Paper · 2014 · Foods

Comprehensive and Comparative Metabolomic Profiling of Wheat, Barley, Oat and Rye Using Gas Chromatography-Mass Spectrometry and Advanced Chemometrics

Bekzod Khakimov; Birthe Jespersen; Søren Engelsen

12
claims
18
verbatim quotes
72
citations
2
research areas
✓
Open access · cc-by

Abstract

Beyond the main bulk components of cereals such as the polysaccharides and proteins, lower concentration secondary metabolites largely contribute to the nutritional value. This paper outlines a comprehensive protocol for GC-MS metabolomic profiling of phenolics and organic acids in grains, the performance of which is demonstrated through a comparison of the metabolite profiles of the main northern European cereal crops: wheat, barley, oat and rye. Phenolics and organic acids were extracted using acidic hydrolysis, trimethylsilylated using a new method based on trimethylsilyl cyanide and analyzed by GC-MS. In order to extract pure metabolite peaks, the raw chromatographic data were processed by a multi-way decomposition method, Parallel Factor Analysis 2. This approach lead to the semi-quantitative detection of a total of 247 analytes, out of which 89 were identified based on RI and EI-MS library match. The cereal metabolome included 32 phenolics, 30 organic acids, 10 fatty acids, 11 carbohydrates and 6 sterols. The metabolome of the four cereals were compared in detail, including low concentration phenolics and organic acids. Rye and oat displayed higher total concentration of phenolic acids, but ferulic, caffeic and sinapinic acids and their esters were found to be the main phenolics in all four cereals. Compared to the previously reported methods, the outlined protocol provided an efficient and high throughput analysis of the cereal metabolome and the acidic hydrolysis improved the detection of conjugated phenolics.

Abstract from the paper’s OpenAlex record; open copy licensed cc-by. Read at the source ↗

The text the model read, with the source record’s inline markup (italics, sub- and superscripts) rendered and its character entities decoded; quote offsets refer to the raw text.

Claims 12

Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

The method detected 247 analytes semi-quantitatively.

Outcome
semi-quantitative detectione0
Value
247 analytese0

Not reportedTaxonDirection

Verbatim

e0

“This approach lead to the semi-quantitative detection of a total of 247 analytes, out of which 89 were identified based on RI and EI-MS library match.”

✓ located verbatim in the source · abstract, characters 765–915 · show in text ↑
Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

The method identified 89 analytes by RI and EI-MS library matching.

Outcome
identifiede0
Value
89e0
Qualifier
based on RI and EI-MS library matche0

Not reportedTaxon

Verbatim

e0

“This approach lead to the semi-quantitative detection of a total of 247 analytes, out of which 89 were identified based on RI and EI-MS library match.”

✓ located verbatim in the source · abstract, characters 765–915 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

The cereal metabolome included 32 phenolics.

Outcome
phenolicse0
Value
32e0

Not reportedDirection

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Hordeum vulgare
Hordeum vulgare · TaxonJackyM59 · CC BY-SA 4.0 · Wikimedia Commons ↗
Secale cereale
Secale cereale · TaxonLSDSL · CC BY-SA 3.0 · Wikimedia Commons ↗
Triticum aestivum
Triticum aestivum · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗
Avena sativa
Avena sativa · TaxonSendelbach ( talk ) · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“The cereal metabolome included 32 phenolics, 30 organic acids, 10 fatty acids, 11 carbohydrates and 6 sterols.”

✓ located verbatim in the source · abstract, characters 916–1026 · show in text ↑
e1

“wheat, barley, oat and rye”

✓ located verbatim in the source · abstract, characters 424–450 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

The cereal metabolome included 30 organic acids.

Outcome
organic acidse0
Value
30e0

Not reportedDirection

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Hordeum vulgare
Hordeum vulgare · TaxonJackyM59 · CC BY-SA 4.0 · Wikimedia Commons ↗
Secale cereale
Secale cereale · TaxonLSDSL · CC BY-SA 3.0 · Wikimedia Commons ↗
Triticum aestivum
Triticum aestivum · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗
Avena sativa
Avena sativa · TaxonSendelbach ( talk ) · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“The cereal metabolome included 32 phenolics, 30 organic acids, 10 fatty acids, 11 carbohydrates and 6 sterols.”

✓ located verbatim in the source · abstract, characters 916–1026 · show in text ↑
e1

“wheat, barley, oat and rye”

✓ located verbatim in the source · abstract, characters 424–450 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

The cereal metabolome included 10 fatty acids.

