skip to main content
OSTI.GOV title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Application of genomics-assisted breeding for generation of climate resilient crops: Progress and prospects

Journal Article · · Frontiers in Plant Science
 [1];  [2];  [3];  [3];  [1];  [4];  [5];  [6];  [7];  [8];  [9];  [10];  [11];  [6];  [12];  [13];  [14];  [15];  [16];  [6] more »;  [17];  [18];  [19];  [20];  [15];  [21];  [20];  [22];  [23];  [24];  [25];  [26];  [15];  [27];  [28];  [23];  [29];  [30];  [31];  [2] « less
  1. Bidhan Chandra Krishi Viswavidyalaya, Mohanpur (India)
  2. National Inst. of Plant Genome Research, New Delhi (India)
  3. Univ. of Queensland, St. Lucia QLD (Australia)
  4. International Inst. of Tropical Agriculture, Ibadan (Nigeria)
  5. Univ. of Queensland, Brisbane, QLD (Australia)
  6. National Inst. of Agricultural Botany, Cambridge (United Kingdom)
  7. Univ. of Western Australia, Perth, WA (Australia). Law School
  8. Univ. of Exeter, Exeter (United Kingdom)
  9. Japan Grassland Agriculture and Forage Seed Assocations, Nasushiobara (Japan) Forage Crop Research Inst.; China Agricultural Univ., Beijing (China)
  10. Murdoch Univ., WA (Australia)
  11. Univ. of Alabama, Huntsville, AL (United States)
  12. Federal Univ. of Pelotas (Brazil)
  13. Univ. of Tuscia, Viterbo (Italy)
  14. Platz der Vereinten Nationen, Bonn (Germany)
  15. Univ. of Wisconsin, Madison, WI (United States)
  16. Univ. of California, Davis, CA (United States)
  17. Univ. of California, Riverside, CA (United States)
  18. National Inst. of Agrobiological Sciences, Tsukuba (Japan)
  19. Univ. of Exeter (United Kingdom)
  20. Aberystwyth Univ. (United Kingdom)
  21. International Rice Research Inst., Manila (Philippines)
  22. Biotechnology and Crop Genetics, Semenyih (Malaysia)
  23. Univ. of Missouri, Columbia, MO (United States)
  24. Grans Research and Development Corporation, Kingston, ACT (Australia)
  25. Swedish Univ. of Agricultural Sciences (SLU), Sundvagen (Sweden)
  26. Univ. of Georgia, Athens, GA (United States). Plant Genome Mapping Lab.
  27. Centro International de Agricultura Tropical, Cali (Columbia)
  28. Bologna (Italy). Dept. of Agricultural Sciences
  29. International Crops Research Institute for the Semi-Arid Tropics, Patancheru (India)
  30. Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States)
  31. Inst. of Crop Science, Tsukuba (Japan)

Climate change affects agricultural productivity worldwide. Increased prices of food commodities are the initial indication of drastic edible yield loss, which is expected to increase further due to global warming. This situation has compelled plant scientists to develop climate change-resilient crops, which can withstand broad-spectrum stresses such as drought, heat, cold, salinity, flood, submergence and pests, thus helping to deliver increased productivity. Genomics appears to be a promising tool for deciphering the stress responsiveness of crop species with adaptation traits or in wild relatives toward identifying underlying genes, alleles or quantitative trait loci. Molecular breeding approaches have proven helpful in enhancing the stress adaptation of crop plants, and recent advances in high-throughput sequencing and phenotyping platforms have transformed molecular breeding to genomics-assisted breeding (GAB). In view of this, the present review elaborates the progress and prospects of GAB for improving climate change resilience in crops, which is likely to play an ever increasing role in the effort to ensure global food security.

