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Pearson SM, Griffiths AG, Maclean P, Larking AC, Hong SW, Jauregui R, Miller P, McKenzie CM, Lockhart PJ, Tate JA, Ford JL, Faville MJ. Outlier analyses and genome-wide association study identify glgC and ERD6-like 4 as candidate genes for foliar water-soluble carbohydrate accumulation in Trifolium repens. FRONTIERS IN PLANT SCIENCE 2023; 13:1095359. [PMID: 36699852 PMCID: PMC9868827 DOI: 10.3389/fpls.2022.1095359] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/11/2022] [Accepted: 12/09/2022] [Indexed: 06/17/2023]
Abstract
Increasing water-soluble carbohydrate (WSC) content in white clover is important for improving nutritional quality and reducing environmental impacts from pastoral agriculture. Elucidation of genes responsible for foliar WSC variation would enhance genetic improvement by enabling molecular breeding approaches. The aim of the present study was to identify single nucleotide polymorphisms (SNPs) associated with variation in foliar WSC in white clover. A set of 935 white clover individuals, randomly sampled from five breeding pools selectively bred for divergent (low or high) WSC content, were assessed with 14,743 genotyping-by-sequencing SNPs, using three outlier detection methods: PCAdapt, BayeScan and KGD-FST. These analyses identified 33 SNPs as discriminating between high and low WSC populations and putatively under selection. One SNP was located in the intron of ERD6-like 4, a gene coding for a sugar transporter located on the vacuole membrane. A genome-wide association study using a subset of 605 white clover individuals and 5,757 SNPs, identified a further 12 SNPs, one of which was associated with a starch biosynthesis gene, glucose-1-phosphate adenylyltransferase, glgC. Our results provide insight into genomic regions underlying WSC accumulation in white clover, identify candidate genomic regions for further functional validation studies, and reveal valuable information for marker-assisted or genomic selection in white clover.
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Affiliation(s)
- Sofie M. Pearson
- School of Natural Sciences, Massey University, Palmerston North, New Zealand
- Resilient Agriculture, AgResearch Grasslands, Palmerston North, New Zealand
| | | | - Paul Maclean
- Resilient Agriculture, AgResearch Grasslands, Palmerston North, New Zealand
| | - Anna C. Larking
- Resilient Agriculture, AgResearch Grasslands, Palmerston North, New Zealand
| | - S. Won Hong
- Resilient Agriculture, AgResearch Grasslands, Palmerston North, New Zealand
| | - Ruy Jauregui
- Resilient Agriculture, AgResearch Grasslands, Palmerston North, New Zealand
| | - Poppy Miller
- Resilient Agriculture, AgResearch Grasslands, Palmerston North, New Zealand
| | | | - Peter J. Lockhart
- School of Natural Sciences, Massey University, Palmerston North, New Zealand
| | - Jennifer A. Tate
- School of Natural Sciences, Massey University, Palmerston North, New Zealand
| | - John L. Ford
- Grasslands, PGG Wrightson Seeds Limited, Palmerston North, New Zealand
| | - Marty J. Faville
- Resilient Agriculture, AgResearch Grasslands, Palmerston North, New Zealand
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Munda S, Saikia RJ, Begum T, Bhandari S, Gogoi A, Sarma N, Tamang R, Lal M. Evaluation of Genetic Diversity Based on Microsatellites and Phytochemical Markers of Core Collection of Cymbopogon winterianus Jowitt Germplasm. PLANTS (BASEL, SWITZERLAND) 2022; 11:528. [PMID: 35214861 PMCID: PMC8878620 DOI: 10.3390/plants11040528] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Revised: 12/24/2021] [Accepted: 01/08/2022] [Indexed: 06/14/2023]
Abstract
Cymbopogon winterianus Jowitt is an industrially important crop due to its value in the aromatic, perfumery and pharmaceutical industries. In this study, 72 accessions of C. winterianus were selected for molecular diversity analysis using SSR markers. It revealed a total of 65 polymorphic alleles showing an average of 68.10% polymorphism. The best SSR primer with competency in discriminating the germplasm was 3CM0506 with PIC (0.69), MI (0.69) and Rp (3.12). Genetic variation was studied between Assam, Manipur, Meghalaya and Arunachal Pradesh populations. A dendrogram based on the Neighbour-Joining Method showed clustering of germplasm on the collection site. A total of six relevant genetic populations were identified through a structure harvester software analysis. Moreover, a dendrogram based on similarity, complete linkage and Euclidean distance was also elucidated differentiating the genotypes with respect to the major phytochemical constituents of the essential oil. GC-FID and GC-MS analyses of the essential oil of the 72 germplasms revealed citronellal content from 2.58-51.45%, citronellol from 0.00-26.39% and geraniol from 0.00-41.15%. This is the first molecular diversity report with 72 accessions of C. winterianus collected from the NE region using 28 SSR primers as well as their diversity based on phytochemical markers. This diversity computation will help with acquisition of the knowledge and relationship among each individual accession leading to the development of improved and essential oil component-rich cultivars.
