FACCE ERA-NET+ GrassLandscape (Project Leader: Jean-Paul Sampoux, INRA, France)
Lead Research Organisation:
Aberystwyth University
Department Name: IBERS
Abstract
Our project aims to implement an innovative methodological frame to screen the natural diversity of a
grassland species in order to discover genetic variability involved in environmental adaptation, and more
specifically in climatic adaptation (Sampoux et al., 2013). We will consider the use of results delivered by this
approach to plan strategies to restore permanent grasslands degraded by climatic shifts and disruptions. Our
project will focus on perennial ryegrass (Lolium perenne L.), which is a major grass species naturally
distributed over the whole European continent as well as in Northern Africa and Near East (Humphreys et al.,
2010). This species is a major component of many natural grassland communities. It is a resource capture
strategy species (Martin et al., 2009) which is especially prevalent in grasslands grazed by cattle. It is also the
main grass species sown in Europe to create temporary meadows and it has therefore received extensive
breeding effort during the last four decades (Sampoux et al., 2011). Recent developments in a new area of
ecological sciences (landscape genomics) have paved the way to the discovery of genomic markers of
adaptive diversity from genome-wide genotyping data. They are based on the implementation of methods
correlating genomic polymorphisms and environmental variations at sites of origin of genotypes combined
with tests of signature of selection (Manel et al., 2010). We will implement this methodological frame to detect
genomic markers of climatic adaptation in the natural diversity of perennial ryegrass. We will use a genotyping
method based on massively parallel sequencing technology applied to a high number of populations obtained
from genebanks of plant breeding research institutes or collected in situ across Europe. We will furthermore
take advantage of know-how and facilities of plant breeding research institutes participating in the project to
phenotype these populations in fields and in controlled environment to record agronomic and ecophysiological
traits. These phenotypic data will be used to model associations between phenotypic variability
and genomic polymorphisms. Association models between genomic polymorphisms and environmental variations will be used to map
the spatial distribution of genomic markers linked to adaptive diversity in present climatic conditions and to
foresee possible shifts in the spatial range fitting these markers in the context of several climate change
scenarios based on the four Representative Concentration Pathways (RCP) of IPCC AR5 (Moss et al., 2010).
On the basis of these results, we will define allelic profiles of perennial ryegrass expected to provide climatic
adaptation at regional scale over Europe under the future climatic conditions foreseen by climate models. We
will consider combining climatic adaptation and value for services (forage production and climate mitigation)
by the recombination of alleles providing climatic adaptation and value for services. We will design several
genetic pools mixing different natural populations for breeding regionally adapted populations to restore
permanent grasslands degraded climatic disruptions. Breeding and releasing improved genetic material will
be out of the scope of the project but will be discussed with stakeholders at the end of the project during ad
hoc meetings for implementation in further collaborative projects.
grassland species in order to discover genetic variability involved in environmental adaptation, and more
specifically in climatic adaptation (Sampoux et al., 2013). We will consider the use of results delivered by this
approach to plan strategies to restore permanent grasslands degraded by climatic shifts and disruptions. Our
project will focus on perennial ryegrass (Lolium perenne L.), which is a major grass species naturally
distributed over the whole European continent as well as in Northern Africa and Near East (Humphreys et al.,
2010). This species is a major component of many natural grassland communities. It is a resource capture
strategy species (Martin et al., 2009) which is especially prevalent in grasslands grazed by cattle. It is also the
main grass species sown in Europe to create temporary meadows and it has therefore received extensive
breeding effort during the last four decades (Sampoux et al., 2011). Recent developments in a new area of
ecological sciences (landscape genomics) have paved the way to the discovery of genomic markers of
adaptive diversity from genome-wide genotyping data. They are based on the implementation of methods
correlating genomic polymorphisms and environmental variations at sites of origin of genotypes combined
with tests of signature of selection (Manel et al., 2010). We will implement this methodological frame to detect
genomic markers of climatic adaptation in the natural diversity of perennial ryegrass. We will use a genotyping
method based on massively parallel sequencing technology applied to a high number of populations obtained
from genebanks of plant breeding research institutes or collected in situ across Europe. We will furthermore
take advantage of know-how and facilities of plant breeding research institutes participating in the project to
phenotype these populations in fields and in controlled environment to record agronomic and ecophysiological
traits. These phenotypic data will be used to model associations between phenotypic variability
and genomic polymorphisms. Association models between genomic polymorphisms and environmental variations will be used to map
the spatial distribution of genomic markers linked to adaptive diversity in present climatic conditions and to
foresee possible shifts in the spatial range fitting these markers in the context of several climate change
scenarios based on the four Representative Concentration Pathways (RCP) of IPCC AR5 (Moss et al., 2010).
