Skip to main content
Log in

Quantitative trait loci analysis of nitrate-nitrogen content in Italian ryegrass (Lolium multiflorum Lam.)

  • Published:
Euphytica Aims and scope Submit manuscript

Abstract

Italian ryegrass (Lolium multiflorum Lam.) is widely cultivated in temperate regions owing to its excellent producibility and digestibility. Nitrogen is an essential nutrient for plant growth; however, the overuse of nitrogen fertilizers can lead to excessive accumulation of nitrate-nitrogen in Italian ryegrass, which can prove to be lethal for ruminants. To study the genetic control of the nitrate-nitrogen content in Italian ryegrass, an Italian ryegrass line LNG8 (with low 0.12% dry matter (DM) of nitrate-nitrogen) and a second line JFIR12 (with a “normal” 0.20% DM of nitrate-nitrogen) were pair-crossed and 190 F2 individuals derived from these were used to construct an SSR-based linkage map for conducting QTL analysis. A linkage map was constructed based on 212 Lolium SSR markers. The female parental map consisted of seven linkage groups (LGs) and had a total length of 714.1 cM with 178 loci and an average map density of 4.0 cM. The male parental map consisted of 7 LGs and had a total length of 737.4 cM with 199 loci and an average map density of 3.7 cM. We measured the nitrate-nitrogen content of the mapping population in three replicates (including the main stem and two tillers separated from the main stem) at the six-leaf stage. The nitrate-nitrogen content of the mapping population followed a normal distribution with a marginal skewness toward the lower parent. Our analysis revealed the presence of six QTLs on three LGs. A major QTL on LG1 was detected in all three replicates in both two-parental maps, which could explain 19.4%–29.9% of the phenotypic variation. Furthermore, based on the information of model plant species such as rice and Arabidopsis, we cloned six nitrogen metabolism-related genes and attempted to locate these on our linkage maps; however, none of these six genes were located in the demarcated QTL regions. These results will be useful for understanding the genetic bases of nitrate-nitrogen content in Italian ryegrass and the molecular cloning of QTLs for determination of nitrate-nitrogen content. The flanking markers of the QTLs will be helpful for breeding Italian ryegrass with low nitrate-nitrogen content.

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

Similar content being viewed by others

References

  • Andrighetto I, Berzaghi P, Cozzi G, Gottardo F, Zancan M (1997) Conservation of spring cut Italian ryegrass as round bale silage: effect of stage of maturity on ensiling characteristics and forage nutritive value. J Agron Crop Sci 179:251–256

    Article  CAS  Google Scholar 

  • Baldinger L, Baumung R, Zollitsch W, Knaus WF (2011) Italian ryegrass silage in winter feeding of organic dairy cows: forage intake, milk yield and composition. J Sci Food Agric 91:435–442

    Article  CAS  PubMed  Google Scholar 

  • Barhoumi Z (2017) Insights into the growth response and nitrogen accumulation and use efficiency of the Poaceae grass Brachypodium distachyon to high nitrogen availability. Russ J Plant Physiol 64:839–844

    Article  CAS  Google Scholar 

  • Bergsdorf EY, Zdebik AA, Jentsch TJ (2009) Residues important for nitrate/proton coupling in plant and mammalian CLC transporters. J Biol Chem 284:11184–11193

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Bradley WB, Eppson HF, Beath OA (1940) Livestock poisoning by oat hay and other plants containing nitrates. Wyoming Agric Exp Sta Bull 241:1–20

    Google Scholar 

  • Cai HW, Yuyama N, Tamaki H, Yoshizawa A (2003) Isolation and characterization of simple sequence repeat markers in the hexaploid forage grass timothy (Phleum pratense L.). Theor Appl Genet 107:1337–1349

    Article  CAS  PubMed  Google Scholar 

  • De Angeli A, Monachello D, Ephritikhine G, Frachisse JM, Thomine S, Gambale F, Barbier-Brygoo H (2006) The nitrate/proton antiporter AtCLCa mediates nitrate accumulation in plant vacuoles. Nature 442:939–942

    Article  PubMed  Google Scholar 

  • Fan XR, Naz M, Fan XR, Xuan W, Miller AJ, Xu GH (2017) Plant nitrate transporters: from gene function to application. J Exp Bot 68:2463–2475

