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Daryani P, Amirbakhtiar N, Soorni J, Loni F, Darzi Ramandi H, Shobbar ZS. Uncovering the Genomic Regions Associated with Yield Maintenance in Rice Under Drought Stress Using an Integrated Meta-Analysis Approach. RICE (NEW YORK, N.Y.) 2024; 17:7. [PMID: 38227151 DOI: 10.1186/s12284-024-00684-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/01/2023] [Accepted: 01/03/2024] [Indexed: 01/17/2024]
Abstract
The complex trait of yield is controlled by several quantitative trait loci (QTLs). Given the global water deficit issue, the development of rice varieties suitable for non-flooded cultivation holds significant importance in breeding programs. The powerful approach of Meta-QTL (MQTL) analysis can be used for the genetic dissection of complicated quantitative traits. In the current study, a comprehensive MQTL analysis was conducted to identify consistent QTL regions associated with drought tolerance and yield-related traits under water deficit conditions in rice. In total, 1087 QTLs from 134 rice populations, published between 2000 to 2021, were utilized in the analysis. Distinct MQTL analysis of the relevant traits resulted in the identification of 213 stable MQTLs. The confidence interval (CI) for the detected MQTLs was between 0.12 and 19.7 cM. The average CI of the identified MQTLs (4.68 cM) was 2.74 times narrower compared to the average CI of the initial QTLs. Interestingly, 63 MQTLs coincided with SNP peak positions detected by genome-wide association studies for yield and drought tolerance-associated traits under water deficit conditions in rice. Considering the genes located both in the QTL-overview peaks and the SNP peak positions, 19 novel candidate genes were introduced, which are associated with drought response index, plant height, panicle number, biomass, and grain yield. Moreover, an inclusive MQTL analysis was performed on all the traits to obtain "Breeding MQTLs". This analysis resulted in the identification of 96 MQTLs with a CI ranging from 0.01 to 9.0 cM. The mean CI of the obtained MQTLs (2.33 cM) was 4.66 times less than the mean CI of the original QTLs. Thirteen MQTLs fulfilling the criteria of having more than 10 initial QTLs, CI < 1 cM, and an average phenotypic variance explained greater than 10%, were designated as "Breeding MQTLs". These findings hold promise for assisting breeders in enhancing rice yield under drought stress conditions.
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Affiliation(s)
- Parisa Daryani
- Department of Systems Biology, Agricultural Biotechnology Research Institute of Iran (ABRII), Agricultural Research, Education and Extension Organization (AREEO), Karaj, Iran
| | - Nazanin Amirbakhtiar
- National Plant Gene Bank of Iran, Seed and Plant Improvement Institute (SPII), Agricultural Research, Education and Extension Organization (AREEO), Karaj, Iran
| | - Jahad Soorni
- Department of Systems Biology, Agricultural Biotechnology Research Institute of Iran (ABRII), Agricultural Research, Education and Extension Organization (AREEO), Karaj, Iran
| | - Fatemeh Loni
- Department of Systems Biology, Agricultural Biotechnology Research Institute of Iran (ABRII), Agricultural Research, Education and Extension Organization (AREEO), Karaj, Iran
| | - Hadi Darzi Ramandi
- Department of Plant Production and Genetics, Faculty of Agriculture, Bu-Ali Sina University, Hamedan, Iran.
| | - Zahra-Sadat Shobbar
- Department of Systems Biology, Agricultural Biotechnology Research Institute of Iran (ABRII), Agricultural Research, Education and Extension Organization (AREEO), Karaj, Iran.
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Kumar S, Seem K, Kumar S, Singh A, Krishnan SG, Mohapatra T. DNA methylome analysis provides insights into gene regulatory mechanism for better performance of rice under fluctuating environmental conditions: epigenomics of adaptive plasticity. PLANTA 2023; 259:4. [PMID: 37993704 DOI: 10.1007/s00425-023-04272-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/02/2023] [Accepted: 10/20/2023] [Indexed: 11/24/2023]
Abstract
MAIN CONCLUSION Roots play an important role in adaptive plasticity of rice under dry/direct-sown conditions. However, hypomethylation of genes in leaves (resulting in up-regulated expression) complements the adaptive plasticity of Nagina-22 under DSR conditions. Rice is generally cultivated by transplanting which requires plenty of water for irrigation. Such a practice makes rice cultivation a challenging task under global climate change and reducing water availability. However, dry-seeded/direct-sown rice (DSR) has emerged as a resource-saving alternative to transplanted rice (TPR). Though some of the well-adapted local cultivars are used for DSR, only limited success has been achieved in developing DSR varieties mainly because of a limited knowledge of adaptability of rice under fluctuating environmental conditions. Based on better morpho-physiological and agronomic performance of Nagina-22 (N-22) under DSR conditions, N-22 and IR-64 were grown by transplanting and direct-sowing and used for whole genome methylome analysis to unravel the epigenetic basis of adaptive plasticity of rice. Comparative methylome and transcriptome analyses indicated a large number (4078) of genes regulated through DNA methylation/demethylation in N-22 under DSR conditions. Gene × environment interactions play important roles in adaptive plasticity of rice under direct-sown conditions. While genes for pectinesterase, LRK10, C2H2 zinc-finger protein, splicing factor, transposable elements, and some of the unannotated proteins were hypermethylated, the genes for regulation of transcription, protein phosphorylation, etc. were hypomethylated in CG context in the root of N-22, which played important roles in providing adaptive plasticity to N-22 under DSR conditions. Hypomethylation leading to up-regulation of gene expression in the leaf complements the adaptive plasticity of N-22 under DSR conditions. Moreover, differential post-translational modification of proteins and chromatin assembly/disassembly through DNA methylation in CHG context modulate adaptive plasticity of N-22. These findings would help developing DSR cultivars for increased water-productivity and ecological efficiency.
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Affiliation(s)
- Suresh Kumar
- Division of Biochemistry, ICAR-Indian Agricultural Research Institute, New Delhi, India.
