High confidence QTLs and key genes identified using Meta-QTL analysis for enhancing heat tolerance in chickpea (Cicer arietinum L.)

Article


Kumar, Raj, Sharma, Vinay Kumar, Rangari, Sagar Krushnaji, Jha, Uday Chand, Sahu, Aakash, Paul, Pronob J., Gupta, Shreshth, Gangurde, Sunil S., Kudapa, Himabindu, Mir, Reyazul Rouf, Gaur, Pooran M., Varshney, Rajeev K., Varshney, Rajeev K. and Thudi, Mahendar. 2023. "High confidence QTLs and key genes identified using Meta-QTL analysis for enhancing heat tolerance in chickpea (Cicer arietinum L.)." Frontiers in Plant Science. 14. https://doi.org/10.3389/fpls.2023.1274759
Article Title

High confidence QTLs and key genes identified using Meta-QTL analysis for enhancing heat tolerance in chickpea (Cicer arietinum L.)

ERA Journal ID200524
Article CategoryArticle
AuthorsKumar, Raj, Sharma, Vinay Kumar, Rangari, Sagar Krushnaji, Jha, Uday Chand, Sahu, Aakash, Paul, Pronob J., Gupta, Shreshth, Gangurde, Sunil S., Kudapa, Himabindu, Mir, Reyazul Rouf, Gaur, Pooran M., Varshney, Rajeev K., Varshney, Rajeev K. and Thudi, Mahendar
Journal TitleFrontiers in Plant Science
Journal Citation14
Article Number1274759
Number of Pages9
Year2023
PublisherFrontiers Media SA
Place of PublicationSwitzerland
ISSN1664-462X
Digital Object Identifier (DOI)https://doi.org/10.3389/fpls.2023.1274759
Web Address (URL)https://www.frontiersin.org/journals/plant-science/articles/10.3389/fpls.2023.1274759/full
Abstract

The rising global temperatures seriously threaten sustainable crop production, particularly the productivity and production of heat-sensitive crops like chickpeas. Multiple QTLs have been identified to enhance the heat stress tolerance in chickpeas, but their successful use in breeding programs remains limited. Towards this direction, we constructed a high-density genetic map spanning 2233.5 cM with 1069 markers. Using 138 QTLs reported earlier, we identified six Meta-QTL regions for heat tolerance whose confidence interval was reduced by 2.7-folds compared to the reported QTLs. Meta-QTLs identified on CaLG01 and CaLG06 harbor QTLs for important traits, including days to 50% flowering, days to maturity, days to flower initiation, days to pod initiation, number of filled pods, visual score, seed yield per plant, biological yield per plant, chlorophyll content, and harvest index. In addition, key genes identified in Meta-QTL regions like Pollen receptor-like kinase 3 (CaPRK3), Flowering-promoting factor 1 (CaFPF1), Flowering Locus C (CaFLC), Heat stress transcription factor A-5 (CaHsfsA5), and Pollen-specific leucine-rich repeat extensins (CaLRXs) play an important role in regulating the flowering time, pollen germination, and growth. The consensus genomic regions, and the key genes reported in this study can be used in genomics-assisted breeding for enhancing heat tolerance and developing heat-resilient chickpea cultivars.

Keywordscandidate genes; confidence interval; heat stress; Meta-QTLs; recombinant inbred lines
Contains Sensitive ContentDoes not contain sensitive content
ANZSRC Field of Research 2020300404. Crop and pasture biochemistry and physiology
Byline AffiliationsDr. Rajendra Prasad Central Agricultural University, India
International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), India
Indian Institute of Pulses Research, India
International Rice Research Institute, India
University of Georgia, United States
Sher-e-Kashmir University of Agricultural Sciences and Technology (SKUAST), India
Iowa State University, United States
Centre for Crop Health
Permalink -

https://research.usq.edu.au/item/zq33x/high-confidence-qtls-and-key-genes-identified-using-meta-qtl-analysis-for-enhancing-heat-tolerance-in-chickpea-cicer-arietinum-l

  • 22
    total views
  • 2
    total downloads
  • 9
    views this month
  • 0
    downloads this month

