Skip to main content
Log in

Genetic variability and QTL mapping of freezing tolerance and related traits in Medicago truncatula

  • Original Paper
  • Published:
Theoretical and Applied Genetics Aims and scope Submit manuscript

Abstract

Freezing is a major environmental limitation to crop productivity for a number of species including legumes. We investigated the genetic determinism of freezing tolerance in the model legume Medicago truncatula Gaertn (M. truncatula). After having observed a large variation for freezing tolerance among 15 M. truncatula accessions, the progeny of a F6 recombinant inbred line population, derived from a cross between two accessions, was acclimated to low above-freezing temperatures and assessed for: (a) number of leaves (NOL), leaf area (LA), chlorophyll content index (CCI), shoot and root dry weights (SDW and RDW) at the end of the acclimation period and (b) visual freezing damage (FD) during the freezing treatment and 2 weeks after regrowth and foliar electrolyte leakage (EL) 2 weeks after regrowth. Consistent QTL positions with additive effects for FD were found on LG1, LG4 and LG6, the latter being the most explanatory (R 2 ≈ 40 %). QTL for NOL, QTL for EL, NOL and RDW, and QTL for EL and CCI colocalized with FD QTL on LG1, LG4 and LG6, respectively. Favorable alleles for these additive effects were brought by the same parent suggesting that this accession contributes to superior freezing tolerance by affecting plants’ capacity to maintain growth at low above-freezing temperatures. No epistatic effects were found between FD QTL, but for each of the studied traits, 3–6 epistatic effects were detected between loci not detected directly as QTL. These results open the way to the assessment of syntenic relationships between QTL for frost tolerance in M. truncatula and cultivated legume species.

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

Similar content being viewed by others

References

  • Annicchiarico P, Collins RP, Fornasier F, Rhodes I (2001) Variation in cold tolerance and spring growth among Italian white clover populations. Euphytica 122(2):407–416. doi:10.1023/a:1012918100232

    Article  Google Scholar 

  • Arbaoui M, Link W, Satovic Z, Torres AM (2008) Quantitative trait loci of frost tolerance and physiologically related trait in faba bean (Vicia faba L.). Euphytica 164(1):93–104. doi:10.1007/s10681-008-9654-0

    Article  CAS  Google Scholar 

  • Arraouadi S, Chardon F, Huguet T, Aouani ME, Badri M (2011) QTLs mapping of morphological traits related to salt tolerance in Medicago truncatula. Acta Physiol Plant 33(3):917–926. doi:10.1007/s11738-010-0621-8

    Article  Google Scholar 

  • Asghari A, Mohammadi SA, Moghaddam M, Shokuhian AA (2008) Identification of SSR and RAPD markers associated with QTLs of winter survival and related traits in Brassica napus L. Afr J Biotechnol 7(7):897–903

    CAS  Google Scholar 

  • Aubert G, Morin J, Jacquin F, Loridon K, Quillet M, Petit A, Rameau C, Lejeune-Hénaut I, Huguet T, Burstin J (2006) Functional mapping in pea, as an aid to the candidate gene selection and for investigating synteny with the model legume Medicago truncatula. Theor Appl Genet 112(6):1024–1041. doi:10.1007/s00122-005-0205-y

    Article  PubMed  CAS  Google Scholar 

  • Baga M, Chodaparambil SV, Limin AE, Pecar M, Fowler DB, Chibbar RN (2007) Identification of quantitative trait loci and associated candidate genes for low-temperature tolerance in cold-hardy winter wheat. Funct Integr Genomics 7(1):53–68. doi:10.1007/s10142-006-0030-7

    Article  PubMed  CAS  Google Scholar 

  • Biber PD (2007) Evaluating a chlorophyll content meter on three coastal wetland plant species. J Agric Food Environ Sci 1(2):1–11