| | - Karishma Seem
- Division of Biochemistry, ICAR-Indian Agricultural Research Institute, New Delhi, India
| | | | - Archana Singh
- Division of Biochemistry, ICAR-Indian Agricultural Research Institute, New Delhi, India
| | - S Gopala Krishnan
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, India
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Padmashree R, Barbadikar KM, Honnappa, Magar ND, Balakrishnan D, Lokesha R, Gireesh C, Siddaiah AM, Madhav MS, Ramesha YM, Bharamappanavara M, Phule AS, Senguttuvel P, Diwan JR, Subrahmanyam D, Sundaram RM. Genome-wide association studies in rice germplasm reveal significant genomic regions for root and yield-related traits under aerobic and irrigated conditions. FRONTIERS IN PLANT SCIENCE 2023; 14:1143853. [PMID: 37538056 PMCID: PMC10395336 DOI: 10.3389/fpls.2023.1143853] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/13/2023] [Accepted: 04/19/2023] [Indexed: 08/05/2023]
Abstract
The development of nutrient-use efficient rice lines is a priority amidst the changing climate and depleting resources viz., water, land, and labor for achieving sustainability in rice cultivation. Along with the traditional transplanted irrigated system of cultivation, the dry direct-seeded aerobic system is gaining ground nationwide. The root-related traits play a crucial role in nutrient acquisition, adaptation and need to be concentrated along with the yield-attributing traits. We phenotyped an association panel of 118 rice lines for seedling vigour index (SVI) traits at 14 and 21 days after sowing (DAS), root-related traits at panicle initiation (PI) stage in polythene bags under controlled aerobic condition, yield and yield-related traits under the irrigated condition at ICAR-IIRR, Hyderabad, Telangana; irrigated and aerobic conditions at ARS, Dhadesugur, Raichur, Karnataka. The panel was genotyped using simple sequence repeats (SSR) markers and genome-wide association studies were conducted for identifying marker-trait associations (MTAs). Significant correlations were recorded for root length, root dry weight with SVI, root volume at the PI stage, number of productive tillers per plant, spikelet fertility, the total number of grains per panicle with grain yield per plant under irrigated conditions, and the total number of grains per panicle with grain yield per plant under aerobic condition. The panel was divided into three sub-groups (K = 3) and correlated with the principal component analysis. The maximum number of MTAs were found on chromosomes 2, 3, and 12 with considerable phenotypic variability. Consistent MTAs were recorded for SVI traits at 14 and 21 DAS (RM25310, RM80, RM22961, RM1385), yield traits under irrigated conditions (RM2584, RM5179, RM410, RM20698, RM14753) across years at ICAR-IIRR, grain yield per plant (RM22961, RM1146) under the aerobic condition, grain yield per plant at irrigated ICAR-IIRR and SVI (RM5501), root traits at PI stage (RM2584, RM80, RM410, RM1146, RM18472). Functionally relevant genes near the MTAs through in-silico expression analysis in root and panicle tissues viz., HBF2 bZIP transcription factor, WD40 repeat-like domain, OsPILS6a auxin efflux carrier, WRKY108, OsSCP42, OsMADS80, nodulin-like domain-containing protein, amino acid transporter using various rice expression databases were identified. The identified MTAs and rice lines having high SVI traits (Langphou, TI-128, Mouli, TI-124, JBB-631-1), high yield under aerobic (Phouren, NPK-43, JBB-684, Ratnamudi, TI-112), irrigated conditions (KR-209, KR-262, Phouren, Keibi-Phou, TI-17), robust root traits like root length (MoirangPhou-Angouba, Wangoo-Phou, JBB-661, Dissi, NPK-45), root volume (Ratnachudi, KJ-221, Mow, Heimang-Phou, PUP-229) can be further employed in breeding programs for the targeted environments aimed at improving seedling vigour, yield-related traits under irrigated condition, aerobic condition as adaptability to water-saving technology.
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Affiliation(s)
- Revadi Padmashree
- Indian Council of Agricultural Research (ICAR)-Indian Institute of Rice Research (IIRR), Hyderabad, India
- University of Agricultural Sciences (UAS), Raichur, India
| | - Kalyani M. Barbadikar
- Indian Council of Agricultural Research (ICAR)-Indian Institute of Rice Research (IIRR), Hyderabad, India
| | - Honnappa
- Indian Council of Agricultural Research (ICAR)-Indian Institute of Rice Research (IIRR), Hyderabad, India
- University of Agricultural Sciences (UAS), Raichur, India
| | - Nakul D. Magar
- Indian Council of Agricultural Research (ICAR)-Indian Institute of Rice Research (IIRR), Hyderabad, India
- Chaudhary Charan Singh University, Meerut, India
| | - Divya Balakrishnan
- Indian Council of Agricultural Research (ICAR)-Indian Institute of Rice Research (IIRR), Hyderabad, India
| | - R. Lokesha
- University of Agricultural Sciences (UAS), Raichur, India
| | - C. Gireesh
- Indian Council of Agricultural Research (ICAR)-Indian Institute of Rice Research (IIRR), Hyderabad, India
| | - Anantha M. Siddaiah
- Indian Council of Agricultural Research (ICAR)-Indian Institute of Rice Research (IIRR), Hyderabad, India
| | - Maganti Sheshu Madhav
- Indian Council of Agricultural Research (ICAR)-Indian Institute of Rice Research (IIRR), Hyderabad, India
| | - Y. M Ramesha
- Agricultural Research Station (ARS) Dhadesugur, University of Agricultural Sciences (UAS), Raichur, India
| | | | - Amol S. Phule
- Indian Council of Agricultural Research (ICAR)-Indian Institute of Rice Research (IIRR), Hyderabad, India
| | - P. Senguttuvel
- Indian Council of Agricultural Research (ICAR)-Indian Institute of Rice Research (IIRR), Hyderabad, India
| | - J. R. Diwan
- University of Agricultural Sciences (UAS), Raichur, India
| | - D. Subrahmanyam
- Indian Council of Agricultural Research (ICAR)-Indian Institute of Rice Research (IIRR), Hyderabad, India
| | - Raman Menakshi Sundaram
- Indian Council of Agricultural Research (ICAR)-Indian Institute of Rice Research (IIRR), Hyderabad, India
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Mohsenifard S, Mashayekhan S, Safari H. A hybrid cartilage extracellular matrix-based hydrogel/poly (ε-caprolactone) scaffold incorporated with Kartogenin for cartilage tissue engineering. J Biomater Appl 2023; 37:1243-1258. [PMID: 36217954 DOI: 10.1177/08853282221132987] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Despite extensive studies, hydrogels are unable to meet the mechanical and biological requirements for successful outcomes in cartilage tissue engineering. In the present study, beta cyclodextrin (β-CD)-modified alginate/cartilage extracellular matrix (ECM)-based interpenetrating polymer network (IPN) hydrogel was developed for sustained release of Kartogenin (KGN). Furthermore, the hydrogel was incorporated within a 3D-printed poly (ε-caprolactone) (PCL)/starch microfiber network in order to reinforce the construct for cartilage tissue engineering. All the synthesized compounds were characterized by H1-NMR spectroscopy. The hydrogel/microfiber composite with a microfiber strand size and strand spacing of 300 μm and 2 mm, respectively showed a compressive modulus of 17.2 MPa, resembling the properties of the native cartilage tissue. Considering water uptake capacity, degradation rate, mechanical property, cell cytotoxicity and glycosaminoglycan secretions, β-CD-modified hydrogel reinforced with printed PCL/starch microfibers with controlled release of KGN may be considered as a promising candidate for using in articular cartilage defects.
