Abstract
Potato tuber protein could be a valuable alternative in human and animal nutrition due to its adequate nutritional value and competitive protein yield per hectare. In this study, crude protein content (CPC) and dry matter content (DMC) of potato tuber samples (n = 117) prepared in different ways (fresh and dried samples) were analysed to develop practicable near-infrared reflection spectroscopy (NIRS) calibrations for CPC and DMC as well as for two different NIRS devices. The investigated potato samples showed a DMC between 14.1 and 35.2% and a CPC in the dry matter (DM) to vary between 4.93 and 12.31%, while CPC per fresh matter (FM) was between 1.43 and 2.87%. For dried potato flour, a NIRS calibration for CPC with a coefficient of determination of cross validation (R 2CV) of 0.936 was developed and considered to be accurate for the prediction of this trait in potato tubers. Additionally, a NIRS calibration for DMC of fresh potatoes was developed with an R 2CV value of 0.939. The newly developed NIRS calibration for CPC on fresh potato samples is useful for the selection of potato cultivars with comparatively high or low tuber protein content and demonstrates that a fast, simple, and cost-saving sample preparation leads to comparably adequate NIRS calibrations as those described in the literature using more extensive sample preparation methods.
Similar content being viewed by others
Abbreviations
- CPC:
-
Crude protein content
- CS:
-
Calibration set
- CV:
-
Coefficient of variation
- DM:
-
Dry matter
- DMC:
-
Dry matter content
- FM:
-
Fresh matter
- KS:
-
Kolmogorov-Smirnov significance
- MPLS:
-
Modified partial least squares method
- N:
-
Nitrogen
- NIRS:
-
Near-infrared reflection spectroscopy
- nT:
-
Number of terms
- PCA:
-
Principle component analysis
- R:
-
Reflection
- R 2 :
-
Coefficient of determination
- R 2CV:
-
Coefficient of determination of cross validation
- SD:
-
Standard deviation
- SEC:
-
Standard error of calibration
- SECV:
-
Standard error of cross validation
- SEL:
-
Standard error of the laboratory
- SEP:
-
Standard error of prediction
- SNV:
-
Standard normal variate mode
- SSD:
-
Sum of squared deviations
References
Barnes RJ, Dhanoa MS, Lister SJ (1989) Standard normal variate transformation and de-trending of near infrared diffuse reflectance spectra. Appl Spectrosc 43:772–777
Bauw G, Nielsen HV, Emmersen J, Nielsen KL, Jørgensen M, Welinder KG (2006) Patatins, Kunitz protease inhibitors and other major proteins in tuber of potato cv. Kuras. FEBS J 273:3569–3584
Bayés A, de la Vega MR, Vendrell J, Aviles FX, Jongsma MA, Beekwilder J (2006) Response of the digestive system of Helicoverpa zea to ingestion of potato carboxypeptidase inhibitor and characterization of an uninhibited carboxypeptidase B. Insect Biochem Mol Biol 36:654–664
Bengtsson L (1985) Some experiences of using different analytical methods in screening for oil and protein content in rapeseed. Fette Seifen Anstrichmittel 87:262–265
Birch PRJ, Bryan G, Fenton B, Gilroy EM, Hein I, Jones JT, Prashar A, Taylor MA, Torrance L, Toth IK (2012) Crops that feed the world 8: Potato: Are the trends of increased global production sustainable? Food Sec 4:477–508
Brunt K, Drost WC (2010) Design, construction and testing of an automated NIR in-line analysis system for potatoes Part I: Off-line NIR feasibility study for the characterization of potato composition. Potato Res 53:25–39
Buckee GK (1994) Determination of total nitrogen in Barley, Malt and Beer by Kjeldahl procedures and the Dumas combustion method. J Institute Brewing 57–64
Chick H, Cutting ME (1943) Nutritive value of nitrogenous substances in the potato. Lancet 245:667–669
Dumas J (1826) Memoire sur quelques Points de la Théorie atomistique. J Ch
Eppendorfer WH, Eggum BO, Bille SW (1979) Nutritive value of potato crude protein as influenced by manuring and amino acid composition. J Sci Food Agric 30:361–368
