Harmonizing technological advances in phenomics and genomics for enhanced salt tolerance in rice from a practical perspective

Half of the global human population is dependent on rice as a staple food crop and more than 25% increase in rice productivity is required to feed the global population by 2030. With increase in irrigation, global warming and rising sea level, rising salinity has become one of the major challenges to enhance the rice productivity. Since the loss on this account is to the tune of US$12 billion per annum, it necessitates the global attention. In the era of technological advancement, substantial progress has been made on phenomics and genomics data generation but reaping benefit of this in rice salinity variety development in terms of cost, time and precision requires their harmonization. There is hardly any comprehensive holistic review for such combined approach. Present review describes classical salinity phenotyping approaches having morphological, physiological and biochemical components. It also gives a detailed account of invasive and non-invasive approaches of phenomic data generation and utilization. Classical work of rice salinity QLTs mapping in the form of chromosomal atlas has been updated. This review describes how QTLs can be further dissected into QTN by GWAS and transcriptomic approaches. Opportunities and progress made by transgenic, genome editing, metagenomics approaches in combating rice salinity problems are discussed. Major aim of this review is to provide a comprehensive over-view of hitherto progress made in rice salinity tolerance research which is required to understand bridging of phenotype based breeding with molecular breeding. This review is expected to assist rice breeders in their endeavours by fetching greater harmonization of technological advances in phenomics and genomics for better pragmatic approach having practical perspective.

[1]  P. Troke,et al.  THE MECHANISM OF SALT TOLERANCE IN HALOPHYTES , 1977 .

[2]  E. Maas,et al.  CROP SALT TOLERANCE–CURRENT ASSESSMENT , 1977 .

[3]  R. Fischer,et al.  Drought resistance in spring wheat cultivars, 1. Grain yield responses. , 1978 .

[4]  I. Szabolcs Management of salt-affected soils. , 1980 .

[5]  R. Munns,et al.  Mechanisms of salt tolerance in nonhalophytes. , 1980 .

[6]  A. Rosielle,et al.  Theoretical Aspects of Selection for Yield in Stress and Non-Stress Environment 1 , 1981 .

[7]  R. Gupta,et al.  Reclamation and management of alkali soils. , 1990 .

[8]  M. Van Montagu,et al.  Characterization of a rice gene showing organ-specific expression in response to salt stress and drought. , 1990, The Plant cell.

[9]  S. Chen,et al.  RFLP tagging of a salt tolerance gene in rice , 1995 .

[10]  J. Acosta-Gallegos,et al.  Improving Common Bean Performance under Drought Stress , 1997 .

[11]  T. Hibino,et al.  Salt tolerance of transgenic rice overexpressing yeast mitochondrial Mn-SOD in chloroplasts , 1999 .

[12]  P. Bagali,et al.  Molecular mapping of quantitative trait loci associated with seedling tolerance to salt stress in rice (Oryza sativa L.). , 2000 .

[13]  J. Zhu,et al.  Genetic analysis of plant salt tolerance using Arabidopsis. , 2000, Plant physiology.

[14]  K. Singh,et al.  QTL: their place in engineering tolerance of rice to salinity. , 2000, Journal of experimental botany.

[15]  H. Bohnert,et al.  PLANT CELLULAR AND MOLECULAR RESPONSES TO HIGH SALINITY. , 2000, Annual review of plant physiology and plant molecular biology.

[16]  H. Shi,et al.  The Arabidopsis thaliana salt tolerance gene SOS1 encodes a putative Na+/H+ antiporter. , 2000, Proceedings of the National Academy of Sciences of the United States of America.

[17]  M. Roy,et al.  Arginine decarboxylase transgene expression and analysis of environmental stress tolerance in transgenic rice. , 2001, Plant science : an international journal of experimental plant biology.

[18]  R. Koebner,et al.  Quantitative trait loci for component physiological traits determining salt tolerance in rice. , 2001, Plant physiology.

[19]  G. Gregorio,et al.  Progress in breeding for salinity tolerance and associated abiotic stresses in rice , 2002 .