On the basis of these results, we will define allelic profiles of perennial ryegrass expected to provide climatic
adaptation at regional scale over Europe under the future climatic conditions foreseen by climate models. We
will consider combining climatic adaptation and value for services (forage production and climate mitigation)
by the recombination of alleles providing climatic adaptation and value for services. We will design several
genetic pools mixing different natural populations for breeding regionally adapted populations to restore
permanent grasslands degraded climatic disruptions. Breeding and releasing improved genetic material will
be out of the scope of the project but will be discussed with stakeholders at the end of the project during ad
hoc meetings for implementation in further collaborative projects.
Technical Summary
Natural populations of perennial ryegrass have been extensively collected during the last three decades as
potential genetic resources for breeding programmes and have been maintained as seed lots (accessions) in
genebanks of plant breeding research institutes. Genebanks thus provide a straightforward access to a large
number of natural populations of perennial ryegrass. We will establish a "genebank set" by choosing 500 accessions
originating from sites that will cover the distributional range of perennial ryegrass. We will also set up a second
diversity test, by performing a new in situ sampling of 50 populations across the same territory that will maximise
environmental variations. Sampling will be performed by collecting tillers from 30 plants in each of the 50 populations.
Geographical coordinates of collection sites of populations will be used to extract climatic data from
climatic databases. Data for other environmental parameters possibly involved in the spatial
distribution of adaptive diversity will also be collected, along with field performance data (including NIRS measures of
forage traits). Plants will be genotyped using Restriction-Associated DNA (RAD) sequencing on an Illumina HiSeq2500
platform to obtain ~70,000 genome-wide SNP markers. Resequencing of several candidate genes putatively associated
with environmental adaptation (i.e. vernalisation) will also be conducted. Associations between genotype
and phenotype will be detected using developing models for changes in allele frequency within mixed swards.
potential genetic resources for breeding programmes and have been maintained as seed lots (accessions) in
genebanks of plant breeding research institutes. Genebanks thus provide a straightforward access to a large
number of natural populations of perennial ryegrass. We will establish a "genebank set" by choosing 500 accessions
originating from sites that will cover the distributional range of perennial ryegrass. We will also set up a second
diversity test, by performing a new in situ sampling of 50 populations across the same territory that will maximise
environmental variations. Sampling will be performed by collecting tillers from 30 plants in each of the 50 populations.
Geographical coordinates of collection sites of populations will be used to extract climatic data from
climatic databases. Data for other environmental parameters possibly involved in the spatial
distribution of adaptive diversity will also be collected, along with field performance data (including NIRS measures of
forage traits). Plants will be genotyped using Restriction-Associated DNA (RAD) sequencing on an Illumina HiSeq2500
platform to obtain ~70,000 genome-wide SNP markers. Resequencing of several candidate genes putatively associated
with environmental adaptation (i.e. vernalisation) will also be conducted. Associations between genotype
and phenotype will be detected using developing models for changes in allele frequency within mixed swards.
Planned Impact
Our project will be among the first ones to implement the landscape genomics approach with a so extended protocol (a large set of populations covering the whole area of primary expansion of a species and a genomewide genotyping providing several tens thousands of genomic markers). It should then release results that will be worthwhile to publish in high impact journals of Ecology such as Trends in Ecology and Evolution, Ecology Letters, Molecular Ecology and Ecography. Results about shifts with climate change in the spatial distribution of perennial ryegrass adaptive diversity could be published in journals like Global Change Biology, Climatic Change, Agricultural and Forest Meteorology, and Regional Environmental Change. The outcomes of our project in the domain of conservation and use of genetic resources and in plant breeding, notably the added value of the landscape genomics approach in these fields, could published in journals like Theoretical and Applied Genetics, Molecular Breeding and Field Crops Research.
Results in the scope of landscape genomics and molecular ecology could be communicated at international conferences such as the VIPCA conferences. Results regarding genetic resources and plant breeding could be communicated at conferences such as the Eucarpia conferences (especially those of the forage plants section and genetic resources section), the MBFT(molecular breeding of forage and turf) conferences and the European Grassland Federation conferences.