    Article  CAS  PubMed  Google Scholar 

  • Faville MJ, Vecchies AC, Schreiber M, Drayton MC, Hughes LJ, Jones ES, Guthridge KM, Smith KF, Sawbridge T, Spangenberg GC, Bryan GT, Forster JW (2004) Functionally associated molecular genetic marker map construction in perennial ryegrass (Lolium perenne L.). Theor Appl Genet 110:12–32

    Article  CAS  PubMed  Google Scholar 

  • Gallais A, Hirel B (2004) An approach to the genetics of nitrogen use efficiency in maize. J Exp Bot 55:295–306

    Article  CAS  PubMed  Google Scholar 

  • Gill GP, Wilcox PL, Whittaker DJ, Winz RA, Bickerstaff P, Echt CE, Kent J, Humphreys MO, Elborough KM, Gardner RC (2006) A framework linkage map of perennial ryegrass based on SSR markers. Genome 49:354–364

    Article  CAS  PubMed  Google Scholar 

  • Guan XL, Hirata M, Ding CL, Xu NX, Yuyama N, Tan LB, Fu YC, Wang JP, Cai HW (2014) Genetic linkage map of Lolium multiflorum Lam. constructed from a BC1 population derived from an interspecific hybridization, L. multiflorum× Lolium temulentum L.× L. temulentum. Grassland Sci 60:142–149

    CAS  Google Scholar 

  • Harada H, Sugita S (2002) Low nitrate nitrogen concentration Italian ryegrass variety and its breeding methods, Japan Patent No. P2002–262688A

  • Harada H, Kuromori T, Hirayama T, Shinozaki K, Leigh RA (2004) Quantitative trait loci analysis of nitrate storage in Arabidopsis leading to an investigation of the contribution of the anion channel gene, AtCLC-c, to variation in nitrate levels. J Exp Bot 55:2005–2014

    Article  CAS  PubMed  Google Scholar 

  • Harada H, Yoshimura Y, Sunaga Y, Hatanaka T (2000) Variations in nitrogen uptake and nitrate-nitrogen concentration among sorghum groups. Soil Sci Plant Nutr 46:97–104

    Article  Google Scholar 

  • Harada H, Yoshimura Y, Sunaga Y, Hatanaka T, Sugita S (2003) Breeding of Italian ryegrass (Lolium multiflorum Lam.) for a low nitrate concentration by seedling test. Euphytica 129:201–209

    Article  CAS  Google Scholar 

  • Harata H, Hatanaka T, Sugihata S (1996) Nitrate nitrogen content of corn (Zea mays L.) under a large amount of application of nitrogen fertilizer. Grassland Sci 41:352–356

    Google Scholar 

  • Hirata M, Cai HW, Inoue M, Yuyama N, Miura Y, Komatsu T, Takamizo T, Fujimori M (2006) Development of simple sequence repeat (SSR) markers and construction of an SSR-based linkage map in Italian ryegrass (Lolium multiflorum Lam.). Theor Appl Genet 113:270–279

    Article  CAS  PubMed  Google Scholar 

  • Hirata M, Kiyoshi K, Yuyama N, Cai HW (2011) Development of simple sequence repeat markers for inbreeding Lolium species. Grassland Sci 57:35–45

    Article  CAS  Google Scholar 

  • Hirel B, Bertin P, Quilleré I, Bourdoncle W, Attagnant C, Dellay C, Gouy A, Cadiou S, Retailliau C, Falque M, Gallais A (2001) Towards a better understanding of the genetic and physiological basis for nitrogen use efficiency in maize. Plant Physiol 125:1258–1270

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Hirel B, Le Gouis J, Ney B, Gallais A (2007) The challenge of improving nitrogen use efficiency in crop plants: towards a more central role for genetic variability and quantitative genetics within integrated approaches. J Exp Bot 58:2369–2387

    Article  CAS  PubMed  Google Scholar 

  • Hu B, Wang W, Ou SJ, Tang JY, Li H, Che RH, Zhang ZH, Chai XY, Wang HR, Wang YQ, Liang CZ, Liu LC, Piao ZZ, Deng QY, Deng K, Xu C, Liang Y, Zhang LH, Li LG, Chu CC (2015) Variation in NRT1.1B contributes to nitrate-use divergence between rice subspecies. Nat Genet 47:834–838