[20]  M. Roy,et al.  Overexpression of S-adenosylmethionine decarboxylase gene in rice increases polyamine level and enhances sodium chloride-stress tolerance , 2002 .

[21]  M. G. Pitman,et al.  Global Impact of Salinity and Agricultural Ecosystems , 2002 .

[22]  T. G. Owens,et al.  Trehalose accumulation in rice plants confers high tolerance levels to different abiotic stresses , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[23]  A. Qadar SELECTING RICE GENOTYPES TOLERANT TO ZINC DEFICIENCY AND SODICITY STRESSES. I. DIFFERENCES IN ZINC, IRON, MANGANESE, COPPER, PHOSPHORUS CONCENTRATIONS, AND PHOSPHORUS/ZINC RATIO IN THEIR LEAVES , 2002 .

[24]  A. Sakamoto,et al.  Transgenics of an elite indica rice variety Pusa Basmati 1 harbouring the codA gene are highly tolerant to salt stress , 2002, Theoretical and Applied Genetics.

[25]  M. Ohta,et al.  Introduction of a Na+/H+ antiporter gene from Atriplex gmelini confers salt tolerance to rice , 2002, FEBS letters.

[26]  W. G. Hill,et al.  On the use of double haploids for detecting QTL in outbred populations , 2002, Heredity.

[27]  J. Dvorak,et al.  RFLP and SSLP mapping of salinity tolerance genes in chromosome 1 of rice (Oryza sativa L.) using recombinant inbred lines , 2002 .

[28]  J. Peleman,et al.  Breeding by design. , 2003, Trends in plant science.

[29]  Hilde van der Togt,et al.  Publisher's Note , 2003, J. Netw. Comput. Appl..

[30]  T. Flowers,et al.  Why does salinity pose such a difficult problem for plant breeders , 2005 .

[31]  D. Brar,et al.  Mapping QTLs for salt tolerance in rice. , 2003 .

[32]  R. Vera-Estrella,et al.  Na+/H+ Exchange Activity in the Plasma Membrane of Arabidopsis1 , 2003, Plant Physiology.

[33]  M. Tester,et al.  Na+ tolerance and Na+ transport in higher plants. , 2003, Annals of botany.

[34]  S. Song,et al.  Expression of a Bifunctional Fusion of the Escherichia coli Genes for Trehalose-6-Phosphate Synthase and Trehalose-6-Phosphate Phosphatase in Transgenic Rice Plants Increases Trehalose Accumulation and Abiotic Stress Tolerance without Stunting Growth1 , 2003, Plant Physiology.

[35]  C. T. Hoanh,et al.  Sea Level Rise Affecting the Vietnamese Mekong Delta: Water Elevation in the Flood Season and Implications for Rice Production , 2004 .

[36]  M. Yano,et al.  QTLs for Na+ and K+ uptake of the shoots and roots controlling rice salt tolerance , 2004, Theoretical and Applied Genetics.

[37]  Shûhei Yamamoto,et al.  Differential Activation of the Rice Sucrose Nonfermenting1–Related Protein Kinase2 Family by Hyperosmotic Stress and Abscisic Acid , 2004, The Plant Cell Online.

[38]  F. Pythoud The Cartagena protocol and GMOs , 2004, Nature Biotechnology.

[39]  Yoshiyuki Tanaka,et al.  Function, intracellular localization and the importance in salt tolerance of a vacuolar Na(+)/H(+) antiporter from rice. , 2004, Plant & cell physiology.

[40]  S. Sharma,et al.  Response of crops to high exchangeable sodium percentage , 1990, Irrigation Science.

[41]  Sanjay Sharma,et al.  HARNESSING PLANT SALT TOLERANCE FOR OVERCOMING SODICITY CONSTRAINTS: AN INDIAN EXPERIENCE. IN: ADVANCES IN SODIC LAND RECLAMATION , 2004 .

[42]  A. Sakamoto,et al.  Metabolic engineering of rice leading to biosynthesis of glycinebetaine and tolerance to salt and cold , 1998, Plant Molecular Biology.