Research Organization:
Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)
Sponsoring Organization:
USDOE Office of Science (SC)
Grant/Contract Number:
AC05-00OR22725
OSTI ID:
1265697
Journal Information:
Frontiers in Plant Science, Vol. 563; ISSN 1664-462X
Publisher:
Frontiers Research FoundationCopyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 147 works
Citation information provided by
Web of Science

References (191)

Whole genome sequencing of peach (Prunus persica L.) for SNP identification and selection journal November 2011
How Do We Improve Crop Production in a Warming World? journal October 2010
QTL analyses and comparative genetic mapping of frost tolerance, winter survival and drought tolerance in meadow fescue (Festuca pratensis Huds.) journal April 2011
Development of DArT (Diversity Arrays Technology) for high-throughput genotyping of Pinus taedaand closely related species journal September 2011
Genetic analyses and conservation of QTL for ascochyta blight resistance in chickpea (Cicer arietinum L.) journal June 2009
QTLs associated with tolerance of flooding during germination in rice (Oryza sativa L.) journal August 2009
Mapping QTL for resistance to botrytis grey mould in chickpea journal February 2011
Field high-throughput phenotyping: the new crop breeding frontier journal January 2014
The genome of Theobroma cacao journal December 2010
Multienvironment Quantitative Trait Loci Analysis for Photosynthate Acquisition, Accumulation, and Remobilization Traits in Common Bean Under Drought Stress journal May 2012
Genetic Analysis of Drought Resistance in Rice by Molecular Markers journal January 2003
Submergence Tolerant Rice: SUB1’s Journey from Landrace to Modern Cultivar journal August 2010
Genome-wide conserved non-coding microsatellite (CNMS) marker-based integrative genetical genomics for quantitative dissection of seed weight in chickpea journal December 2014
A combinatorial approach of comprehensive QTL-based comparative genome mapping and transcript profiling identified a seed weight-regulating candidate gene in chickpea journal March 2015
Selection for Drought Resistance in Common Bean Also Improves Yield in Phosphorus Limited and Favorable Environments journal January 2008
Plant genome editing made easy: targeted mutagenesis in model and crop plants using the CRISPR/Cas system journal January 2013
Reference genome sequence of the model plant Setaria journal May 2012
Short, natural, and extended photoperiod response in BC2F4 lines of bread wheat with different Photoperiod-1 (Ppd-1) alleles journal February 2013
Frequency of photoperiod-insensitive Ppd-A1a alleles in tetraploid, hexaploid and synthetic hexaploid wheat germplasm: Ppd-A1 in durum wheat journal January 2011
Quantitative Trait Loci for Grain Yield in Pearl Millet under Variable Postflowering Moisture Conditions journal January 2007
Analysis of BAC-end sequences (BESs) and development of BES-SSR markers for genetic mapping and hybrid purity assessment in pigeonpea (Cajanus spp.) journal January 2011
Are plant diseases too much ignored in the climate change debate? journal March 2012
Drought adaptation of stay-green sorghum is associated with canopy development, leaf anatomy, root growth, and water uptake journal June 2014
Efficient Gene Editing in Tomato in the First Generation Using the Clustered Regularly Interspaced Short Palindromic Repeats/CRISPR-Associated9 System journal September 2014
A cost of disease resistance: paradigm or peculiarity? journal December 2003
HKT1;5-Like Cation Transporters Linked to Na + Exclusion Loci in Wheat, Nax2 and Kna1 journal February 2007
A structured mutant population for forward and reverse genetics in Barley (Hordeum vulgare L.): Barley reverse genetics journal August 2004
Efficient design and assembly of custom TALEN and other TAL effector-based constructs for DNA targeting journal April 2011
Targeted genome modification technologies and their applications in crop improvements journal November 2013
Genetic analysis of agronomic traits in a wide cross of chickpea journal March 2009
Multiplex Genome Engineering Using CRISPR/Cas Systems journal January 2013
Breeding drought-tolerant maize hybrids for the US corn-belt: discovery to product journal March 2014
