Source: AGRICULTURAL RESEARCH SERVICE submitted to NRP
BTT EAGER: EPI-TOM: THE DEVELOPMENT AND CHARACTERIZATION OF AN EPIRIL TOMATO POPULATION
Sponsoring Institution
National Institute of Food and Agriculture
Project Status
COMPLETE
Funding Source
Reporting Frequency
Annual
Accession No.
1018437
Grant No.
2019-67013-29098
Cumulative Award Amt.
$300,000.00
Proposal No.
2018-09059
Multistate No.
(N/A)
Project Start Date
Mar 1, 2019
Project End Date
Feb 28, 2022
Grant Year
2019
Program Code
[A5173]- Early Concept Grants for Exploratory Research (EAGERs) to Develop Breakthrough Ideas and Enabling Technologies to Advance Crop Breeding and Functional Genomics
Recipient Organization
AGRICULTURAL RESEARCH SERVICE
10300 BALTIMORE AVE
BELTSVILLE,MD 20705
Performing Department
Agricultural Research Service
Non Technical Summary
Thousands of tomato QTLs have been described, but there is no information to indicate what proportion has an epigenetic basis. Genetic variation in cultivated tomato is limited, despite substantial phenotypic diversity. This is a timely moment to investigate the importance of epigenetics for heritable variation in this complex genome. It will benefit our understanding of the fundamental processes regulating gene expression and the metabolome and inform future breeding strategies in tomato and other crops. To improve our understanding of epigenetics in crops we need to develop tools to study the generation, stability and effects of epigenetic variation in complex crop genomes. Several major questions awaiting elucidation include; (i) does epigenetic variation impact on chemotypes and phenotypes that influence crop quality and productivity, (ii) is this epi-variation inherited and stable, and (iii) can induced epigenetic changes provide a new source of variation for enhancing crop traits including those for resilience and quality? The Epi-TOM project also proposes to use hierarchical metabolomics as a pre-breeding tool for identifying important fruit traits, with state of the art untargeted chemical fingerprinting to rapidly assess metabolic variation, followed by targeted evaluations of distinct metabolite differentiators.Broader ImpactGlobal Food Security is and will continue to be a pressing issue. A major component of the solution will be the ability to breed new fit for purpose varieties, delivering higher yields in combination with improved stress tolerance and product quality. This will demandnew sources of biological variationaccessible within elite backgrounds and suitable for modern intensive but sustainable agriculture. EpiTom will create anew exploitable paradigmin natural variation. The outputs will be important and novel because they address the under explored and poorly understood role of epigenetic variation. This is anew frontierin harnessing natural variation that may help crops withstand abiotic and biotic stress while delivering high quality nutritious food products. The know-how from this project could be used by breeders to improve performance and quality in tomato andtranslatedto other fruit and vegetable crops. The data will also benefit researchers in universities and industry working on biological variation and the mechanistic basis of plant phenotypes. A revolution in our understanding of molecular mechanisms underlying plant development and the contribution of epigenetics to animal and plant variation is underway and this information will be ofgeneral interest.
Animal Health Component
10%
Research Effort Categories
Basic
70%
Applied
10%
Developmental
20%
Classification

Knowledge Area (KA)Subject of Investigation (SOI)Field of Science (FOS)Percent
20114601080100%
Knowledge Area
201 - Plant Genome, Genetics, and Genetic Mechanisms;

Subject Of Investigation
1460 - Tomato;