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Affiliation(s)
- Sunita Munda
- CSIR-North East Institute of Science and Technology, Jorhat 785006, Assam, India; (S.M.); (R.J.S.); (T.B.); (S.B.); (A.G.); (N.S.); (R.T.)
- AcSIR-Academy of Scientific and Innovative Research, Ghaziabad 201002, Uttar Pradesh, India
| | - Raktim Jyoti Saikia
- CSIR-North East Institute of Science and Technology, Jorhat 785006, Assam, India; (S.M.); (R.J.S.); (T.B.); (S.B.); (A.G.); (N.S.); (R.T.)
| | - Twahira Begum
- CSIR-North East Institute of Science and Technology, Jorhat 785006, Assam, India; (S.M.); (R.J.S.); (T.B.); (S.B.); (A.G.); (N.S.); (R.T.)
- AcSIR-Academy of Scientific and Innovative Research, Ghaziabad 201002, Uttar Pradesh, India
| | - Sangeeta Bhandari
- CSIR-North East Institute of Science and Technology, Jorhat 785006, Assam, India; (S.M.); (R.J.S.); (T.B.); (S.B.); (A.G.); (N.S.); (R.T.)
| | - Ankita Gogoi
- CSIR-North East Institute of Science and Technology, Jorhat 785006, Assam, India; (S.M.); (R.J.S.); (T.B.); (S.B.); (A.G.); (N.S.); (R.T.)
| | - Neelav Sarma
- CSIR-North East Institute of Science and Technology, Jorhat 785006, Assam, India; (S.M.); (R.J.S.); (T.B.); (S.B.); (A.G.); (N.S.); (R.T.)
- AcSIR-Academy of Scientific and Innovative Research, Ghaziabad 201002, Uttar Pradesh, India
| | - Raghu Tamang
- CSIR-North East Institute of Science and Technology, Jorhat 785006, Assam, India; (S.M.); (R.J.S.); (T.B.); (S.B.); (A.G.); (N.S.); (R.T.)
| | - Mohan Lal
- CSIR-North East Institute of Science and Technology, Jorhat 785006, Assam, India; (S.M.); (R.J.S.); (T.B.); (S.B.); (A.G.); (N.S.); (R.T.)
- AcSIR-Academy of Scientific and Innovative Research, Ghaziabad 201002, Uttar Pradesh, India
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Zhang J, Nie C, Li X, Ning Z, Chen Y, Jia Y, Han J, Wang L, Lv X, Yang W, Qu L. Genome-Wide Population Genetic Analysis of Commercial, Indigenous, Game, and Wild Chickens Using 600K SNP Microarray Data. Front Genet 2020; 11:543294. [PMID: 33101376 PMCID: PMC7545075 DOI: 10.3389/fgene.2020.543294] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2020] [Accepted: 09/02/2020] [Indexed: 12/13/2022] Open
Abstract
Following chicken domestication, diversified chicken breeds were developed by both natural and artificial selection, which led to the accumulation of abundant genetic and phenotypic variations, making chickens an ideal genetic research model. To better understand the genetic structure of chicken breeds under different selection pressures, we genotyped various chicken populations with specific selection targets, including indigenous, commercial, gamecock, and wild ancestral chickens, using the 600K SNP array. We analyzed the population structure, genetic relationships, run of homozygosity (ROH), effective population number (Ne), and other genetic parameters. The wild ancestral population, red junglefowl (RJF), possessed the highest diversity, in comparison with all other domesticated populations, which was supported by linkage disequilibrium decay (LD), effective population number, and ROH analyses. The gamecock breeds, which were subjected to stronger male-biased selection for fighting-related traits, also presented higher variation than the commercial and indigenous breeds. Admixture analysis also indicated that game breed is a relatively independent branch of Chinese local breeds. Following intense selection for reproductive and productive traits, the commercial lines showed the least diversity. We also observed that the European local chickens had lower genetic variation than the Chinese local breeds, which could be attributed to the shorter history of the European breed. ROH were present in a breed specific manner and 191 ROH island were detected on four groups (commercial, local, game and wild chickens). These ROH islands were involved in egg production, growth and silky feathers and other traits. Moreover, we estimated the effective sex ratio of these breeds to demonstrate the change in the ratio of the two sexes. We found that commercial chickens had a greater sex imbalance between females and males. The commercial lines showed the highest female-to-male ratios. Interestingly, RJF comprised a greater proportion of males than females. Our results show the population genetics of chickens under selection pressures, and can aid in the development of better conservation strategies for different chicken breeds.
