Skip to main content
Log in

Value Adding to Red Grape Pomace Exploiting Eco-friendly FT-NIR Spectroscopy Technique

  • Original Paper
  • Published:
Food and Bioprocess Technology Aims and scope Submit manuscript

Abstract

Agro-food industries require sustainable and profitable alternatives to disposal of their by-products. Grape pomace is a winemaking residue that represents a low-cost natural source of phenolic compounds with recognized antioxidant properties. In this work, Fourier-transform near-infrared (FT-NIR) spectroscopy and chemometric analysis were exploited to the characterization of red grape pomace composition (content of seeds and skins) and chemical properties as total phenolic content (TPC) and total antioxidant capacity (TAC). Raw (n = 96) and milled (n = 96) samples were evaluated by NIR spectroscopy and by classical batchwise assays, Folin-Ciocalteu, and ABTS for TPC and TAC, respectively, after different storage times (1 week to 2 months). Grape seeds had higher levels of TPC and TAC per sample dry weight when compared to grape skins. FT-NIR spectra of raw and milled samples were calibrated against content (%) of skins and seeds, TPC, and TAC using partial least squares (PLS) modeling. Spectral wavelength selection and latent variables were optimized for the lowest root-mean-square errors. PLS models’ results showed higher linearity for milled samples (0.936 > R 2 > 0.914) when compared to raw samples (0.885 > R 2 > 0.928). The range error ratio (RER) was between 10 and 14 for raw samples, while for milled grape pomace, it ranged from 15 to 18. Results confirmed that NIR spectroscopy can be applied to winemaking residues with virtually no sample processing needed to estimate the content of grape seeds and skins, the total phenolics, and total antioxidant capacity. Therefore, FT-NIR technique represents a non-destructive and eco-friendly technique to foster added value of grape pomace residues before time-consuming extraction steps are performed.

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

  • Bao, Y. D., Liu, F., Kong, W. W., Sun, D. W., He, Y., & Qiu, Z. J. (2014). Measurement of soluble solid contents and pH of white vinegars using VIS/NIR spectroscopy and least squares support vector machine. Food and Bioprocess Technology, 7(1), 54–61.

    Article  CAS  Google Scholar 

  • Bokobza L. (1998). Near infrared spectroscopy. Journal of near Infrared Spectroscopy, Vol 6 1998. Nir Publications, Chichester.

  • Burns, D. A., & Ciurczak, E. W. (2008). Book of near-infrared analysis. Boca Raton, FL: CRC.

    Google Scholar 

  • Chouchouli, V., Kalogeropoulos, N., Konteles, S. J., Karvela, E., Makris, D. P., & Karathanos, V. T. (2013). Fortification of yoghurts with grape (Vitis vinifera) seed extracts. LWT--Food Science and Technology, 53(2), 522–529.

    Article  CAS  Google Scholar 

  • Cornell J. (2002). The Original mixture problem: designs and models for exploring the entire simplex factor space. In: Experiments with mixtures: Designs, models, and the analysis of mixture data. p^pp. Wiley, NY.

  • De Girolamo, A., Lippolis, V., Nordkvist, E., & Visconti, A. (2009). Rapid and non-invasive analysis of deoxynivalenol in durum and common wheat by Fourier-transform near infrared (FT-NIR) spectroscopy. Food Additives and Contaminants Part a-Chemistry Analysis Control Exposure & Risk Assessment, 26(6), 907–917.

    Article  Google Scholar 

  • Devesa-Rey, R., Vecino, X., Varela-Alende, J. L., Barral, M. T., Cruz, J. M., & Moldes, A. B. (2011). Valorization of winery waste vs. the costs of not recycling. Waste Management, 31(11), 2327–2335.

    Article  CAS  Google Scholar 

  • dos Santos, C. A. T., Lopo, M., Pascoa, R., & Lopes, J. A. (2013). A review on the applications of portable near-infrared spectrometers in the agro-food industry. Applied Spectroscopy, 67(11), 1215–1233.