Deploying QTL-seq for rapid delineation of a potential candidate gene underlying major trait-associated QTL in chickpea journal April 2015
The banana (Musa acuminata) genome and the evolution of monocotyledonous plants journal July 2012
Defining the Transcriptome Assembly and Its Use for Genome Dynamics and Transcriptome Profiling Studies in Pigeonpea (Cajanus cajan L.) journal May 2011
Development of genic-SSR markers by deep transcriptome sequencing in pigeonpea [Cajanus cajan (L.) Millspaugh] journal January 2011
Accessing complex crop genomes with next-generation sequencing journal September 2012
Multigeneration analysis reveals the inheritance, specificity, and patterns of CRISPR/Cas-induced gene modifications in Arabidopsis journal February 2014
Efficient genome editing in plants using a CRISPR/Cas system journal August 2013
Fine mapping of a HvCBF gene cluster at the frost resistance locus Fr-H2 in barley journal September 2007
ZFN, TALEN, and CRISPR/Cas-based methods for genome engineering journal July 2013
Involvement of Chromosomes 5A and 5D in Cold-Induced Abscisic Acid Accumulation in and Frost Tolerance of Wheat Calli journal April 1993
Cas9-crRNA ribonucleoprotein complex mediates specific DNA cleavage for adaptive immunity in bacteria journal September 2012
Advancing the STMS genomic resources for defining new locations on the intraspecific genetic linkage map of chickpea (Cicer arietinum L.) journal February 2011
An International Reference Consensus Genetic Map with 897 Marker Loci Based on 11 Mapping Populations for Tetraploid Groundnut (Arachis hypogaea L.) journal July 2012
Genomics of Phaseolus Beans, a Major Source of Dietary Protein and Micronutrients in the Tropics book January 2008
Development and use of genic molecular markers (GMMs) for construction of a transcript map of chickpea (Cicer arietinum L.) journal March 2011
Plant Abiotic Stress:‘Omics’ Approach journal January 2013
Crop breeding strategies for the 21st century. book January 2000
Quantitative trait loci on barley ( Hordeum vulgare L.) chromosome 7 associated with components of winterhardiness journal February 1993
Molecular marker assisted tagging of morphological and physiological traits under two contrasting moisture regimes at peak vegetative stage in rice (Oryza sativa L.) journal January 2000
Large-scale development of cost-effective SNP marker assays for diversity assessment and genetic mapping in chickpea and comparative mapping in legumes: Large-scale development of chickpea KASPar assays journal June 2012
Development and Applications of CRISPR-Cas9 for Genome Engineering journal June 2014
DNA targeting specificity of RNA-guided Cas9 nucleases journal July 2013
Quantitative resistance to symptomless growth of Leptosphaeria maculans (phoma stem canker) in Brassica napus (oilseed rape) journal April 2009
A consensus map of QTLs controlling the root length of maize journal April 2011
Genome Sequencing Approaches and Successes book January 2009
Mechanisms associated with tolerance to flooding during germination and early seedling growth in rice (Oryza sativa) journal November 2008
Genetic and genomic approaches to develop rice germplasm for problem soils journal August 2007
The contribution of submergence-tolerant (Sub1) rice varieties to food security in flood-prone rainfed lowland areas in Asia journal October 2013
A draft genome sequence of the pulse crop chickpea ( Cicer arietinum  L.) journal May 2013
Physiological Characterization of Two Genes for Na + Exclusion in Durum Wheat, Nax1 and Nax2 journal October 2006
Targeted Genome Editing of Sweet Orange Using Cas9/sgRNA journal April 2014
Demonstration of CRISPR/Cas9/sgRNA-mediated targeted gene modification in Arabidopsis, tobacco, sorghum and rice journal August 2013
A Programmable Dual-RNA-Guided DNA Endonuclease in Adaptive Bacterial Immunity journal June 2012
Phenotypic and genotypic analysis of drought-resistance traits for development of rice cultivars adapted to rainfed environments journal October 2008
Mapping QTLs for root morphology of a rice population adapted to rainfed lowland conditions journal April 2002
