| Literature DB >> 28231211 |
Gislene B Oliveira1, Martin Alewijn2, Rita Boerrigter-Eenling3, Saskia M van Ruth4,5.
Abstract
Consumers' interest in the way meat is produced is increasing in Europe. The resulting free range and organic meat products retail at a higher price, but are difficult to differentiate from their counterparts. To ascertain authenticity and prevent fraud, relevant markers need to be identified and new analytical methodology developed. The objective of this pilot study was to characterize pork belly meats of different animal welfare classes by their fatty acid (Fatty Acid Methyl Ester-FAME), non-volatile compound (electrospray ionization-tandem mass spectrometry-ESI-MS/MS), and volatile compound (proton-transfer-reaction mass spectrometry-PTR-MS) fingerprints. Well-defined pork belly meat samples (13 conventional, 15 free range, and 13 organic) originating from the Netherlands were subjected to analysis. Fingerprints appeared to be specific for the three categories, and resulted in 100%, 95.3%, and 95.3% correct identity predictions of training set samples for FAME, ESI-MS/MS, and PTR-MS respectively and slightly lower scores for the validation set. Organic meat was also well discriminated from the other two categories with 100% success rates for the training set for all three analytical approaches. Ten out of 25 FAs showed significant differences in abundance between organic meat and the other categories, free range meat differed significantly for 6 out of the 25 FAs. Overall, FAME fingerprinting presented highest discrimination power.Entities:
Keywords: ESI-MS/MS; PTR-MS; authenticity; fatty acid analysis; fraud; profiling
Year: 2015 PMID: 28231211 PMCID: PMC5224536 DOI: 10.3390/foods4030359
Source DB: PubMed Journal: Foods ISSN: 2304-8158
Figure 1Graphical representation of sample distance to each class of the Soft Independent Modeling of Class Analogy (SIMCA) models for samples of pork belly meat from the categories conventional, free range, and organic.
Percentage of samples of pork belly meat from the categories conventional, free range and organic correctly classified in the training set of the Soft Independent Modeling of Class Analogy (SIMCA) models.
| Fatty Acid Methyl Ester (FAME) | Electrospray ionization-tandem mass spectrometry (ESI-MS/MS) | Proton-transfer-reaction mass spectrometry (PTR-MS) | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| samples classified as | samples classified as | samples classified as | ||||||||||||||
| All data | correct | correct | correct | |||||||||||||
| Conventional | Free range | Organic | Not classified | classification (%) | Conventional | Free range | Organic | Not classified | classification (%) | Conventional | Free range | Organic | Not classified | Classification (%) | ||
| Conventional | 13 | 0 | 0 | 0 | 100 | 12 | 0 | 0 | 0 | 100 | 13 | 0 | 0 | 0 | 100 | |
| Free range | 0 | 15 | 0 | 0 | 100 | 1 | 13 | 0 | 0 | 93 | 1 | 14 | 0 | 0 | 93 | |
| Organic | 0 | 0 | 13 | 0 | 100 | 0 | 0 | 12 | 0 | 100 | 0 | 0 | 10 | 0 | 100 | |
| Average of training set | 100 | 95.3 | 95.3 | |||||||||||||
| Model performance evaluation | ||||||||||||||||
| Training set | correct | correct | correct | |||||||||||||
| Conventional | Free range | Organic | Not classified | classification (%) | Conventional | Free range | Organic | Not classified | classification (%) | Conventional | Free range | Organic | Not classified | classification (%) | ||
| Conventional | 10 | 0 | 0 | 0 | 100 | 9 | 0 | 0 | 0 | 100 | 10 | 0 | 0 | 0 | 100 | |
| Free range | 0 | 12 | 0 | 0 | 100 | 0 | 11 | 0 | 0 | 100 | 1 | 11 | 0 | 0 | 92 | |
| Organic | 0 | 0 | 10 | 0 | 100 | 0 | 0 | 9 | 0 | 100 | 0 | 0 | 8 | 0 | 100 | |
| Validation set | ||||||||||||||||
| Conventional | 3 | 0 | 0 | 0 | 100 | 3 | 0 | 0 | 0 | 100 | 3 | 0 | 0 | 0 | 100 | |
| Free range | 0 | 3 | 0 | 0 | 100 | 1 | 2 | 0 | 0 | 67 | 0 | 3 | 0 | 0 | 100 | |
| Organic | 0 | 0 | 2 | 1 | 67 | 1 | 0 | 2 | 0 | 67 | 0 | 0 | 2 | 0 | 100 | |
| Average of validation set | 89 | 78 | 100 | |||||||||||||
Fatty acid composition of pork belly meat from the categories conventional, free range, and organic expressed as percentage of normalized peak area.