Export as

Related outputs

Genome-wide association mapping reveals novel genes and genomic regions controlling root-lesion nematode resistance in chickpea mini core collection
Kumar, Ashish, Naik, Yogesh Dashrath, Gautam, Vedant, Patil, Sunanda, Valluri, Vinod, Channale, Sonal, Bhatt, Jayant, Sharma, Stuti, Ramakrishnan, R. S., Sharma, Radheshyam, Kudapa, Himabindu, Zwart, Rebecca S., Punnuri, Somashekhar M., Varshney, Rajeev K. and Thudi, Mahendar. 2025. "Genome-wide association mapping reveals novel genes and genomic regions controlling root-lesion nematode resistance in chickpea mini core collection." The Plant Genome. 18 (1). https://doi.org/10.1002/tpg2.20508
Major abiotic stresses on quality parameters in grain legumes: Impacts and various strategies for improving quality traits
Jha, Uday Chand, Priya, Manu, Naik, Yogesh Dashrath, Nayyar, Harsh, Thudi, Mahendar, Punnuri, Somashekhar M., Siddique, Kadambot H.M. and Prasad, P.V. Vara. 2024. "Major abiotic stresses on quality parameters in grain legumes: Impacts and various strategies for improving quality traits." Environmental and Experimental Botany. 228. https://doi.org/10.1016/j.envexpbot.2024.105978
Uncovering key genomic regions for agronomical traits and stress tolerance in sorghum [Sorghum bicolor (L.) Moench] through meta-QTL analysis
Verma, Shruti, Quaiyum, Zeba, Prasad, Bishun Deo, Sahni, Sangita, Naik, Yogesh Dashrath, Mane, Rushikesh Sanjay, Eerapagula, Ramesh, Mahato, Ajay Kumar, Jha, Sonam, Rangari, Sagar Krushnaji, Mishra, Soumya, Sharma, V. K., Bhutia, K. L. and Thudi, Mahendar. 2024. "Uncovering key genomic regions for agronomical traits and stress tolerance in sorghum [Sorghum bicolor (L.) Moench] through meta-QTL analysis." Cereal Research Communications. https://doi.org/10.1007/s42976-024-00585-5
Invasive sorghum aphid: A decade of research on deciphering plant resistance mechanisms and novel approaches in breeding for sorghum resistance to aphids
Thudi, Mahendar, Reddy, M. S. Sai, Naik, Yogesh Dashrath Naik, Cheruku, Varun Kumar Reddy, Sangireddy, Manoj Kumar Reddy, Cuevas, Hugo E., Knoll, Joseph E., Louis, Joe, Kousik, Chandrasekar S., Toews, Michael D., Ni, Xinzhi and Punnuri, Somashekhar M.. 2024. "Invasive sorghum aphid: A decade of research on deciphering plant resistance mechanisms and novel approaches in breeding for sorghum resistance to aphids." Crop Science: a journal serving the international community of crop scientists. 64 (5), pp. 2436-2458. https://doi.org/10.1002/csc2.21301
Development and evaluation of Fusarium wilt-resistant and high-yielding chickpea advanced breeding line, KCD 11
Laxuman, C., Naik, Yogesh Dashrath, Desai, B. K., Kenganal, Mallikarjun, Patil, Bharat, Reddy, B. S., Patil, D. H., Chakurte, Sidramappa, Kuchanur, P. H., Kumar K, Shiva, Gaddi, Ashok Kumar, Yogesh, L. N., Nidagundi, Jayaprakash, Dodamani, B. M., Sunkad, Gururaj, Thudi, Mahendar and Varshney, Rajeev K.. 2024. "Development and evaluation of Fusarium wilt-resistant and high-yielding chickpea advanced breeding line, KCD 11." The Plant Genome. 17 (2). https://doi.org/10.1002/tpg2.20460
Meta-QTL analysis reveals the important genomics regions for biotic stresses, nutritional quality and yield related traits in pearl millet
Gupta, Shreshth, Rangari, Sagar Krushnaji, Sahu, Aakash, Naik, Yogesh Dashrath, Satayavathi, C. Tara, Punnuri, Somashekhar and Thudi, Mahendar. 2024. "Meta-QTL analysis reveals the important genomics regions for biotic stresses, nutritional quality and yield related traits in pearl millet." CABI Agriculture and Bioscience. 5 (1). https://doi.org/10.1186/s43170-024-00230-5