Greenhouse Warming still Coming: Estimates of the carbon dioxide-induced climate warming predict a large effect that could be doubled by increasing trace gases; some effects of the warming may already be evident journal May 1986
Comprehensive genome-wide identification and expression profiling of foxtail millet [Setaria italica (L.)] miRNAs in response to abiotic stress and development of miRNA database journal April 2014
A QTL study on late leaf spot and rust revealed one major QTL for molecular breeding for rust resistance in groundnut (Arachis hypogaea L.) journal June 2010
CBF gene copy number variation at Frost Resistance-2 is associated with levels of freezing tolerance in temperate-climate cereals journal March 2010
Mapping and validation of QTLs for resistance to an Indian isolate of Ascochyta blight pathogen in chickpea journal July 2008
A Comprehensive Transcriptome Assembly of Pigeonpea (Cajanus cajan L.) using Sanger and Second-Generation Sequencing Platforms journal September 2012
A genome-wide SNP scan accelerates trait-regulatory genomic loci identification in chickpea journal June 2015
Ultra-high density intra-specific genetic linkage maps accelerate identification of functionally relevant molecular tags governing important agronomic traits in chickpea journal May 2015
Development of eSSR-Markers in Setaria italica and Their Applicability in Studying Genetic Diversity, Cross-Transferability and Comparative Mapping in Millet and Non-Millet Species journal June 2013
Yield response to water deficit in an upland rice mapping population: associations among traits and genetic markers journal July 2004
Quantitative Trait Loci Associated with Drought Tolerance at Reproductive Stage in Rice journal April 2004
Validation and characterization of a major QTL affecting leaf ABA concentration in maize journal April 2005
Making the most of ‘omics’ for crop breeding journal January 2011
Validation of an allele-specific marker associated with dehydration stress tolerance in a core set of foxtail millet accessions: ASM validation for dehydration tolerance in foxtail millet journal June 2012
Association of an allele-specific marker with dehydration stress tolerance in foxtail millet suggests SiDREB2 to be an important QTL journal January 2013
Association of an SNP in a novel DREB2-like gene SiDREB2 with stress tolerance in foxtail millet [Setaria italica (L.)] journal March 2011
Foxtail millet: a model crop for genetic and genomic studies in bioenergy grasses journal June 2012
RFLP mapping of five major genes and eight quantitative trait loci controlling flowering time in a winter × spring barley ( Hordeum vulgare L.) cross journal June 1995
CRISPR-P: A Web Tool for Synthetic Single-Guide RNA Design of CRISPR-System in Plants journal September 2014
Multiplex and homologous recombination–mediated genome editing in Arabidopsis and Nicotiana benthamiana using guide RNA and Cas9 journal August 2013
QTL mapping of root traits in a doubled haploid population from a cross between upland and lowland japonica rice in three environments journal March 2005
Locating QTL for osmotic adjustment and dehydration tolerance in rice journal January 1996
Genome-Wide Analysis of ZmDREB Genes and Their Association with Natural Variation in Drought Tolerance at Seedling Stage of Zea mays L journal September 2013
Integration of phenotyping and genetic platforms for a better understanding of wheat performance under drought journal September 2014
Contribution of Genomics to Gene Discovery in Plant Abiotic Stress Responses journal November 2012
An Eight-Parent Multiparent Advanced Generation Inter-Cross Population for Winter-Sown Wheat: Creation, Properties, and Validation journal September 2014
RNA-Guided Human Genome Engineering via Cas9 journal January 2013
Identification of QTL controlling adventitious root formation during flooding conditions in teosinte (Zea mays ssp. huehuetenangensis) seedlings journal January 2005
QTL Mapping of Adventitious Root Formation under Flooding Conditions in Tropical Maize (Zea mays L.) Seedlings journal January 2005
Application of the CRISPR–Cas System for Efficient Genome Engineering in Plants journal November 2013
Targeted screening for induced mutations journal April 2000
Targeted mutagenesis in rice using CRISPR-Cas system journal September 2013