[43]  H. Hoshida,et al.  Enhanced tolerance to salt stress in transgenic rice that overexpresses chloroplast glutamine synthetase , 2000, Plant Molecular Biology.

[44]  K. Poustini,et al.  Ion distribution in wheat cultivars in response to salinity stress , 2004 .

[45]  T. Flowers Improving crop salt tolerance. , 2004, Journal of experimental botany.

[46]  M. Yano,et al.  Identification of quantitative trait loci for plant growth of rice in paddy field flooded with salt water , 2004 .

[47]  S. Sharma,et al.  Genetic improvement of rice varieties of India. , 2004 .

[48]  T. Flowers,et al.  Screening of rice (Oryza sativa L.) genotypes for physiological characters contributing to salinity resistance, and their relationship to overall performance , 1990, Theoretical and Applied Genetics.

[49]  李佩芳 International Rice Genome Sequencing Project. 2005. The map-based sequence of the rice genome. , 2005 .

[50]  Takuji Sasaki,et al.  The map-based sequence of the rice genome , 2005, Nature.

[51]  R. Munns Genes and salt tolerance: bringing them together. , 2005, The New phytologist.

[52]  S. Luan,et al.  A rice quantitative trait locus for salt tolerance encodes a sodium transporter , 2005, Nature Genetics.

[53]  Zhang-liang Chen,et al.  Over-expression of the bacterial nhaA gene in rice enhances salt and drought tolerance , 2005 .

[54]  F. J. Quintero,et al.  Conservation of the Salt Overly Sensitive Pathway in Rice1[C][W][OA] , 2006, Plant Physiology.

[55]  Yanxiu Zhao,et al.  Expression of yeast SOD2 in transgenic rice results in increased salt tolerance , 2006 .

[56]  H. Bohnert,et al.  Unraveling abiotic stress tolerance mechanisms--getting genomics going. , 2006, Current opinion in plant biology.

[57]  G. Selvaraj,et al.  Evaluation of the stress-inducible production of choline oxidase in transgenic rice as a strategy for producing the stress-protectant glycine betaine. , 2006, Journal of experimental botany.

[58]  Hui Zhang,et al.  Salt and paraquat stress tolerance results from co-expression of the Suaeda salsa glutathione S-transferase and catalase in transgenic rice , 2006, Plant Cell, Tissue and Organ Culture.

[59]  G. Acquaah Principles of plant genetics and breeding , 2006 .

[60]  M. Eun,et al.  Mapping of quantitative trait loci for salt tolerance at the seedling stage in rice. , 2006, Molecules and cells.

[61]  Hui Chen,et al.  Over-expression of a vacuolar Na+/H+ antiporter gene improves salt tolerance in an upland rice , 2007, Molecular Breeding.

[62]  Yoshiyuki Tanaka,et al.  Rice Shaker Potassium Channel OsKAT1 Confers Tolerance to Salinity Stress on Yeast and Rice Cells1[OA] , 2007, Plant Physiology.

[63]  S. Salvi,et al.  Dissecting Qtls For Tolerance to Drought and Salinity , 2007 .

[64]  T. Takabe,et al.  Enhancement of salt tolerance in transgenic rice expressing an Escherichia coli catalase gene, katE , 2007, Plant Biotechnology Reports.

[65]  S. Prashanth,et al.  Over expression of cytosolic copper/zinc superoxide dismutase from a mangrove plant Avicennia marina in indica Rice var Pusa Basmati-1 confers abiotic stress tolerance , 2008, Transgenic Research.

[66]  V. Vadez,et al.  Transgenic approaches for abiotic stress tolerance in plants: retrospect and prospects , 2008, Plant Cell Reports.

[67]  T. Mohapatra,et al.  Mapping QTLs for salinity tolerance at seedling stage in rice (Oryza sativa L.). , 2007 .

[68]  A. Pareek,et al.  Enhancing salt tolerance in a crop plant by overexpression of glyoxalase II , 2008, Transgenic Research.