Fernández-Ahumada E, Garrido-Varo A, Guerrero-Ginel JE, Wubbels A, van der Sluis C, van der Meer JM (2006) Understanding factors affecting near infrared analysis of potato constituents. J Near Infrared Spectrosc 14:27–35
Ghaly AE, Alkoaik FN (2010) Extraction of protein from common plant leaves for use as human food. Am J Appl Sci 7(3):331–342
Haase NU (2004) Estimation of dry matter and starch concentration in potatoes by determination of under-water weight and near infrared spectroscopy. Potato Res 46:117–127
Haase NU (2006) Rapid estimation of potato tuber quality by near-infrared spectroscopy. Starch 58:268–273
Hartmann R, Büning-Pfaue H (1998) NIR determination of potato constituents. Potato Res 41:327–334
Haynes KG, Yencho GC, Clough ME, Henninger MR, Sterrett SB (2012) Genetic variation for potato tuber micronutrient content and implications for biofortification of potatoes to reduce micronutrient malnutrition. Am J Pot Res 89:192–198
Hermosa MR, Turra D, Fogliano V, Monte E, Lorito M (2006) Identification and characterization of potato protease inhibitors able to inhibit pathogenicity and growth of Botrytis cinerea. Physiol Mol Plant Pathol 68:138–148
Hijmans RJ (2001) Global distribution of the potato crop. Am J Potato Res 78:403–412
Höfgen R, Willmitzer L (1990) Biochemical and genetic analysis of different Patatin isoforms expressed in various organs of potato (Solanum tuberosum). Plant Sci 66:221–230
Hughes BP (1958) The amino acid composition of potato protein and of cooked potato. Br J Nutr 12:188–195
Janssen J, Laatz W (2007) Statistische Datenanalyse mit SPSS für Windows. Vol. 6. Springer-Verlag, Berlin Heidelberg, Germany, ISBN: 978-3-540-72977-8
Jørgensen M, Bauw G, Welinder KG (2006) Molecular properties and activities of tuber proteins from starch potato cv. Kuras. J Agric Food Chem 54:9389–9397
Kapoor AC, Desborough SL, Li PH (1975) Potato tuber proteins and their nutritional quality. Potato Res 18:469–478
Kerr CA, Goodband RD, Smith JW, Musser RE, Bergstrom JR, Nessmith WB, Tokach MD, Nelssen JL (1998) Evaluation of potato proteins on the growth performance of early-weaned pigs. J Anim Sci 76:3024–3033
Koester S (1989) Methodische Untersuchungen zum Einsatz der Nahinfrarot-Reflektionsspektroskopie (NIRS) in der Körnerrapszüchtung. Landbauforschung Völkenrode, Sonderheft 98
Kolmogorov AN (1933) Sulla determinazione empirica di una legge di distribuzine. Giornale dell’ Instituto Italiano degli Attuari 4:83–91
Lebot V, Ndiaye A, Malapa R (2011) Phenotypic characterization of sweet potato [Ipomoea batatas (L.) Lam.] genotypes in relation to prediction of chemical quality constituents by NIRS equations. Plant Breed 130:457–463
López A, Arazuri S, García I, Mangado J, Jarén C (2013) A review of the application of near-infrared spectroscopy for the analysis of potatoes. J Agric Food Chem 61:5413–5424
Lu W, Yu M, Bai Y, Li W, Xu X (2012) Crude protein content in diploid hybrid potato clones of Solanum phureja - S stenotomum. Potato Res 55:315–322
Matissek R, Steiner G, Fischer M (2014) Lebensmittelanalytik.Vol. 5. Springer-Verlag, Berlin Heidelberg, Germany, ISBN: 978-3-642-34828-0
Mossé J (1990) Nitrogen to protein conversion factor for ten cereals and six legumes or oilseeds. A reappraisal of its definition and determination. Variation according to species and to seed protein content. J Agric Food Chem 38:18–24
Organization For Economic Co-Operation And Development (OECD) (2002) Consensus document on compositional considerations for new varieties of potatoes: key food and feed nutrients anti-nutrients and toxicants. Series on the Safety Novel Foods and Feeds, No. 4 ENV/JM/MONO(2002)5
Owusu-Apenten RK (2002) Food protein analysis: quantitative effects on processing. Vol. 118. Marcel Dekker, Inc., New York, USA, ISBN: 0-8247-0684-6
