Skip to main content

Advertisement

Log in

Genome-wide association study of salt tolerance at the germination stage in hemp

  • Published:
Euphytica Aims and scope Submit manuscript

Abstract

Seed germination is the first stage of the plant life cycle, and salinity is a major environmental stress for the inhibition of seed germination in plants. Hemp (Cannabis sativa. L) has high economic value and is widely used in textiles, building materials, food, health care, and so on. Unfortunately, research on the salt tolerance of hemp is very limited. In this study, 202 hemp accessions from 11 countries were used to conduct a genome-wide association study (GWAS) on salt tolerance at the germination stage. Based on 762,634 high-quality SNPs, 70 SNP loci were identified to be associated with salt tolerance-related traits (RGR-T1, RGR-T2, RSRL-T1, RSRL-T2, RSW-T1 and RSW-T2). Among the 70 SNPs, nine were further analyzed as candidate SNPs, and 55 genes were annotated within 100 kb upstream and downstream of the nine SNPs. Combined with RNA-seq data and qRT–PCR results, XM_030641043.1, XM_030641906.1, XM_030648362.1, XM_030648308.1 and XM_030646898.1 may play a key role in regulating salt tolerance of hemp during germination. To our knowledge, this is the first study of hemp GWAS, and the information obtained in this study will be useful for gene cloning and marker-assisted selection (MAS) of salt tolerance in hemp.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5

Similar content being viewed by others

References

  • Abbas MK, Ali AS, Hasan HH, Ghal RH (2013) Salt tolerance study of six cultivars of rice (Oryza sativa L.) during germination and early seedling growth. J Agric Sci 5:250–259

    Google Scholar 

  • Alexander DH, Novembre J, Lange K (2009) Fast model-based estimation of ancestry in unrelated individuals. Genome Res 19:1655–1664

    Article  CAS  Google Scholar 

  • Alonso JM, Ecker JR (2006) Moving forward in reverse: Genetic technologies to enable genome-wide phenomic screens in Arabidopsis. Nat Rev Genet 7:524–536

    Article  CAS  Google Scholar 

  • Basnet RK, Duwal A, Tiwari DN, Xiao D, Monakhos S, Bucher J, Visser RGF, Groot SPC, Bonnema G, Maliepaard C (2015) Quantitative trait locus analysis of seed germination and seedling vigor in Brassica rapa reveals QTL hotspots and epistatic interactions. Front Plant Sci 6:1032

    Article  Google Scholar 

  • Cheng X, Deng G, Su Y, Liu JJ, Yang Y, Du GH, Chen ZY, Liu FH (2016) Protein mechanisms in response to NaCl-stress of salt-tolerant and salt-sensitive industrial hemp based on iTRAQ technology. Ind Crops Prod 83:444–452

    Article  CAS  Google Scholar 

  • El-Hendawy S, Elshafei A, Al-Suhaibani N, Alotabi M, Hassan W, Dewir YH, Abdella K (2019) Assessment of the salt tolerance of wheat genotypes during the germination stage based on germination ability parameters and associated SSR markers. J Plant Interact 14:151–163

    Article  CAS  Google Scholar 

  • Flexas J, Bota J, Loreto F, Cornic G, Sharkey TD (2004) Diffusive and metabolic limitations to photosynthesis under drought and salinity in C3 plants. Plant Biol 6:269–279

    Article  CAS  Google Scholar 

  • Flint-Garcia SA, Thornsberry JM, Buckler IV (2003) Structure of linkage disequilibrium in plants. Annu Rev Plant Biol 54:357–374

    Article  CAS  Google Scholar 

  • Flowers TJ (2004) Improving crop salt tolerance. J Exp Bot 55:307–319

    Article  CAS  Google Scholar 

  • Foolad MR, Stoltz T, Dervinis C, Rodriguez RL, Jones RA (1997) Mapping QTLs conferring salt tolerance during germination in tomato by selective genotyping. Mol Breeding 3:269–277

    Article  CAS  Google Scholar 

  • Ginestet C (2011) ggplot2: elegant graphics for data analysis. J Roy Stat Soc Series A 174:245–246

    Article  Google Scholar 

  • Golldack D, Li C, Mohan H, Probst N (2014) Tolerance to drought and salt stress in plants: unraveling the signaling networks. Front Plant Sci 5:151–160