    Google Scholar 

  • Börner A, Schumann E, Fürste A, Cöster C, Leithold B, Röder M, Weber W (2002) Mapping of quantitative trait loci determining agronomic important characters in hexaploid wheat (Triticum aestivum L.). Theor Appl Genet 105(6):921–936. doi:10.1007/s00122-002-0994-1

    PubMed  Google Scholar 

  • Brandsæter LO, Olsmo A, Tronsmo AM, Fykse H (2002) Freezing resistance of winter annual and biennial legumes at different developmental stages. Crop Sci 42(2):437–443. doi:10.2135/cropsci2002.4370

    Article  Google Scholar 

  • Brouwer DJ, Duke SH, Osborn TC (2000) Mapping genetic factors associated with winter hardiness, fall growth, and freezing injury in autotetraploid alfalfa. Crop Sci 40(5):1387–1396

    Article  CAS  Google Scholar 

  • Cattivelli L, Baldi P, Crosatti C, Di Fonzo N, Faccioli P, Grossi M, Mastrangelo AM, Pecchioni N, Stanca AM (2002) Chromosome regions and stress-related sequences involved in resistance to abiotic stress in Triticeae. Plant Mol Biol 48(5):649–665

    Article  CAS  Google Scholar 

  • Chen TH-H, Gusta LV, Fowler DB (1983) Freezing injury and root development in winter cereals. Plant Physiol 73(3):773–777. doi:10.1104/pp.73.3.773

    Article  PubMed  CAS  Google Scholar 

  • Choi H-K, Kim D, Uhm T, Limpens E, Lim H, Mun J-H, Kalo P, Penmetsa RV, Seres A, Kulikova O, Roe BA, Bisseling T, Kiss GB, Cook DR (2004a) A sequence-based genetic map of Medicago truncatula and comparison of marker colinearity with M. sativa. Genetics 166(3):1463–1502. doi:10.1534/genetics.166.3.1463

    Article  PubMed  CAS  Google Scholar 

  • Choi H-K, Mun J-H, Kim D-J, Zhu H, Baek J-M, Mudge J, Roe B, Ellis N, Doyle J, Kiss GB, Young ND, Cook DR (2004b) Estimating genome conservation between crop and model legume species. PNAS 101(43):15289–15294. doi:10.1073/pnas.0402251101

    Article  PubMed  CAS  Google Scholar 

  • Dexter ST, Tottingham WE, Graber LF (1930) Preliminary results in measuring the hardiness of plants. Plant Physiol 5:215–223. doi:10.1104/pp.5.2.215

    Article  PubMed  CAS  Google Scholar 

  • Dionne J, Rochefort S, Huff DR, Desjardins Y, Bertrand A, Castonguay Y (2010) Variability for freezing tolerance among 42 ecotypes of green-type annual bluegrass. Crop Sci 50(1):321–336. doi:10.2135/cropsci2008.12.0712

    Article  Google Scholar 

  • Dumont E, Fontaine V, Vuylsteker C, Sellier H, Bodele S, Voedts N, Devaux R, Frise M, Avia K, Hilbert JL, Bahrman N, Hanocq E, Lejeune-Henaut I, Delbreil B (2009) Association of sugar content QTL and PQL with physiological traits relevant to frost damage resistance in pea under field and controlled conditions. Theor Appl Genet 118(8):1561–1571. doi:10.1007/s00122-009-1004-7

    Article  PubMed  CAS  Google Scholar 

  • Equiza MA, Mirave JP, Tognetti JA (1997) Differential inhibition of shoot vs. root growth at low temperature and its relationship with carbohydrate accumulation in different wheat cultivars. Ann Bot 80(5):657–663. doi:10.1006/anbo.1997.0503

    Article  Google Scholar 

  • Eujayl I, Erskine W, Baum M, Pehu E (1999) Inheritance and linkage analysis of frost injury in lentil. Crop Sci 39(3):639–642. doi:10.2135/cropsci1999.0011183X003900020004x

