1
|
Fattobene M, Liu F, Conti P, Zamponi S, Governatori C, Nardi S, Russo RE, Berrettoni M. Distribution of Elements in Durum Wheat Seed and Milling Products: Discrimination between Cultivation Methods through Multivariate Data Analysis. Foods 2024; 13:1924. [PMID: 38928864 PMCID: PMC11203146 DOI: 10.3390/foods13121924] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2024] [Revised: 06/07/2024] [Accepted: 06/10/2024] [Indexed: 06/28/2024] Open
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.
Collapse
Affiliation(s)
- Martina Fattobene
- Chemistry Division, “Chemistry Interdisciplinary Project” Building, School of Science and Technology, University of Camerino, 62032 Camerino, Italy; (M.F.); (F.L.); (S.Z.); (R.E.R.); (M.B.)
| | - Fuyong Liu
- Chemistry Division, “Chemistry Interdisciplinary Project” Building, School of Science and Technology, University of Camerino, 62032 Camerino, Italy; (M.F.); (F.L.); (S.Z.); (R.E.R.); (M.B.)
| | - Paolo Conti
- Chemistry Division, “Chemistry Interdisciplinary Project” Building, School of Science and Technology, University of Camerino, 62032 Camerino, Italy; (M.F.); (F.L.); (S.Z.); (R.E.R.); (M.B.)
| | - Silvia Zamponi
- Chemistry Division, “Chemistry Interdisciplinary Project” Building, School of Science and Technology, University of Camerino, 62032 Camerino, Italy; (M.F.); (F.L.); (S.Z.); (R.E.R.); (M.B.)
| | - Catia Governatori
- Agenzia per l’Innovazione nel Settore Agroalimentare e della Pesca “Marche Agricoltura Pesca” (AMAP), 60035 Jesi, Italy; (C.G.); (S.N.)
| | - Sandro Nardi
- Agenzia per l’Innovazione nel Settore Agroalimentare e della Pesca “Marche Agricoltura Pesca” (AMAP), 60035 Jesi, Italy; (C.G.); (S.N.)
| | - Raffaele Emanuele Russo
- Chemistry Division, “Chemistry Interdisciplinary Project” Building, School of Science and Technology, University of Camerino, 62032 Camerino, Italy; (M.F.); (F.L.); (S.Z.); (R.E.R.); (M.B.)
| | - Mario Berrettoni
- Chemistry Division, “Chemistry Interdisciplinary Project” Building, School of Science and Technology, University of Camerino, 62032 Camerino, Italy; (M.F.); (F.L.); (S.Z.); (R.E.R.); (M.B.)
| |
Collapse
|
2
|
De Flaviis R, Santarelli V, Grilli S, Sacchetti G. An integrative multi-omics approach aimed to gain insight on the effect of composition, style, yeast, and wheat species on wheat craft beer flavour. Food Chem 2024; 441:138387. [PMID: 38211478 DOI: 10.1016/j.foodchem.2024.138387] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2023] [Revised: 01/04/2024] [Accepted: 01/05/2024] [Indexed: 01/13/2024]
Abstract
This study was aimed to unravel the effect of raw materials (barley and wheat), wheat concentration (0, 25, 40, and 100 %), wheat species (common and durum), beer style (Blanche and Weiss), and yeast (US-05 and WB-06) on the chemical composition, volatiles, and sensory profile of wheat craft beers by using a multivariate statistical approach. Beer samples were analysed for their composition, volatiles and sensory profile and data were processed using unsupervised multivariate analyses, PLS regression and a multi-omics approach using multi-block PLS-DA. Multi-block variable sparsification was used as an embedded dimension reduction step. The adopted multi-omics approach permitted to correctly classify beers with different styles and wheat concentration, and to accurate classify (95 % accuracy) beers according to yeast type. Wheat species was of lower importance since it permitted a classification with 49 % accuracy which increased to 74 % in Blanche beers, thus suggesting that malting flattened differences determined by wheat species.
Collapse
Affiliation(s)
- Riccardo De Flaviis
- Department of Bioscience and Technology for Food, Agriculture and Environment, University of Teramo, Via R. Balzarini 1, 64100 Teramo, Italy
| | - Veronica Santarelli
- Department of Bioscience and Technology for Food, Agriculture and Environment, University of Teramo, Via R. Balzarini 1, 64100 Teramo, Italy
| | - Sergio Grilli
- Food Consultant as BeerStudioLab, Via Nazionale per Teramo 75, 64021 Giulianova, Italy
| | - Giampiero Sacchetti
- Department of Bioscience and Technology for Food, Agriculture and Environment, University of Teramo, Via R. Balzarini 1, 64100 Teramo, Italy.