Field Of Science
1080 - Genetics;
Goals / Objectives
The overarchinggoalof the consortium is to evaluatea population of genetically identical tomato lines with an experimentally induced, mosaic of epigenetic variation (epiRILs). Ouraimis to determine whether this epigenetic variation has the potential to impact on agronomic and quality traits, as well as determining the stability of the epigenetic variation under different environmental conditions. The specificobjectivesare:(i) Characterisation of tomato epigenetic variation.At the onset of the project a tomato epi-RIL population (115 epitypes), which has been initially generated by silencing DNAMETHYLTRANSFERASE 1(MET1) in one of the two parental lines, will be available at the F8 generation. We have identified stable changes in methylation at a range of loci including those controlling fruit weight. The mosaic of DNA methylation in the constant genetic background will now be assessed using selected lines which already show altered chemo/phenotypes.(ii) Chemo and phenotyping.TheepiRILs will be screened for a wide range of phenotypic characteristics including commercially important developmental and fruit parameters such as yield and colour and the assessment of metabolites affecting fruit chemical composition. To assess the metabolome, hierarchical profiling will be used as described in section 2.(iii)Stability under a range of environmental conditions.To assess the effect of environment the population will be propagated in the UK under glasshouse conditions and in the US in the field. Phenotypic and chemotypic variation determined for both crops to assess environmental effects. Control genotypes without altered modulation of methylation status will be used as concurrent comparators.
Project Methods
Multi location/environmental cultivation of the F8Epi-RIL population.All the 115 Epi-RILs lines in the F8generation will be cultivated concurrently with respective control (WVA106) and quality control backgrounds (e.g. M82 and Ailsa Craig). A minimum of four plants per line will be grown in a randomized block format. Wewill generate one glasshouse and one field crop (June - Sept) for analyses with additional trials performed by our colleagues in the UK. Fruit will be tagged at breaker stage (the first appearance of coloration) and harvested at 7 days post breaker (d.p.b.) when the fruit are fully red and ripe. This ripening stage has been chosen as it represents the point at which most fruit are consumed. Fruit will only be harvested across the first three trusses and the harvests performed at a similar time point in the day. The fruits will be frozen in liquid nitrogen immediately after picking and stored at -80oC. Frozen fruit tissue will be used for volatile analyses. Other analyses will be carried out on freeze-dried fruit. Representative freeze-dried fruit material will be homogenized to a fine powder in a freezer mill. This procedure is optimal for tomato as it disrupts the tomato peel. Material will be labelled with a unique identifier and archived at -80oC. For the homogenization procedure used we have found that the intra-sample variation is below the analytical error for both targeted and untargeted approaches. Storage properties have also shown minimum variation (less than analytical error) over two years of storage. An advantage of this approach is that we will generate and store material that can be analyzed by ourselves or others for differetn parameters during or after this project ends for direct comparison to the outcomes developed here.Chemo and phenotypic characterisation of the Epi-RIL population.The phenotypic traits to be recorded across the population will include, flowering time, time from anthesis to ripe fruit, fruit weight, fruit color and the harvest index (fruit weight: plant weight).Fruit color will be determined with a MiniScan-XE Plus (HunterLab, Cheshire, UK.). This portable module enables measurements to be taken while the fruit are still on the plant. Color readings of individual fruit will be taken at the equatorial plane. Two readings will be taken at two different sites. Five fruit per plant will be determined for weight and colour. Several key classes of metabolites responsible forcolor,health,nutritionalandflavortraits will betargeted with HPLC/UPLC and LC-MS methods will be employed for carotenoid and flavonoid pigments, folate as well as antinutritional gylcoalkaloids.Flavor and aroma volatile analysis will be carried out by GC-MS using SPME extraction. Transcriptome and methylome analysis.The primary objective of the project is to assess and characterize the population for phenotypic diversity as the basis for a subsequent and larger activity directed toward more complete assessment of the nature of epigenome modifications resulting fromMET1repression in the progenitor.In an effort to validate epigenome changes contributing to altered gene expression and downstream metabolic and developmental phenotypes, we will characterize expression and DNA methylation changes in a subset of lines.Five lines with the most abundant phenotypic changes will be selected for further investigation.Specifically, we will select lines where multiple metabolites representing distinct pathways in addition to measured phenotypic changes (flowering time, ripening time, fruit morphology) are altered.Four additional lines with the most dramatic changes in a single metabolite or phenotype will also be selected, especially in instances where the metabolic pathway is well understood.These lines along with the WVA106, M82 and AC controls will be subject to transcriptome profiling by RNA-seq of the same ripe (breaker + 7d) fruit tissues used for metabolic analyses.Our objective will be to identify candidate genes contributing to metabolic differences based upon observed expression differences.The set of 5 most changed lines will provide the most targets per line while the four lines with dramatic but limited changes will control against unforeseen genomic or other modifications that might be reflected in the most severe subset of the population.With controls, 12 lines will be analyzed for transcriptome activity.We will select lines where changes are robust through all trials but use the replicates from a single trial. While we would prefer to perform whole genome bisulfite sequencing on all 12 lines, the limited budget of the project precludes this approach.Nevertheless, candidates genes altered in expression and likely to contribute to observed phenotypic or metabolic differences will have their promoter regions subject to targeted bisulfite sequencing (i.e. 2 kb of promoter sequence) or McrBC, a restriction enzyme-based assay of DNA methylation status deployed successfully in our lab.We will perform whole genome bisulfite analysis on at least two lines where we have evidence of altered DNA methylation from targeted analysis].This would provide the confirmation of heritable alterations in DNA methylation, linked to gene expression and chemical or developmental phenotypes necessary to validate the nature of genetic changes in the population and support future expanded investigation.Data analysis, visualization and integration into a community resource.Phenotypic andmetabolomic datasets will be statistically analyzed. In effect we wish to: (i) create a quantitative map of the metabolite changes derived from epigenetic variation that are directly linked to consumer traits and (ii) metabolite networks that will collectively reveal sectors of metabolism under the influence of epigenetic variance. The data generated (raw and processed) along with associated metadata will be deposited in Sol Genomics Network (www.solgenomics.net), TomExpress (www.gbf.toulouse.inra.fr/tomexpress), Tomato Functional Genomics Database (www.ted.bti.cornell.edu)and the Tomato Expression Atlas (http://tea.solgenomics.net)for free access by the scientific community.All raw DNA sequence data (transcriptome and methylome) will be deposited in GENBANK.