Communication towards stakeholders will be a point of focus in our project. It will be the target of task 4.3 in WP 4. WP 4 will have the objective to map the spatial range fitting genomic markers of adaptive diversity in present climate and in several climate change scenarios. WP 4 will also aim to design genetic pools mixing natural populations bearing different climatic adaptations. These genetic pools will have to be submitted to a number of selection cycles to recombine allelic diversity for climatic adaptation and value for services. Selection in these genetic pools is intended to deliver improved populations for restoring permanent grasslands with genetic material adapted to future regional contexts of Europe (see Figure 1 in part "Expected impact of the project"). Our project will include the design of these genetic pools. However, the practical setup of these pools will be out of the scope of the project. This will have to be undertaken, as well as further breeding, in next projects beyond the end of this FACCE-JPI project. Such tasks involving extensive plant breeding logistics cannot be carried by the sole academic partners of the project and will have to be implemented in close collaboration with other stakeholders, including plant breeders, technical advisers and farmers. Our communication towards stakeholders will not only have the objective of transferring our findings, but also to prepare a practical followup including the setting up of pools and breeding in collaboration with stakeholders.
We plan to implement our communication strategy towards stakeholders by the medium of professional societies. We will consider the grassland societies gathering professionals interested in grasslands (farmers, technical advisers, scientists, plant breeders). All these societies have their own regular conferences and web sites to disseminate information. The national grasslands societies that we can address are the British Grassland Society in the UK, the 'Arbeitsgemeinschaft Grünland und Futterbau' (AGGF), the 'Gesellschaft für Pflanzenzüchtung' (GPZ) and DLG - 'Fachzentrum Land- und Ernährungswirtschaft' in Germany and the 'Association Française pour la Production Fourragère' (AFPF) in France. National grassland societies from other countries could possibly be contacted. We will also communicate towards national plant breeder societies.
Results in the scope of landscape genomics and molecular ecology could be communicated at international conferences such as the VIPCA conferences. Results regarding genetic resources and plant breeding could be communicated at conferences such as the Eucarpia conferences (especially those of the forage plants section and genetic resources section), the MBFT(molecular breeding of forage and turf) conferences and the European Grassland Federation conferences.
Communication towards stakeholders will be a point of focus in our project. It will be the target of task 4.3 in WP 4. WP 4 will have the objective to map the spatial range fitting genomic markers of adaptive diversity in present climate and in several climate change scenarios. WP 4 will also aim to design genetic pools mixing natural populations bearing different climatic adaptations. These genetic pools will have to be submitted to a number of selection cycles to recombine allelic diversity for climatic adaptation and value for services. Selection in these genetic pools is intended to deliver improved populations for restoring permanent grasslands with genetic material adapted to future regional contexts of Europe (see Figure 1 in part "Expected impact of the project"). Our project will include the design of these genetic pools. However, the practical setup of these pools will be out of the scope of the project. This will have to be undertaken, as well as further breeding, in next projects beyond the end of this FACCE-JPI project. Such tasks involving extensive plant breeding logistics cannot be carried by the sole academic partners of the project and will have to be implemented in close collaboration with other stakeholders, including plant breeders, technical advisers and farmers. Our communication towards stakeholders will not only have the objective of transferring our findings, but also to prepare a practical followup including the setting up of pools and breeding in collaboration with stakeholders.
We plan to implement our communication strategy towards stakeholders by the medium of professional societies. We will consider the grassland societies gathering professionals interested in grasslands (farmers, technical advisers, scientists, plant breeders). All these societies have their own regular conferences and web sites to disseminate information. The national grasslands societies that we can address are the British Grassland Society in the UK, the 'Arbeitsgemeinschaft Grünland und Futterbau' (AGGF), the 'Gesellschaft für Pflanzenzüchtung' (GPZ) and DLG - 'Fachzentrum Land- und Ernährungswirtschaft' in Germany and the 'Association Française pour la Production Fourragère' (AFPF) in France. National grassland societies from other countries could possibly be contacted. We will also communicate towards national plant breeder societies.