    Article  Google Scholar 

  • Finne MA, Rognli OA, Schjelderup I (2000) Genetic variation in a Norwegian germplasm collection of white clover (Trifolium repens L.)-1. Population differences in agronomic characteristics. Euphytica 112(1):33–44

    Article  Google Scholar 

  • Francia E, Rizza F, Cattivelli L, Stanca AM, Galiba G, Toth B, Hayes PM, Skinner JS, Pecchioni N (2004) Two loci on chromosome 5H determine low-temperature tolerance in a ‘Nure’ (winter) × ‘Tremois’ (spring) barley map. Theor Appl Genet 108(4):670–680. doi:10.1007/s00122-003-1468-9

    Article  PubMed  CAS  Google Scholar 

  • Gorton AJ, Heath KD, Pilet-Nayel M-L, Baranger A, Stinchcombe JR (2012) Mapping the genetic basis of symbiotic variation in legume-rhizobium interactions in Medicago truncatula. G3: Genes Genomes Genet 2(11):1291–1303. doi:10.1534/g3.112.003269

    CAS  Google Scholar 

  • Hamilton NRS, Skot L, Chorlton KH, Thomas ID, Mizen S (2002) Molecular genecology of temperature response in Lolium perenne: 1. preliminary analysis to reduce false positives. Mol Ecol 11(9):1855–1863. doi:10.1046/j.1365-294X.2002.01567.x

    Article  CAS  Google Scholar 

  • Hamon C, Baranger A, Miteul H, Lecointe R, Le Goff I, Deniot G, Onfroy C, Moussart A, Prosperi JM, Tivoli B, Delourme R, Pilet-Nayel ML (2010) A complex genetic network involving a broad-spectrum locus and strain-specific loci controls resistance to different pathotypes of Aphanomyces euteiches in Medicago truncatula. Theor Appl Genet 120(5):955–970. doi:10.1007/s00122-009-1224-x

    Article  PubMed  Google Scholar 

  • Hayes PM, Blake T, Chen THH, Tragoonrung S, Chen F, Pan A, Liu B (1993) Quantitative trait loci on barley (Hordeum vulgare L.) chromosome-7 associated with components of winterhardiness. Genome 36(1):66–71

    Article  PubMed  CAS  Google Scholar 

  • Hekneby M, Antolin MC, Sanchez-Diaz M (2001) Cold response of annual Mediterranean pasture legumes. Options Méditerranéennes Série A, Séminaires Méditerranéens 45:157–161

    Google Scholar 

  • Holland J (1998) Computer note. EPISTACY: a SAS program for detecting two-locus epistatic interactions using genetic marker information. J Hered 89(4):374–375. doi:10.1093/jhered/89.4.374

    Article  Google Scholar 

  • Holland JB (2006) Estimating genotypic correlations and their standard errors using multivariate restricted maximum likelihood estimation with SAS Proc MIXED. Crop Sci 46(2):642–654. doi:10.2135/cropsci2005.0191

    Article  Google Scholar 

  • Holland JB, Nyquist WE, Cervantes-Martínez CT (2003) Estimating and interpreting heritability for plant breeding: an update. Plant Breed Rev 22:9–111

    Google Scholar 

  • Huguet T (2004) Genetic map of the Medicago truncatula LR4 population. LIPM, Toulouse, France. http://medicago.toulouse.inra.fr/Mt/GeneticMAP/LR4_MAP.html

  • Jaglo-Ottosen KR, Gilmour SJ, Zarka DG, Schabenberger O, Thomashow MF (1998) Arabidopsis CBF1 overexpression induces COR genes and enhances freezing tolerance. Science 280(5360):104–106. doi:10.1126/science.280.5360.104

    Article  PubMed  CAS  Google Scholar 

  • Julier B, Flajoulot S, Barre P, Cardinet G, Santoni S, Huguet T, Huyghe C (2003) Construction of two genetic linkage maps in cultivated tetraploid alfalfa (Medicago sativa) using microsatellite and AFLP markers. BMC Plant Biol 3(1):9. doi:10.1186/1471-2229-3-9