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Affiliation(s)
- Sadaf Mohsenifard
- Chemical and Petroleum Engineering Department, 68260Sharif University of Technology, Tehran, Iran
| | - Shohreh Mashayekhan
- Chemical and Petroleum Engineering Department, 68260Sharif University of Technology, Tehran, Iran
| | - Hanieh Safari
- Chemical and Petroleum Engineering Department, 68260Sharif University of Technology, Tehran, Iran
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Kumar S, Kumar S, Krishnan GS, Mohapatra T. Molecular basis of genetic plasticity to varying environmental conditions on growing rice by dry/direct-sowing and exposure to drought stress: Insights for DSR varietal development. FRONTIERS IN PLANT SCIENCE 2022; 13:1013207. [PMID: 36352870 PMCID: PMC9638133 DOI: 10.3389/fpls.2022.1013207] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/06/2022] [Accepted: 09/28/2022] [Indexed: 06/01/2023]
Abstract
Rice requires plenty of water for its cultivation by transplanting. This poses several challenges to its cultivation due to erratic rainfall resulting in drought, flood, and other abiotic stresses of varying intensity. Dry/direct-sown rice (DSR) has emerged as a water-saving/climate-smart alternative to transplanted rice (TPR). The performance of a rice cultivar on growing by different methods of planting under varying environmental conditions varies considerably. However, the molecular basis of the observed phenotypic plasticity of rice to varying environmental conditions is still elusive. Resilience to various environmental fluctuations is important to ensure sustainable rice production in the present era of global climate change. Our observations on exclusively up-regulated genes in leaf of Nagina 22 (N 22) grown by dry/direct-sowing and subjected to drought stress at panicle initiation stage (compared to that in leaf of IR 64), and another set of genes exclusively down-regulated in leaf of N 22 (compared to that in leaf of IR 64) indicate important roles of leaf in stress resilience. A large number of genes down-regulated exclusively in root of N 22 on dry/direct-sowing subjected to drought stress indicates a major contribution of roots in stress tolerance. The genes for redox-homeostasis, transcription factors, stress signaling, carbohydrate metabolism, and epigenetic modifications play important roles in making N 22 better adapted to DSR conditions. More importantly, the involvement of genes in rendering genetic plasticity to N 22 under changing environmental conditions was confirmed by reversal of the method of planting. To the best of our knowledge, this is the first report on decoding the molecular basis of genetic plasticity of rice grown by two different methods of planting subjected to drought stress at the reproductive stage of plant growth. This might help in DSR varietal development program to enhance water-productivity, conserve natural resources, and minimize the emission of greenhouse gases, thus achieving the objectives of negative-emission agriculture.
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Affiliation(s)
- Suresh Kumar
- Division of Biochemistry, ICAR-Indian Agricultural Research Institute, New Delhi, India
| | | | - Gopala S. Krishnan
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, India
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6
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Sandhu N, Singh J, Singh G, Sethi M, Singh MP, Pruthi G, Raigar OP, Kaur R, Kaur R, Sarao PS, Lore JS, Singh UM, Dixit S, Sagare DB, Singh S, Satturu V, Singh VK, Kumar A. Development and validation of a novel core set of KASP markers for the traits improving grain yield and adaptability of rice under direct-seeded cultivation conditions. Genomics 2022; 114:110269. [DOI: 10.1016/j.ygeno.2022.110269] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2021] [Revised: 11/12/2021] [Accepted: 01/16/2022] [Indexed: 11/28/2022]
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7
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Kumar S, Seem K, Kumar S, Mohapatra T. RNA-seq analysis reveals the genes/pathways responsible for genetic plasticity of rice to varying environmental conditions on direct-sowing and transplanting. Sci Rep 2022; 12:2241. [PMID: 35145168 PMCID: PMC8831524 DOI: 10.1038/s41598-022-06009-w] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2021] [Accepted: 01/21/2022] [Indexed: 01/23/2023] Open
Abstract
Rice cultivation by transplanting requires plenty of water. It might become a challenging task in future to grow rice by transplanting due to the climatic change, water and labor scarcities. Direct-sown rice (DSR) is emerging as a resource-conserving and climate-smart alternative to transplanted rice (TPR). However, no specific variety has been bred for dry/direct-sown conditions. The present study was undertaken to decipher the molecular basis of genetic plasticity of rice under different planting methods. Comparative RNA-seq analysis revealed a number (6133) of genes exclusively up-regulated in Nagina-22 (N-22) leaf under DSR conditions, compared to that (3538) in IR64 leaf. Several genes up-regulated in N-22 were down-regulated in IR64. Genes for growth-regulation and nutrient-reservoir activities, transcription factors, translational machinery, carbohydrate metabolism, cell cycle/division, and chromatin organization/epigenetic modifications were considerably up-regulated in the leaf of N-22 under DSR conditions. Complementary effects of these factors in rendering genetic plasticity were confirmed by the agronomic/physiological performance of rice cultivar. Thus, growth-regulation/nutrient-reservoir activities, transcription factors, and translational machinery are important molecular factors responsible for the observed genetic plasticity/adaptability of Nagina-22 to different planting methods. This might help to develop molecular markers for DSR breeding, replacing TPR with DSR for better water-productivity, and minimizing greenhouse-gas emission necessary for negative emission agriculture.
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Affiliation(s)
- Suresh Kumar
- Division of Biochemistry, ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India.
| | - Karishma Seem
- Division of Biochemistry, ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India
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8
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Heredia MC, Kant J, Prodhan MA, Dixit S, Wissuwa M. Breeding rice for a changing climate by improving adaptations to water saving technologies. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2022; 135:17-33. [PMID: 34218290 DOI: 10.1007/s00122-021-03899-8] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/14/2020] [Accepted: 06/25/2021] [Indexed: 06/13/2023]
Abstract
Climate change is expected to increasingly affect rice production through rising temperatures and decreasing water availability. Unlike other crops, rice is a main contributor to greenhouse gas emissions due to methane emissions from flooded paddy fields. Climate change can therefore be addressed in two ways in rice: through making the crop more climate resilient and through changes in management practices that reduce methane emissions and thereby slow global warming. In this review, we focus on two water saving technologies that reduce the periods lowland rice will be grown under fully flooded conditions, thereby improving water use efficiency and reducing methane emissions. Rice breeding over the past decades has mostly focused on developing high-yielding varieties adapted to continuously flooded conditions where seedlings were raised in a nursery and transplanted into a puddled flooded soil. Shifting cultivation to direct-seeded rice or to introducing non-flooded periods as in alternate wetting and drying gives rise to new challenges which need to be addressed in rice breeding. New adaptive traits such as rapid uniform germination even under anaerobic conditions, seedling vigor, weed competitiveness, root plasticity, and moderate drought tolerance need to be bred into the current elite germplasm and to what extent this is being addressed through trait discovery, marker-assisted selection and population improvement are reviewed.
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Affiliation(s)
| | | | - M Asaduzzaman Prodhan
- Japan International Research Center for Agricultural Sciences (JIRCAS), Tsukuba, Japan
| | - Shalabh Dixit
- International Rice Research Institute (IRRI), Los Baños, The Philippines
| | - Matthias Wissuwa
- Japan International Research Center for Agricultural Sciences (JIRCAS), Tsukuba, Japan.