    Article  Google Scholar 

  • Gu Q, Ke H, Liu C, Lv X, Sun Z, Liu Z, Rong W, Yang J, Zhang Y, Wu L, Zhang G, Wang X, Ma Z (2021) A stable QTL qSalt-A04-1 contributes to salt tolerance in the cotton seed germination stage. Theor Appl Genet 134:2399–2410

    Article  CAS  Google Scholar 

  • Hanin M, Ebel C, Ngom M, Laplaze L, Masmoudi K (2016) New insights on plant salt tolerance mechanisms and their potential use for breeding. Front Plant Sci 7:1787

    Article  Google Scholar 

  • Hasegawa PM, Bressan RA, Zhu JK, Bohnert HJ (2000) Plant cellular and molecular responses to high salt. Ann Rev Plant Physiol Plant Mol Biol 51:463–499

    Article  CAS  Google Scholar 

  • Hazman M, Hause B, Eiche E, Nick P, Riemann M (2015) Increased tolerance to salt stress in OPDA-deficient rice ALLENE OXIDE CYCLASE mutants is linked to an increased ROS-scavenging activity. J Exp Bot 66:3339–3352

    Article  CAS  Google Scholar 

  • Hu H, Liu H, Liu F (2018) Seed germination of hemp (Cannabis sativa L.) cultivars responds differently to the stress of salt type and concentration. Ind Crops Prod 123:254–261

    Article  CAS  Google Scholar 

  • Hu H, Liu H, Du G, Yang F, Deng G, Yang Y, Liu F (2019) Fiber and seed type of hemp (Cannabis sativa L.) responded differently to salt-alkali stress in seedling growth and physiological indices. Ind Crops Prod 129:624–630

    Article  CAS  Google Scholar 

  • Huang X, Sang T, Zhao Q, Feng Q, Zhao Y, Li C, Zhu C, Lu T, Zhang Z, Li M, Fan D, Guo Y, Wang A, Wang L, Deng L, Li W, Lu Y, Weng Q, Liu K, Huang T, Zhou T, Jing Y, Li W, Lin Z, Buckler ES, Qian Q, Zhang QF, Li J, Han B (2010) Genome-wide association studies of 14 agronomic traits in rice landraces. Nat Genet 42:961

    Article  CAS  Google Scholar 

  • Huang X, Kurata N, Wei X, Wang ZX, Wang A, Zhao Q, Zhao Y, Liu K, Lu H, Li W, Guo Y, Lu Y, Zhou C, Fan D, Weng Q, Zhu C, Huang T, Zhang L, Wang Y, Feng L, Furuumi H, Kubo T, Miyabayashi T, Yuan X, Xu Q, Dong G, Zhan Q, Li C, Fujiyama A, Toyoda A, Lu T, Feng Q, Qian Q, Li J, Han B (2012) A map of rice genome variation reveals the origin of cultivated rice. Nature 490:497–501

    Article  CAS  Google Scholar 

  • Huang K, Shi Y, Pan G, Zhong Y, Sun Z, Niu J, Chen J, Luan M (2021) Genome-wide association analysis of fiber fineness and yield in ramie (Boehmeria nivea) using SLAF-seq. Euphytica 217:22

    Article  CAS  Google Scholar 

  • Jamil M, Lee KB, Jung KY, Lee DB, Han MS, Rha ES (2007) Salt stress inhibits germination and early seedling growth in cabbage (Brassica oleracea capitata L.). Pak J Biol Sci 10:910–914

    Article  CAS  Google Scholar 

  • Kan G, Zhang W, Yang W, Ma D, Zhang D, Hao D, Hu Z, Yu D (2015) Association mapping of soybean seed germination under salt stress. Mol Genet Genomics 290:2147–2162

    Article  CAS  Google Scholar 

  • Kang HM, Zaitlen NA, Wade CM, Kirby A, Heckerman D, Daly MJ, Eskin E (2008) Efficient control of population structure in model organism association mapping. Genetics 178:1709–1723

    Article  Google Scholar 

  • Kang HM, Sul JH, Service SK, Zaitlen NA, Kong SY, Freimer NB, Sabatti C, Eskin E (2010) Variance component model to account for sample structure in genome-wide association studies. Nat Genet 42:348–354