Phenotypic profiling of lentil (Lens culinaris Medikus) accessions enabled identification of promising lines for use in breeding for high yield, early flowering and desirable traits
Naik, Yogesh Dashrath, Sharma, Vinay Kumar, Ask, Muraleedhar Sidaram, Rangari, Sagar Krushnaji, Kumar, Raj, Dikshit, Harsh Kumar, Sangita, Sahani, Kant, Ravi, Mishra, Gyan, Mir, Reyazul Rouf, Kudapa, Himabindu, Elango, Dinakaran, Zwart, Rebecca S., Varshney, Rajeev Kumar and Thudi, Mahendar. 2024. "Phenotypic profiling of lentil (Lens culinaris Medikus) accessions enabled identification of promising lines for use in breeding for high yield, early flowering and desirable traits ." Plant Genetic Resources: Characterization and Utilization. 22 (2), pp. 69-77. https://doi.org/10.1017/S1479262124000042
Meta-QTL analysis enabled identification of candidate genes and haplotypes for enhancing biotic stress resistance in chickpea
Isha, Ishita, Singh, Sarvjeet, Jha, Uday, Laxuman, C., Kudapa, Himabindu, Varshney, Rajeev K. V and Thudi, Mahendar. 2024. "Meta-QTL analysis enabled identification of candidate genes and haplotypes for enhancing biotic stress resistance in chickpea." Journal of Plant Biochemistry and Biotechnology. https://doi.org/10.1007/s13562-024-00873-5
Genomic approaches to enhance adaptive plasticity to cope with soil constraints amidst climate change in wheat
Bhoite, Roopali, Han, Yong, Alamuru, Alamuru Krishna, Varshney, Rajeev K. and Sharma, Darshan Lal. 2024. "Genomic approaches to enhance adaptive plasticity to cope with soil constraints amidst climate change in wheat." The Plant Genome. 17 (1). https://doi.org/10.1002/tpg2.20358
Major viral diseases in grain legumes: designing disease resistant legumes from plant breeding and OMICS integration
Jha, Uday Chand, Nayyar, Harsh, Chattopadhyay, Anirudha, Beena, Radha, Lone, Ajaz A., Naik, Yogesh Dashrath, Thudi, Mahendar, Prasad, Pagadala Venkata Vara, Gupta, Sanjeev, Dixit, Girish Prasad and Siddique, Kadambot H. M.. 2023. "Major viral diseases in grain legumes: designing disease resistant legumes from plant breeding and OMICS integration." Frontiers in Plant Science. 14. https://doi.org/10.3389/fpls.2023.1183505
Multi-locus genome-wide association study of chickpea reference set identifies genetic determinants of Pratylenchus thornei resistance
Channale, Sonal, Thompson, John P., Varshney, Rajeev K., Thudi, Mahendar and Zwart, Rebecca S.. 2023. "Multi-locus genome-wide association study of chickpea reference set identifies genetic determinants of Pratylenchus thornei resistance." Frontiers in Plant Science. 14. https://doi.org/10.3389/fpls.2023.1139574
Translational genomics for achieving higher genetic gains in groundnut
Pandey, Manish K., Pandey, Arun K., Kumar, Rakesh, Nwosu, Chogozie Victor, Guo, Baozhu, Wright, Graeme C., Bhat, Ramesh S., Chen, Xiaoping, Bera, Sandip K., Yuan, Mei, Jiang, Huifang, Faye, Issa, Radhakrishnan, Thankappan, Wang, Xingjun, Liang, Xuanquiang, Liao, Boshou, Zhang, Xinyou, Varshney, Rajeev K. and Zhuang, Weijian. 2020. "Translational genomics for achieving higher genetic gains in groundnut." Theoretical and Applied Genetics: international journal of plant breeding research. 133, pp. 1679-1702. https://doi.org/10.1007/s00122-020-03592-2
Genomic resources in plant breeding for sustainable agriculture
Thudi, Mahendar, Palakurthi, Ramesh, Schnable, James C., Chitikineni, Annapurna, Dreisigacker, Susanne, Mace, Emma, Srivastava, Rakesh K., Satyavathi, C. Tara, Odeny, Damaris, Tiwari, Vijay K., Lam, Hon-Ming, Hong, Yan Bin, Singh, Vikas K., Li, Guowei, Xu, Yunbi, Chen, Xiaoping, Kaila, Sanjay, Nguyen, Henry, Sivasankar, Sobhana, ..., Varshney, Rajeev K.. 2021. "Genomic resources in plant breeding for sustainable agriculture." Journal of Plant Physiology. 257, pp. 1-18. https://doi.org/10.1016/j.jplph.2020.153351