[69]  K. Dietz,et al.  Festuca SAPK 4 Actin 0 125 250 500 A 6 h Stress 24 h Stress 48 h Stress 48 h Stress 0 125 Rice SAPK 4 Actin 6 h StressRice SAPK 4 Actin Rice SAPK 4 Actin 24 h Stress , 2007 .

[70]  A. Ismail,et al.  Genetic and genomic approaches to develop rice germplasm for problem soils , 2007, Plant Molecular Biology.

[71]  D. Verma,et al.  Functional validation of a novel isoform of Na+/H+ antiporter from Pennisetum glaucum for enhancing salinity tolerance in rice , 2007, Journal of Biosciences.

[72]  J. Ahn,et al.  Mapping QTLs related to salinity tolerance of rice at the young seedling stage , 2007 .

[73]  M. Tester,et al.  Mechanisms of salinity tolerance. , 2008, Annual review of plant biology.

[74]  M. Qadir,et al.  Productivity enhancement of salt‐affected environments through crop diversification , 2008 .

[75]  D. Mackill,et al.  Molecular Markers and Their Use in Marker-Assisted Selection in Rice , 2008 .

[76]  H. Sabouri,et al.  New evidence of QTLs attributed to salinity tolerance in rice , 2008 .

[77]  A. Ventosa,et al.  Halophilic and Halotolerant Micro-Organisms from Soils , 2008 .

[78]  Jun Xiao,et al.  Rice Gene Network Inferred from Expression Profiling of Plants Overexpressing OsWRKY13, a Positive Regulator of Disease Resistance , 2008 .

[79]  T. Motohashi,et al.  Overexpression of the Escherichia coli catalase gene, katE, enhances tolerance to salinity stress in the transgenic indica rice cultivar, BR5 , 2008, Plant Biotechnology Reports.

[80]  T. Flowers,et al.  Salinity tolerance in halophytes. , 2008, The New phytologist.

[81]  F. Maathuis,et al.  Differentially expressed membrane transporters in rice roots may contribute to cultivar dependent salt tolerance , 2009, Journal of experimental botany.

[82]  Liya Ren,et al.  Gramene QTL database: development, content and applications , 2009, Database J. Biol. Databases Curation.

[83]  Ashutosh Kumar Singh,et al.  Highly variable SSR markers suitable for rice genotyping using agarose gels , 2009, Molecular Breeding.

[84]  G. Norton,et al.  Economic Impact Analysis of Marker-Assisted Breeding for Tolerance to Salinity and Phosphorous Deficiency in Rice , 2009 .

[85]  R. Singh,et al.  Varietal Improvement for Abiotic Stress Tolerance in Crop Plants: Special Reference to Salinity in Rice , 2009 .

[86]  N. Jawali,et al.  Enhanced proline accumulation and salt stress tolerance of transgenic indica rice by over-expressing P5CSF129A gene , 2009, Plant Biotechnology Reports.

[87]  K. Khajeh,et al.  A halotolerant Alcanivorax sp. strain with potential application in saline soil remediation , 2011, Applied Microbiology and Biotechnology.

[88]  S. Sengupta,et al.  Porteresia coarctata (Roxb.) Tateoka, a wild rice: a potential model for studying salt-stress biology in rice. , 2010, Plant, cell & environment.

[89]  R. Waugh,et al.  Expression quantitative trait loci analysis in plants. , 2010, Plant biotechnology journal.

[90]  T. Mitchell-Olds Complex-trait analysis in plants , 2010, Genome Biology.

[91]  Md. Mizanur Rahman,et al.  Characterizing the Saltol Quantitative Trait Locus for Salinity Tolerance in Rice , 2010, Rice.

[92]  S. Omholt,et al.  Phenomics: the next challenge , 2010, Nature Reviews Genetics.

[93]  Ashutosh Kumar Singh,et al.  Combining QTL mapping and transcriptome profiling of bulked RILs for identification of functional polymorphism for salt tolerance genes in rice (Oryzasativa L.) , 2010, Molecular Genetics and Genomics.