A cluster of 11 CBF transcription factors is located at the frost tolerance locus Fr-A m 2 in Triticum monococcum journal December 2005
Tolerance of anaerobic conditions caused by flooding during germination and early growth in rice (Oryza sativa L.) journal January 2013
Artificial Transmutation of the gene journal July 1927
Wheat grain yield on saline soils is improved by an ancestral Na+ transporter gene journal March 2012
Mechanisms of Salinity Tolerance journal June 2008
Advances in Setaria genomics for genetic improvement of cereals and bioenergy grasses journal September 2014
Development of 5123 Intron-Length Polymorphic Markers for Large-Scale Genotyping Applications in Foxtail Millet journal October 2013
Targeted mutagenesis in the model plant Nicotiana benthamiana using Cas9 RNA-guided endonuclease journal August 2013
Targeted sequencing in the loblolly pine (Pinus taeda) megagenome by exome capture journal September 2011
Saturation mapping of QTL regions and identification of putative candidate genes for drought tolerance in rice journal June 2004
Genome Editing with Engineered Nucleases in Plants journal November 2014
QTL mapping of terminal heat tolerance in hexaploid wheat (T. aestivum L.) journal April 2012
Genome-Wide Development and Use of Microsatellite Markers for Large-Scale Genotyping Applications in Foxtail Millet [Setaria italica (L.)] journal February 2013
Green Revolution: Impacts, limits, and the path ahead journal July 2012
Heat and drought adaptive QTL in a wheat population designed to minimize confounding agronomic effects journal June 2010
Linking drought‐resistance mechanisms to drought avoidance in upland rice using a QTL approach: progress and new opportunities to integrate stomatal and mesophyll responses journal May 2002
Mapping QTLs associated with drought avoidance in upland rice grown in the Philippines and West Africa journal January 2002
QTL analysis to study the association between leaf size and abscisic acid accumulation in droughted rice leaves and comparisons across cereals journal January 1997
The first set of EST resource for gene discovery and marker development in pigeonpea (Cajanus cajan L.) journal January 2010
The interactive effects of simultaneous biotic and abiotic stresses on plants: Mechanistic understanding from drought and pathogen combination journal March 2015
Quantitative trait loci for water-soluble carbohydrates and associations with agronomic traits in wheat journal January 2008
Mapping QTL Associated with Traits Affecting Grain Yield in Chickpea ( L.) under Terminal Drought Stress journal January 2011
A rice quantitative trait locus for salt tolerance encodes a sodium transporter journal September 2005
Translational research impacting on crop productivity in drought-prone environments journal April 2008
Mapping osmotic adjustment in an advanced back-cross inbred population of rice journal August 2003
QTLs for the elongation of axile and lateral roots of maize in response to low water potential journal October 2009
Identification and mapping quantitative trait loci for stem reserve mobilisation in wheat ( Triticum aestivum L.) journal September 2007
Conserved noncoding genomic sequences associated with a flowering-time quantitative trait locus in maize journal June 2007
Identification of quantitative trait loci for protein content, oil content and oil quality for groundnut (Arachis hypogaea L.) journal April 2011
Genetic Improvement of Pigeon Pea — A Review journal June 2008
Novel SSR Markers for Polymorphism Detection in Pigeonpea ( Cajanus spp.) journal April 2010
A reference genome for common bean and genome-wide analysis of dual domestications journal June 2014
Marker-Assisted Selection to Improve Drought Resistance in Common Bean journal January 1997
Monitoring the expression profiles of 7000 Arabidopsis genes under drought, cold and high-salinity stresses using a full-length cDNA microarray: Expression profiling under abiotic stresses journal August 2002
QTL mapping and confirmation for tolerance of anaerobic conditions during germination derived from the rice landrace Ma-Zhan Red journal February 2013
Improvement of Drought Resistance in Rice book January 2009