    Article  CAS  Google Scholar 

  • Korte A, Farlow A (2013) The advantages and limitations of trait analysis with GWAS: a review. Plant Methods 9:29

    Article  CAS  Google Scholar 

  • Kronzucker HJ, Britto DT (2011) Sodium transport in plants: a critical review. New Phytol 189:54–81

    Article  CAS  Google Scholar 

  • Laverty KU, Stout JM, Sullivan MJ, Shah H, Gill N, Holbrook L, Deikus G, Sebra R, Hughes TR, Page JE, Bakel H (2018) A Physical and genetic map of Cannabis sativa identifies extensive rearrangement at the THC/CBD acid synthase locus. Genome Res 29:146–156

    Article  Google Scholar 

  • Li H, Durbin R (2009) Fast and accurate short read alignment with Burrows-Wheeler transform. Bioinformatics 25:1754–1760

    Article  CAS  Google Scholar 

  • Li H, Handsaker B, Wysoker A, Fennell T, Ruan J, Homer N, Marth G, Abecasis G, Durbin R (2009) The sequence alignment/map format and SAMtools. Bioinformatics 25:2078–2079

    Article  Google Scholar 

  • Li Y, Zeng XF, Zhao YC, Li JR, Zhao DG (2017) Identification of a new rice low-tiller mutant and association analyses based on the SLAF-seq method. Plant Mol Biol Rep 35:72–82

    Article  CAS  Google Scholar 

  • Li D, Dossa K, Zhang Y, Wei X, Wang L, Zhang Y, Liu A, Zhou R, Zhang X (2018) GWAS uncovers differential genetic bases for drought and salt tolerances in sesame at the germination stage. Genes 9:87

    Article  CAS  Google Scholar 

  • Li W, Zhang H, Zeng Y, Xiang L, Lei Z, Huang Q, Li T, Shen F, Cheng Q (2020) A salt tolerance evaluation method for sunflower (Helianthus annuus L.) at the seed germination stage. Sci Rep 10:10626

  • Liu J, Qiao Q, Cheng X, Du G, Deng G, Zhao M, Liu F (2016a) Transcriptome differences between fiber-type and seed-type Cannabis sativa variety exposed to salinity. Physiol Mol Biol Plants 22:429–443

    Article  CAS  Google Scholar 

  • Liu X, Huang M, Fan B, Buckler ES, Zhang Z (2016b) Iterative usage of fixed and random effect models for powerful and efficient genome-wide association studies. PLoS Genet 12:e1005767

    Article  Google Scholar 

  • Liu L, Xia W, Li H, Zeng H, Wei B, Han S, Yin C, Villasuso AL (2018) Salinity inhibits rice seed germination by reducing α-amylase activity via decreased bioactive gibberellin content. Front Plant Sci 9:275–284

    Article  Google Scholar 

  • Luo Z, Szczepanek A, Abdel-Haleem H (2020) Genome-wide association study (GWAS) analysis of camelina seedling germination under salt stress condition. Agronomy 10:1444

    Article  CAS  Google Scholar 

  • Ma L, Zhou E, Huo N, Zhou R, Wang G, Jia J (2007) Genetic analysis of salt tolerance in a recombinant inbred population of wheat (Triticum aestivum L.). Euphytica 153:109–117

    Article  CAS  Google Scholar 

  • Mandozai A, Moussa AA, Zhang Q, Qu J, Du Y, Anwari G, Amin NA, Wang P (2021) Genome-wide association study of root and shoot related traits in spring soybean (Glycine max L.) at seedling stages using SLAF-Seq. Front Plant Sci 12:568995

  • McKenna A, Hanna M, Banks E, Sivachenko A, Cibulskis K, Kernytsky A, Garimella K, Altshuler D, Gabriel S, Daly M, DePristo MA (2010) The Genome Analysis Toolkit: a MapReduce framework for analyzing next-generation DNA sequencing data. Genome Res 20:1297–1303

    Article  CAS  Google Scholar 

  • Munns R, James RA (2003) Screening methods for salinity tolerance: a case study with tetraploid wheat. Plant Soil 253:201–218

    Article  CAS  Google Scholar 

  • Munns R, Tester M (2008) Mechanisms of salinity tolerance. Ann Rev Plant Biol 59:651–681

    Article  CAS  Google Scholar 

  • Murray MG, Thompson WF (1980) Rapid isolation of high molecular weight plant DNA. Nucleic Acids Res 8:4321–4326