Pots AM, Gruppen H, van Diepenbreek R, van der Lee JJ, van Boekel MAJS, Wijngaards G, Voragen AGJ (1999) The effect of storage of whole potatoes of three cultivars on the patatin and protease inhibitor content; a study using capillary electrophoresis and MALDI-TOF mass spectrometry. J Sci Food Agric 79:1557–1564
Putz B (1989) Kartoffeln: Züchtung-Anbau-Verwertung. Behr’s Verlag GmbH&Co, Hamburg, Germany, ISBN: 3-925673-45-8
Ralet M, Guéguen J (2000) Fractionation of potato proteins: solubility thermal coagulation and emulsifying properties. Lebensm-Wiss u Technol 33:380–387
Refstie S, Tiekstra HAJ (2003) Potato protein concentrate with low content of solanidine glycoalkaloids in diets for Atlantic salmon (Salmo salar). Aquaculture 216:283–298
Rexen B (1976) Studies of protein of potatoes. Potato Res 19:189–202
Sardi L, Paganelli R, Parisini P, Simioli M, Martelli G (2005) The replacement of fishmeal by plant proteins in piglet production. Ital J Anim Sci 4:449–451
Schupan W (1959) Studies on the essential amino acids in potatoes II: the biological value of protein of potato (Solanum tuberosum L.) with special reference to nutritional experiments and to essential amino acids. Qual Pl Mater veg 6:16–38
Schupan W (1970) Control of plant proteins: the influence of genetics and ecology of plant foods. In: Lawrie RA (ed) Protein as human food. AVI Publishing Co, Westport, pp 245–265
Shenk JS, Westerhaus MO (1996) Calibration the ISI way. In: Davies AMC, Williams P (eds) Near Infrared Technology: The Future Waves. NIR Publications, Chichester, pp 198–202
Shewry PR (2003) Tuber storage proteins. Ann Bot 91:755–769
Sosulski FW, Imafidon GI (1990) Amino acid composition and nitrogen-to-protein conversion factors for animal and plant foods. J Agric Food Chem 38:1351–1356
Tkachuk R (1981) Oil and protein analysis of whole rapeseed kernels by near infrared reflectance spectroscopy. J Am Oil Chem Soc 58:819–822
Tuśnio A, Pastuszewska E, Święch E, Taciak M (2011) Response of young pigs to feeding potato protein and potato fibre—nutritional, physiological and biochemical parameters. J Anim Feed Sci 20:361–378
van Gelder WMJ (1981) Conversion factor from nitrogen to protein for potato tuber protein. Potato Res 24:423–425
von Koerber K, Männle T, Leitzmann C (2012): Vollwert-Ernährung: Konzeption einer zeitgemäßen und nachhaltigen Ernährung, 11th edn. Karl F Haug Verlag, Stuttgart, Germany, ISBN: 978-3-8304-7494-4
Windham WR, Mertens DR, Barton II FE (1989) Protocol for NIRS Calibration: Sample Selection and Equation Development and Validation. In: Martens GC, Shenk JS, Barton II FE (ed) Near Infrared Reflectance Spectroscopy (NIRS): Analysis of Forage Quality Agricultural Handbook, No. 643. Agricultural Research Service, United States Department of Agriculture, pp 96–103
Wittkop B, Snowdon RJ, Friedt W (2012) New NIRS calibration for fiber fractions reveal broad genetic variation in Brassica napus seed quality. J Agric Food Chem 60:2248–2256
Wojnowska I, Poznanski S, Bednarski W (1981) Processing of potato protein concentrates and their properties. J Food Sci 47:167–172
Woolfe JA (1996) Die Kartoffel in der menschlichen Ernährung. Behr’s Verlag GmbH&Co, Hamburg, Germany, ISBN: 3-86022-247-3
Xie LH, Tang SQ, Chen N, Luo J, Jiao GA, Shao GN, Wei XJ, Hu PS (2014) Optimisation of near-infrared reflectance model in measuring protein and amylose content of rice flour. Food Chem 142:92–100
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Bernhard, T., Truberg, B., Friedt, W. et al. Development of Near-Infrared Reflection Spectroscopy Calibrations for Crude Protein and Dry Matter Content in Fresh and Dried Potato Tuber Samples. Potato Res. 59, 149–165 (2016). https://doi.org/10.1007/s11540-016-9318-8
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11540-016-9318-8