Organisations
People |
ORCID iD |
Matthew Hegarty (Principal Investigator) |
Publications
Blackmore T
(2016)
Germplasm dynamics: the role of ecotypic diversity in shaping the patterns of genetic variation in Lolium perenne.
in Scientific reports
Blackmore T
(2015)
Genetic-geographic correlation revealed across a broad European ecotypic sample of perennial ryegrass (Lolium perenne) using array-based SNP genotyping.
in TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik
Blanco-Pastor J
(2019)
Pleistocene climate changes, and not agricultural spread, accounts for range expansion and admixture in the dominant grassland species Lolium perenne L.
in Journal of Biogeography
Blanco-Pastor J
(2020)
Canonical correlations reveal adaptive loci and phenotypic responses to climate in perennial ryegrass
in Molecular Ecology Resources
Keep T
(2021)
To grow or survive: Which are the strategies of a perennial grass to face severe seasonal stress?
in Functional Ecology
Description | We have identified a set of over 50,000 genetic markers for a broad collection of natural ryegrass samples from across its habitat range. This is being used to identify signatures of adaptation to particular landscapes/environments in order to pre-select material that can be used to breed commercial forage/turfgrasses for use under 2050 climate change predictions. It will also be used to conduct genome-wide association analyses to try and isolate the genes that underpin key forage traits - some preliminary analyses have identified links to evapotranspiration trait. We have also already used this data to identify much more completely the historic evolution and development of European ryegrasses. |
Exploitation Route | GBS datasets will be of use to other ryegrass researchers/breeders. Methodology is already being used for breeding trials. Landscape genomics analysis will be of interest in other plant systems. |
Sectors | Agriculture Food and Drink Environment |
Description | Facilitating use on the European perennial ryegrass collection: improving access to genetic resources and C&E data (ImprovLoliumCol - ECPGR 6th Call) |
Amount | € 15,000 (EUR) |
Organisation | The European Cooperative Programme for Plant Genetic Resources |
Sector | Academic/University |
Start | 12/2018 |
End | 11/2021 |
Description | INRA France Ph.D scholarship |
Amount | € 98,000 (EUR) |
Organisation | INRA (UMR-MISTEA) Montpellier, France |
Sector | Academic/University |
Country | France |
Start | 11/2017 |
End | 10/2021 |
Title | GBS workflow for pooled ecotypic material |
Description | In conjunction with project partners at INRA (France) and ILVO (Belgium), we modified the GBS technique of Elshire et al (2011) for assessment of genotype frequencies within pools of ecotypic material (as opposed to single plants) from perennial ryegrass (Lolium perenne). Whilst this "GWAFF" technique has been previously described by Byrne et al (2013), they looked at commercial varieties where genetic diversity is likely to be lower and haplotype imputation is feasible. To ensure we hit as many loci as possible at a depth of 50x coverage or higher, we modified the protocol to remove effects of PCR competition and reduce unwanted "bottlenecking" of sample diversity prior to loading samples onto the Illumina HiSeq2500 platform. This has been demonstrated to improve consistency of read depth/locus coverage across pools. Whilst making library construction more expensive/time-consuming, for this sort of analysis we feel the extra effort is worthwhile. |
Type Of Material | Technology assay or reagent |
Provided To Others? | No |
Impact | We have thus far generated GBS data from 500 separate pools of Europe-wide ecotypic genebank material of Lolium perenne, plus 76 additional samples including commercial cultivars and re-sampled ecotypes from field collection. This data is currently undergoing preliminary analysis for genetic diversity. Once each pool has been sequenced to final depth (~20 million reads per pool), colleagues at INRA and IPK will perform association analyses with environmental conditions at sample origin, plus phenotypic data from Lemnatec and field trial, in order to identify alleles under selection and identify material useful in creating pre-breeding germplasm for adaptation to climate change. |
Title | Field trial dataset |
Description | Field trialling of the 576 Lolium accessions was outsourced to ILVO (Belgium). One year of trial data for these accessions has currently been collected, enhancing our knowledge of natural accessions for use in pre-breeding of Lolium varieties. |
Type Of Material | Database/Collection of data |
Provided To Others? | No |
Impact | This represents a significant collection of ecotypic field trial data for use in ongoing breeding programmes. The ILVO trial has also allowed their team to develop use of aerial drone technology for field phenotyping. |
Title | GBS data pipeline |
Description | Partners at ILVO developed a pipeline to analyse GBS data from pooled sward material and identify allele frequencies for correlation with phenotypic/environmental datasets |