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Sandhu N, Pruthi G, Prakash Raigar O, Singh MP, Phagna K, Kumar A, Sethi M, Singh J, Ade PA, Saini DK. Meta-QTL Analysis in Rice and Cross-Genome Talk of the Genomic Regions Controlling Nitrogen Use Efficiency in Cereal Crops Revealing Phylogenetic Relationship. Front Genet 2021; 12:807210. [PMID: 34992638 PMCID: PMC8724540 DOI: 10.3389/fgene.2021.807210] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2021] [Accepted: 11/30/2021] [Indexed: 11/13/2022] Open
Abstract
The phenomenal increase in the use of nitrogenous fertilizers coupled with poor nitrogen use efficiency is among the most important threats to the environment, economic, and social health. During the last 2 decades, a number of genomic regions associated with nitrogen use efficiency (NUE) and related traits have been reported by different research groups, but none of the stable and major effect QTL have been utilized in the marker-assisted introgression/pyramiding program. Compiling the data available in the literature could be very useful in identifying stable and major effect genomic regions associated with the root and NUE-related trait improving the rice grain yield. In the present study, we performed meta-QTL analysis on 1,330 QTL from 29 studies published in the past 2 decades. A total of 76 MQTL with a stable effect over different genetic backgrounds and environments were identified. The significant reduction in the confidence interval of the MQTL compared to the initial QTL resulted in the identification of annotated and putative candidate genes related to the traits considered in the present study. A hot spot region associated with correlated traits on chr 1, 4, and 8 and candidate genes associated with nitrate transporters, nitrogen content, and ammonium uptake on chromosomes 2, 4, 6, and 8 have been identified. The identified MQTL, putative candidate genes, and their orthologues were validated on our previous studies conducted on rice and wheat. The research-based interventions such as improving nitrogen use efficiency via identification of major genomic regions and candidate genes can be a plausible, simple, and low-cost solution to address the challenges of the crop improvement program.
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Affiliation(s)
| | | | | | | | - Kanika Phagna
- Indian Institute of Science Education and Research, Berhampur, India
| | - Aman Kumar
- Punjab Agricultural University, Ludhiana, India
| | - Mehak Sethi
- Punjab Agricultural University, Ludhiana, India
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10
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Liang T, Duan B, Luo X, Ma Y, Yuan Z, Zhu R, Peng Y, Gong Y, Fang S, Wu X. Identification of High Nitrogen Use Efficiency Phenotype in Rice ( Oryza sativa L. ) Through Entire Growth Duration by Unmanned Aerial Vehicle Multispectral Imagery. FRONTIERS IN PLANT SCIENCE 2021; 12:740414. [PMID: 34925396 PMCID: PMC8678090 DOI: 10.3389/fpls.2021.740414] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/20/2021] [Accepted: 10/28/2021] [Indexed: 06/12/2023]
Abstract
Identification of high Nitrogen Use Efficiency (NUE) phenotypes has been a long-standing challenge in breeding rice and sustainable agriculture to reduce the costs of nitrogen (N) fertilizers. There are two main challenges: (1) high NUE genetic sources are biologically scarce and (2) on the technical side, few easy, non-destructive, and reliable methodologies are available to evaluate plant N variations through the entire growth duration (GD). To overcome the challenges, we captured a unique higher NUE phenotype in rice as a dynamic time-series N variation curve through the entire GD analysis by canopy reflectance data collected by Unmanned Aerial Vehicle Remote Sensing Platform (UAV-RSP) for the first time. LY9348 was a high NUE rice variety with high Nitrogen Uptake Efficiency (NUpE) and high Nitrogen Utilization Efficiency (NUtE) shown in nitrogen dosage field analysis. Its canopy nitrogen content (CNC) was analyzed by the high-throughput UAV-RSP to screen two mixed categories (51 versus 42 varieties) selected from representative higher NUE indica rice collections. Five Vegetation Indices (VIs) were compared, and the Normalized Difference Red Edge Index (NDRE) showed the highest correlation with CNC (r = 0.80). Six key developmental stages of rice varieties were compared from transplantation to maturation, and the high NUE phenotype of LY9348 was shown as a dynamic N accumulation curve, where it was moderately high during the vegetative developmental stages but considerably higher in the reproductive developmental stages with a slower reduction rate. CNC curves of different rice varieties were analyzed to construct two non-linear regression models between N% or N% × leaf area index (LAI) with NDRE separately. Both models could determine the specific phenotype with the coefficient of determination (R 2) above 0.61 (Model I) and 0.86 (Model II). Parameters influencing the correlation accuracy between NDRE and N% were found to be better by removing the tillering stage data, separating the short and long GD varieties for the analysis and adding canopy structures, such as LAI, into consideration. The high NUE phenotype of LY9348 could be traced and reidentified across different years, locations, and genetic germplasm groups. Therefore, an effective and reliable high-throughput method was proposed for assisting the selection of the high NUE breeding phenotype.
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Affiliation(s)
- Ting Liang
- State Key Laboratory of Hybrid Rice, Wuhan University, Wuhan, China
- College of Life Sciences, Wuhan University, Wuhan, China
- Lab of Remote Sensing for Crop Phenomics, Wuhan University, Wuhan, China
| | - Bo Duan
- Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan, China
| | - Xiaoyun Luo
- State Key Laboratory of Hybrid Rice, Wuhan University, Wuhan, China
- College of Life Sciences, Wuhan University, Wuhan, China
- Lab of Remote Sensing for Crop Phenomics, Wuhan University, Wuhan, China
| | - Yi Ma
- Lab of Remote Sensing for Crop Phenomics, Wuhan University, Wuhan, China
- School of Remote Sensing and Information Engineering, Wuhan University, Wuhan, China
| | - Zhengqing Yuan
- State Key Laboratory of Hybrid Rice, Wuhan University, Wuhan, China
- College of Life Sciences, Wuhan University, Wuhan, China
- Lab of Remote Sensing for Crop Phenomics, Wuhan University, Wuhan, China
| | - Renshan Zhu
- State Key Laboratory of Hybrid Rice, Wuhan University, Wuhan, China
- College of Life Sciences, Wuhan University, Wuhan, China
- Lab of Remote Sensing for Crop Phenomics, Wuhan University, Wuhan, China
| | - Yi Peng
- Lab of Remote Sensing for Crop Phenomics, Wuhan University, Wuhan, China
- School of Remote Sensing and Information Engineering, Wuhan University, Wuhan, China
| | - Yan Gong
- Lab of Remote Sensing for Crop Phenomics, Wuhan University, Wuhan, China
- School of Remote Sensing and Information Engineering, Wuhan University, Wuhan, China
| | - Shenghui Fang
- Lab of Remote Sensing for Crop Phenomics, Wuhan University, Wuhan, China
- School of Remote Sensing and Information Engineering, Wuhan University, Wuhan, China
| | - Xianting Wu
- State Key Laboratory of Hybrid Rice, Wuhan University, Wuhan, China
- College of Life Sciences, Wuhan University, Wuhan, China
- Lab of Remote Sensing for Crop Phenomics, Wuhan University, Wuhan, China
- Crop Research Institute, Sichuan Academy of Agricultural Sciences, Chengdu, China
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11
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Xie X, Quintana MR, Sandhu N, Subedi SR, Zou Y, Rutkoski JE, Henry A. Establishment method affects rice root plasticity in response to drought and its relationship with grain yield stability. JOURNAL OF EXPERIMENTAL BOTANY 2021; 72:5208-5220. [PMID: 33989419 DOI: 10.1093/jxb/erab214] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/04/2021] [Accepted: 05/12/2021] [Indexed: 06/12/2023]
Abstract
By responding to the variable soil environments in which they are grown, the roots of rice crops are likely to contribute to yield stability across a range of soil moistures, nutrient levels, and establishment methods. In this study, we explored different approaches to quantification of root plasticity and characterization of its relationship with yield stability. Using four different statistical approaches (plasticity index, slope, AMMI, and factor analytic) on a set of 17 genotypes including several recently-developed breeding lines targeted to dry direct-seeding, we identified only very few direct relationships between root plasticity and yield stability. However, genotypes identified as having combined yield stability and root plasticity showed higher grain yields across trials. Furthermore, root plasticity was expressed to a greater degree in puddled transplanted trials rather than under dry direct-seeding. Significant interactions between nitrogen and water resulted in contrasting relationships between nitrogen-use efficiency and biomass stability between puddled-transplanted and direct-seeded conditions. These results reflect the complex interaction between nitrogen, drought, and even different types of drought (as a result of the establishment method) on rice root growth, and suggest that although rice root plasticity may confer stable yield across a range of environments, it might be necessary to more narrowly define the targeted environments to which it will be most beneficial.