Progress 03/01/19 to 02/28/22

Outputs
Target Audience:Primary target audiences include researchers and crop breeders who will be served by availability of epigenome-linked trait variation that will be useful in crop improvement. End-use audience members will include consumers of crops affected by value-added trait variation resulting from identification and deployment of epigenome-based trait improvement. Changes/Problems:As noted in the above reporting sections, we added a project activity in terms of persuing targetted modification of methylation in the promoter of a fruit ripening gene. Said methylation is variant in a line with latered ripening and co-segregates with the delayed ripening phenotype. Working in collaboration with colleagues at UCLA we were able to access constructs they had developed for CRISPR/Cas9-mediated targetting of DNA methylation enzymes to specifically alter the candidate locus. Constructs have been developed and trangenic plants are being generated for subsequent analysis at the writing of this report. This will be a rare and unique opportunity to functionaly address heritable genome methylation differens and their role in conferring a genetically linked ripening phenotype. What opportunities for training and professional development has the project provided?Under this project one postdoctoral scientist, one Ph.D. student and two undergraduate summer interns received training in aspects of analysis including plant propagation, trait phenotyping, carotenoid analysis, development of DNA constructs and targetted gene editing. In short, the postodc was involved in all activities while summer interns focused on plant propagation and phenotyping while the summer interns particpated in carotenoid analyses and also participated in poster development and presentations at a summer student symposium on the Cornell University campus. How have the results been disseminated to communities of interest?Data is still being analyzed and we expect to publish at least two manuscripts on a) phenotyping and genetic analysis of epigenome-realted phenotypes in the Epi-RIL tomato population and b) targetted manipulation of specific epi-alleles for functional confirmation. While project funds have been expended, activiites and our collaboration with our UK partners will continue until completed (apx. 8 - 12 months) - in our case using discretionary USDA-ARS research funds. What do you plan to do during the next reporting period to accomplish the goals? Nothing Reported

Impacts
What was accomplished under these goals? The Epi-RIL population was phenotyped under both field and greenhouse conditions during the course of the project with phenotyping for crop production, fruit development and fruit quality traits as noted above. Metabolite data was colected from ripe fruit of our filed trial and from a parallel triual done in the UK by our collaborators. A third trial was performed in the greenhouse for a subset of lines displaying consistent phenotypes in both the greenhouse and field trials. From this third trial lines with consistent phenotypes from all three trials and with the UK field trial were crossed to develop segregating populations that will be phenotyped in an effort to map Epi-RIL loci during summer 2022. A specific epi-allele assocaited with fruit ripening is also being targetted via gene-specific DNA methylation and de-methylation in corresponding methylated and unmethylated genotypes. This is being accomplished via use of the SUN-TAG system to direct DNA methyltransferase and demethylase activities to the target locus. Transgenic plants are being generated at the wrting of this final report and should be available for analysis in 3-6 months to analyze and confirm effects of altered methylation at the suspected epigenome modified locus. This last objective was beyond the original scope of the project but was persued as the opportunity and technology to functionally address a candiate methylation variant was became available.