[94]  Ya-ping Fu,et al.  Proteomic identification of OsCYP2, a rice cyclophilin that confers salt tolerance in rice (Oryza sativa L.) seedlings when overexpressed , 2011, BMC Plant Biology.

[95]  M. Yano,et al.  Q-TARO: QTL Annotation Rice Online Database , 2010, Rice.

[96]  B. Antonio,et al.  Current status of rice informatics resources and breeding applications , 2010 .

[97]  L. Tian,et al.  Identification of quantitative trait loci associated with salt tolerance at seedling stage from Oryza rufipogon. , 2011, Journal of genetics and genomics = Yi chuan xue bao.

[98]  N. Pushparajan,et al.  Association Mapping of Salinity Tolerance in Rice Using Molecular Markers , 2011 .

[99]  M. Fotokian,et al.  IDENTIFICATION AND MAPPING OF QUANTITATIVE TRAIT LOCI ASSOCIATED WITH SALINITY TOLERANCE IN RICE (ORYZA SATIVA) USING SSR MARKERS , 2011 .

[100]  U. D. Singh,et al.  Marker assisted selection: a paradigm shift in Basmati breeding , 2011 .

[101]  M. Ramesh,et al.  Transgenic indica rice cv. ADT 43 expressing a Δ1-pyrroline-5-carboxylate synthetase (P5CS) gene from Vigna aconitifolia demonstrates salt tolerance , 2011, Plant Cell, Tissue and Organ Culture (PCTOC).

[102]  G. Gregorio,et al.  QTL mapping for salinity tolerance at seedling stage in rice , 2011 .

[103]  G. Gregorio,et al.  Investigation of seedling-stage salinity tolerance QTLs using backcross lines derived from Oryza sativa L. Pokkali , 2011 .

[104]  M. Ali Management of Salt-Affected Soils , 2011 .

[105]  P. Vineis,et al.  Climate change impacts on water salinity and health , 2011, Journal of epidemiology and global health.

[106]  Ji Huang,et al.  QTL Analysis of Na+ and K+ Concentrations in Roots and Shoots under Different Levels of NaCl Stress in Rice (Oryza sativa L.) , 2012, PloS one.

[107]  I. Dodd,et al.  Microbial amelioration of crop salinity stress. , 2012, Journal of experimental botany.

[108]  Wen‐Hao Zhang,et al.  A R2R3-type MYB gene, OsMYB2, is involved in salt, cold, and dehydration tolerance in rice , 2012, Journal of experimental botany.

[109]  Zejian Guo,et al.  The rice ERF transcription factor OsERF922 negatively regulates resistance to Magnaporthe oryzae and salt tolerance , 2012, Journal of experimental botany.

[110]  A. Ismail,et al.  Introgression the Salinity Tolerance QTLs Saltol into AS996, the Elite Rice Variety of Vietnam , 2012 .

[111]  A. Pareek,et al.  Functional screening of cDNA library from a salt tolerant rice genotype Pokkali identifies mannose-1-phosphate guanyl transferase gene (OsMPG1) as a key member of salinity stress response , 2012, Plant Molecular Biology.

[112]  T. Sharma,et al.  Mapping of QTLs Controlling Na+, K+ and CI− Ion Concentrations in Salt Tolerant Indica Rice Variety CSR27 , 2009, Journal of Plant Biochemistry and Biotechnology.

[113]  A. Ismail,et al.  Marker-assisted backcrossing (MABC) for improved salinity tolerance in rice (Oryza sativa L.) to cope with climate change in Vietnam , 2012 .

[114]  M. Tester,et al.  Trait dissection of salinity tolerance with plant phenomics. , 2012, Methods in molecular biology.

[115]  Kundan Kumar,et al.  Insights into genomics of salt stress response in rice , 2013, Rice.

[116]  G. Gregorio,et al.  Mapping quantitative trait loci associated with yield and yield components under reproductive stage salinity stress in rice (Oryza sativa L.) , 2013, Journal of Genetics.