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Affiliation(s)
- Jinxin Zhang
- Department of Animal Genetics and Breeding, National Engineering Laboratory for Animal Breeding, College of Animal Science and Technology, China Agricultural University, Beijing, China
| | - Changsheng Nie
- Department of Animal Genetics and Breeding, National Engineering Laboratory for Animal Breeding, College of Animal Science and Technology, China Agricultural University, Beijing, China
| | - Xinghua Li
- Department of Animal Genetics and Breeding, National Engineering Laboratory for Animal Breeding, College of Animal Science and Technology, China Agricultural University, Beijing, China
| | - Zhonghua Ning
- Department of Animal Genetics and Breeding, National Engineering Laboratory for Animal Breeding, College of Animal Science and Technology, China Agricultural University, Beijing, China
| | - Yu Chen
- Beijing Municipal General Station of Animal Science, Beijing, China
| | - Yaxiong Jia
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Jianlin Han
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Liang Wang
- Beijing Municipal General Station of Animal Science, Beijing, China
| | - Xueze Lv
- Beijing Municipal General Station of Animal Science, Beijing, China
| | - Weifang Yang
- Beijing Municipal General Station of Animal Science, Beijing, China
| | - Lujiang Qu
- Department of Animal Genetics and Breeding, National Engineering Laboratory for Animal Breeding, College of Animal Science and Technology, China Agricultural University, Beijing, China
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Comparisons of sampling methods for assessing intra- and inter-accession genetic diversity in three rice species using genotyping by sequencing. Sci Rep 2020; 10:13995. [PMID: 32814806 PMCID: PMC7438528 DOI: 10.1038/s41598-020-70842-0] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2020] [Accepted: 07/27/2020] [Indexed: 11/09/2022] Open
Abstract
To minimize the cost of sample preparation and genotyping, most genebank genomics studies in self-pollinating species are conducted on a single individual to represent an accession, which may be heterogeneous with larger than expected intra-accession genetic variation. Here, we compared various population genetics parameters among six DNA (leaf) sampling methods on 90 accessions representing a wild species (O. barthii), cultivated and landraces (O. glaberrima, O. sativa), and improved varieties derived through interspecific hybridizations. A total of 1,527 DNA samples were genotyped with 46,818 polymorphic single nucleotide polymorphisms (SNPs) using DArTseq. Various statistical analyses were performed on eleven datasets corresponding to 5 plants per accession individually and in a bulk (two sets), 10 plants individually and in a bulk (two sets), all 15 plants individually (one set), and a randomly sampled individual repeated six times (six sets). Overall, we arrived at broadly similar conclusions across 11 datasets in terms of SNP polymorphism, heterozygosity/heterogeneity, diversity indices, concordance among genetic dissimilarity matrices, population structure, and genetic differentiation; there were, however, a few discrepancies between some pairs of datasets. Detailed results of each sampling method, the concordance in their outputs, and the technical and cost implications of each method were discussed.