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Affiliation(s)
- Xiaobing Xie
- International Rice Research Institute, Los Baños, Laguna, Philippines
- Hunan Agricultural University, Changsha, China
| | | | - Nitika Sandhu
- International Rice Research Institute, Los Baños, Laguna, Philippines
| | - Sushil R Subedi
- International Rice Research Institute, Los Baños, Laguna, Philippines
| | - Yingbin Zou
- Hunan Agricultural University, Changsha, China
| | | | - Amelia Henry
- International Rice Research Institute, Los Baños, Laguna, Philippines
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12
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Proofing Direct-Seeded Rice with Better Root Plasticity and Architecture. Int J Mol Sci 2021; 22:ijms22116058. [PMID: 34199720 PMCID: PMC8199995 DOI: 10.3390/ijms22116058] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2021] [Revised: 05/30/2021] [Accepted: 06/01/2021] [Indexed: 11/16/2022] Open
Abstract
The underground reserve (root) has been an uncharted research territory with its untapped genetic variation yet to be exploited. Identifying ideal traits and breeding new rice varieties with efficient root system architecture (RSA) has great potential to increase resource-use efficiency and grain yield, especially under direct-seeded rice, by adapting to aerobic soil conditions. In this review, we tried to mine the available research information on the direct-seeded rice (DSR) root system to highlight the requirements of different root traits such as root architecture, length, number, density, thickness, diameter, and angle that play a pivotal role in determining the uptake of nutrients and moisture at different stages of plant growth. RSA also faces several stresses, due to excess or deficiency of moisture and nutrients, low or high temperature, or saline conditions. To counteract these hindrances, adaptation in response to stress becomes essential. Candidate genes such as early root growth enhancer PSTOL1, surface rooting QTL qSOR1, deep rooting gene DRO1, and numerous transporters for their respective nutrients and stress-responsive factors have been identified and validated under different circumstances. Identifying the desired QTLs and transporters underlying these traits and then designing an ideal root architecture can help in developing a suitable DSR cultivar and aid in further advancement in this direction.
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13
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Sandhu N, Yadav S, Catolos M, Cruz MTS, Kumar A. Developing Climate-Resilient, Direct-Seeded, Adapted Multiple-Stress-Tolerant Rice Applying Genomics-Assisted Breeding. FRONTIERS IN PLANT SCIENCE 2021; 12:637488. [PMID: 33936127 PMCID: PMC8082028 DOI: 10.3389/fpls.2021.637488] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/03/2020] [Accepted: 03/11/2021] [Indexed: 06/12/2023]
Abstract
There is an urgent need to breed dry direct-seeded adapted rice varieties in order to address the emerging scenario of water-labor shortage. The aim of this study was to develop high-yielding, direct-seeded adapted varieties utilizing biparental to multiparental crosses involving as many as six different parents in conventional breeding programs and 12 parents in genomics-assisted breeding programs. The rigorous single plant selections were followed from the F2 generation onwards utilizing phenotypic selection and quantitative trait locus (QTL)/gene-based/linked markers for tracking the presence of desirable alleles of targeted QTL/genes. In conventional breeding, multiparent lines had significantly higher yields (2,072-6,569 kg ha-1) than the biparental lines (1,493-6,326 kg ha-1). GAB lines derived from multiparent crosses had significantly higher (3,293-6,719 kg ha-1) yields than the multiparent lines from conventional breeding (2,072-6,569 kg ha-1). Eleven promising lines from genomics-assisted breeding carrying 7-11 QTL/genes and eight lines from conventional breeding with grain-yield improvement from 727 to 1,705 kg ha-1 and 68 to 902 kg ha-1, respectively, over the best check were selected. The developed lines may be released as varieties/parental lines to develop better rice varieties for direct-seeded situations or as novel breeding material to study genetic interactions.
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Affiliation(s)
- Nitika Sandhu
- Rice Breeding Platform, International Rice Research Institute, Metro Manila, Philippines
- School of Agricultural Biotechnology, Punjab Agricultural University, Ludhiana, India
| | - Shailesh Yadav
- Rice Breeding Platform, International Rice Research Institute, Metro Manila, Philippines
| | - Margaret Catolos
- Rice Breeding Platform, International Rice Research Institute, Metro Manila, Philippines
| | - Ma Teresa Sta Cruz
- Rice Breeding Platform, International Rice Research Institute, Metro Manila, Philippines
| | - Arvind Kumar
- Rice Breeding Platform, International Rice Research Institute, Metro Manila, Philippines
- International Rice Research Institute South Asia Regional Centre, Varanasi, India
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14
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Wei Z, Duan F, Sun X, Song X, Zhou W. Leaf photosynthetic and anatomical insights into mechanisms of acclimation in rice in response to long-term fluctuating light. PLANT, CELL & ENVIRONMENT 2021; 44:747-761. [PMID: 33215722 DOI: 10.1111/pce.13954] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/01/2020] [Accepted: 11/09/2020] [Indexed: 05/18/2023]
Abstract
Long-term fluctuating light (FL) conditions are very common in natural environments. The physiological and biochemical mechanisms for acclimation to FL differ between species. However, most of the current conclusions regarding acclimation to FL were made based on studies in algae or Arabidopsis thaliana. It is still unclear how rice (Oryza sativa L.) integrate multiple physiological changes to acclimate to long-term FL. In this study, we found that rice growth was repressed under long-term FL. By systematically measuring phenotypes and physiological parameters, we revealed that: (a) under short-term FL, photosystem I (PSI) was inhibited, while after 1-7 days of long-term FL, both PSI and PSII were inhibited. Higher acceptor-side limitation in electron transport and higher overall nonphotochemical quenching (NPQ) explained the lower efficiencies of PSI and PSII, respectively. (b) An increase in pH differences across the thylakoid membrane and a decrease in thylakoid proton conductivity revealed a reduction of ATP synthase activity. (c) Using electron microscopy, we showed a decrease in membrane stacking and stomatal opening after 7 days of FL treatment. Taken together, our results show that electron flow, ATP synthase activity and NPQ regulation are the major processes determining the growth performance of rice under long-term FL conditions.