[117]  K. Shinozaki,et al.  OsTZF1, a CCCH-Tandem Zinc Finger Protein, Confers Delayed Senescence and Stress Tolerance in Rice by Regulating Stress-Related Genes1[W][OA] , 2013, Plant Physiology.

[118]  M. Foolad,et al.  Crop breeding for salt tolerance in the era of molecular markers and marker‐assisted selection , 2013 .

[119]  P. Schenk,et al.  Culture-independent molecular tools for soil and rhizosphere microbiology , 2013 .

[120]  H. Sabouri,et al.  Mapping QTLs for traits related to salinity tolerance at seedling stage of rice (Oryza sativa L.): an agrigenomics study of an Iranian rice population. , 2013, Omics : a journal of integrative biology.

[121]  A. Pareek,et al.  A suite of new genes defining salinity stress tolerance in seedlings of contrasting rice genotypes , 2013, Functional & Integrative Genomics.

[122]  Bin Zhang,et al.  OsMSR2, a novel rice calmodulin-like gene, confers enhanced salt tolerance in rice (Oryza sativa L.). , 2013 .

[123]  Yoshiaki Nagamura,et al.  RiceXPro Version 3.0: expanding the informatics resource for rice transcriptome , 2012, Nucleic Acids Res..

[124]  A. Ismail,et al.  Stress indices and selectable traits in SALTOL QTL introgressed rice genotypes for reproductive stage tolerance to sodicity and salinity stresses , 2013 .

[125]  Brett Williams,et al.  Physiological basis of salt stress tolerance in rice expressing the antiapoptotic gene SfIAP. , 2014, Functional plant biology : FPB.

[126]  Effect of the vacuolar Na+/H+ antiporter transgene in a rice landrace and a commercial rice cultivar after its insertion by crossing , 2014, Acta Physiologiae Plantarum.

[127]  Vinod Kumar,et al.  Path and association analysis and stress indices for salinity tolerance traits in promising rice (Oryza sativa L.) genotypes , 2014 .

[128]  000 rice genomes project The 3 The 3,000 rice genomes project , 2014 .

[129]  J. Stinchcombe,et al.  Identifying the genes underlying quantitative traits: a rationale for the QTN programme , 2014, AoB PLANTS.

[130]  rice genomes The 3,000 rice genomes project , 2014, GigaScience.

[131]  Association mapping of salinity and alkalinity tolerance in improved japonica rice (Oryza sativa L. subsp. japonica Kato) germplasm , 2015, Genetic Resources and Crop Evolution.

[132]  Jian‐Kang Zhu,et al.  The CRISPR/Cas9 system produces specific and homozygous targeted gene editing in rice in one generation. , 2014, Plant biotechnology journal.

[133]  M. Tester,et al.  Image-based phenotyping for non-destructive screening of different salinity tolerance traits in rice , 2014, Rice.

[134]  Zhikang Li,et al.  Advanced Backcross QTL Analysis for the Whole Plant Growth Duration Salt Tolerance in Rice(Oryza sativa L.) , 2014 .

[135]  D. Sharma,et al.  Farmers’ Participatory Varietal Selection: A Sustainable Crop Improvement Approach for the 21st Century , 2014 .

[136]  Seong-Kon Lee,et al.  Phenotyping of rice in salt stress environment using high-throughput infrared imaging , 2014 .

[137]  Cristóbal N. Aguilar,et al.  Screening for extracellular hydrolytic enzymes production by different halophilic bacteria , 2014 .

[138]  S. Christensen,et al.  Plant phenomics and the need for physiological phenotyping across scales to narrow the genotype-to-phenotype knowledge gap. , 2015, Journal of experimental botany.

[139]  Brett Williams,et al.  Development of salinity tolerance in rice by constitutive-overexpression of genes involved in the regulation of programmed cell death , 2015, Front. Plant Sci..

[140]  M. Lorieux,et al.  Whole Genome Sequencing of Elite Rice Cultivars as a Comprehensive Information Resource for Marker Assisted Selection , 2015, PloS one.