    Article  CAS  Google Scholar 

  • Price AL, Patterson NJ, Plenge RM, Weinblatt ME, Shadick NA, Reich D (2006) Principal components analysis corrects for stratification in genome-wide association studies. Nat Genet 38:904–909

    Article  CAS  Google Scholar 

  • Ravelombola W, Shi A, Weng Y, Mou B, Motes D, Clark J, Chen P, Srivastava V, Qin J, Dong L, Yang W, Bhattarai G, Sugihara Y (2018) Association analysis of salt tolerance in cowpea (Vigna unguiculata (L.) Walp) at germination and seedling stages. Theor Appl Genet 131:79–91

    Article  CAS  Google Scholar 

  • Salentijn EMJ, Zhang QY, Amaducci S, Yang M, Trindade LM (2015) New developments in fiber hemp (Cannabis sativa L.) breeding. Ind Crops Prod 68:32–41

    Article  Google Scholar 

  • Shi Y, Gao L, Wu Z, Zhang X, Wang M, Zhang C, Zhang F, Zhou Y, Li Z (2017) Genome-wide association study of salt tolerance at the seed germination stage in rice. BMC Plant Biol 17:92

    Article  Google Scholar 

  • Song J, Wang B (2015) Using euhalophytes to understand salt tolerance and to develop saline agriculture: Suaeda salsa as a promising model. Ann Bot 115:541–553

    Article  CAS  Google Scholar 

  • Su J, Li L, Zhang C, Wang C, Gu L, Wang H, Wei H, Liu Q, Huang L, Yu S (2018) Genome-wide association study identified genetic variations and candidate genes for plant architecture component traits in Chinese upland cotton. Theor Appl Genet 131:1299–1314

    Article  CAS  Google Scholar 

  • Sun X, Liu D, Zhang X, Li W, Liu H, Hong W, Jiang C, Guan N, Ma C, Zeng H (2013) SLAF-seq: an efficient method of large-scale de novo SNP discovery and genotyping using high-throughput sequencing. PLoS ONE 8:e58700

    Article  CAS  Google Scholar 

  • Tsugane K, Kobayashi K, Niwa Y, Ohba Y, Wada K, Kobayashi H (1999) A recessive Arabidopsis mutant that grows photoautotrophically under salt stress shows enhanced active oxygen detoxification. Plant Cell 11:1195–1206

    Article  CAS  Google Scholar 

  • Turner SD (2014) qqman: An R package for visualizing GWAS results using QQ and manhattan plots. BioRxiv 005165

  • Vallejo AJ, Yanovsky MJ, Botto JF (2010) Germination variation in Arabidopsis thaliana accessions under moderate osmotic and salt stresses. Ann Bot 106:833–842

    Article  CAS  Google Scholar 

  • Wan H, Wei Y, Qian J, Gao Y, Wen J, Yi B, Ma C, Tu J, Fu T, Shen J (2018) Association mapping of salt tolerance traits at germination stage of rapeseed (Brassica napus L.). Euphytica 214:190

  • Wang Z, Wang J, Bao Y, Wu Y, Zhang H (2011) Quantitative trait loci controlling rice seed germination under salt stress. Euphytica 178:297–307

    Article  Google Scholar 

  • Wang Q, Tang JL, Han B, Huang XH (2020) Advances in genome-wide association studies of complex traits in rice. Theor Appl Genet 133:1415–1425

    Article  Google Scholar 

  • Wei X, Liu K, Zhang Y, Feng Q, Wang L, Zhao Y, Li D, Zhao Q, Zhu X, Zhu X, Li W, Fan D, Gao Y, Lu Y, Zhang X, Tang X, Zhou C, Zhu C, Liu L, Zhong R, Tian Q, Wen Z, Weng Q, Han B, Huang X, Zhang X (2015) Genetic discovery for oil production and quality in sesame. Nat Commun 26:8609

    Article  Google Scholar 

  • Wu H, Guo J, Wang C, Li K, Zhang X, Yang Z, Li M, Wang B (2019) An Effective Screening Method and a Reliable Screening Trait for Salt Tolerance of Brassica napus at the Germination Stage. Front Plant Sci 10:530