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Affiliation(s)
- Ze Wei
- State Key Laboratory of Crop Biology/Agronomy College, Shandong Agricultural University, Taian, China
- State Key Laboratory of Crop Physiology and Ecology, Ministry of Agriculture and Rural Affairs of China, Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Fengying Duan
- State Key Laboratory of Crop Physiology and Ecology, Ministry of Agriculture and Rural Affairs of China, Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Xuezhen Sun
- State Key Laboratory of Crop Biology/Agronomy College, Shandong Agricultural University, Taian, China
| | - Xianliang Song
- State Key Laboratory of Crop Biology/Agronomy College, Shandong Agricultural University, Taian, China
| | - Wenbin Zhou
- State Key Laboratory of Crop Physiology and Ecology, Ministry of Agriculture and Rural Affairs of China, Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing, China
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15
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Li H, Zeng S, Luo X, Fang L, Liang Z, Yang W. Effects of small ridge and furrow mulching degradable film on dry direct seeded rice. Sci Rep 2021; 11:317. [PMID: 33431903 PMCID: PMC7801691 DOI: 10.1038/s41598-020-79227-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2020] [Accepted: 12/04/2020] [Indexed: 11/09/2022] Open
Abstract
Global climate change and socio-economic development have led to a shortage of water and labour resources, which has had a significant impact on rice cultivation. In this study, the application of micro-ridge-furrow planting technology and degradable film mulching in dry direct-seeded rice was investigated to address the factors restricting the development of the rice industry and reduce the impact of rice production on the environment. The effects of a micro-ridge-furrow planting pattern and degradable film mulching on soil temperature, seedling growth, and yield of dry direct-seeded rice in a semiarid region of China were studied through three field experiments: micro-ridge-furrow mulching with traditional plastic film (T1); micro-ridge-furrow mulching with degradable film (T2); and traditional flat-cropping mulching with traditional plastic film (CK). The experimental results demonstrated that the micro-ridge-furrow mulching film planting pattern promoted the germination of rice seeds and improved the soil temperature, plant height, leaf area, dry mass, and grain yield. T2 had the highest average soil temperature (14.68–17.83 ℃ during the day; 14.4–15.74 ℃ at night), leaf area (41.85 cm2 plant−1), root dry mass (45.32 mg plant−1), shoot dry mass (58.46 mg plant−1), root–shoot ratio (0.821), and yield (8.112 t ha−1). In summary, the micro-ridge-furrow mulching with degradable film (T2) is recommended as an efficient planting and mulching pattern for sustainably solving environmental problems and improving grain yield in semiarid regions of China.
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Affiliation(s)
- Hui Li
- College of Biological and Agricultural Engineering, Jilin University, Changchun, 130022, China
| | - Shan Zeng
- Key Laboratory of Key Technology on Agricultural Machine and Equipment, Ministry of Education, South China Agricultural University, Guangzhou, 510642, China
| | - Xiwen Luo
- College of Biological and Agricultural Engineering, Jilin University, Changchun, 130022, China.,Key Laboratory of Key Technology on Agricultural Machine and Equipment, Ministry of Education, South China Agricultural University, Guangzhou, 510642, China
| | - Longyu Fang
- College of Biological and Agricultural Engineering, Jilin University, Changchun, 130022, China
| | - Zhanhao Liang
- Key Laboratory of Key Technology on Agricultural Machine and Equipment, Ministry of Education, South China Agricultural University, Guangzhou, 510642, China
| | - Wenwu Yang
- Key Laboratory of Key Technology on Agricultural Machine and Equipment, Ministry of Education, South China Agricultural University, Guangzhou, 510642, China.
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16
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Bharamappanavara M, Siddaiah AM, Ponnuvel S, Ramappa L, Patil B, Appaiah M, Maganti SM, Sundaram RM, Shankarappa SK, Tuti MD, Banugu S, Parmar B, Rathod S, Barbadikar KM, Kota S, Subbarao LV, Mondal TK, Channappa G. Mapping QTL hotspots associated with weed competitive traits in backcross population derived from Oryza sativa L. and O. glaberrima Steud. Sci Rep 2020; 10:22103. [PMID: 33328509 PMCID: PMC7744529 DOI: 10.1038/s41598-020-78675-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2020] [Accepted: 11/20/2020] [Indexed: 11/17/2022] Open
Abstract
To improve grain yield under direct seeded and aerobic conditions, weed competitive ability of a rice genotype is a key desirable trait. Hence, understanding and dissecting weed competitive associated traits at both morphological and molecular level is important in developing weed competitive varieties. In the present investigation, the QTLs associated with weed competitive traits were identified in BC1F2:3 population derived from weed competitive accession of O. glaberrima (IRGC105187) and O. sativa cultivar IR64. The mapping population consisting of 144 segregating lines were phenotyped for 33 weed competitive associated traits under direct seeded condition. Genetic analysis of weed competitive traits carried out in BC1F2:3 population showed significant variation for the weed competitive traits and predominance of additive gene action. The population was genotyped with 81 genome wide SSR markers and a linkage map covering 1423 cM was constructed. Composite interval mapping analysis identified 72 QTLs linked to 33 weed competitive traits which were spread on the 11 chromosomes. Among 72 QTLs, 59 were found to be major QTLs (> 10% PVE). Of the 59 major QTLs, 38 had favourable allele contributed from the O. glaberrima parent. We also observed nine QTL hotspots for weed competitive traits (qWCA2a, qWCA2b, qWCA2c, qWCA3, qWCA5, qWCA7, qWCA8, qWCA9, and qWCA10) wherein several QTLs co-localised. Our study demonstrates O. glaberrima species as potential source for improvement for weed competitive traits in rice and identified QTLs hotspots associated with weed competitive traits.