[141]  Avi C. Knecht,et al.  Integrating Image-Based Phenomics and Association Analysis to Dissect the Genetic Architecture of Temporal Salinity Responses in Rice1[OPEN] , 2015, Plant Physiology.

[142]  M. A. Rahman,et al.  Mapping of Quantitative Trait Loci Associated with Reproductive‐Stage Salt Tolerance in Rice , 2015 .

[143]  P. Farnham,et al.  Making sense of GWAS: using epigenomics and genome engineering to understand the functional relevance of SNPs in non-coding regions of the human genome , 2015, Epigenetics & Chromatin.

[144]  Wensheng Wang,et al.  SNP-Seek database of SNPs derived from 3000 rice genomes , 2014, Nucleic Acids Res..

[145]  S. Ganie,et al.  Identification and analysis of novel salt responsive candidate gene based SSRs (cgSSRs) from rice (Oryza sativa L.) , 2015, BMC Plant Biology.

[146]  Lukas A. Mueller,et al.  Ricebase: a breeding and genetics platform for rice, integrating individual molecular markers, pedigrees and whole-genome-based data , 2016, Database J. Biol. Databases Curation.

[147]  R. Singh,et al.  Reproductive stage salinity tolerance in rice: a complex trait to phenotype , 2016, Indian Journal of Plant Physiology.

[148]  A. Ismail,et al.  Exploring novel genetic sources of salinity tolerance in rice through molecular and physiological characterization. , 2016, Annals of botany.

[149]  Yunde Zhao,et al.  Engineering Herbicide-Resistant Rice Plants through CRISPR/Cas9-Mediated Homologous Recombination of Acetolactate Synthase. , 2016, Molecular plant.

[150]  Open access resources for genome-wide association mapping in rice , 2016, Nature communications.

[151]  D. Goldman,et al.  X-Ray Computed Tomography Reveals the Response of Root System Architecture to Soil Texture1[OPEN] , 2016, Plant Physiology.

[152]  Brett Williams,et al.  Improvement of salinity stress tolerance in rice: Challenges and opportunities , 2016 .

[153]  Sandra M. Schmöckel,et al.  Salinity tolerance loci revealed in rice using high-throughput non-invasive phenotyping , 2016, Nature Communications.

[154]  R. K. Sarkar,et al.  From QTL to variety-harnessing the benefits of QTLs for drought, flood and salt tolerance in mega rice varieties of India through a multi-institutional network. , 2016, Plant science : an international journal of experimental plant biology.

[155]  A. Rai,et al.  A meta-analysis of potential candidate genes associated with salinity stress tolerance in rice , 2016 .

[156]  Dieter Deforce,et al.  Biotech rice: Current developments and future detection challenges in food and feed chain , 2016 .

[157]  Ashutosh Kumar Singh,et al.  Mapping QTLs for Salt Tolerance in Rice (Oryza sativa L.) by Bulked Segregant Analysis of Recombinant Inbred Lines Using 50K SNP Chip , 2016, PloS one.

[158]  P. C. Sharma,et al.  Effect of different salt stresses on agro-morphological traits and utilisation of salt stress indices for reproductive stage salt tolerance in rice , 2016 .

[159]  D. Zivkovic,et al.  Methylome evolution in plants , 2016, Genome Biology.

[160]  G. Gregorio,et al.  Improving salt tolerance of lowland rice cultivar 'Rassi' through marker-aided backcross breeding in West Africa. , 2016, Plant science : an international journal of experimental plant biology.

[161]  G. Beattie,et al.  Plant-Microbe Interactions in Adaptation of Agricultural Crops to Abiotic Stress Conditions , 2017 .

[162]  T. Kwon,et al.  Salt Tolerance in Rice: Focus on Mechanisms and Approaches , 2017 .

[163]  Dan Wu,et al.  Panicle-SEG: a robust image segmentation method for rice panicles in the field based on deep learning and superpixel optimization , 2017, Plant Methods.

[164]  Zhikang Li,et al.  Genome-wide association study of salt tolerance at the seed germination stage in rice , 2017, BMC Plant Biology.