Review of prospects for germplasm improvement for waterlogging tolerance in wheat, barley and oats journal June 2003
Targeted genome modification of crop plants using a CRISPR-Cas system journal August 2013
HvNax3—a locus controlling shoot sodium exclusion derived from wild barley (Hordeum vulgare ssp. spontaneum) journal January 2010
Meganucleases and Other Tools for Targeted Genome Engineering: Perspectives and Challenges for Gene Therapy journal February 2011
Drought Resistance in the Race Durango Dry Bean Landraces and Cultivars journal January 2007
Responses of SUB1 rice introgression lines to submergence in the field: Yield and grain quality journal July 2009
Mapping of barley homologs to genes that regulate low temperature tolerance in Arabidopsis journal December 2005
Dissecting gene × environmental effects on wheat yields via QTL and physiological analysis journal August 2006
Arabidopsis thaliana CBF1 encodes an AP2 domain-containing transcriptional activator that binds to the C-repeat/DRE, a cis-acting DNA regulatory element that stimulates transcription in response to low temperature and water deficit journal February 1997
Quantitative trait locus analysis and construction of consensus genetic map for foliar disease resistance based on two recombinant inbred line populations in cultivated groundnut (Arachis hypogaea L.) journal November 2011
FmMDb: A Versatile Database of Foxtail Millet Markers for Millets and Bioenergy Grasses Research journal August 2013
Freezing Tolerance and Solute Changes in Contrasting Genotypes of Lolium perenne L. Acclimated to Cold and Drought journal September 1993
Characterizing the Saltol Quantitative Trait Locus for Salinity Tolerance in Rice journal September 2010
Novel SSR Markers from BAC-End Sequences, DArT Arrays and a Comprehensive Genetic Map with 1,291 Marker Loci for Chickpea (Cicer arietinum L.) journal November 2011
High-frequency modification of plant genes using engineered zinc-finger nucleases journal April 2009
QTLs for cell-membrane stability mapped in rice (Oryza sativa L.) under drought stress journal June 2000
Phenotyping for drought tolerance of crops in the genomics era journal January 2012
Genomics of Root Architecture and Functions in Maize book September 2010
Control of root system architecture by DEEPER ROOTING 1 increases rice yield under drought conditions journal August 2013
Selection for Drought Tolerance in Dry Bean Derived from the Mesoamerican Gene Pool in Western Nebraska journal January 2009
Assessment of ICCV 2 × JG 62 chickpea progenies shows sensitivity of reproduction to salt stress and reveals QTL for seed yield and yield components journal June 2011
The cold-regulated transcriptional activator Cbf3 is linked to the frost-tolerance locus Fr-A2 on wheat chromosome 5A journal February 2003
Draft genome sequence of pigeonpea (Cajanus cajan), an orphan legume crop of resource-poor farmers journal November 2011
Genomics-assisted breeding for crop improvement journal December 2005
Achievements and prospects of genomics-assisted breeding in three legume crops of the semi-arid tropics journal December 2013
Pigeonpea genomics initiative (PGI): an international effort to improve crop productivity of pigeonpea (Cajanus cajan L.) journal September 2009
Draft genome sequence of chickpea (Cicer arietinum) provides a resource for trait improvement journal January 2013
Harvesting the Promising Fruits of Genomics: Applying Genome Sequencing Technologies to Crop Breeding journal June 2014
The genome of the domesticated apple (Malus × domestica Borkh.) journal August 2010
A High Quality Draft Consensus Sequence of the Genome of a Heterozygous Grapevine Variety journal December 2007
Development and characterization of BAC-end sequence derived SSRs, and their incorporation into a new higher density genetic map for cultivated peanut (Arachis hypogaea L.) journal January 2012
Simultaneous editing of three homoeoalleles in hexaploid bread wheat confers heritable resistance to powdery mildew journal July 2014
Traits and selection strategies to improve root systems and water uptake in water-limited wheat crops journal May 2012
Rice yields in tropical/subtropical Asia exhibit large but opposing sensitivities to minimum and maximum temperatures journal August 2010