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Affiliation(s)
| | | | | | - Lokesha Ramappa
- University of Agricultural Science, Raichur, Karnataka, 584104, India
| | - Basavaraj Patil
- ICAR-Indian Institute of Rice Research, Hyderabad, 500030, India
| | - Manoj Appaiah
- ICAR-Indian Institute of Rice Research, Hyderabad, 500030, India
| | | | | | | | - Mangal Deep Tuti
- ICAR-Indian Institute of Rice Research, Hyderabad, 500030, India
| | - Sreedevi Banugu
- ICAR-Indian Institute of Rice Research, Hyderabad, 500030, India
| | - Brajendra Parmar
- ICAR-Indian Institute of Rice Research, Hyderabad, 500030, India
| | - Santosha Rathod
- ICAR-Indian Institute of Rice Research, Hyderabad, 500030, India
| | | | - Suneetha Kota
- ICAR-Indian Institute of Rice Research, Hyderabad, 500030, India
| | | | - Tapan Kumar Mondal
- ICAR-National Institute for Plant Biotechnology, New Delhi, 110012, India
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17
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Sagare DB, Abbai R, Jain A, Jayadevappa PK, Dixit S, Singh AK, Challa V, Alam S, Singh UM, Yadav S, Sandhu N, Kabade PG, Singh VK, Kumar A. More and more of less and less: Is genomics-based breeding of dry direct-seeded rice (DDSR) varieties the need of hour? PLANT BIOTECHNOLOGY JOURNAL 2020; 18:2173-2186. [PMID: 32725933 PMCID: PMC7589319 DOI: 10.1111/pbi.13454] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/20/2019] [Revised: 06/07/2020] [Accepted: 07/13/2020] [Indexed: 06/02/2023]
Abstract
Rice is a staple food for half of the world's population. Changing climatic conditions, water and labour scarcity are the major challenges that shall limit future rice production. Dry direct-seeded rice (DDSR) is emerging as an efficient, resources conserving, mechanized, climate smart and economically viable strategy to be adopted as an alternative to puddled transplanted rice (TPR) with the potential to address the problem of labour-water shortages and ensure sustainable rice cultivation. Despite these benefits, several constraints obstruct the adoption of DDSR. In principle, the plant type for DDSR should be different from one for TPR, which could be achieved by developing rice varieties that combine the traits of upland and lowland varieties. In this context, recent advances in precise phenotyping and NGS-based trait mapping led to identification of promising donors and QTLs/genes for DDSR favourable traits to be employed in genomic breeding. This review discusses the important traits influencing DDSR, research studies to clarify the need for breeding DDSR-specific varieties to achieve enhanced grain yield, climate resilience and nutrition demand. We anticipate that in the coming years, genomic breeding for developing DDSR-specific varieties would be a regular practice and might be further strengthened by combining superior haplotypes regulating important DDSR traits by haplotype-based breeding.
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Affiliation(s)
- Deepti B. Sagare
- International Rice Research Institute (IRRI)South‐Asia Hub (SAH)HyderabadIndia
| | - Ragavendran Abbai
- International Rice Research Institute (IRRI)South‐Asia Hub (SAH)HyderabadIndia
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK)GaterslebenGermany
| | - Abhinav Jain
- International Rice Research Institute (IRRI)South‐Asia Hub (SAH)HyderabadIndia
| | | | - Shilpi Dixit
- International Rice Research Institute (IRRI)South‐Asia Hub (SAH)HyderabadIndia
| | - Arun Kumar Singh
- International Rice Research Institute (IRRI)South‐Asia Hub (SAH)HyderabadIndia
| | | | - Shamshad Alam
- International Rice Research Institute (IRRI)South‐Asia Hub (SAH)HyderabadIndia
| | - Uma Maheshwar Singh
- International Rice Research Institute (IRRI)South‐Asia Hub (SAH)HyderabadIndia
| | - Shailesh Yadav
- International Rice Research Institute (IRRI)Metro ManilaPhilippines
| | | | - Pramod G. Kabade
- International Rice Research Institute (IRRI)South‐Asia Hub (SAH)HyderabadIndia
| | - Vikas Kumar Singh
- International Rice Research Institute (IRRI)South‐Asia Hub (SAH)HyderabadIndia
- International Rice Research Institute (IRRI)Metro ManilaPhilippines
| | - Arvind Kumar
- International Rice Research Institute (IRRI)Metro ManilaPhilippines
- International Rice Research Institute (IRRI)South‐Asia Regional Centre (SARC)VaranasiIndia
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18
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Guimarães PHR, de Lima IP, de Castro AP, Lanna AC, Guimarães Santos Melo P, de Raïssac M. Phenotyping Root Systems in a Set of Japonica Rice Accessions: Can Structural Traits Predict the Response to Drought? RICE (NEW YORK, N.Y.) 2020; 13:67. [PMID: 32930888 PMCID: PMC7492358 DOI: 10.1186/s12284-020-00404-5] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/03/2019] [Accepted: 06/23/2020] [Indexed: 05/13/2023]
Abstract
BACKGROUND The root system plays a major role in plant growth and development and root system architecture is reported to be the main trait related to plant adaptation to drought. However, phenotyping root systems in situ is not suited to high-throughput methods, leading to the development of non-destructive methods for evaluations in more or less controlled root environments. This study used a root phenotyping platform with a panel of 20 japonica rice accessions in order to: (i) assess their genetic diversity for a set of structural and morphological root traits and classify the different types; (ii) analyze the plastic response of their root system to a water deficit at reproductive phase and (iii) explore the ability of the platform for high-throughput phenotyping of root structure and morphology. RESULTS High variability for the studied root traits was found in the reduced set of accessions. Using eight selected traits under irrigated conditions, five root clusters were found that differed in root thickness, branching index and the pattern of fine and thick root distribution along the profile. When water deficit occurred at reproductive phase, some accessions significantly reduced root growth compared to the irrigated treatment, while others stimulated it. It was found that root cluster, as defined under irrigated conditions, could not predict the plastic response of roots under drought. CONCLUSIONS This study revealed the possibility of reconstructing the structure of root systems from scanned images. It was thus possible to significantly class root systems according to simple structural traits, opening up the way for using such a platform for medium to high-throughput phenotyping. The study also highlighted the uncoupling between root structures under non-limiting water conditions and their response to drought.
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Affiliation(s)
| | - Isabela Pereira de Lima
- Universidade Federal de Lavras, Departamento de Agricultura, Campus Universitário, Lavras, MG, 37200-000, Brazil
| | | | - Anna Cristina Lanna
- Embrapa Arroz e Feijão, Rodovia GO-462, km 12, Santo Antônio de Goiás, GO, 75375-000, Brazil
| | | | - Marcel de Raïssac
- Univ Montpellier, CIRAD, INRA, Montpellier SupAgro, AGAP, Montpellier, France.
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19
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Kohli PS, Kumar Verma P, Verma R, Parida SK, Thakur JK, Giri J. Genome-wide association study for phosphate deficiency responsive root hair elongation in chickpea. Funct Integr Genomics 2020; 20:775-786. [PMID: 32892252 DOI: 10.1007/s10142-020-00749-6] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2020] [Revised: 06/17/2020] [Accepted: 08/16/2020] [Indexed: 01/23/2023]
Abstract
Root hairs (RHs) are single-celled elongated epidermal cells and play a vital role in nutrient absorption, particularly for immobile minerals like phosphorus (P). As an adaptive response to P deficiency, an increase in RH length enhances root-soil contact and absorptive area for P absorption. Genetic variations have been reported for RH length and its response to P deficiency in plants. However, only a few association studies have been conducted to identify genes and genetic loci associated with RH length. Here, we screened desi chickpea accessions for RH length and its plasticity under P deficiency. Further, the genome-wide association study (GWAS) was conducted to identify the genetic loci associated with RH length in P deficient and sufficient conditions. Although high variability was observed in terms of RH length in diverse genotypes, majority of the accessions showed typical response of increase in RH length in low P. Genome-wide association mapping identified many SNPs with significant associations with RH length in P-sufficient and P-deficient conditions. A few candidate genes for RH length in P deficient (SIZ1-like and HAD superfamily protein) and sufficient (RSL2-like and SMAP1-like) conditions were identified which have known roles in RH development and P deficiency response or both. Highly associated loci and candidate genes identified in this study would be useful for genomic-assisted breeding to develop P-efficient chickpea.