    Article  Google Scholar 

  • Ferrer-Gallego, R., Hernandez-Hierro, J. M., Rivas-Gonzalo, J. C., & Escribano-Bailon, M. T. (2010). Feasibility study on the use of near infrared spectroscopy to determine flavanols in grape seeds. Talanta, 82(5), 1778–1783.

    Article  CAS  Google Scholar 

  • Fontana, A. R., Antoniolli, A., & Bottini, R. (2013). Grape pomace as a sustainable source of bioactive compounds: extraction, characterization, and biotechnological applications of phenolics. Journal of Agricultural and Food Chemistry, 61(38), 8987–9003.

    Article  CAS  Google Scholar 

  • Garrido, M. D., Auqui, M., Marti, N., & Linares, M. B. (2011). Effect of two different red grape pomace extracts obtained under different extraction systems on meat quality of pork burgers. LWT--Food Science and Technology, 44(10), 2238–2243.

    Article  CAS  Google Scholar 

  • Geladi, P., & Kowalski, B. R. (1986). Partial least-squares regression - a tutorial. Analytica Chimica Acta, 185, 1–17.

    Article  CAS  Google Scholar 

  • Gonzalez-Centeno, M. R., Jourdes, M., Femenia, A., Simal, S., Rossello, C., & Teissedre, P.-L. (2013). Characterization of polyphenols and antioxidant potential of white grape pomace byproducts (Vitis vinifera L.). Journal of Agricultural and Food Chemistry, 61(47), 11579–11587.

    Article  CAS  Google Scholar 

  • Gonzalez-Paramas, A. M., Esteban-Ruano, S., Santos-Buelga, C., De Pascual-Teresa, S., & Rivas-Gonzalo, J. C. (2004). Flavanol content and antioxidant activity in winery byproducts. Journal of Agricultural and Food Chemistry, 52(2), 234–238.

    Article  CAS  Google Scholar 

  • Horizon2020 http://ec.europa.eu/programmes/horizon2020/en/area/food-healthy-diet. Accessed 17 April 2014

  • Kuligowski, J., Carrion, D., Quintas, G., Garrigues, S., & de la Guardia, M. (2012). Direct determination of polymerised triacylglycerides in deep-frying vegetable oil by near infrared spectroscopy using partial least squares regression. Food Chemistry, 131(1), 353–359.

    Article  CAS  Google Scholar 

  • Lafka, T. I., Sinanoglou, V., & Lazos, E. S. (2007). On the extraction and antioxidant activity of phenolic compounds from winery wastes. Food Chemistry, 104(3), 1206–1214.

    Article  CAS  Google Scholar 

  • Lorenzo, J. M., Sineiro, J., Amado, I. R., & Franco, D. (2014). Influence of natural extracts on the shelf life of modified atmosphere-packaged pork patties. Meat Science, 96(1), 526–534.

    Article  CAS  Google Scholar 

  • Magalhães, L. M., Barreiros, L., Maia, M. A., Reis, S., & Segundo, M. A. (2012). Rapid assessment of endpoint antioxidant capacity of red wines through microchemical methods using a kinetic matching approach. Talanta, 97, 473–483.

    Article  Google Scholar 

  • Makris, D. P., Boskou, G., & Andrikopoulos, N. K. (2007). Polyphenolic content and in vitro antioxidant characteristics of wine industry and other agri-food solid waste extracts. Journal of Food Composition and Analysis, 20(2), 125–132.

    Article  CAS  Google Scholar 

  • Mildner-Szkudlarz, S., Zawirska-Wojtasiak, R., Szwengiel, A., & Pacynski, M. (2011). Use of grape by-product as a source of dietary fibre and phenolic compounds in sourdough mixed rye bread. International Journal of Food Science and Technology, 46(7), 1485–1493.