RNA-Guided Genome Editing in Plants Using a CRISPR–Cas System journal November 2013
QTLs for drought escape and tolerance identified in a set of random introgression lines of rice journal October 2005
Sub1A is an ethylene-response-factor-like gene that confers submergence tolerance to rice journal August 2006
The draft genome of sweet orange (Citrus sinensis) journal November 2012
Genome-wide development of transposable elements-based markers in foxtail millet and construction of an integrated database journal November 2014
Development of novel microRNA-based genetic markers in foxtail millet for genotyping applications in related grass species journal June 2014
Using genetic mapping and genomics approaches in understanding and improving drought tolerance in pearl millet journal September 2010
Abscisic Acid and Ethylene Interact in Rice Spikelets in Response to Water Stress During Meiosis journal August 2007
Genetic Basis of Drought Resistance at Reproductive Stage in Rice: Separation of Drought Tolerance From Drought Avoidance journal November 2005
Genome sequence of foxtail millet (Setaria italica) provides insights into grass evolution and biofuel potential journal May 2012
The CRISPR/Cas9 system produces specific and homozygous targeted gene editing in rice in one generation journal May 2014
Locating genomic regions associated with components of drought resistance in rice: comparative mapping within and across species journal July 2001
Development of highly polymorphic simple sequence repeat markers using genome-wide microsatellite variant analysis in Foxtail millet [Setaria italica (L.) P. Beauv.] journal January 2014
QTLs and epistasis for seminal root length under a different water supply in rice (Oryza sativa L.) journal July 2001
Mapping QTLs and candidate genes for rice root traits under different water-supply conditions and comparative analysis across three populations journal August 2003
Quantitative trait loci for root-penetration ability and root thickness in rice: Comparison of genetic backgrounds journal February 2000
Exploiting SNPs for biallelic CRISPR mutations in the outcrossing woody perennial Populus reveals 4-coumarate:CoA ligase specificity and redundancy journal May 2015
QTLs for the elongation of axile and lateral roots of maize in response to low water potential text January 2010
RFLP mapping of the vernalization (Vrn1) and frost resistance (Fr1) genes on chromosome 5A of wheat journal June 1995
Effects of gamma radiation of the gametes, zygote and proembryo in Nicotiana Tabacum L journal January 1964
Locating QTLs controlling constitutive root traits in the rice population IAC 165 × Co39 journal January 2003
A consensus map of QTLs controlling the root length of maize text January 2011

Cited By (41)

Advances in Agrobacterium tumefaciens-mediated genetic transformation of graminaceous crops journal December 2015
Genome wide association study (GWAS) for grain yield in rice cultivated under water deficit journal October 2016
A regionally-adapted implementation of conservation agriculture delivers rapid improvements to soil properties associated with crop yield stability journal May 2018
Association analysis of biotic and abiotic stresses resistance in chickpea ( Cicer spp.) using AFLP markers journal May 2017
Factors related water and dry matter during pre- and post- heading in four millet species under severe water deficit journal December 2019
Root adaptations to soils with low fertility and aluminium toxicity journal June 2016
Undervalued potential of crassulacean acid metabolism for current and future agricultural production journal June 2019
Response of in vitro obtained oil palm and interspecific OxG hybrids to inoculation with Phytophthora palmivora journal February 2019
Development and evaluation of high-density Axiom ® CicerSNP  Array for high-resolution genetic mapping and breeding applications in chickpea journal October 2017
Bioinformatics identification of new targets for improving low temperature stress tolerance in spring and winter wheat journal March 2017
Genome wide identification and characterization of microsatellite markers in black pepper (Piper nigrum): A valuable resource for boosting genomics applications journal December 2019