Type Of Material | Data analysis technique |
Provided To Others? | No |
Impact | Provides a model system going forward for sward/community based genotyping of forage grasses and similar species not grown in monoculture. |
Title | Sward-pool GBS data |
Description | Sward-pool GBS data (~350k markers) for a collection of 576 accessions and ecotypes of Lolium perenne |
Type Of Material | Database/Collection of data |
Year Produced | 2017 |
Provided To Others? | No |
Impact | Enables association analysis of agricultural traits and environmental adaptation in the widest collection of Lolium accessions |
Description | Meeting with visiting group from Ag Tech New Zealand |
Form Of Engagement Activity | Participation in an open day or visit at my research institution |
Part Of Official Scheme? | No |
Geographic Reach | International |
Primary Audience | Professional Practitioners |
Results and Impact | Drs. Shannon Clarke and Kathryn McRae of Ag Tech NZ visited IBERS alongside other members of their company to give a talk, after which they engaged with Dr Hegarty and discussed the use of genomic selection technologies in sheep breeding, including the outcomes of this project. The broad uptake of genomics by NZ farmers was conveyed and passed on to UK parties. |
Year(s) Of Engagement Activity | 2017 |
Description | Presentation to British Grassland Society |
Form Of Engagement Activity | Participation in an open day or visit at my research institution |
Part Of Official Scheme? | No |
Geographic Reach | National |
Primary Audience | Industry/Business |
Results and Impact | ~20 members of the British Grassland Society visited IBERS to discuss ongoing research projects. As part of a tour/discussion of the Translational Genomics Facility (administered by myself), they were presented with an overview of the aims/objectives of the GrassLandScape project and the scale of the NGS work involved, plus a layman's description of how the GBS method works. This was followed by an animated Q&A session and visitors remarked that the tour had been fascinating and of immense interest. |
Year(s) Of Engagement Activity | 2015 |
Description | Presentation to Jersey Cattle Youth Society (4th April 2017) |
Form Of Engagement Activity | Participation in an open day or visit at my research institution |
Part Of Official Scheme? | No |
Geographic Reach | National |
Primary Audience | Professional Practitioners |
Results and Impact | A presentation of genomics technology and its use for carcass verification and genomic selection in both cattle and sheep was given to the Jersey Society Youth team along with a tour of the IBERS Translational Genomics labs and the National Plant Phenomics Centre. Following this, there was a discussion lunch of the potential for genomic improvement in cattle. The Society reported an increased interest in genomics and usage in breeding systems. |
Year(s) Of Engagement Activity | 2017 |
Description | Presentation to SUREROOT project farmers 26th Oct 2017 |
Form Of Engagement Activity | Participation in an open day or visit at my research institution |
Part Of Official Scheme? | No |
Geographic Reach | National |
Primary Audience | Professional Practitioners |
Results and Impact | Around 20 farmers and industry representatives involved in another Lolium project (SUREROOT) visited the IBERS Translational Genomics facility and were given overviews of several projects including GrassLandscape. Farmers were impressed at the pace of technological development for genomics in Lolium and other species and asked questions on the translation of genomic data to field performance improvement. |
Year(s) Of Engagement Activity | 2017 |
Description | Visit by Germinal Holdings 15th Sept 2017 |
Form Of Engagement Activity | Participation in an open day or visit at my research institution |
Part Of Official Scheme? | No |
Geographic Reach | International |
Primary Audience | Industry/Business |
Results and Impact | Delegates from a commercial Lolium breeding company (Germinal Holdings) visited the IBERS Translational Genomics lab and were given overviews of several ryegrass projects including GrassLandscape. Audience members asked questions on incorporation of genomic data into breeding programmes and were impressed by the quality of research. A brief video Q/A was recorded for podcast by Germinal. |
Year(s) Of Engagement Activity | 2017 |
Description | Visit by Welsh Assembly government members (26th April 2017) |
Form Of Engagement Activity | Participation in an open day or visit at my research institution |
Part Of Official Scheme? | No |
Geographic Reach | National |
Primary Audience | Policymakers/politicians |
Results and Impact | A delegation from Welsh Assembly government toured the IBERS Translational Genomics lab on 26th April 2017 and were presented with information on EU-funded projects including GrassLandscape. This led to brief discussion and positive feedback about the quality of scientific work undertaken. |
Year(s) Of Engagement Activity | 2017 |