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Tanhuanpää P, Heinonen M, Bitz L, Rokka VM. Genetic diversity and structure in the northern populations of European hazelnut ( Corylus avellana L.). Genome 2019; 62:537-548. [PMID: 31170350 DOI: 10.1139/gen-2018-0193] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
European hazelnut (Corylus avellana L.) is a strictly cross-pollinated diploid tree species, which has its northernmost populations in Fennoscandia, and it was one of the first species to recolonize northern Europe after the last ice age. Hazelnut produces edible nuts in Finland but nowadays they are underutilized as food, and currently no breeding programmes exist. In the present study, 300 hazelnut specimens were collected from 20 different locations (= populations) in Finland, and they were genetically analyzed using nine simple sequence repeat (SSR) markers. Most of the genetic diversity existed within populations (83%). According to different genetic analyses (STRUCTURE, principal coordinates analysis, and clustering), a general lack of structure was observed, suggesting extensive gene flow among hazelnuts between 17 investigated populations. However, genetic structuring was clearly observed in three populations: Hakavuori, Mustiala, and Pähkinämäki, which might have become isolated due to geographical barriers that kept them separate, diminishing gene flow from other populations. Studying the diversity of European hazelnut is of great interest for understanding population genetics of a species distributed in its marginal areas in the north, and the results are also valuable for further uses in plant conservation, selection, and possible future breeding actions in Finland.
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Affiliation(s)
- Pirjo Tanhuanpää
- Production Systems, Natural Resources Institute Finland (Luke), FI-31600 Jokioinen, Finland.,Production Systems, Natural Resources Institute Finland (Luke), FI-31600 Jokioinen, Finland
| | - Maarit Heinonen
- Production Systems, Natural Resources Institute Finland (Luke), FI-31600 Jokioinen, Finland.,Production Systems, Natural Resources Institute Finland (Luke), FI-31600 Jokioinen, Finland
| | - Lidija Bitz
- Production Systems, Natural Resources Institute Finland (Luke), FI-31600 Jokioinen, Finland.,Production Systems, Natural Resources Institute Finland (Luke), FI-31600 Jokioinen, Finland
| | - Veli-Matti Rokka
- Production Systems, Natural Resources Institute Finland (Luke), FI-31600 Jokioinen, Finland.,Production Systems, Natural Resources Institute Finland (Luke), FI-31600 Jokioinen, Finland
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Analysis of Genetic Diversity of Two Mangrove Species with Morphological Alterations in a Natural Environment. DIVERSITY 2015. [DOI: 10.3390/d7020105] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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Conserving plants in gene banks and nature: investigating complementarity with Trifolium thompsonii Morton. PLoS One 2014; 9:e105145. [PMID: 25121602 PMCID: PMC4133347 DOI: 10.1371/journal.pone.0105145] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2014] [Accepted: 07/21/2014] [Indexed: 11/19/2022] Open
Abstract
A standard conservation strategy for plant genetic resources integrates in situ (on-farm or wild) and ex situ (gene or field bank) approaches. Gene bank managers collect ex situ accessions that represent a comprehensive snap shot of the genetic diversity of in situ populations at a given time and place. Although simple in theory, achieving complementary in situ and ex situ holdings is challenging. Using Trifolium thompsonii as a model insect-pollinated herbaceous perennial species, we used AFLP markers to compare genetic diversity and structure of ex situ accessions collected at two time periods (1995, 2004) from four locations, with their corresponding in situ populations sampled in 2009. Our goal was to assess the complementarity of the two approaches. We examined how gene flow, selection and genetic drift contributed to population change. Across locations, we found no difference in diversity between ex situ and in situ samples. One population showed a decline in genetic diversity over the 15 years studied. Population genetic differentiation among the four locations was significant, but weak. Association tests suggested infrequent, long distance gene flow. Selection and drift occurred, but differences due to spatial effects were three times as strong as differences attributed to temporal effects, and suggested recollection efforts could occur at intervals greater than fifteen years. An effective collecting strategy for insect pollinated herbaceous perennial species was to sample >150 plants, equalize maternal contribution, and sample along random transects with sufficient space between plants to minimize intrafamilial sampling. Quantifying genetic change between ex situ and in situ accessions allows genetic resource managers to validate ex situ collecting and maintenance protocols, develop appropriate recollection intervals, and provide an early detection mechanism for identifying problematic conditions that can be addressed to prevent further decline in vulnerable in situ populations.
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