| Fatty acid | Conventional | Free Range | Organic |
|---|---|---|---|
| Myristoleic acid | 0.02 a ± 0.01 | 0.02 a ± 0.00 | 0.01 b ± 0.00 |
| Pentadecylic acid | 0.06 a,b ± 0.02 | 0.06 a ± 0.01 | 0.07 b ± 0.02 |
| Palmitic acid | 25.32 a ± 1.10 | 25.37 a ± 0.91 | 22.98 b ± 1.86 |
| Palmitoleic acid | 2.09 a ± 0.40 | 2.10 a ± 0.29 | 1.59 b ± 0.21 |
| Palmitoleic acid | 0.01 a ± 0.00 | 0.01 a ± 0.01 | 0.01 a ± 0.00 |
| Margaric acid | 0.32 a ± 0.07 | 0.30 a ± 0.09 | 0.40 b ± 0.11 |
| Heptadecanoic acid | 0.23 a ± 0.05 | 0.23 a ± 0.08 | 0.27a ± 0.08 |
| Stearic acid | 13.86 a,b ± 2.38 | 14.23 a ± 1.17 | 12.78 b ± 1.44 |
| Trans elaidic acid | 0.23 a ± 0.05 | 0.22 a,b ± 0.06 | 0.18 b ± 0.05 |
| Oleic acid | 36.79 a ± 3.04 | 38.93 b ± 2.05 | 35.97 a ± 1.56 |
| Vaccenic acid | 2.55 a ± 0.28 | 2.63 a ± 0.32 | 2.28 b ± 0.17 |
| Unknown 20.4 min | 0.04 a,b ± 0.01 | 0.04 a ± 0.01 | 0.03 b ± 0.01 |
| Linoleic acid | 14.97 a ± 3.64 | 12.58 b ± 2.17 | 18.98 c ± 2.98 |
| Unknown 21.2 | 0.03 a ± 0.01 | 0.04 a ± 0.01 | 0.04 a ± 0.01 |
| Gamma-linolenic acid | 0.01 a,b ± 0.00 | 0.01 a ± 0.00 | 0.01 b ± 0.00 |
| Alpha-linolenic acid | 1.44 a ± 0.40 | 1.15 b ± 0.25 | 2.02 c ± 0.34 |
| Eicosenoic acid | 0.71 a ± 0.11 | 0.83 b ± 0.11 | 0.73 a ± 0.08 |
| Eicosadienoic acid | 0.52 a ± 0.08 | 0.51 b ± 0.07 | 0.70 c ± 0.10 |
| Unknown 23.3 min | 0.03 a,b ± 0.01 | 0.03 a ± 0.01 | 0.02 b ± 0.01 |
| Unknown 23.5 min | 0.03 a ± 0.01 | 0.03 a ± 0.01 | 0.03 a ± 0.01 |
| Dihomo-gamma-linolenic acid | 0.09 a ± 0.02 | 0.09 a ± 0.01 | 0.11 a ± 0.02 |
| Eicosatrienoic acid + arachidonic acid | 0.41 a ± 0.08 | 0.37 a ± 0.06 | 0.5 b ± 0.08 |
| Adrenic acid | 0.10 a ± 0.02 | 0.10 a ± 0.02 | 0.11 a ± 0.03 |
| Docosapentaenoic acid (osbond acid) | 0.02 a ± 0.01 | 0.01 b ± 0.00 | 0.02 a ± 0.00 |
| Docosapentaenoic acid (clupanodonic acid) | 0.12 a ± 0.03 | 0.12 a ± 0.05 | 0.15 b ± 0.03 |
| ∑ Saturated | 39.56 a ± 2.63 | 39.95 a ± 1.48 | 36.24 b ± 2.35 |
| ∑ Monounsaturated | 42.63 a ± 3.10 | 44.97 b ± 2.10 | 41.03 a ± 1.58 |
| ∑ Polyunsaturated | 17.68 a ± 3.67 | 14.95 b ± 2.19 | 22.60 c ± 2.98 |
| ∑ Unknown | 0.13 a ± 0.02 | 0.14 a ± 0.02 | 0.13 a ± 0.01 |
| ∑ Omega-3 | 1.97 a ± 0.41 | 1.64 b ± 0.26 | 2.67 c ± 0.35 |
ValVue*Values followed by the same letters in the same row do not differ significantly (p value > 0.05); Values shown for individual fatty acids correspond to the average of 13 samples from the conventional category, 15 samples from the free range category and 13 samples from the organic category; The FAs eicosatrienoic acid and arachidonic acid are reported together because they co-eluted in the chromatographic procedure.
Figure 2Graphical representation of sample distance to each class of the SIMCA models for samples of pork belly meat from the categories non-organic (conventional + free range) and organic.
