Evidence map›Paper›PMID 38928864›Full record

ArticleFoods (Basel, Switzerland)2024

Distribution of Elements in Durum Wheat Seed and Milling Products: Discrimination between Cultivation Methods through Multivariate Data Analysis.

Martina Fattobene, Fuyong Liu, Paolo Conti, Silvia Zamponi, Catia Governatori, Sandro Nardi, Raffaele Emanuele Russo, Mario Berrettoni

Abstract read
In one paragraph

Article in Foods (Basel, Switzerland), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Martina FattobeneChemistry Division, "Chemistry Interdisciplinary Project" Building, School of Science and Technology, University of Camerino, 62032 Camerino, Italy.ORCID 0000-0001-7954-1966
Fuyong LiuChemistry Division, "Chemistry Interdisciplinary Project" Building, School of Science and Technology, University of Camerino, 62032 Camerino, Italy.ORCID 0000-0001-7084-9868
Paolo ContiChemistry Division, "Chemistry Interdisciplinary Project" Building, School of Science and Technology, University of Camerino, 62032 Camerino, Italy.ORCID 0000-0002-5469-5173
Silvia ZamponiChemistry Division, "Chemistry Interdisciplinary Project" Building, School of Science and Technology, University of Camerino, 62032 Camerino, Italy.
Catia GovernatoriAgenzia per l'Innovazione nel Settore Agroalimentare e della Pesca "Marche Agricoltura Pesca" (AMAP), 60035 Jesi, Italy.
Sandro NardiAgenzia per l'Innovazione nel Settore Agroalimentare e della Pesca "Marche Agricoltura Pesca" (AMAP), 60035 Jesi, Italy.
Raffaele Emanuele RussoChemistry Division, "Chemistry Interdisciplinary Project" Building, School of Science and Technology, University of Camerino, 62032 Camerino, Italy.ORCID 0000-0001-6362-6201
Mario BerrettoniChemistry Division, "Chemistry Interdisciplinary Project" Building, School of Science and Technology, University of Camerino, 62032 Camerino, Italy.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Many staple foods originate from durum wheat and its milling products; because of this, it is very important to know their characteristics. This study investigates elemental contents in these products and if differences exist because of organic farming. The concentrations of 28 elements in the whole seed and in milling products, that is, bran, semolina and flour, of durum wheat, were determined through ICP-OES. The wheats were grown under conventional or organic agronomic practices to verify the possibility of discriminating, using the elemental content, between products coming from one or the other practice. The elements were more abundant in the outer layer of the seed, the bran, but most of them were also present in the others. Traces of Sb were present only in 3% of the samples, while traces of Tl were detected in approximately half of the seed and bran samples but not in other samples. The absence of an element was more characteristic of specific products, e.g., most semolina and flour lacked Co, while other elements showed small differences between products from organic and conventional cultivation or between different milling products, which was the case, for example, for traces of Ag, B, and V. The concentrations of these elements were coupled with multivariate discriminant analysis, specifically PLS-DA, to identify the cultivation provenance of the milled products. A few elements, although different for each product, are sufficient to attain precision and accuracy of classification close to 1; small differences exist for different products. The worst is flour, where the predicted precision and accuracy are 0.92, although using only three elements: B, K, and Se. Semolina attains perfect prediction when also adding to the three previous elements, Ag, Cd, and Cu. Further elements are necessary for bran, while Fe and Mg replace K and Ag to classify seeds. In conclusion, five elements, B, Cd, Cu, K, and Se, are the most important in distinguishing between organic and conventional agriculture; these elements also permit some differentiation among products. The method could help in fraud prevention.

Indexed as

cerealschemometricsclassificationICP-OESspectroscopywheat

Identifiers

PMID38928864
PMCPMC11203146

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.