    Article  CAS  Google Scholar 

  • Naes T., Isaksson T., Fearn T., Davies T. (2004). Interpreting PCR and PLS solutions. In: A User-Friendly Guide to Multivariate Calibration and Classification. NIR Publications, Chichester, UK

  • Paradelo, R., Moldes, A. B., & Barral, M. T. (2009). Treatment of red wine vinasses with non-conventional substrates for removing coloured compounds. Water Science and Technology, 59(8), 1585–1592.

    Article  CAS  Google Scholar 

  • Parreira, T. F., Ferreira, M. M. C., Sales, H. J. S., & de Almeida, W. B. (2002). Quantitative determination of epoxidized soybean oil using near-infrared spectroscopy and multivariate calibration. Applied Spectroscopy, 56(12), 1607–1614.

    Article  CAS  Google Scholar 

  • Páscoa, R. N. M. J., Magalhães, L. M., & Lopes, J. A. (2013). FT-NIR spectroscopy as a tool for valorization of spent coffee grounds: application to assessment of antioxidant properties. Food Research International, 51(2), 579–586.

  • Peralbo-Molina, A., & de Castro, M. D. L. (2013). Potential of residues from the Mediterranean agriculture and agrifood industry. Trends in Food Science & Technology, 32(1), 16–24.

    Article  CAS  Google Scholar 

  • Ping, L., Brosse, N., Chrusciel, L., Navarrete, P., & Pizzi, A. (2011). Extraction of condensed tannins from grape pomace for use as wood adhesives. Industrial Crops and Products, 33(1), 253–257.

    Article  CAS  Google Scholar 

  • Queji, M. D., Wosiacki, G., Cordeiro, G. A., Peralta-Zamora, P. G., & Nagata, N. (2010). Determination of simple sugars, malic acid and total phenolic compounds in apple pomace by infrared spectroscopy and PLSR. International Journal of Food Science and Technology, 45(3), 602–609.

    Article  CAS  Google Scholar 

  • Rambo, M. K. D., Amorim, E. P., & Ferreira, M. M. C. (2013). Potential of visible-near infrared spectroscopy combined with chemometrics for analysis of some constituents of coffee and banana residues. Analytica Chimica Acta, 775, 41–49.

    Article  CAS  Google Scholar 

  • Rinnan, A., van den Berg, F., & Engelsen, S. B. (2009). Review of the most common pre-processing techniques for near-infrared spectra. Trac-Trends in Analytical Chemistry, 28(10), 1201–1222.

    Article  CAS  Google Scholar 

  • Rivera, O. M. P., Moldes, A. B., Torrado, A. M., & Dominguez, J. M. (2007). Lactic acid and biosurfactants production from hydrolyzed distilled grape marc. Process Biochemistry, 42(6), 1010–1020.

    Article  CAS  Google Scholar 

  • Rockenbach, I. I., Gonzaga, L. V., Rizelio, V. M., Goncalves, A., Genovese, M. I., & Fett, R. (2011a). Phenolic compounds and antioxidant activity of seed and skin extracts of red grape (Vitis vinifera and Vitis labrusca) pomace from Brazilian winemaking. Food Research International, 44(4), 897–901.

    Article  CAS  Google Scholar 

  • Rockenbach, I. I., Rodrigues, E., Gonzaga, L. V., Caliari, V., Genovese, M. I., Goncalves, A., & Fett, R. (2011b). Phenolic compounds content and antioxidant activity in pomace from selected red grapes (Vitis vinifera L. and Vitis labrusca L.) widely produced in Brazil. Food Chemistry, 127(1), 174–179.

    Article  CAS  Google Scholar 

  • Rodriguez, L. A., Toro, M. E., Vazquez, F., Correa-Daneri, M. L., Gouiric, S. C., & Vallejo, M. D. (2010). Bioethanol production from grape and sugar beet pomaces by solid-state fermentation. International Journal of Hydrogen Energy, 35(11), 5914–5917.

