Abstract
Key message
A novel non-destructive method is presented for studying the frost hardiness of roots. Principal component analysis from the electrical impedance spectra revealed differences between freezing temperatures, but no clear differences between the mycorrhizal treatments as regards freezing stress.
Abstract
We present a novel non-destructive method for the classification of root systems with different degrees of freezing injuries based on the measurement of electrical impedance spectra (EIS). Roots of Scots pine (Pinus sylvestris L.) seedlings, raised in perlite with nutrient solution, were colonized by Hebeloma sp. or Suillus luteus or left non-mycorrhizal, and exposed to a series of low temperatures (5, −5, −12 and −18 °C) after cultivation with and without cold acclimation regimes. In EIS measurements, we ran a small-amplitude electric current to the root system at 44 frequencies between 5 Hz and 100 kHz through electrodes set in the stem and in perlite at the bottom of the container. The normalized (Euclidian) electrical impedance spectra were classified using the CLAFIC-method (CLAss-Featuring Information Compression) that is based on a subspace method with two variants where the longest projection vector defines the sample class. The current delivery through the root system was affected by freezing injuries in the roots. The most remarkable change, indicating the threshold for cold tolerance, took place between −5 and −12 °C for non-acclimated and between −12 and −18 °C for cold acclimated roots. No difference was found between the mycorrhizal treatments in the response to the freezing temperatures. The results on the effects of both the low-temperature exposure and mycorrhizas agree with freezing damage assessments done by other methods.
Similar content being viewed by others
References
Arora R, Palta J (1991) A loss in the plasma membrane ATPase activity and its recovery coincides with incipient freeze-thaw injury and postrecovery in onion bulb scale tissue. Plant Phys 95:846–852
Asseng S, Aylmore LAG, MacFall JS, Hopmans JW, Gregory PJ (2000) Computed-assisted tomography and magnetic resonance imaging. In: Smit AL, Bengough AG, Engels C, van Noordwijk M, Pellerin S, van de Geijn SC (eds) Root methods: a handbook. Springer Verlag, New York, pp 343–363
Cao Y, Repo T, Silvennoinen R, Lehto T, Pelkonen P (2011) Analysis of willow root system by electrical impedance spectroscopy. J Exp Bot 62:351–358
Cseresnyés I, Takács T, Végh KR, Anton A, Rajkai K (2013) Electrical impedance and capacitance method: a new approach for detection of functional aspects of arbuscular mycorrhizal colonization in maize. Eur J Soil Biol 54:25–31
Dalton FN (1995) In-situ root extent measurement by electrical capacitance methods. Plant Soil 173:157–165
Ellis TW, Murray W, Paul K, Kavalieris L, Brophy J, Williams C, Maass M (2013) Electrical capacitance as a rapid and non-invasive indicator of root length. Tree Physiol 33:3–17
Hellergren J, Lundborg T, Widell S (1984) Cold acclimation in Pinus sylvestris: phospholipids in purified plasma membranes from needles of pine. Phys Plant 62:162–166
Jaaskelainen T, Silvennoinen R, Hiltunen J, Parkkinen J (1994) Classification of reflectance spectra of pine, spruce and birch. Appl Opt 33:2356–2362
Korhonen A, Lehto T, Repo T (2013) Frost hardiness of mycorrhizal and non-mycorrhizal Scots pine roots. Mycorrhiza 23:551–559
Korhonen A, Lehto T, Repo T (2015) Frost hardiness of mycorrhizal and non-mycorrhizal Scots pine under two fertilization treatments. Mycorrhiza. doi:10.1007/s00572-014-0618-z (in press)
Lindström A, Nyström C (1987) Seasonal variation in root hardiness of container-grown Scots pine, Norway spruce, and lodgepole pine seedlings. Can J For Res 17:787–793
McBride R, Candido M, Ferguson J (2008) Estimating root mass in maize genotypes using the electrical capacitance method. Arch Agr Soil Sci 54:215–226
McKay HM (1992) Electrolyte leakage from fine roots of conifer seedlings: a rapid index of plant vitality following cold storage. Can J For Res 22:1371–1377
McKay HM (1998) Root electrolyte leakage and root growth potential as indicators of spruce and larch establishment. Silva Fenn 32:241–252
Metzner R, van Dusschoten D, Bühler J, Schurr U, Jahnke S (2014) Belowground plant development measured with magnetic resonance imaging (MRI): exploiting the potential for non-invasive trait quantification using sugar beet as a proxy. Front Plant Sci 5(469):1–11
Oja E (1983) Subspace method of pattern recognition. Research studies, Letchworth, Chapter 4, p 73
Ozier-Lafontaine H, Bajazet T (2005) Analysis of root growth by impedance spectroscopy. Plant Soil 277:299–313
Palta JP, Weiss LS (1993) Ice formation and freezing injury: an overview on the survival mechanisms and molecular aspects of injury and cold acclimation in herbaceous plants. In: Li PH, Christersson L (eds) Advances in plant cold hardiness. CRC Press Inc, Boca Raton, pp 143–176