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Affiliation(s)
- Pawandeep Singh Kohli
- National Institute of Plant Genome Research, Aruna Asaf Ali Marg, New Delhi, 110067, India
| | - Pankaj Kumar Verma
- National Institute of Plant Genome Research, Aruna Asaf Ali Marg, New Delhi, 110067, India
| | - Rita Verma
- National Institute of Plant Genome Research, Aruna Asaf Ali Marg, New Delhi, 110067, India
| | - Swarup K Parida
- National Institute of Plant Genome Research, Aruna Asaf Ali Marg, New Delhi, 110067, India
| | - Jitendra K Thakur
- National Institute of Plant Genome Research, Aruna Asaf Ali Marg, New Delhi, 110067, India
| | - Jitender Giri
- National Institute of Plant Genome Research, Aruna Asaf Ali Marg, New Delhi, 110067, India.
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20
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Bhandari A, Sandhu N, Bartholome J, Cao-Hamadoun TV, Ahmadi N, Kumari N, Kumar A. Genome-Wide Association Study for Yield and Yield Related Traits under Reproductive Stage Drought in a Diverse indica-aus Rice Panel. RICE (NEW YORK, N.Y.) 2020; 13:53. [PMID: 32761553 PMCID: PMC7410978 DOI: 10.1186/s12284-020-00406-3] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/02/2020] [Accepted: 07/02/2020] [Indexed: 05/08/2023]
Abstract
BACKGROUND Reproductive-stage drought stress is a major impediment to rice production in rainfed areas. Conventional and marker-assisted breeding strategies for developing drought-tolerant rice varieties are being optimized by mining and exploiting adaptive traits, genetic diversity; identifying the alleles, and understanding their interactions with genetic backgrounds for their increased contribution to drought tolerance. Field experiments were conducted in this study to identify marker-trait associations (MTAs) involved in response to yield under reproductive-stage (RS) drought. A diverse set of 280 indica-aus accessions was phenotyped for ten agronomic traits including yield and yield-related traits under normal irrigated condition and under two managed reproductive-stage drought environments. The accessions were genotyped with 215,250 single nucleotide polymorphism markers. RESULTS The study identified a total of 219 significant MTAs for 10 traits and candidate gene analysis within a 200 kb window centred from GWAS identified SNP peaks detected these MTAs within/ in close proximity to 38 genes, 4 earlier reported major grain yield QTLs and 6 novel QTLs for 7 traits out of the 10. The significant MTAs were mainly located on chromosomes 1, 2, 5, 6, 9, 11 and 12 and the percent phenotypic variance captured for these traits ranged from 5 to 88%. The significant positive correlation of grain yield with yield-related and other agronomic traits except for flowering time, observed under different environments point towards their contribution in improving rice yield under drought. Seven promising accessions were identified for use in future genomics-assisted breeding programs targeting grain yield improvement under drought. CONCLUSION These results provide a promising insight into the complex genetic architecture of grain yield under reproductive-stage drought in different environments. Validation of major genomic regions reported in the study will enable their effectiveness to develop drought-tolerant varieties following marker-assisted selection as well as to identify genes and understanding the associated physiological mechanisms.
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Affiliation(s)
- Aditi Bhandari
- Rice Breeding Platform, International Rice Research Institute, DAPO Box, 7777, Metro Manila, Philippines
- Banasthali Vidyapith, Banasthali, 304022, India
| | - Nitika Sandhu
- Rice Breeding Platform, International Rice Research Institute, DAPO Box, 7777, Metro Manila, Philippines
- Punjab Agricultural University, Ludhiana, 141004, India
| | - Jérôme Bartholome
- Rice Breeding Platform, International Rice Research Institute, DAPO Box, 7777, Metro Manila, Philippines
- CIRAD, UMR, AGAP, Montpellier, France
- AGAP, Univ Montpellier, CIRAD, INRA, Montpellier SupAgro, Montepellier, France
| | - Tuong-Vi Cao-Hamadoun
- CIRAD, UMR, AGAP, Montpellier, France
- AGAP, Univ Montpellier, CIRAD, INRA, Montpellier SupAgro, Montepellier, France
| | - Nourollah Ahmadi
- CIRAD, UMR, AGAP, Montpellier, France
- AGAP, Univ Montpellier, CIRAD, INRA, Montpellier SupAgro, Montepellier, France
| | | | - Arvind Kumar
- Rice Breeding Platform, International Rice Research Institute, DAPO Box, 7777, Metro Manila, Philippines.
- IRRI South Asia Regional Centre, Varanasi, 221006, India.
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21
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Jourquin J, Fukaki H, Beeckman T. Peptide-Receptor Signaling Controls Lateral Root Development. PLANT PHYSIOLOGY 2020; 182:1645-1656. [PMID: 31862841 PMCID: PMC7140930 DOI: 10.1104/pp.19.01317] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/24/2019] [Accepted: 12/08/2019] [Indexed: 05/17/2023]
Abstract
Lateral root development progresses through different steps with, the peptides and receptors involved in each of these steps triggering downstream mechanisms upon peptide perception.
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Affiliation(s)
- Joris Jourquin
- Ghent University, Department of Plant Biotechnology and Bioinformatics, 9052 Ghent, Belgium
- Vlaams Instituut voor Biotechnologie-Ghent University Center for Plant Systems Biology, 9052 Ghent, Belgium
| | - Hidehiro Fukaki
- Department of Biology, Graduate School of Science, Kobe University, Kobe 657-8501 Japan
| | - Tom Beeckman
- Ghent University, Department of Plant Biotechnology and Bioinformatics, 9052 Ghent, Belgium
- Vlaams Instituut voor Biotechnologie-Ghent University Center for Plant Systems Biology, 9052 Ghent, Belgium
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22
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Mouhamad RS. Morphological study of different varieties of rice traits influencing nitrogen and water uptake efficiency. BIONATURA 2020. [DOI: 10.21931/rb/2020.05.01.5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Abstract
This research aimed at establishing the morphology of the root and sizes under various irrigation cultures. The comparison was made for root to shoot ratio under the traditional culture of flooding. We hypothesize that, due to limited root system development under aerobic conditions, rice is poorly adapted to different environments. In the meantime, there has to be an increase in demand for grain and output per area, as newly planted areas are scarce. This study discusses the latest theoretical physiological, metabolic and genetic factors affecting nitrogen intake and use in different N processes. It covers the root system's position and nitrate- ammonium assimilation and its relationship with Nitrogen Use Efficiency (NUE) and Water Use Efficiency (WUE), were discussed. Phenotyping and molecular breeding techniques concerning N and water regimes and genetic diversity were also evaluated and simulated.
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Affiliation(s)
- Raghad S. Mouhamad
- Department of Soil and Water Resources, Ministry Science and Technology, Baghdad, Iraq
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