Major QTLs and Potential Candidate Genes for Heat Stress Tolerance Identified in Chickpea (Cicer arietinum L.)
Jha, Uday Chand, Nayyar, Harsh, Palakurthi, Ramesh, Jha, Rintu, Valluri, Vinod, Bajaj, Prasad, Chitikineni, Annapurna, Singh, Narendra P., Varshney, Rajeev K. and Thudi, Mahendar. 2021. "Major QTLs and Potential Candidate Genes for Heat Stress Tolerance Identified in Chickpea (Cicer arietinum L.)." Frontiers in Plant Science. 12, pp. 1-16. https://doi.org/10.3389/fpls.2021.655103
MutMap Approach Enables Rapid Identification of Candidate Genes and Development of Markers Associated With Early Flowering and Enhanced Seed Size in Chickpea (Cicer arietinum L.)
Manchikatla, Praveen Kumar, Kalavikatte, Danamma, Mallikarjuna, Bingi Pujari, Palakurthi, Ramesh, Khan, Aamir W., Jha, Uday Chand, Bajaj, Prasad, Singam, Prashant, Chitikineni, Annapurna, Varshney, Rajeev K. and Thudi, Mahandar. 2021. "MutMap Approach Enables Rapid Identification of Candidate Genes and Development of Markers Associated With Early Flowering and Enhanced Seed Size in Chickpea (Cicer arietinum L.)." Frontiers in Plant Science. 12, pp. 1-11. https://doi.org/10.3389/fpls.2021.688694
Legume Pangenome: Status and Scope for Crop Improvement
Jha, Uday Chand, Nayyar, Harsh, von Wettberg, Eric J. B., Naik, Yogesh Dashrath, Thudi, Mahendar and Siddique, Kadambot H. M.. 2022. "Legume Pangenome: Status and Scope for Crop Improvement." Plants. 11 (22). https://doi.org/10.3390/plants11223041
Integrated breeding approaches to enhance the nutritional quality of food legumes
Jha, Rintu, Yadav, Hemant Kumar, Raiya, Rahul, Singh, Rajesh Kumar, Jha, Uday Chand, Sathee, Lekshmy, Singh, Prashant, Thudi, Mahendar, Singh, Anshuman, Chaturvedi, Sushil Kumar and Tripathi, Shailesh. 2022. "Integrated breeding approaches to enhance the nutritional quality of food legumes." Frontiers in Plant Science. 13. https://doi.org/10.3389/fpls.2022.984700
Two decades of association mapping: Insights on disease resistance in major crops
Gangurde, Sunil S., Xavier, Alencar, Naik, Yogesh Dashrath, Jha, Uday Chand, Rangari, Sagar Krushnaji, Kumar, Raj, Reddy, M. S. Sai, Channale, Sonal, Elango, Dinakaran, Mir, Reyazul Rouf, Zwart, Rebecca, Laxuman, C., Sudini, Hari Kishan, Pandey, Manish K., Punnuri, Somashekhar, Mendu, Venugopal, Reddy, Umesh K., Guo, Baozhu, Gangarao, N. V. P. R., ..., Thudi, Mahendar. 2022. "Two decades of association mapping: Insights on disease resistance in major crops." Frontiers in Plant Science. 13. https://doi.org/10.3389/fpls.2022.1064059
Genome-wide association analysis to delineate high-quality SNPs for seed micronutrient density in chickpea (Cicer arietinum L.)
Fayaz, Humara, Tyagi, Sandhya, Wani, Aijaz A., Pandey, Renu, Akhtar, Sabina, Bhat, Mohd Ashraf, Chitikineni, Annapurna, Varshney, Rajeev Kumar, Thudi, Mahendar, Kumar, Upendra and Mir, Reyazul Rouf. 2022. "Genome-wide association analysis to delineate high-quality SNPs for seed micronutrient density in chickpea (Cicer arietinum L.)." Scientific Reports. 12 (1). https://doi.org/10.1038/s41598-022-14487-1
Genome-wide association mapping of seed oligosaccharides in chickpea
Elango, Dinakaran, Wang, Wanyan, Thudi, Mahender, Sebastiar, Sheelamary, Ramadoss, Bharathi Raja and Varshney, Rajeev K.. 2022. "Genome-wide association mapping of seed oligosaccharides in chickpea." Frontiers in Plant Science. 13. https://doi.org/10.3389/fpls.2022.1024543
Raffinose Family Oligosaccharides: Friend or Foe for Human and Plant Health?
