi: 10.1016/j.ajhg.2018.07.015 – volume: 9 year: 2019 ident: B7 article-title: Polyamine function in plants: metabolism, regulation on development, and roles in abiotic stress responses publication-title: Front. Plant Sci. doi: 10.3389/fpls.2018.01945 – volume: 291 year: 2022 ident: B21 article-title: Biosynthesis regulation of folates and phenols in plants publication-title: Sci. Hortic. doi: 10.1016/j.scienta.2021.110561 – year: 2018 ident: B41 article-title: A fast mrMLM algorithm for multi-locus genome-wide association studies publication-title: bioRxiv doi: 10.1101/341784 – volume: 44 year: 2020 ident: B33 article-title: Phenotypic parameters of macromineral and phenolic compound concentrations and selection of Andean bean lines with nutritional and functional properties publication-title: Ciec. e Agrotecnologia doi: 10.1590/1413-7054202044000320 – volume: 10 start-page: 63 year: 1959 ident: B40 article-title: The phenolic constituents of Prunus domestica. I.—The quantitative analysis of phenolic constituents publication-title: J. Sci. Food Agric. doi: 10.1002/jsfa.2740100110 – volume: 138 year: 2020 ident: B35 article-title: Characterization of extractable phenolic profile of common bean seeds (Phaseolus vulgaris L.) in a Spanish diversity panel publication-title: Food Res. Int. doi: 10.1016/j.foodres.2020.109713 – volume: 44 year: 2020 ident: B44 article-title: Concept, mechanism, and applications of phenolic antioxidants in foods publication-title: J. Food Biochem. doi: 10.1111/jfbc.13394 – volume: 36 start-page: 87 year: 2016 ident: B1 article-title: Genome-wide identification of SNPs and copy number variation in common bean (Phaseolus vulgaris L.) using genotyping-by-sequencing (GBS) publication-title: Mol. Breed. doi: 10.1007/s11032-016-0512-9 – volume: 97 start-page: 170 year: 2020 ident: B37 article-title: Plant proteins as high-quality nutritional source for human diet publication-title: Trends Food Sci. Technol. doi: 10.1016/j.tifs.2020.01.011 – start-page: 9 volume-title: Acompanhamento da safra brasileira year: 2024 ident: B8 – volume: 220 start-page: 29 year: 2024 ident: B32 article-title: Genetic gain for mineral concentration in common bean cultivars released by the Southern Brazilian Common-Bean Network publication-title: Euphytica doi: 10.1007/s10681-023-03287-x – volume: 60 start-page: 473 year: 1995 ident: B23 article-title: Flavonoids and antioxidant activity of fresh pepper (Capsicum annuum) cultivars publication-title: J. Food Sci. doi: 10.1111/j.1365-2621.1995.tb09806.x – start-page: 1 year: 2017 ident: B28 article-title: Common Bean: Economic Importance and Relevance to Biological Science Research publication-title: The Common Bean Genome doi: 10.1007/978-3-319-63526-2_1 – volume: 46 start-page: 707 year: 2014 ident: B38 article-title: A reference genome for common bean and genome-wide analysis of dual domestications publication-title: Nat. Genet. doi: 10.1038/ng.3008 – volume: 23 start-page: 158 year: 2023 ident: B6 article-title: Genome-wide association study for the extractable phenolic profile and coat color of common bean seeds (Phaseolus vulgaris L.) publication-title: BMC Plant Biol. doi: 10.1186/s12870-023-04177-z – volume: 25 start-page: 1 year: 2008 ident: B22 article-title: FactoMineR: an R package for multivariate analysis publication-title: J. Stat. software doi: 10.18637/jss.v025.i01 – start-page: 241 volume-title: Ggplot2: elegant graphics for data analysis year: 2016 ident: B43 