Percentage of samples of pork belly meat from the categories non-organic (conventional + free range) and organic correctly classified in the training set of the SIMCA models.
| Fatty Acid Methyl Ester (FAME) | Electrospray ionization-tandem mass spectrometry (ESI-MS/MS) | Proton-transfer-reaction mass spectrometry (PTR-MS) | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| samples classified as | samples classified as | samples classified as | ||||||||||
| All data | correct | correct | correct | |||||||||
| Non-organic | Organic | Not classified | Classification (%) | Non-organic | Organic | Not classified | Classification (%) | Non-organic | Organic | Not classified | Classification (%) | |
| Non-organica | 28 | 0 | 0 | 100 | 26 | 0 | 0 | 100 | 28 | 0 | 0 | 100 |
| Organic | 0 | 13 | 0 | 100 | 0 | 12 | 0 | 100 | 0 | 10 | 0 | 100 |
| Average of training set | 100 | 100 | 100 | |||||||||
| Model performance evaluation | correct | correct | correct | |||||||||
| Training set | Non-organic | Organic | Not classified | classification (%) | Non-organic | Organic | Not classified | classification (%) | Non-organic | Organic | Not classified | classification (%) |
| Non-organica | 22 | 0 | 0 | 100 | 20 | 0 | 0 | 100 | 22 | 0 | 0 | 100 |
| Organic | 0 | 10 | 0 | 100 | 0 | 9 | 0 | 100 | 0 | 8 | 0 | 100 |
| Validation set | ||||||||||||
| Non-organica | 6 | 0 | 0 | 100 | 6 | 0 | 0 | 100 | 6 | 0 | 0 | 100 |
| Organic | 0 | 3 | 0 | 100 | 1 | 2 | 0 | 67 | 0 | 1 | 1 | 50 |
| Average of validation set | 100 | 83 | 75 | |||||||||
a conventional and free range.
Fatty acid composition of pork belly meat from the categories non-organic (conventional + free range) and organic expressed as percentage of normalized peak area.
| Fatty acid | Non-Organic | Organic |
|---|---|---|
| Myristoleic acid | 0.02 a ± 0.01 | 0.01 b ± 0.00 |
| Pentadecylic acid | 0.06 a ± 0.02 | 0.07 b ± 0.02 |
| Palmitic acid | 25.34 a ± 0.98 | 22.98 b ± 1.86 |
| Palmitoleic acid | 2.09 a ± 0.34 | 1.59 b ± 0.21 |
| Palmitoleic acid | 0.01 a ± 0.00 | 0.01 a ± 0.01 |
| Margaric acid | 0.31 a ± 0.08 | 0.40 b ± 0.11 |
| Heptadecanoic acid | 0.23 a ± 0.07 | 0.27 a ± 0.08 |
| Stearic acid | 14.06 a ± 1.81 | 12.78 b ± 1.44 |
| Trans elaidic acid | 0.23 a ± 0.06 | 0.18 b ± 0.05 |
| Oleic acid | 37.94 a ± 2.73 | 35.97 b ± 1.56 |
| Vaccenic acid | 2.59 a ± 0.30 | 2.28 b ± 0.17 |
| Unknown 20.4 | 0.04 a ± 0.01 | 0.03 a ± 0.01 |
| Linoleic acid | 13.69 a ± 3.13 | 18.98 b ± 2.98 |
| Unknown 21.2 | 0.03 a ± 0.01 | 0.04 a ± 0.01 |
| Gamma-linolenic acid | 0.01 a ± 0.00 | 0.01 b ± 0.00 |
| Alpha-linolenic acid | 1.29 a ± 0.35 | 2.02 b ± 0.34 |
| Eicosenoic acid | 0.77 a ± 0.12 | 0.73 a ± 0.08 |
| Eicosadienoic acid | 0.51 a ± 0.07 | 0.7 b ± 0.10 |
| Unknown 23.3 | 0.03 a ± 0.01 | 0.02 b ± 0.01 |
| Unknown 23.5 | 0.03 a ± 0.01 | 0.03 a ± 0.01 |
| Dihomo-gamma-linolenic acid | 0.09 a ± 0.02 | 0.11 b ± 0.02 |
| Eicosatrienoic acid + arachidonic acid | 0.39 a ± 0.07 | 0.5 b ± 0.08 |
| Adrenic acid | 0.1 a ± 0.02 | 0.11 a ± 0.03 |
| Docosapentaenoic acid (osbond acid) | 0.01 a ± 0.01 | 0.02 b ± 0.00 |
| Docosapentaenoic acid (clupanodonic acid) | 0.12 a ± 0.04 | 0.15 b ± 0.03 |
| ∑ Saturated | 39.77a ± 2.06 | 36.24 a ± 2.35 |
| ∑ Monounsaturated | 43.88 a ± 2.77 | 41.03 b ± 1.58 |
| ∑ Polyunsaturated | 16.22 a ± 3.15 | 22.60 b ± 3.00 |
| ∑ Unknown | 0.14 a ± 0.02 | 0.13 a ± 0.01 |
| ∑ Omega-3 | 1.79 a ± 0.36 | 2.67 b ± 0.35 |
*Values followed by the same letters in the same row do not differ significantly (p value > 0.05); Values shown for individual fatty acids correspond to the average of 28 samples from the non-organic and 13 samples from the organic category; The FAs eicosatrienoic acid and arachidonic acid are reported together because they coeluted in the chromatographic procedure.