Elango, Dinakaran, Rajendran, Karthika, der Laan, Liza Van, Sebastiar, Sheelamary, Raigne, Joscif, Thaiparambil, Naveen A., Hadda, Noureddine, Raja, Bharath, Wang, Wanyan, Ferela, Antonella, Chiteri, Kevin O., Thudi, Mahendar, Varshney, Rajeev K., Chopra, Surinder, Sing, Arti and Singh, Asheesh K.. 2022. "Raffinose Family Oligosaccharides: Friend or Foe for Human and Plant Health?" Frontiers in Plant Science. 13. https://doi.org/10.3389/fpls.2022.829118
Publisher Correction: Transcriptome analysis reveals key genes associated with root-lesion nematode Pratylenchus thornei resistance in chickpea
Channale Sonal, Kalavikatte, Danamma, Thompson J.P., Kudapa, Himabindu, Bajaj, Prasad, Varshney, Rajeev K., Zwart, Rebecca S. and Thudi, Mahendar. 2022. "Publisher Correction: Transcriptome analysis reveals key genes associated with root-lesion nematode Pratylenchus thornei resistance in chickpea ." Scientific Reports. 12 (1). https://doi.org/10.1038/s41598-022-08495-4
A Scintillating Journey of Genomics in Simplifying Complex Traits and Development of Abiotic Stress Resilient Chickpeas
Jaganathan, Deepa, Mallikarjuna, Bingi Pujari, Palakurthi, Ramesh, Samineni, Srinivasan, Laxuman, C., Bharadwaj, Chellapilla, Zwart, Rebecca, Fikre, Asnake, Gaur, Pooran, Varshney, Rajeev K. and Thudi, Mahendar. 2022. "A Scintillating Journey of Genomics in Simplifying Complex Traits and Development of Abiotic Stress Resilient Chickpeas." Kole, Chittaranjan (ed.) Genomic Designing for Abiotic Stress Resistant Pulse Crops. Cham, Switzerland. Springer. pp. 15-43
Transcriptome analysis reveals key genes associated with root‑lesion nematode Pratylenchus thornei resistance in chickpea
Channale, Sonal, Kalavikatte, Danamma, Thompson, John P., Kudapa, Himabindu, Bajaj, Prasad, Varshney, Rajeev K., Zwart, Rebecca S. and Thudi, Manhendar. 2021. "Transcriptome analysis reveals key genes associated with root‑lesion nematode Pratylenchus thornei resistance in chickpea." Scientific Reports. 11 (1), pp. 1-11. https://doi.org/10.1038/s41598-021-96906-3
Resequencing of 429 chickpea accessions from 45 countries provides insights into genome diversity, domestication and agronomic traits
Varshney, Rajeev K., Thudi, Mahendar, Roorkiwal, Manish, He, Weiming, Upadhyaya, Hari D., Yang, Wei, Bajaj, Prasad, Cubry, Philippe, Rathore, Abhishek, Jian, Jianbo, Doddamani, Dadakhalandar, Khan, Aamir W., Garg, Vanika, Chitikineni, Annapurna, Xu, Dawen, Gaur, Pooran M., Singh, Narendra P., Chaturvedi, Sushil K., Nadigatla, Gangarao V. P. R., ..., Liu, Xin. 2019. "Resequencing of 429 chickpea accessions from 45 countries provides insights into genome diversity, domestication and agronomic traits." Nature Genetics. 51, pp. 857-864. https://doi.org/10.1038/s41588-019-0401-3
Resistance to plant-parasitic nematodes in chickpea: current status and future perspectives
Zwart, Rebecca S., Thudi, Mahendar, Channale, Sonal, Manchikatla, Praveen K., Varshney, Rajeev K. and Thompson, John P.. 2019. "Resistance to plant-parasitic nematodes in chickpea: current status and future perspectives." Frontiers in Plant Science. 10, pp. 1-14. https://doi.org/10.3389/fpls.2019.00966
The first genetic map of pigeon pea based on diversity arrays technology (DArT) markers
Yang, Shi Ying, Saxena, Rachit K., Kulwal, Pawan L., Ash, Gavin J., Dubey, Anuja, Harper, John D. I., Upadhyaya, Hari D., Gothalwal, Ragini, Kilian, Andrzej and Varshney, Rajeev K.. 2011. "The first genetic map of pigeon pea based on diversity arrays technology (DArT) markers." Journal of Genetics. 90 (1), pp. 103-109. https://doi.org/10.1007/s12041-011-0050-5