Restored Intensities from Customized Crops of NMR Experiments (RICC-NMR) to Gain Better Insight on Chemometrics of Sicilian and Sardinian Extra Virgin Olive Oils

The paper describes the application of mono-dimensional high-resolution nuclear magnetic resonance (NMR) spectroscopy to extra virgin olive oil (EVOO) samples to extract the chemical composition reasonably featured by specific genotype (<i>cultivar</i>) and detailed environmental conditi...

Full description

Saved in:
Bibliographic Details
Main Authors: Nicola Culeddu, Archimede Rotondo, Federico Nastasi, Giovanni Bartolomeo, Pierfrancesco Deiana, Mario Santona, Petros A. Tarantilis, Giuseppe Pellicane, Giovanna Loredana La Torre
Format: Article
Language:English
Published: MDPI AG 2025-05-01
Series:Foods
Subjects:
Online Access:https://www.mdpi.com/2304-8158/14/10/1807
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1849711861702852608
author Nicola Culeddu
Archimede Rotondo
Federico Nastasi
Giovanni Bartolomeo
Pierfrancesco Deiana
Mario Santona
Petros A. Tarantilis
Giuseppe Pellicane
Giovanna Loredana La Torre
author_facet Nicola Culeddu
Archimede Rotondo
Federico Nastasi
Giovanni Bartolomeo
Pierfrancesco Deiana
Mario Santona
Petros A. Tarantilis
Giuseppe Pellicane
Giovanna Loredana La Torre
author_sort Nicola Culeddu
collection DOAJ
description The paper describes the application of mono-dimensional high-resolution nuclear magnetic resonance (NMR) spectroscopy to extra virgin olive oil (EVOO) samples to extract the chemical composition reasonably featured by specific genotype (<i>cultivar</i>) and detailed environmental conditions (<i>terroir</i>). To achieve this goal, we designed a suitable spectroscopic protocol made up of four NMR experiments: (I) standard <sup>1</sup>H{<sup>13</sup>C}, (II) multiple pre-saturated <sup>1</sup>H{<sup>13</sup>C}, (III) <sup>1</sup>H selective excitation at 9.25 ppm, and (IV) <sup>13</sup>C{<sup>1</sup>H} acquisition. The three <sup>1</sup>H-NMR experiments (I–III) were merged into a single informative <sup>1</sup>H-NMR trace. This “Restored Intensities from Customized Crops” (RICC-NMR) allowed us to extract, in just one <sup>1</sup>H-NMR dataset, combined information about (a) main components, (b) less-represented components, and (c) minor but key-ruling secoiridoid species, respectively. Selected integrations of the RICC-NMR trace, together with selected integrations gathered from the <sup>13</sup>C-NMR profile, led, for each sample, to the quantification of variables able to sort out distinct EVOOs. In this paper, this original methodology was applied to rationalize eighteen EVOOs from Sicily and nineteen from Sardinia, which were chemometrically compared and discussed.
format Article
id doaj-art-150bcbdb81424ba885063f0f38ddcf6d
institution DOAJ
issn 2304-8158
language English
publishDate 2025-05-01
publisher MDPI AG
record_format Article
series Foods
spelling doaj-art-150bcbdb81424ba885063f0f38ddcf6d2025-08-20T03:14:31ZengMDPI AGFoods2304-81582025-05-011410180710.3390/foods14101807Restored Intensities from Customized Crops of NMR Experiments (RICC-NMR) to Gain Better Insight on Chemometrics of Sicilian and Sardinian Extra Virgin Olive OilsNicola Culeddu0Archimede Rotondo1Federico Nastasi2Giovanni Bartolomeo3Pierfrancesco Deiana4Mario Santona5Petros A. Tarantilis6Giuseppe Pellicane7Giovanna Loredana La Torre8CNR—Istituto di Chimica Biomolecolare (ICB), Traversa La Crucca 3, Loc. Baldinca, Li Punti, 07040 Sassari, ItalyDepartment of Biomedical and Dental Sciences and Morpho-Functional Imaging (BIOMORF), University of Messina, 98168 Messina, ItalyDipartimento di Scienze Chimiche, Biologiche, Farmaceutiche ed Ambientali (CHIBIOFARAM), Università di Messina, 98166 Messina, ItalyDepartment of Biomedical and Dental Sciences and Morpho-Functional Imaging (BIOMORF), University of Messina, 98168 Messina, ItalyDipartimento di Agraria, Università degli Studi di Sassari, 07100 Sassari, ItalyDipartimento di Agraria, Università degli Studi di Sassari, 07100 Sassari, ItalyLaboratory of Chemistry, Department of Science, Agricultural University of Athens, 75 Iera Odos, 118 55 Athens, GreeceDepartment of Biomedical and Dental Sciences and Morpho-Functional Imaging (BIOMORF), University of Messina, 98168 Messina, ItalyDepartment of Biomedical and Dental Sciences and Morpho-Functional Imaging (BIOMORF), University of Messina, 98168 Messina, ItalyThe paper describes the application of mono-dimensional high-resolution nuclear magnetic resonance (NMR) spectroscopy to extra