    Article  PubMed  Google Scholar 

  • Kahraman A, Kusmenoglu I, Aydin N, Aydogan A, Erskine W, Muehlbauer FJ (2004) QTL mapping of winter hardiness genes in lentil. Crop Sci 44(1):13–22

    Article  CAS  Google Scholar 

  • Kole C, Thormann CE, Karlsson BH, Palta JP, Gaffney P, Yandell B, Osborn TC (2002) Comparative mapping of loci controlling winter survival and related traits in oilseed Brassica rapa and B. napus. Mol Breed 9(3):201–210. doi:10.1023/a:1019759512347

    Article  CAS  Google Scholar 

  • Kulikova O, Gualtieri G, Geurts R, Kim DJ, Cook D, Hughet T, de Jong JH, Fransz PF, Bisseling T (2001) Integration of the FISH pachytene and genetic maps of Medicago truncatula. Plant J 27(1):49–58. doi:10.1046/j.1365-313x.2001.01057.x

    Google Scholar 

  • Leinonen PH, Remington DL, Savolainen O (2011) Local adaptation, phenotypic differentiation, and hybrid fitness in diverged natural populations of Arabidopsis lyrata. Evolution 65(1):90–107. doi:10.1111/j.1558-5646.2010.01119.x

    Article  PubMed  Google Scholar 

  • Lejeune-Hénaut I, Hanocq E, Béthencourt L, Fontaine V, Delbreil B, Morin J, Petit A, Devaux R, Boilleau M, Stempniak JJ, Thomas M, Lainé AL, Foucher F, Baranger A, Burstin J, Rameau C, Giauffret C (2008) The flowering locus Hr colocalizes with a major QTL affecting winter frost tolerance in Pisum sativum L. Theor Appl Genet 116(8):1105–1116. doi:10.1007/s00122-008-0739-x

    Article  PubMed  Google Scholar 

  • Lejeune-Hénaut I, Delbreil B, Devaux R, Guilioni L (2010) Cold temperatures and the functioning of the canopy in pea. In: Quae (ed) Physiology of the pea crop. Science Publishers, Enfield, pp 168–180

    Google Scholar 

  • Levitt J (1980) Chilling, freezing and high temperature stress, vol 1. Responses of plants to environmental stresses. Academic Press, New York

    Google Scholar 

  • Liesenfeld DR, Auld DL, Murray GA, Swensen JB (1986) Transmittance of winterhardiness in segregated populations of peas. Crop Sci 26:49–54

    Article  Google Scholar 

  • Lincoln SE, Daly MJ, Lander ES (1992) Constructing genetic maps with MAPMAKER/EXP version 3.0. Technical Report, 3rd edn. Whitehouse Institute, Cambridge

  • Loik ME, Redar SP (2003) Microclimate, freezing tolerance, and cold acclimation along an elevation gradient for seedlings of the Great Basin Desert shrub, Artemisia tridentata. J Arid Environ 54(4):769–782. doi:10.1006/jare.2002.1106

    Article  Google Scholar 

  • Moreau D, Salon C, Munier-Jolain N (2006) Using a standard framework for the phenotypic analysis of Medicago truncatula: an effective method for characterizing the plant material used for functional genomics approaches. Plant Cell Environ 29(6):1087–1098. doi:10.1111/j.1365-3040.2005.01483.x

    Article  PubMed  CAS  Google Scholar 

  • Mun J-H, Kim D-J, Choi H-K, Gish J, Debellé F, Mudge J, Denny R, Endré G, Saurat O, Dudez A-M, Kiss GB, Roe B, Young ND, Cook DR (2006) Distribution of microsatellites in the genome of Medicago truncatula: a resource of genetic markers that integrate genetic and physical maps. Genetics 172(4):2541–2555. doi:10.1534/genetics.105.054791

    Article  PubMed  CAS  Google Scholar 

  • Nakayama S, Daido H, Abe J (1997) Winter hardiness and growth at low temperature in European varieties of orchardgrass (Dactylis glomerata L.). Grassl Sci 43:224–230