article-title: Programming with ggplot2 doi: 10.1007/978-3-319-24277-4_12 – volume: 11 year: 2020 ident: B14 article-title: Linkage analysis and multi-locus genome-wide association studies identify QTNs controlling soybean plant height publication-title: Front. Plant Sci. doi: 10.3389/fpls.2020.00009 – volume: 59 start-page: 1468 year: 2022 ident: B20 article-title: Studies on nutritional and functional properties of various genotypes of Andean beans publication-title: J. Food Sci. Technol. doi: 10.1007/s13197-021-05157-7 – volume: 10 year: 2021 ident: B36 article-title: Phenolic content and antioxidant activity in seeds of common bean (Phaseolus vulgaris L.) publication-title: Foods doi: 10.3390/foods10040864 – volume: 9 year: 2018 ident: B45 article-title: Identification of QTNs controlling seed protein content in soybean using multi-locus genome-wide association studies publication-title: Front. Plant Sci. doi: 10.3389/fpls.2018.01690 – volume: 22 start-page: 95 year: 2015 ident: B12 article-title: Saponins: Anti-diabetic principles from medicinal plants–A review publication-title: Pathophysiology doi: 10.1016/j.pathophys.2015.02.001 – volume: 11 year: 2019 ident: B29 article-title: Improving the health benefits of snap bean: genome-wide association studies of total phenolic content publication-title: Nutrients doi: 10.3390/nu11102509 – volume: 28 start-page: 25 year: 1995 ident: B3 article-title: Use of a free radical method to evaluate antioxidant activity publication-title: LWT - Food Sci. Technol. doi: 10.1016/S0023-6438(95)80008-5 – volume: 62 start-page: 9699 year: 2014 ident: B11 article-title: Occurrence of isoflavonoids in Brazilian common bean germplasm (Phaseolus vulgaris L.) publication-title: J. Agric. Food Chem. doi: 10.1021/jf5033312 – volume-title: Ministério da agricultura. Regras para análise de sementes year: 2009 ident: B4 – volume: 103 start-page: 521 year: 2007 ident: B34 article-title: Antioxidant and antimutagenic activity of phenolic compounds in three different colour groups of common bean cultivars (Phaseolus vulgaris) publication-title: Food Chem. doi: 10.1016/j.foodchem.2006.08.021 – volume: 16 year: 2021 ident: B30 article-title: Morpho-agronomic, biochemical and molecular analysis of genetic diversity in the Mesoamerican common bean panel publication-title: PloS One doi: 10.1371/journal.pone.0249858 – volume: 134 start-page: 2795 year: 2021 ident: B10 article-title: Genome-wide association study for grain mineral content in a Brazilian common bean diversity panel publication-title: Theor. Appl. Genet. doi: 10.1007/s00122-021-03859-2 – ident: B13 – volume: 19 start-page: 700 year: 2018 ident: B42 article-title: Methodological implementation of mixed linear models in multi-locus genome-wide association studies publication-title: Brief Bioinform. doi: 10.1093/bib/bbw145 – volume: 61 start-page: 8287 year: 2013 ident: B2 article-title: Mineral biofortification strategies for food staples: the example of common bean publication-title: J. Agric. Food Chem. doi: 10.1021/jf400774y – start-page: 242 volume-title: Finding groups in data: Cluster analysis extended Rousseeuw et al. R package version year: 2019 ident: B26 – volume: 11 start-page: 2964 year: 2021 ident: B9 article-title: Population structure, genetic diversity and genomic selection signatures among a Brazilian common bean germplasm publication-title: Sci. Rep. doi: 10.1038/s41598-021-82437-4 – start-page: 52 year: 2008 ident: B17 article-title: Un