Differentiated transcriptional signatures in the maize landraces of Chiapas, Mexico

Abstract Background Landrace farmers are the keepers of crops locally adapted to the environments where they are cultivated. Patterns of diversity across the genome can provide signals of past evolution in the face of abiotic and biotic change. Understanding this rich genetic resource is imperative...

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Main Authors: Matthew A. Kost, Hugo R. Perales, Saranga Wijeratne, Asela J. Wijeratne, Eric Stockinger, Kristin L. Mercer
Format: Article
Language:English
Published: BMC 2017-09-01
Series:BMC Genomics
Subjects:
Online Access:http://link.springer.com/article/10.1186/s12864-017-4005-y
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spelling doaj-79c5b0e207ca40edb2f8ee8b097919e82020-11-25T01:41:49ZengBMCBMC Genomics1471-21642017-09-0118111410.1186/s12864-017-4005-yDifferentiated transcriptional signatures in the maize landraces of Chiapas, MexicoMatthew A. Kost0Hugo R. Perales1Saranga Wijeratne2Asela J. Wijeratne3Eric Stockinger4Kristin L. Mercer5Department of Horticulture and Crop Science, The Ohio State University/Ohio Agricultural Research and Development Center (OARDC)El Colegio de la Frontera Sur, Departmento de AgroecologíaMolecular Cellular and Imagining Center, The Ohio State University/OARDCMolecular Cellular and Imagining Center, The Ohio State University/OARDCDepartment of Horticulture and Crop Science, The Ohio State University/Ohio Agricultural Research and Development Center (OARDC)Department of Horticulture and Crop Sciences, The Ohio State UniversityAbstract Background Landrace farmers are the keepers of crops locally adapted to the environments where they are cultivated. Patterns of diversity across the genome can provide signals of past evolution in the face of abiotic and biotic change. Understanding this rich genetic resource is imperative especially since diversity can provide agricultural security as climate continues to shift. Results Here we employ RNA sequencing (RNA-seq) to understand the role that conditions that vary across a landscape may have played in shaping genetic diversity in the maize landraces of Chiapas, Mexico. We collected landraces from three distinct elevational zones and planted them in a midland common garden. Early season leaf tissue was collected for RNA-seq and we performed weighted gene co-expression network analysis (WGCNA). We then used association analysis between landrace co-expression module expression values and environmental parameters of landrace origin to elucidate genes and gene networks potentially shaped by environmental factors along our study gradient. Elevation of landrace origin affected the transcriptome profiles. Two co-expression modules were highly correlated with temperature parameters of landrace origin and queries into their ‘hub’ genes suggested that temperature may have led to differentiation among landraces in hormone biosynthesis/signaling and abiotic and biotic stress responses. We identified several ‘hub’ transcription factors and kinases as candidates for the regulation of these responses. Conclusions These findings indicate that natural selection may influence the transcriptomes of crop landraces along an elevational gradient in a major diversity center, and provide a foundation for exploring the genetic basis of local adaptation. While we cannot rule out the role of neutral evolutionary forces in the patterns we have identified, combining whole transcriptome sequencing technologies, established bioinformatics techniques, and common garden experimentation can powerfully elucidate structure of adaptive diversity across a varied landscape. Ultimately, gaining such understanding can facilitate the conservation and strategic utilization of crop genetic diversity in a time of climate change.http://link.springer.com/article/10.1186/s12864-017-4005-yMaizeLandracesTranscriptomicsWGCNARNA-seqChiapas
collection DOAJ
language English
format Article
sources DOAJ
author Matthew A. Kost
Hugo R. Perales
Saranga Wijeratne
Asela J. Wijeratne
Eric Stockinger
Kristin L. Mercer
spellingShingle Matthew A. Kost
Hugo R. Perales
Saranga Wijeratne
Asela J. Wijeratne
Eric Stockinger
Kristin L. Mercer
Differentiated transcriptional signatures in the maize landraces of Chiapas, Mexico
BMC Genomics
Maize
Landraces
Transcriptomics
WGCNA
RNA-seq
Chiapas
author_facet Matthew A. Kost
Hugo R. Perales
Saranga Wijeratne
Asela J. Wijeratne
Eric Stockinger
Kristin L. Mercer
author_sort Matthew A. Kost
title Differentiated transcriptional signatures in the maize landraces of Chiapas, Mexico
title_short Differentiated transcriptional signatures in the maize landraces of Chiapas, Mexico
title_full Differentiated transcriptional signatures in the maize landraces of Chiapas, Mexico
title_fullStr Differentiated transcriptional signatures in the maize landraces of Chiapas, Mexico
title_full_unstemmed Differentiated transcriptional signatures in the maize landraces of Chiapas, Mexico
title_sort differentiated transcriptional signatures in the maize landraces of chiapas, mexico
publisher BMC
series BMC Genomics
issn 1471-2164
publishDate 2017-09-01
description Abstract Background Landrace farmers are the keepers of crops locally adapted to the environments where they are cultivated. Patterns of diversity across the genome can provide signals of past evolution in the face of abiotic and biotic change. Understanding this rich genetic resource is imperative especially since diversity can provide agricultural security as climate continues to shift. Results Here we employ RNA sequencing (RNA-seq) to understand the role that conditions that vary across a landscape may have played in shaping genetic diversity in the maize landraces of Chiapas, Mexico. We collected landraces from three distinct elevational zones and planted them in a midland common garden. Early season leaf tissue was collected for RNA-seq and we performed weighted gene co-expression network analysis (WGCNA). We then used association analysis between landrace co-expression module expression values and environmental parameters of landrace origin to elucidate genes and gene networks potentially shaped by environmental factors along our study gradient. Elevation of landrace origin affected the transcriptome profiles. Two co-expression modules were highly correlated with temperature parameters of landrace origin and queries into their ‘hub’ genes suggested that temperature may have led to differentiation among landraces in hormone biosynthesis/signaling and abiotic and biotic stress responses. We identified several ‘hub’ transcription factors and kinases as candidates for the regulation of these responses. Conclusions These findings indicate that natural selection may influence the transcriptomes of crop landraces along an elevational gradient in a major diversity center, and provide a foundation for exploring the genetic basis of local adaptation. While we cannot rule out the role of neutral evolutionary forces in the patterns we have identified, combining whole transcriptome sequencing technologies, established bioinformatics techniques, and common garden experimentation can powerfully elucidate structure of adaptive diversity across a varied landscape. Ultimately, gaining such understanding can facilitate the conservation and strategic utilization of crop genetic diversity in a time of climate change.
topic Maize
Landraces
Transcriptomics
WGCNA
RNA-seq
Chiapas
url http://link.springer.com/article/10.1186/s12864-017-4005-y
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