    Article  CAS  PubMed  Google Scholar 

  • Inoue M, Gao ZS, Cai HW (2004) QTL analysis of lodging resistance and related traits in Italian ryegrass (Lolium multiflorum Lam.). Theor Appl Genet 109:1576–1585

    Article  CAS  PubMed  Google Scholar 

  • Jensen LB, Muylle H, Arens P, Andersen CH, Holm PB, Ghesquiere M, Julier B, Lubberstedt T, Nielsen KK, De Riek J, Roldan-Ruiz I, Roulund N, Taylor C, Vosman B, Barre P (2005) Development and mapping of a public reference set of SSR markers in Lolium perenne L. Mol Ecol Notes 5:951–957

    Article  Google Scholar 

  • Jones ES, Dupal MP, Kölliker R, Drayton MC, Forster JW (2001) Development and characterization of simple sequence repeat (SSR) markers for perennial ryegrass (Lolium perenne L.). Theor Appl Genet 102:405–415

    Article  CAS  Google Scholar 

  • Jones ES, Dupal MP, Dumsday JL, Hughes LJ, Forster JW (2002a) An SSR-based genetic linkage map for perennial ryegrass (Lolium perenne L.). Theor Appl Genet 105:577–584

    Article  CAS  PubMed  Google Scholar 

  • Jones ES, Mahoney NL, Hayward MD, Armstead IP, Jones JG, Humphreys MO, King IP, Kishida T, Yamada T, Balfourier F, Charmet G, Forster JW (2002b) An enhanced molecular marker-based genetic map of perennial ryegrass (Lolium perenne) reveals comparative relationships with other Poaceae genomes. Genome 45:282–295

    Article  CAS  PubMed  Google Scholar 

  • King J, Thorogood D, Edwards KJ, Armstead IP, Roberts L, Skot K, Hanley Z, King IP (2008) Development of a genomic microsatellite library in perennial ryegrass (Lolium perenne) and its use in trait mapping. Ann Bot 101:845–853

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Kosambi DD (1943) The estimation of map distances from recombination values. Ann Eugen 12:172–175

    Article  Google Scholar 

  • Kubik C, Sawkins M, Meyer WA, Gaut BS (2001) Genetic diversity in seven perennial ryegrass (Lolium perenne L.) cultivars based on SSR markers. Crop Sci 41:1565–1572

    Article  CAS  Google Scholar 

  • Lauvergeat V, Barre P, Bonnet M, Ghesquiere M (2005) Sixty simple sequence repeat markers for use in the Festuca-Lolium complex of grasses. Mol Ecol Notes 5:401–405

    Article  CAS  Google Scholar 

  • Martinoia E, Heck U, Wiemken A (1981) Vacuoles as storage compartments for nitrate in barley leaves. Nature 289:292–294

    Article  CAS  Google Scholar 

  • McCouch SR, Cho YG, Yano M, Paul E, Blinstrub M (1997) Report on QTL nomenclature. Rice Genet Newsl 14:11–13

    Google Scholar 

  • Mickelson S, See D, Meyer FD, Garner JP, Foster CR, Blake TK, Fischer AM (2003) Mapping of QTL associated with nitrogen storage and remobilization in barley (Hordeum vulgare L.) leaves. J Exp Bot 54:801–812

    Article  CAS  PubMed  Google Scholar 

  • Miura Y, Ding CL, Ozaki R, Hirata M, Fujimori M, Takahashi W, Cai HW, Mizuno K (2005) Development of EST-derived CAPS and AFLP markers linked to a gene for resistance to ryegrass blast (Pyricularia sp.) in Italian ryegrass (Lolium multiflorum Lam.). Theor Appl Genet 111:811–818

    Article  CAS  PubMed  Google Scholar 

  • Murphy SA, Power EP (1995) Poisoning of dairy-cows by a high nitrate concentration in Italian ryegrass. Irish Vet J 48:395–397

    Google Scholar 

  • Murray MG, Thompson WF (1980) Rapid isolation of high molecular weight plant DNA. Nucl Acids Res 8:4321–4325

    Article  CAS  PubMed  Google Scholar 

  • Nomoto S (1977) Nitrate toxicity in cattle, Jour. Veterinary Medical Sci 30:3–12 ((In Japanese))