Confronting Climate Change Challenges to Dryland Cereal Production: A Call for Collaborative, Transdisciplinary Research, and Producer Engagement journal January 2018
Global analysis of WRKY transcription factor superfamily in Setaria identifies potential candidates involved in abiotic stress signaling journal October 2015
Breeding and Domesticating Crops Adapted to Drought and Salinity: A New Paradigm for Increasing Food Production journal November 2015
A Major Root Architecture QTL Responding to Water Limitation in Durum Wheat journal April 2019
Genome-Wide Identification and Characterization of Warming-Related Genes in Brassica rapa ssp. pekinensis journal June 2018
Towards Exploitation of Adaptive Traits for Climate-Resilient Smart Pulses journal June 2019
Impact of Climate Change on Crops Adaptation and Strategies to Tackle Its Outcome: A Review journal January 2019
Climatic adaptation and ecological descriptors of wild beans from Mexico journal June 2018
African Orphan Crops Consortium (AOCC): status of developing genomic resources for African orphan crops journal May 2019
Introgressiomics: a new approach for using crop wild relatives in breeding for adaptation to climate change journal July 2017
Grain yield stability of high-yielding barley genotypes under Egyptian conditions for enhancing resilience to climate change journal January 2018
Assessing and Exploiting Functional Diversity in Germplasm Pools to Enhance Abiotic Stress Adaptation and Yield in Cereals and Food Legumes journal August 2017
African Orphan Crops under Abiotic Stresses: Challenges and Opportunities text January 2018
Bambara groundnut: an exemplar underutilised legume for resilience under climate change journal July 2019
QTLs for Resistance to Major Rice Diseases Exacerbated by Global Warming: Brown Spot, Bacterial Seedling Rot, and Bacterial Grain Rot journal May 2016
InDel markers: An extended marker resource for molecular breeding in chickpea journal March 2019
Assessing yield gap in high productive countries by designing wheat ideotypes journal April 2019
First assembly of the gene‐space of Lolium multiflorum and comparison to other Poaceae genomes journal December 2018
Genomics-Assisted Breeding in the CGIAR Research Program on Roots, Tubers and Bananas (RTB) journal June 2018
Germplasm Development of Underutilized Temperate U.S. Tree Crops journal March 2019
Millets genetic engineering: the progress made and prospects for the future journal February 2019
Millets for Next Generation Climate-Smart Agriculture journal July 2017
Proso Millet (Panicum miliaceum L.) and Its Potential for Cultivation in the Pacific Northwest, U.S.: A Review journal January 2017
Association analysis of biotic and abiotic stresses resistance in chickpea (Cicer spp.) using AFLP markers text January 2017
African Orphan Crops under Abiotic Stresses: Challenges and Opportunities journal January 2018
Population genomics of pearl millet (Pennisetum glaucum (L.) R. Br.): Comparative analysis of global accessions and Senegalese landraces journal December 2015
Heterologous Expression of AtWRKY57 Confers Drought Tolerance in Oryza sativa journal February 2016
OsHAK1, a High-Affinity Potassium Transporter, Positively Regulates Responses to Drought Stress in Rice journal November 2017
Harnessing the Potential of Forage Legumes, Alfalfa, Soybean, and Cowpea for Sustainable Agriculture and Global Food Security journal September 2018
Roots of the Resurrection Plant Tripogon loliiformis Survive Desiccation Without the Activation of Autophagy Pathways by Maintaining Energy Reserves journal April 2019

Figures / Tables (1)


Similar Records

Joint linkage and association mapping of complex traits in shrub willow (Salix purpurea L.)
Journal Article · Mon Apr 22 00:00:00 EDT 2019 · Annals of Botany · OSTI ID:1265697

Genomic mechanisms of climate adaptation in polyploid bioenergy switchgrass
Journal Article · Wed Jan 27 00:00:00 EST 2021 · Nature (London) · OSTI ID:1265697

Interdisciplinary strategies to enable data-driven plant breeding in a changing climate
Journal Article · Mon Mar 01 00:00:00 EST 2021 · One Earth · OSTI ID:1265697

Related Subjects