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Quantification of sterols and fatty acids of extra virgin olive oils by FT-NIR spectroscopy and multivariate statistical analyses

Ozdemir, Ibrahim Sani; Dag, Cagdas; Ozinanc, Gizem; Sucsoran, Oznur; Ertas, Erdal; Bekiroglu, Somer


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        "affiliation": "TUBITAK Marmara Res Ctr, Food Inst, POB 21, TR-41470 Gebze, Kocaeli, Turkey", 
        "name": "Ozdemir, Ibrahim Sani"
      }, 
      {
        "affiliation": "TUBITAK Marmara Res Ctr, Food Inst, POB 21, TR-41470 Gebze, Kocaeli, Turkey", 
        "name": "Dag, Cagdas"
      }, 
      {
        "affiliation": "Yildiz Tekn Univ, Istanbul, Turkey", 
        "name": "Ozinanc, Gizem"
      }, 
      {
        "affiliation": "TUBITAK Marmara Res Ctr, Food Inst, POB 21, TR-41470 Gebze, Kocaeli, Turkey", 
        "name": "Sucsoran, Oznur"
      }, 
      {
        "affiliation": "TUBITAK Marmara Res Ctr, Food Inst, POB 21, TR-41470 Gebze, Kocaeli, Turkey", 
        "name": "Ertas, Erdal"
      }, 
      {
        "affiliation": "TUBITAK Marmara Res Ctr, Chem Technol Inst, POB 21, TR-41470 Gebze, Kocaeli, Turkey", 
        "name": "Bekiroglu, Somer"
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    "description": "In this study FT-MR spectra of 73 extra virgin olive oil (EVOO) samples obtained from 21 different cultivars and 4 geographic regions were used to develop partial least squares regression (PLS-R) models for the rapid quantification of sterols for the first time in the literature. The results of the model validation showed that the total sterol content of the EVOO samples could be predicted with good prediction ability (R-p(2) = 0.839, RMSEP = 192 mg/kg, RPD = 2.64). However, the prediction models for the individual sterol forms performed poorly. Except for heptadecanoic and eicosenic acids, models with good prediction ability could be established for the quantification of the major fatty acids found in EVOOs with R-p(2) and RPD values ranging between 0.716-0.997 and 2.02-17.6, respectively. Even better model performances were obtained when fatty acids were grouped according to their unsaturation degree as SFA (R-p(2) = 0.998, RMSEP = 0.102%, RPD = 21.8), MUFA (R-p(2) = 0.997, RMSEP = 0.255%, RPD = 18.7) and PUFA (R-p(2) = 0.998, RMSEP = 0.147%, RPD = 25.1).", 
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      "pages": "125-132", 
      "title": "LWT-FOOD SCIENCE AND TECHNOLOGY", 
      "volume": "91"
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    "title": "Quantification of sterols and fatty acids of extra virgin olive oils by FT-NIR spectroscopy and multivariate statistical analyses"
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