    Google Scholar 

  • Palta JP, Li PH (1980) Alterations in membrane transport properties by freezing injury in herbaceous plants. Physiol Plant 50(2):169–175. doi:10.1111/j.1399-3054.1980.tb04446.x

    Article  CAS  Google Scholar 

  • Pan A, Hayes PM, Chen F, Chen THH, Blake T, Wright S, Karsai I, Bedo Z (1994) Genetic-analysis of the components of winterhardiness in barley (Hordeum vulgare L.). Theor Appl Genet 89(7–8):900–910

    CAS  Google Scholar 

  • Pennycooke JC, Cheng H, Stockinger EJ (2008) Comparative genomic sequence and expression analyses of Medicago truncatula and alfalfa subspecies falcata COLD-ACCLIMATION-SPECIFIC genes. Plant Physiol 146(3):1242–1254. doi:10.1104/pp.107.108779

    Article  PubMed  CAS  Google Scholar 

  • Richardson AD, Duigan SP, Berlyn GP (2002) An evaluation of noninvasive methods to estimate foliar chlorophyll content. New Phytol 153(1):185–194. doi:10.1046/j.0028-646X.2001.00289.x

    Article  CAS  Google Scholar 

  • Ronfort J, Bataillon T, Santoni S, Delalande M, David J, Prosperi J-M (2006) Microsatellite diversity and broad scale geographic structure in a model legume: building a set of nested core collection for studying naturally occurring variation in Medicago truncatula. BMC Plant Biol 6(1):28. doi:10.1186/1471-2229-6-28

    Article  PubMed  Google Scholar 

  • Rukavina H, Hughes HG, Qian Y (2007) Freezing tolerance of 27 saltgrass ecotypes from three cold hardiness zones. HortScience 42(1):157–160

    Google Scholar 

  • Stoddard F, Balko C, Erskine W, Khan H, Link W, Sarker A (2006) Screening techniques and sources of resistance to abiotic stresses in cool-season food legumes. Euphytica 147(1):167–186. doi:10.1007/s10681-006-4723-8

    Article  Google Scholar 

  • Stone JM, Palta JP, Bamberg JB, Weiss LS, Harbage JF (1993) Inheritance of freezing resistance in tuber-bearing Solanum species: evidence for independent genetic control of nonacclimated freezing tolerance and cold acclimation capacity. Proc Natl Acad Sci 90(16):7869–7873

    Article  PubMed  CAS  Google Scholar 

  • Sulc RM, Albrecht KA, Duke SH (1991a) Leakage of intracellular substances as an indicator of freezing injury in alfalfa. Crop Sci 31(2):430–435

    Article  CAS  Google Scholar 

  • Sulc RM, Albrecht KA, Palta JP, Duke SH (1991b) Leakage of intracellular substances from alfalfa roots at various subfreezing temperatures. Crop Sci 31(6):1575–1578

    Article  CAS  Google Scholar 

  • Tayeh N, Bahrman N, Devaux R, Bluteau A, Prosperi JM, Delbreil B, Lejeune-Hénaut I (2013) A high-density genetic map of the Medicago truncatula major freezing tolerance QTL on chromosome 6 reveals colinearity with a QTL related to freezing damage on Pisum sativum linkage group VI. Mol Breed. doi:10.1007/s11032-013-9869-1

  • Teutonico RA, Yandell B, Satagopan JM, Ferreira ME, Palta JP, Osborn TC (1995) Genetic-analysis and mapping of genes-controlling freezing tolerance in oilseed Brassica. Mol Breed 1(4):329–339

    Article  CAS  Google Scholar 

  • Thapa B, Arora R, Knapp AD, Brummer EC (2008) Applying freezing test to quantify cold acclimation in Medicago truncatula. J Am Soc Hortic Sci 133(5):684–691