Publications


    Progress 03/01/20 to 02/28/21

    Outputs
    Target Audience:Project activities were presented in two seminars presented by the postdoc and Ph.D. student respectively on the Cornell campus. The project PI also presented this project to a groups of 30+ summer interns as an introduction to the importance and potential utility of epigenome analysis and utilization. Changes/Problems: Nothing Reported What opportunities for training and professional development has the project provided?The postdoc involved in the project broadened her collaborations to include interactions with experts in DNA methylation who are developing technologies for targeted locus-specific genome modification of DNA methylation.Possibly beyond the scope of the project, but we hope to modify specific loci revealed in further DNA methylation analysis of the tomato epiRILs to validate observed changes associated with candidate genes underlying modified phenotypes. A Ph.D. student working on fruit folate synthesis and accumulation participated in this reporting period to bring analysis of this important nutritional trait into the project. How have the results been disseminated to communities of interest?The first two years of the project was mainly focused on characterization of the epiRIL population. As this has been largely completed and activities move to epigenome characterization the research will be better positioned for inclusion in presentations and aspects will begin to be developed for publication. What do you plan to do during the next reporting period to accomplish the goals?In the next reporting period we will focus on whole genome bisulfite sequencing to assess genome wide cytosine methylation profiles in the leaves and fruit of the sub-population with consistent phenotypic variation over multiple trials. These lines are believed to most likely contain heritable epigenome variation influencing said traits.

    Impacts
    What was accomplished under these goals? Genetic diversity is the basis of crop breeding and improvement where breeders cross genetically different individuals of the species to generate novel varieties with desirable combinations of genetic traits. The ability to bring further improvements, for example in crop yield, pest resistance, climate resilience, texture, flavor or nutritional quality, is dependent on available genetic diversity within a species. The genetic information of an organism is captured in its total DNA sequence or genome and through additional heritable chemical modifications of DNA. These modifications contribute to the epigenome and one such chemical modification is DNA methylation. Epigenome diversity has been largely overlooked to date as a means toward crop improvement. This project is characterizing a population of tomato plants harboring essentially identical genomes but with plant-to-plant variation in DNA methylation. The overall project objective is to assess the potential for use of epigenome variation as a means of broadening the genetic tools available for breeders to improve crops. During the current project period a total of 96 tomato epiRIL lines were grown in a field plot in Freeville, NY. Five to six replicate individuals were grown per line in a randomized trial. All 96 lines were grown and phenotyped in the last reporting period in a greenhouse trial which additionally included 8 accessions that did not germinate in sufficient numbers for the field trial. Measured filed phenotypes included those as in the prior greenhouse trial (yield, plant dry matter, plant height, time to flowering, time to initial ripening and full ripe, fruit size, leaf and fruit chlorophyll, fruit carotenoids and an untargeted metabolite analysis of polar compounds). We also included measurement of ripe fruit ethylene and folic acid. Stored tissues from the prior greenhouse trial were also assayed for folic acid. Combined data analysis with that from the prior greenhouse experiment and data from our UK collaborators (who also performed a greenhouse trial of this population) was used to identify 12 lines meeting the criteria of 1) consistent deviation from parental controls in all three trials and for multiple phenotypes, 2) multiple phenotypes with variation in the top or bottom 20% of extremes of the population, 3) lines with no other gross abnormalities of plant growth or form. This latter point is relevant as several lines that displayed the most phenotypic variation in all traits measured were clearly very different than most accessions, presumably due to severe defects in normal developmental process that influenced virtually all other traits. In short, this sub-population was selected as most likely to reveal measurable differences in DNA methylation associated with changes in specific traits. This sub-population was again grown in the greenhouse to validate phenotypes and while all showed similar changes as in prior trials, 8 that displayed one or more fruit phenotypes were selected for further analysis.