    Article  Google Scholar 

  • Xiao X, Sha L, Fan X, Zhou Y (2012) Salt tolerance on seed germination of five leymus species. World J Agr Sci 8:585–589

    CAS  Google Scholar 

  • Xie D, Dai Z, Yang Z, Tang Q, Sun J, Yang X, Song X, Lu Y, Zhao D, Zhang L, Su J (2018) Genomic variations and association study of agronomic traits in flax. BMC Genomics 19:512

    Article  Google Scholar 

  • Yang Y, Guo Y (2018) Elucidating the molecular mechanisms mediating plant salt-stress responses. New Phytol 217:523–539

    Article  CAS  Google Scholar 

  • Yang J, Yang M, Su L, Zhou D, Huang C, Wang H, Guo T, Chen Z (2020) Genome-wide association study reveals novel genetic loci contributing to cold tolerance at the germination stage in indica rice. Plant Sci 301:110669

    Article  CAS  Google Scholar 

  • Yep B, Gale NV, Zheng Y (2020) Aquaponic and hydroponic solutions modulate NaCl-induced stress in drug-type Cannabis sativa L. Front Plant Sci 11:1169

    Article  Google Scholar 

  • Yu J, Zao W, He Q, Kim TS, Park YJ (2017) Genome-wide association study and gene set analysis for understanding candidate genes involved in salt tolerance at the rice seedling stage. Mol Genet Genomics 292:1391–1403

    Article  CAS  Google Scholar 

  • Yu J, Zhao W, Tong W, He Q, Yoon MY, Li FP, Choi B, Heo EB, Kim KW, Park YJ (2018) A genome-wide association study reveals candidate genes related to salt tolerance in rice (Oryza sativa) at the germination stage. Int J Mol Sci 19:3145

    Article  Google Scholar 

  • Yu LX, Liu X, Boge W, Liu XP (2016) Genome-wide association study identifies loci for salt tolerance during germination in autotetraploid alfalfa (Medicago sativa L.) using Genotyping-by-Sequencing. Front Plant Sci 7:956

  • Yuan Y, Xing H, Zeng W, Xu J, Mao L, Wang L, Feng W, Tao J, Wang H, Zhang H, Wang Q, Zhang G, Song X, Sun XZ (2019) Genome-wide association and differential expression analysis of salt tolerance in Gossypium hirsutum L at the germination stage. BMC Plant Biol 19:394

    Article  Google Scholar 

  • Zhang H, Irving LJ, Matthew MC, Zhou D, Kemp P, (2010a) The effects of salinity and osmotic stress on barley germination rate: sodium as an osmotic regulator. Ann Bot 106:1027–1035

    Article  CAS  Google Scholar 

  • Zhang Z, Ersoz E, Lai CQ, Todhunter RJ, Tiwari HK, Gore MA, Bradbury PJ, Yu J, Arnett DK, Ordovas JM, Buckler ES (2010b) Mixed linear model approach adapted for genome-wide association studies. Nat Genet 42:355

    Article  CAS  Google Scholar 

  • Zhou X, Stephens M (2012) Genome-wide efficient mixed-model analysis for association studies. Nat Genet 44:821–826

    Article  CAS  Google Scholar 

Download references

Acknowledgements

This work was supported by the Special Construction of Modern Agricultural Industrial Technology System (CARS-16-E01), Protection and Utilization of Crop Germplasm Resources (2016NWB044), National Science and Technology Resource Sharing Service Platform Project (NCGRC-2020-15).

Funding

The authors have not disclosed any funding.

Author information

Authors and Affiliations

Authors

Contributions

JGS, JS and ZGD designed the experiments. JQC and GCX contributed to the phenotypic evaluation. YY and XYZ contributed to the genotyping. JS wrote the manuscript. All authors reviewed and approved this submission.

Corresponding authors

Correspondence to Zhigang Dai or Jianguang Su.

Ethics declarations

Conflict of interest

Authors have no competing interests to declare.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary Information

Below is the link to the electronic supplementary material.

Supplementary file1 (DOCX 568 KB)

Supplementary file2 (XLS 539 KB)

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Sun, J., Chen, J., Zhang, X. et al. Genome-wide association study of salt tolerance at the germination stage in hemp. Euphytica 219, 5 (2023). https://doi.org/10.1007/s10681-022-03129-2

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s10681-022-03129-2

Keywords

Navigation