    Article  CAS  Google Scholar 

  • Sant’Anna, V., Brandelli, A., Marczak, L. D. F., & Tessaro, I. C. (2012). Kinetic modeling of total polyphenol extraction from grape marc and characterization of the extracts. Separation and Purification Technology, 100, 82–87.

    Article  Google Scholar 

  • Sarraguca, M. C., Santos, J. R., Rangel, A., & Lopes, J. A. (2013). Authenticity control of roasted coffee brands using near-infrared spectroscopy. Food Analytical Methods, 6(3), 892–899.

    Article  Google Scholar 

  • Selani, M. M., Contreras-Castillo, C. J., Shirahigue, L. D., Gallo, C. R., Plata-Oviedo, M., & Montes-Villanueva, N. D. (2011). Wine industry residues extracts as natural antioxidants in raw and cooked chicken meat during frozen storage. Meat Science, 88(3), 397–403.

    Article  CAS  Google Scholar 

  • Sessa, M., Casazza, A. A., Perego, P., Tsao, R., Ferrari, G., & Donsi, F. (2013). Exploitation of polyphenolic extracts from grape marc as natural antioxidants by encapsulation in lipid-based nanodelivery systems. Food and Bioprocess Technology, 6(10), 2609–2620.

    Article  CAS  Google Scholar 

  • Soukupova, J., Rock, B. N., & Albrechtova, J. (2002). Spectral characteristics of lignin and soluble phenolics in the near infrared—a comparative study. International Journal of Remote Sensing, 23(15), 3039–3055.

    Article  Google Scholar 

  • Spatafora, C., Barbagallo, E., Amico, V., & Tringali, C. (2013). Grape stems from Sicilian Vitis vinifera cultivars as a source of polyphenol-enriched fractions with enhanced antioxidant activity. LWT--Food Science and Technology, 54(2), 542–548.

    Article  CAS  Google Scholar 

  • Spigno, G., & Faveri, D. M. (2007). Antioxidants from grape stalks and marc: Influence of extraction procedure on yield, purity and antioxidant power of the extracts. Journal of Food Engineering, 78(3), 793–801.

    Article  CAS  Google Scholar 

  • Torchio, F., Segade, S. R., Giacosa, S., Gerbi, V., & Rolle, L. (2013). Effect of growing zone and vintage on the prediction of extractable flavanols in winegrape seeds by a FT-NIR method. Journal of Agricultural and Food Chemistry, 61(38), 9076–9088.

    Article  CAS  Google Scholar 

  • Ziemons, E., Mantanus, J., Lebrun, P., Rozet, E., Evrard, B., & Hubert, P. (2010). Acetaminophen determination in low-dose pharmaceutical syrup by NIR spectroscopy. Journal of Pharmaceutical and Biomedical Analysis, 53(3), 510–516.

    Article  CAS  Google Scholar 

Download references

Acknowledgments

L. M. Magalhães and J. A. Lopes thank Fundo Social Europeu (FSE) and Ministério da Ciência, Tecnologia e Ensino Superior (MCTES) for the financial support through the POPH-QREN program. Ricardo N.M.J. Páscoa thanks Fundação para a Ciência e a Tecnologia (FCT) for the financial support through the Grant SFRH/BPD/81384/2011. We also acknowledge the financial support from the European Union (FEDER funds through COMPETE) and National Funds (FCT, Fundação para a Ciência e Tecnologia) through project Pest-C/EQB/LA0006/2013.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Luís M. Magalhães.

Electronic supplementary material

Below is the link to the electronic supplementary material.

ESM 1

(DOCX 746 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Páscoa, R.N.M.J., Machado, S., Magalhães, L.M. et al. Value Adding to Red Grape Pomace Exploiting Eco-friendly FT-NIR Spectroscopy Technique. Food Bioprocess Technol 8, 865–874 (2015). https://doi.org/10.1007/s11947-014-1454-z

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11947-014-1454-z

Keywords

Navigation