[165]  H. Leung,et al.  Genome-wide association study of seedling stage salinity tolerance in temperate japonica rice germplasm , 2018, BMC Genetics.

[166]  V. Dissanayake,et al.  Whole Genome Sequencing and Analysis of Godawee, a Salt Tolerant Indica Rice Variety , 2017 .

[167]  S. Mehnaz,et al.  Comparison of Microbial Communities Associated with Halophyte (Salsola stocksii) and Non-Halophyte (Triticum aestivum) Using Culture-Independent Approaches , 2017, Polish journal of microbiology.

[168]  K. A. Malik,et al.  Comparison of Microbial Communities Associated with Halophyte (Salsola stocksii) and Non-Halophyte (Triticum aestivum) Using Culture-Independent Approaches. , 2017, Polish journal of microbiology.

[169]  S. Kumpatla,et al.  Genome Editing in Plants: An Overview of Tools and Applications , 2017 .

[170]  Ashutosh Kumar Singh,et al.  Marker Aided Incorporation of Saltol, a Major QTL Associated with Seedling Stage Salt Tolerance, into Oryza sativa ‘Pusa Basmati 1121’ , 2017, Front. Plant Sci..

[171]  S. K. Sarangi,et al.  Identification of mega-environments and rice genotypes for general and specific adaptation to saline and alkaline stresses in India , 2017, Scientific Reports.

[172]  Kenneth L. McNally,et al.  Field-based high throughput phenotyping rapidly identifies genomic regions controlling yield components in rice , 2017, Scientific Reports.

[173]  R. Singh,et al.  Identification of quantitative trait loci for salinity tolerance in rice (Oryza sativa L.) using IR29/Hasawi mapping population , 2017, Journal of Genetics.

[174]  S. Krishnamurthy,et al.  Development of sodicity tolerant rice varieties through marker assisted backcross breeding , 2017 .

[175]  J. Qiu,et al.  Progress and prospects in plant genome editing , 2017, Nature Plants.

[176]  Ashutosh Kumar Singh,et al.  Deep Learning for Plant Stress Phenotyping: Trends and Future Perspectives. , 2018, Trends in plant science.

[177]  Zhikang Li,et al.  Identification of QTN and candidate genes for Salinity Tolerance at the Germination and Seedling Stages in Rice by Genome-Wide Association Analyses , 2018, Scientific Reports.

[178]  B. Courtois,et al.  Tolerance to mild salinity stress in japonica rice: A genome-wide association mapping study highlights calcium signaling and metabolism genes , 2018, PloS one.

[179]  S. Mehnaz,et al.  Impact of soil salinity on the microbial structure of halophyte rhizosphere microbiome , 2018, World journal of microbiology & biotechnology.

[180]  Govindjee,et al.  Rice intermediate filament, OsIF, stabilizes photosynthetic machinery and yield under salinity and heat stress , 2018, Scientific Reports.

[181]  Shashank Gupta,et al.  Metagenomic Profiling of Soil Microbes to Mine Salt Stress Tolerance Genes , 2018, Front. Microbiol..

[182]  D. T. Khang Potential application and current achievements of CRISPR/Cas in rice , 2018 .

[183]  H. Etesami Can interaction between silicon and plant growth promoting rhizobacteria benefit in alleviating abiotic and biotic stresses in crop plants , 2018 .

[184]  Peter W. B. Phillips,et al.  The adoption of automated phenotyping by plant breeders , 2018, Euphytica.

[185]  Xueliang Lyu,et al.  Improvement of Salt Tolerance Using Wild Rice Genes , 2018, Front. Plant Sci..

[186]  Deepak Pental,et al.  When Scientists Turn Against Science:Exceptionally Flawed Analysis of Plant Breeding Technologies , 2019, Current Science.

[187]  Anil Kumar Singh,et al.  Enhancing trehalose biosynthesis improves yield potential in marker-free transgenic rice under drought, saline, and sodic conditions , 2019, Journal of experimental botany.