    Google Scholar 

  • Stam P (1993) Construction of integrated genetic linkage maps by means of a new computer package: JoinMap. Plant J 3:739–744

    Article  CAS  Google Scholar 

  • Studer B, Boller B, Bauer E, Posselt UK, Widmer F, Kölliker R (2007) Consistent detection of QTLs for crown rust resistance in Italian ryegrass (Lolium multiflorum Lam.) across environments and phenotyping methods. Theor Appl Genet 115:9–17

    Article  PubMed  Google Scholar 

  • Studer B, Boller B, Herrmann D, Bauer E, Posselt UK, Widmer F, Kölliker R (2006a) Genetic mapping reveals a single major QTL for bacterial wilt resistance in Italian ryegrass (Lolium multiflorum Lam.). Theor Appl Genet 113:661–671

    Article  CAS  PubMed  Google Scholar 

  • Studer B, Kölliker R, Muylle H, Asp T, Frei U, Roldán-Ruiz I, Barre P, Tomaszewski C, Meally H, Barth S, Skøt L, Armstead IP, Dolstra O, Lübberstedt T (2010) EST-derived SSR markers used as anchor loci for the construction of a consensus linkage map in ryegrass (Lolium spp.) BMC Plant Biol 10:177

  • Studer B, Widmer F, Enkerli J, Kölliker R (2006b) Development of novel microsatellite markers for the grassland species Lolium multiflorum, Lolium perenne and Festuca pratensis. Mol Ecol Notes 6:1108–1110

    Article  CAS  Google Scholar 

  • Sunaga Y, Harada H, Kawachi T, Hatanaka T, Ebato M (2006) Simple technique for estimating nitrate nitrogen concentration of Italian ryegrass (Lolium multiflorum Lam.) at the heading stage using a chlorophyll meter. Grassland Sci 52:133–140

    Article  CAS  Google Scholar 

  • Takahashi W, Miura Y, Sasaki T, Takamizo T (2014) Identification of a novel major locus for gray leaf spot resistance in Italian ryegrass (Lolium multiflorum Lam.). BMC Plant Biol 14: 303

  • Talukder ZI, McDonald AJS, Price AH (2005) Loci controlling partial resistance to rice blast do not show marked QTL × environment interaction when plant nitrogen status alters disease severity. New Phytol 168:455–464

    Article  CAS  PubMed  Google Scholar 

  • van der Leij M, Smith SJ, Miller AJ (1998) Remobilisation of vacuolar stored nitrate in barley root cells. Planta 205:64–72

    Article  Google Scholar 

  • van Ooijen JW (2004) MapQTL®5, Software for the mapping of quantitative trait loci in experimental populations. B.V. Kyazma, Wageningen, Netherlands

  • Voorrips RE (2002) MapChart: software for the graphical presentation of linkage maps and QTLs. J Hered 93:77–78

    Article  CAS  PubMed  Google Scholar 

  • Vough LR, Cassel KE, Barao SM (2000) Nitrate Poisoning of Livestock Causes and Prevention. Extension Extra, Paper, p 114

    Google Scholar 

  • Xu GH, Fan XR, Miller AJ (2012) Plant nitrogen assimilation and use efficiency. Annu Rev Plant Biol 63:153–182

    Article  CAS  PubMed  Google Scholar 

Download references

Acknowledgements

This study was financially supported by grants from the National Natural Science Foundation of China (Grant No. 31571733).

Author information

Authors and Affiliations

Authors

Contributions

CH designed the experiments; SS and KT made the mapping population; TW, ZD, YN and CJ performed the experiments; TW and CH analyzed the data; and CH and TW wrote the manuscript, all authors read the manuscript.

Corresponding author

Correspondence to Hongwei Cai.

Ethics declarations

Conflict of interest

The authors declare that they have no conflict of interest.

Additional information

Publisher's Note

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

Electronic supplementary material

Below is the link to the electronic supplementary material.

Supplementary material 1 (DOCX 15 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Tan, W., Zhang, D., Yuyama, N. et al. Quantitative trait loci analysis of nitrate-nitrogen content in Italian ryegrass (Lolium multiflorum Lam.). Euphytica 217, 15 (2021). https://doi.org/10.1007/s10681-020-02737-0

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s10681-020-02737-0

Keywords

Navigation