método para anticiparse al estrés laboral: el modelo de Siegrist (I) publication-title: Gestión práctica riesgos laborales: Integración y desarrollo la gestión la prevención – volume-title: R: A Language and Environment for Statistical Computing [Computer software manual] year: 2024 ident: B31 – volume: 12 year: 2023 ident: B18 article-title: Biofortification of common bean (Phaseolus vulgaris L.) with iron and zinc: Achievements and challenges publication-title: Food Energy Secur doi: 10.1002/fes3.406 – volume: 9 year: 2018 ident: B25 article-title: Genetic dissection of maize embryonic callus regenerative capacity using multi-locus genome-wide association studies publication-title: Front. Plant Sci. doi: 10.3389/fpls.2018.00561 – volume: 216 start-page: 127 year: 2020 ident: B39 article-title: Large-scale identification and characterization of phenolic compounds and their marker–trait association in wheat publication-title: Euphytica doi: 10.1007/s10681-020-02659-x – volume-title: Crop and livestock products. year: 2024 ident: B15 – volume: 13 year: 2023 ident: B24 article-title: Genome-wide association study (GWAS) of the agronomic traits and phenolic content in sorghum (Sorghum bicolor L.) genotypes publication-title: Agronomy doi: 10.3390/agronomy13061449 – volume: 13 year: 2024 ident: B27 article-title: Nutritional characterization of Chilean landraces of common bean publication-title: Plants doi: 10.3390/plants13060817 |
SSID | ssj0002512204 |
Score | 2.2902071 |
Snippet | Beans are highly important for food and nutritional security in several South America, Asia, and Africa countries. Exploiting this crop’s genetic diversity is... |
SourceID | doaj crossref |
SourceType | Open Website Index Database |
SubjectTerms | biofortification gene bank genetic breeding genotyping by sequencing (GBS) Phaseolur vulgaris |
Title | Association mapping for total phenols, total flavonoids and antioxidant activity in a Mesoamerican bean diversity panel |
URI | https://doaj.org/article/44b6e3f16b224e7fa36443912ed568dd |
Volume | 7 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV07T8MwELYQEwyIpygveWCDUCd27HosqAghlQmkbpEf56pSSVAbHhO_nXMSUJlYGOIoUWJZ39m-72TfZ0LObQg8D8IlzjuVCGdYomXqE1BSMWGsFI1I0vhB3j2J-0k-WTnqK-4Ja-WBW-D6QlgJPKTSorMBFQxHD851moHP5cD7OPuiz1sJpuIcHL12xkSbJYNRmO4HM13EZL8sv8JBjt00_eWJVgT7G89yu022OkpIh21TdsgalLtkczhddLIYsEfeV1CkzyZqKkwp0k1aV0ieadynVc2Xl91jmJu3qqxmfklN6fHC3z5mHu80pjHE0yLorKSGjmFZmW7JhlrAwn9v06A4S8B8nzzdjh5v7pLuyITEIU-rk8CQXqQis9YoH5BdcRyzzgXBMWiGXBqmrVaOudwFxTXyDwjKhMBAKp4K4AdkvaxKOCRUc2FSHZACDNAGwHRmbAYSwyPLfGZFj1x8w1e8tMoYBUYUEeyiAbuIYBcd2D1yHRH--TKqWjcv0NZFZ-viL1sf_Uclx2QjNiyuCGWDE7JeL17hFIlFbc-aPoTl-HP0BWKIzs0 |
linkProvider | Directory of Open Access Journals |
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=Association+mapping+for+total+phenols%2C+total+flavonoids+and+antioxidant+activity+in+a+Mesoamerican+bean+diversity+panel&rft.jtitle=Frontiers+in+agronomy&rft.au=Alison+Fernando+Nogueira&rft.au=Alison+Fernando+Nogueira&rft.au=V%C3%A2nia+Moda-Cirino&rft.au=Jos%C3%A9+dos+Santos+Neto&rft.date=2025-04-28&rft.pub=Frontiers+Media+S.A&rft.eissn=2673-3218&rft.volume=7&rft_id=info:doi/10.3389%2Ffagro.2025.1537871&rft.externalDBID=DOA&rft.externalDocID=oai_doaj_org_article_44b6e3f16b224e7fa36443912ed568dd |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2673-3218&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2673-3218&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2673-3218&client=summon |