    Publications

    • Type: Journal Articles Status: Published Year Published: 2021 Citation: Fenn M, Giovannoni, J. (2021) Phytohormones in Fruit Development and Maturation. Plant J. 105: 446-458


    Progress 03/01/19 to 02/29/20

    Outputs
    Target Audience:IN the initial phase of the project the primary audicne was lab members, collaborators and USDA-ARS, Boyce Thompston Institute and Cornell University students and faculty who participated in local research presentation. Changes/Problems: Nothing Reported What opportunities for training and professional development has the project provided?The postdoc involved in the project has her Ph.D. in plant physiology and has received training in genetics and epigenetics thus broadening her portfolio of research skills. She has also had opportunities to interact with international collaborators specializing in metabolite analyses. the undergraduate involved in the project had no prior laboratory skills and worked with the postdocduring the summer gaining experience in plant growth, phenotyping, tissue preparation and cryogenic storage in addition to general lab safety and routine molecular techniques. How have the results been disseminated to communities of interest?As the project was initiated in this reporting period the only dissemination of results has been to project collaborators and through local presentations to students and faculty. What do you plan to do during the next reporting period to accomplish the goals?As the project was initiated in this reporting period the only dissemination of results has been to project collaborators and through local presentations to students and facultAgreenhouse trail of the epiRILs and associated phenotyping was performed in year 1 and compared to results from a greenhouse trial performed in the UK. In the next reporting period we will focus mainly on a field trial of the same population to be followed by selection of genotypes with consistent phenotypic variation in a range of monitored phenotypes across all trials. These are most likely to reflect heritable epigenome variation influencing said traits. We will then focus on individual genotypes for genome, epigenome and transcriptome analyses to better understand the changes which may underlie DNA methylation-based heritable trait variation.

    Impacts
    What was accomplished under these goals? Genetic diversity is the basis of crop breeding and improvement where breeders cross genetically different individuals of the species to generate novel varieties with desirable combinations of genetic traits. The ability to bring further improvements, for example in crop yield, pest resistance, climate resilience, texture, flavor or nutritional quality, is dependent on available genetic diversity within a species. The genetic information of an organism is captured in its total DNA sequence or genome and through additional heritable chemical modifications of DNA. These modifications contribute to the epigenome and one such chemical modification is DNA methylation. Epigenome diversity has been largely overlooked to date as a means toward crop improvement. This project is characterizing a population of tomato plants harboring essentially identical genomes but with plant-to-plant variation in DNA methylation. The overall project objective is to assess the potential for use of epigenome variation as a means of broadening the genetic tools available for breeders to improve crops. The project was initiated during this reporting period. A population of 115 tomato epiRILs was secured from our collaborators at INRA in Bordeaux, France. This population was derived from an initial cross between a transgenic line repressing a DNA methyltransferase (MET1) via RNAi and a non-transgenic line of the same genotype. The lines were developed by selfing F2 individuals which had segregated out the transgene and thus should be largely fixed for any heritable modifications in DNA methylation. During this reporting period all lines were grown in triplicate in a greenhouse and phenotyped for plant height, flowering time, time to initial fruit ripening, time to full ripe, fruit yield, fruit size, fruit and leaf chlorophyll content, fruit carotenoids and whole plant dry weight following fruit removal. Ripe fruit were additionally subject to an untargeted analysis of polar metabolites yielding data on 76 known compounds including sugars and organic acids. All phenotypes exhibited variation across the population and high and low extremes were noted and compared to a similar trial run by our collaborators in the UK. Leaf and ripe fruit tissues were cryogenically stored for future analysis and RNA was extracted and stored from ripe fruit of all lines and parents. At the end of the project period seed was allocated in preparation for a field trial to be initiated in the spring of 2020. While the COVID-19 pandemic started during this reporting period the nature of activities performed (much greenhouse work facilitating separation and willingness of the postdoc to work off hours in the lab) allowed completion without interruption.

    Publications

    • Type: Journal Articles Status: Published Year Published: 2020 Citation: Fraser P, Aharoni A, Hall R, Huang S, Giovannoni J, Sonnewald U, Fernie A. (2020) Metabolomics should be deployed in identification and characterization of gene-edited crops. Plant J. 102:897-902