virgin olive oil (EVOO) samples to extract the chemical composition reasonably featured by specific genotype (<i>cultivar</i>) and detailed environmental conditions (<i>terroir</i>). To achieve this goal, we designed a suitable spectroscopic protocol made up of four NMR experiments: (I) standard <sup>1</sup>H{<sup>13</sup>C}, (II) multiple pre-saturated <sup>1</sup>H{<sup>13</sup>C}, (III) <sup>1</sup>H selective excitation at 9.25 ppm, and (IV) <sup>13</sup>C{<sup>1</sup>H} acquisition. The three <sup>1</sup>H-NMR experiments (I–III) were merged into a single informative <sup>1</sup>H-NMR trace. This “Restored Intensities from Customized Crops” (RICC-NMR) allowed us to extract, in just one <sup>1</sup>H-NMR dataset, combined information about (a) main components, (b) less-represented components, and (c) minor but key-ruling secoiridoid species, respectively. Selected integrations of the RICC-NMR trace, together with selected integrations gathered from the <sup>13</sup>C-NMR profile, led, for each sample, to the quantification of variables able to sort out distinct EVOOs. In this paper, this original methodology was applied to rationalize eighteen EVOOs from Sicily and nineteen from Sardinia, which were chemometrically compared and discussed.https://www.mdpi.com/2304-8158/14/10/1807NMR analysisRICC-NMRextra virgin olive oil<i>Olea europaea</i><sup>1</sup>H{<sup>13</sup>C}-NMRmetabolic profile
spellingShingle Nicola Culeddu
Archimede Rotondo
Federico Nastasi
Giovanni Bartolomeo
Pierfrancesco Deiana
Mario Santona
Petros A. Tarantilis
Giuseppe Pellicane
Giovanna Loredana La Torre
Restored Intensities from Customized Crops of NMR Experiments (RICC-NMR) to Gain Better Insight on Chemometrics of Sicilian and Sardinian Extra Virgin Olive Oils
Foods
NMR analysis
RICC-NMR
extra virgin olive oil
<i>Olea europaea</i>
<sup>1</sup>H{<sup>13</sup>C}-NMR
metabolic profile
title Restored Intensities from Customized Crops of NMR Experiments (RICC-NMR) to Gain Better Insight on Chemometrics of Sicilian and Sardinian Extra Virgin Olive Oils
title_full Restored Intensities from Customized Crops of NMR Experiments (RICC-NMR) to Gain Better Insight on Chemometrics of Sicilian and Sardinian Extra Virgin Olive Oils
title_fullStr Restored Intensities from Customized Crops of NMR Experiments (RICC-NMR) to Gain Better Insight on Chemometrics of Sicilian and Sardinian Extra Virgin Olive Oils
title_full_unstemmed Restored Intensities from Customized Crops of NMR Experiments (RICC-NMR) to Gain Better Insight on Chemometrics of Sicilian and Sardinian Extra Virgin Olive Oils
title_short Restored Intensities from Customized Crops of NMR Experiments (RICC-NMR) to Gain Better Insight on Chemometrics of Sicilian and Sardinian Extra Virgin Olive Oils
title_sort restored intensities from customized crops of nmr experiments ricc nmr to gain better insight on chemometrics of sicilian and sardinian extra virgin olive oils
topic NMR analysis
RICC-NMR
extra virgin olive oil
<i>Olea europaea</i>
<sup>1</sup>H{<sup>13</sup>C}-NMR
metabolic profile
url https://www.mdpi.com/2304-8158/14/10/1807
work_keys_str_mv AT nicolaculeddu restoredintensitiesfromcustomizedcropsofnmrexperimentsriccnmrtogainbetterinsightonchemometricsofsicilianandsardinianextravirginoliveoils
AT archimederotondo restoredintensitiesfromcustomizedcropsofnmrexperimentsriccnmrtogainbetterinsightonchemometricsofsicilianandsardinianextravirginoliveoils
AT federiconastasi restoredintensitiesfromcustomizedcropsofnmrexperimentsriccnmrtogainbetterinsightonchemometricsofsicilianandsardinianextravirginoliveoils
AT giovannibartolomeo restoredintensitiesfromcustomizedcropsofnmrexperimentsriccnmrtogainbetterinsightonchemometricsofsicilianandsardinianextravirginoliveoils
AT pierfrancescodeiana restoredintensitiesfromcustomizedcropsofnmrexperimentsriccnmrtogainbetterinsightonchemometricsofsicilianandsardinianextravirginoliveoils
AT mariosantona restoredintensitiesfromcustomizedcropsofnmrexperimentsriccnmrtogainbetterinsightonchemometricsofsicilianandsardinianextravirginoliveoils
AT petrosatarantilis restoredintensitiesfromcustomizedcropsofnmrexperimentsriccnmrtogainbetterinsightonchemometricsofsicilianandsardinianextravirginoliveoils
AT giuseppepellicane restoredintensitiesfromcustomizedcropsofnmrexperimentsriccnmrtogainbetterinsightonchemometricsofsicilianandsardinianextravirginoliveoils
AT giovannaloredanalatorre restoredintensitiesfromcustomizedcropsofnmrexperimentsriccnmrtogainbetterinsightonchemometricsofsicilianandsardinianextravirginoliveoils