    Google Scholar 

  • Thoquet P, Gherardi M, Journet E-P, Kereszt A, Ane J-M, Prosperi J-M, Huguet T (2002) The molecular genetic linkage map of the model legume Medicago truncatula: an essential tool for comparative legume genomics and the isolation of agronomically important genes. BMC Plant Biol 2(1):1. doi:10.1186/1471-2229-2-1

    Article  PubMed  Google Scholar 

  • Voorrips RE (2002) MapChart: software for the graphical presentation of linkage maps and QTLs. J Hered 93(1):77–78. doi:10.1093/jhered/93.1.77

    Article  PubMed  CAS  Google Scholar 

  • Wang S, Basten CJ, Zeng Z-B (2012) Windows QTL Cartographer 2.5 Department of Statistics, North Carolina State University, Raleigh, NC. http://statgenncsuedu/qtlcart/WQTLCarthtm

  • Wooten DR, Livingston DP, Lyerly HJ, Holland JB, Jellen EN, Marshall DS, Murphy JP (2009) Quantitative trait loci and epistasis for oat winter-hardiness component traits. Crop Sci 49(6):1989–1998. doi:10.2135/cropsci2008.10.0612

    Article  CAS  Google Scholar 

  • Xiong Y, Fei S-z, Arora R, Brummer EC, Barker R, Jung G, Warnke S (2007) Identification of quantitative trait loci controlling winter hardiness in an annual × perennial ryegrass interspecific hybrid population. Mol Breed 19(2):125–136. doi:10.1007/s11032-006-9050-1

    Article  Google Scholar 

  • Yahia N, Fyad-Lameche FZ (2003) Evaluation of cold tolerance variability in annual Medicago species at the seedling stage. Acta Bot Gall 150(1):3–17

    Article  Google Scholar 

  • Young ND, Cannon SB, Sato S, Kim D, Cook DR, Town CD, Roe BA, Tabata S (2005) Sequencing the Genespaces of Medicago truncatula and Lotus japonicus. Plant Physiol 137(4):1174–1181. doi:10.1104/pp.104.057034

    Article  PubMed  CAS  Google Scholar 

  • Young ND, Debelle F, Oldroyd GED et al (2011) The Medicago genome provides insight into the evolution of rhizobial symbioses. Nature 480(7378):520–524. doi:10.1038/nature10625

    PubMed  CAS  Google Scholar 

  • Zhu B, Choi DW, Fenton R, Close TJ (2000) Expression of the barley dehydrin multigene family and the development of freezing tolerance. Mol General Genet 264(1):145–153. doi:10.1007/s004380000299

    CAS  Google Scholar 

Download references

Acknowledgments

We are very grateful to M. Delalande from INRA center of Mauguio (Montpellier, France) for kindly providing seeds of the M. truncatula LR3 population. We are also grateful to F. Depta, J-F. Hu, B. Decaux, R. Devaux, M. Boilleau, O. Jaminon, A-S. Niquet, K. Lourgant, A. Ketele, G. Deniot and I. Le Goff for either their technical support for devices used or great help for periodical sampling. This work was supported by the Picardie region and by the UNIP (Union Nationale Interprofessionnelle des Plantes Riches en Protéines). The development of the F83005-5 × DZA045-5 genetic map was supported within the EU-FP6 GLIP project. We thank two anonymous referees and the editor of this paper for their helpful and constructive comments.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Isabelle Lejeune-Hénaut.

Additional information

Communicated by I. Mackay.

Electronic supplementary material

Below is the link to the electronic supplementary material.

Online Resource 1 (PDF 34 kb)

Rights and permissions

Reprints and permissions

About this article

Cite this article

Avia, K., Pilet-Nayel, ML., Bahrman, N. et al. Genetic variability and QTL mapping of freezing tolerance and related traits in Medicago truncatula . Theor Appl Genet 126, 2353–2366 (2013). https://doi.org/10.1007/s00122-013-2140-7

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00122-013-2140-7

Keywords

Navigation