Outcome
fatty acidse0
Value
10e0

Not reportedDirection

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Hordeum vulgare
Hordeum vulgare · TaxonJackyM59 · CC BY-SA 4.0 · Wikimedia Commons ↗
Secale cereale
Secale cereale · TaxonLSDSL · CC BY-SA 3.0 · Wikimedia Commons ↗
Triticum aestivum
Triticum aestivum · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗
Avena sativa
Avena sativa · TaxonSendelbach ( talk ) · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“The cereal metabolome included 32 phenolics, 30 organic acids, 10 fatty acids, 11 carbohydrates and 6 sterols.”

✓ located verbatim in the source · abstract, characters 916–1026 · show in text ↑
e1

“wheat, barley, oat and rye”

✓ located verbatim in the source · abstract, characters 424–450 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

The cereal metabolome included 11 carbohydrates.

Outcome
carbohydratese0
Value
11e0

Not reportedDirection

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Hordeum vulgare
Hordeum vulgare · TaxonJackyM59 · CC BY-SA 4.0 · Wikimedia Commons ↗
Secale cereale
Secale cereale · TaxonLSDSL · CC BY-SA 3.0 · Wikimedia Commons ↗
Triticum aestivum
Triticum aestivum · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗
Avena sativa
Avena sativa · TaxonSendelbach ( talk ) · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“The cereal metabolome included 32 phenolics, 30 organic acids, 10 fatty acids, 11 carbohydrates and 6 sterols.”

✓ located verbatim in the source · abstract, characters 916–1026 · show in text ↑
e1

“wheat, barley, oat and rye”

✓ located verbatim in the source · abstract, characters 424–450 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

The cereal metabolome included 6 sterols.

Outcome
sterolse0
Value
6e0

Not reportedDirection

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Hordeum vulgare
Hordeum vulgare · TaxonJackyM59 · CC BY-SA 4.0 · Wikimedia Commons ↗
Secale cereale
Secale cereale · TaxonLSDSL · CC BY-SA 3.0 · Wikimedia Commons ↗
Triticum aestivum
Triticum aestivum · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗
Avena sativa
Avena sativa · TaxonSendelbach ( talk ) · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“The cereal metabolome included 32 phenolics, 30 organic acids, 10 fatty acids, 11 carbohydrates and 6 sterols.”

✓ located verbatim in the source · abstract, characters 916–1026 · show in text ↑
e1

“wheat, barley, oat and rye”

✓ located verbatim in the source · abstract, characters 424–450 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

Rye had higher total phenolic acid concentration.

Outcome
total concentration of phenolic acidse0
Direction
highere0

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Secale cereale
Secale cereale · TaxonLSDSL · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“Rye and oat displayed higher total concentration of phenolic acids”

✓ located verbatim in the source · abstract, characters 1144–1210 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

Oat had higher total phenolic acid concentration.

Outcome
total concentration of phenolic acidse0
Direction
highere0

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Avena sativa
Avena sativa · TaxonSendelbach ( talk ) · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“Rye and oat displayed higher total concentration of phenolic acids”

✓ located verbatim in the source · abstract, characters 1144–1210 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

Ferulic, caffeic and sinapinic acids and their esters were the main phenolics in all four cereals.

Outcome
ferulic, caffeic and sinapinic acids and their esterse0
Qualifier
main phenolicse0

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Hordeum vulgare
Hordeum vulgare · TaxonJackyM59 · CC BY-SA 4.0 · Wikimedia Commons ↗
Secale cereale
Secale cereale · TaxonLSDSL · CC BY-SA 3.0 · Wikimedia Commons ↗
Triticum aestivum
Triticum aestivum · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗
Avena sativa
Avena sativa · TaxonSendelbach ( talk ) · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“ferulic, caffeic and sinapinic acids and their esters were found to be the main phenolics in all four cereals”

✓ located verbatim in the source · abstract, characters 1216–1325 · show in text ↑
e1

“wheat, barley, oat and rye”

✓ located verbatim in the source · abstract, characters 424–450 · show in text ↑
Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

The protocol provided efficient high-throughput cereal metabolome analysis relative to prior methods.

Outcome
efficient and high throughput analysise0
Comparator
previously reported methodse0

Not reportedTaxon

Verbatim

e0

“Compared to the previously reported methods, the outlined protocol provided an efficient and high throughput analysis of the cereal metabolome”

✓ located verbatim in the source · abstract, characters 1327–1469 · show in text ↑
Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

Acidic hydrolysis improved conjugated phenolic detection.

Treatment
acidic hydrolysise0
Outcome
detection of conjugated phenolicse0
Direction
improvede0

Not reportedTaxonComparator

Verbatim

e0

“the acidic hydrolysis improved the detection of conjugated phenolics”

✓ located verbatim in the source · abstract, characters 1474–1542 · show in text ↑