Radoglou K, Cabral R, Repo T, Hasanagas N, Sutinen M-L, Waisel Y (2007) Appraisal of root leakage as a method for estimation of root viability. Plant Biosyst 141:443–459
Repo T, Ryyppö A (2008) Electrolyte leakage method can give misleading results concerning the frost hardiness of roots. Plant Biosyst 142:298–301
Repo T, Zhang MIN, Ryyppö A, Vapaavuori E, Sutinen S (1994) Effects of freeze-thaw injury on parameters of distributed electrical circuits of stems and needles of Scots pine seedlings at different stages of acclimation. J Exp Bot 45:823–833
Repo T, Zhang G, Ryyppö A, Rikala R (2000) The electrical impedance spectroscopy of Scots pine (Pinus sylvestris L.) shoots in relation to cold acclimation. J Exp Bot 51:2095–2107
Repo T, Laukkanen J, Silvennoinen R (2005) Measurement of the tree root growth using electrical impedance spectroscopy (EIS). Silva Fenn 39:159–166
Repo T, Cao Y, Silvennoinen R, Ozier-Lafontain H (2012) Electrical Impedance Spectroscopy and roots. In: Mancuso S (ed) Measuring roots—an updated approach. Springer-Verlag, Berlin Heidelberg, pp 25–49
Repo T, Korhonen A, Laukkanen M, Lehto T, Silvennoinen R (2014) Detecting mycorrhizal colonisation in Scots pine roots using electrical impedance spectra. Biosyst Eng 121:139–149
Richter AK, Frossard E, Brunner I (2007) Polyphenols in the woody roots of Norway spruce and European beech reduce TTC. Tree Physiol 27:155–160
Ritchie GA (1984) Assessing seedling quality. In: Duryea ML, Landis TD (eds) Forest nursery manual. Production of bareroot seedlings. Martinus Nijhoff/Dr. W. Junk Publishers, The Hague/Boston/Lancaster, Oregon State University, Corvallis, pp 243–259
Ritchie GA (1991) Measuring cold hardiness. In: Lassoie JP, Hinckley TM (eds) Techniques and approaches in forest tree ecophysiology. CRC Press, Boca Raton, pp 557–582
Ryyppö A, Repo T, Vapaavuori E (1998) Development of frost hardiness in roots and shoots of Scots pine seedlings at non-freezing temperatures. Can J For Res 28:557–565
Sakai A, Larcher W (1987) Frost survival of plants: responses and adaptation to freezing conditions. Springer, Berlin Heidelberg New York
Statin E, Lindström A (1999) Influence of soil temperature on root freezing tolerance of Scots pine (Pinus sylvestris L.) seedlings. Plant Soil 217:173–181
Steponkus PL (1984) Role of plasma membrane in freezing injury and cold acclimation. Ann Rev Plant Phys 35:543–584
Sutinen M-L, Mäkitalo K, Sutinen R (1996) Freezing dehydration damages roots of containerized Scots pine (Pinus sylvestris) seedlings overwintering under subarctic conditions. Can J For Res 26:1602–1609
Tanaka Y, Brotherton P, Hostetter S, Chapman D, Dyce S, Belanger J, Johnson B, Duke S (1997) The operational planting stock quality testing program at Weyerhaeuser. New For 13:423–437
Tiitta M, Repo T, Viitanen H (2001) Effect of soft rot and bacteria on electrical impedance of wood at low moisture content. Mater Org 33:271–287
van Beem J, Smith ME, Zobel RW (1998) Estimating root mass in maize using a portable capacitance meter. Agr J 90:566–570
Vozáry E, Jócsák I, Droppa M, Bóka K (2012) Connection between structural changes and electrical parameters of pea root tissue under anoxia. In: Padilla P (ed) anoxia. InTech, Rijeka, Croatia, pp 131–146
Zhang MIN, Willison JHM (1992) Electrical impedance analysis in plant tissues: the effect of freeze-thaw injury on the electrical properties of potato tuber and carrot root tissues. Can J Plant Sci 72:545–553
Author contribution statement
T. Repo: Planning the experiment and impedance measurements, leading role in writing the paper. A. Korhonen: Planning and implementation the experiment and the treatments, writing the paper. T. Lehto: Planning the experimental design, writing the paper. R. Silvennoinen: Planning the impedance measurements, implementation of the data analyses, writing the paper.
Acknowledgements
We thank Eija Koljonen, Mira Sääskilahti and Miikka Laukkanen for their technical assistance. The study is funded by the Finnish Forest Research Institute (Projects 3489, 3595) and the Academy of Finland (Projects 127924, 268279).
Conflict of interest
The authors declare that they have no conflict of interest.
Author information
Authors and Affiliations
Corresponding author
Additional information
Communicated by T. Koike.
Rights and permissions
About this article
Cite this article
Repo, T., Korhonen, A., Lehto, T. et al. Assessment of frost damage in mycorrhizal and non-mycorrhizal roots of Scots pine seedlings using classification analysis of their electrical impedance spectra. Trees 30, 483–495 (2016). https://doi.org/10.1007/s00468-015-1171-x
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00468-015-1171-x