| |
Collapse
|
3
|
Gugino IM, Alfeo V, Ashkezary MR, Marconi O, Pirrone A, Francesca N, Cincotta F, Verzera A, Todaro A. Maiorca wheat malt: A comprehensive analysis of physicochemical properties, volatile compounds, and sensory evaluation in brewing process and final product quality. Food Chem 2024; 435:137517. [PMID: 37748254 DOI: 10.1016/j.foodchem.2023.137517] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2023] [Revised: 08/27/2023] [Accepted: 09/15/2023] [Indexed: 09/27/2023]
Abstract
This study explores the potential of Maiorca wheat malt as an alternative ingredient in beer production, investigating its impact on the brewing process and beer quality at different recipe contents (50 %, 75 %, 100 %). The study encompasses a comprehensive analysis of key malt parameters, revealing Maiorca malt's positive influence on maltose, glucose, filterability, extract, free amino nitrogen, and fermentability. Notably, the malt exhibited heightened levels of α-amylase and β-amylase enzymes compared to conventional commercial malt. Furthermore, the analysis of aroma compounds and subsequent sensory evaluations unveiled a significant correlation between the proportion of Maiorca malt in the formulation and intensified estery, fruity, malty, honey, complemented by a reduction in attributes such as aromatic compounds, phenolic, yeasty, sulfury, oxidized, and solvent-like odors. This research underscores the favorable contribution of Maiorca wheat malt to enhancing both the brewing process and final beer quality, highlighting its potential as an innovative ingredient in brewing practices.
Collapse
Affiliation(s)
- Ignazio Maria Gugino
- Department of Agricultural, Food and Forest Science, University of Palermo, Viale delle Scienze, 90128 Palermo, Italy.
| | - Vincenzo Alfeo
- Italian Brewing Research Centre, University of Perugia, via San Costanzo s.n.c., 06126 Perugia, Italy.
| | - Mansour Rabie Ashkezary
- Department of Agricultural, Food and Forest Science, University of Palermo, Viale delle Scienze, 90128 Palermo, Italy
| | - Ombretta Marconi
- Italian Brewing Research Centre, University of Perugia, via San Costanzo s.n.c., 06126 Perugia, Italy
| | - Antonino Pirrone
- Department of Agricultural, Food and Forest Science, University of Palermo, Viale delle Scienze, 90128 Palermo, Italy
| | - Nicola Francesca
- Department of Agricultural, Food and Forest Science, University of Palermo, Viale delle Scienze, 90128 Palermo, Italy
| | - Fabrizio Cincotta
- Department of Veterinary Sciences, University of Messina, Polo Universitario dell'Annunziata, Viale G. Palatucci, 98168 Messina, Italy
| | - Antonella Verzera
- Department of Veterinary Sciences, University of Messina, Polo Universitario dell'Annunziata, Viale G. Palatucci, 98168 Messina, Italy
| | - Aldo Todaro
- Department of Agricultural, Food and Forest Science, University of Palermo, Viale delle Scienze, 90128 Palermo, Italy
| |
Collapse
|
4
|
De Flaviis R, Santarelli V, Sacchetti G, Mastrocola D. An insight into the impact of climate factors associated with altitude on wheat volatiles' fingerprints at harvest using multivariate statistical analysis. JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE 2023; 103:6664-6679. [PMID: 37272187 DOI: 10.1002/jsfa.12762] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/23/2023] [Revised: 05/03/2023] [Accepted: 06/05/2023] [Indexed: 06/06/2023]
Abstract
BACKGROUND Climate changes associated with global warming are increasingly affecting the quality of cultivated crops. Cultivation at different altitudes and similar latitudes may offer an extraordinarily useful opportunity to obtain a diversificated dataset of climate variables and to further investigate their effect on crop quality. This study evaluated the effect of climate indices - temperature, rainfall precipitation and solar radiation data - on commercial parameters and the volatile organic compound (VOC) profile of wheat at harvest. RESULTS Three common and durum wheat varieties, including two heritage wheats, were sown in experimental fields sited at three altitudes for 3 years consecutively, and they were analyzed for their yield, grading parameters, and VOC profiles. The datasets were processed by partial least squares regression (PLS-R) and the results indicate that summer days (SU25) and diurnal temperature range (ΔT) are the climate indices mainly responsible for the VOC profile changes in both common and durum wheat. Accumulated growth degree days (GDD), consecutive dry days (CDD), and accumulated solar radiation (ASR) induced species-specific responses. Terpenes represented the chemical class of VOCs most affected by stresses, followed by ketones and alcohols, which were affected by CDD, GDD, and ASR. CONCLUSION This study showed a selective response of wheat to abiotic stresses associated with climate variables in terms of VOC synthesis. Its findings may be relevant in several fields, from plant ecology to agronomy and food quality, with implications for local economic strategies. © 2023 Society of Chemical Industry.
Collapse
Affiliation(s)
- Riccardo De Flaviis
- Department of Bioscience and Technology for Food, Agriculture and Environment, University of Teramo, Teramo, Italy
| | - Veronica Santarelli
- Department of Bioscience and Technology for Food, Agriculture and Environment, University of Teramo, Teramo, Italy
| | - Giampiero Sacchetti
- Department of Bioscience and Technology for Food, Agriculture and Environment, University of Teramo, Teramo, Italy
| | - Dino Mastrocola
- Department of Bioscience and Technology for Food, Agriculture and Environment, University of Teramo, Teramo, Italy
| |
Collapse
|
5
|
De Flaviis R, Santarelli V, Sacchetti G, Mastrocola D. Heritage and modern wheat varieties discrimination by volatiles profiling. Is it a matter of flavor? Food Chem 2023; 401:134142. [DOI: 10.1016/j.foodchem.2022.134142] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2022] [Revised: 09/02/2022] [Accepted: 09/04/2022] [Indexed: 10/14/2022]
|
6
|
De Flaviis R, Santarelli V, Mutarutwa D, Grilli S, Sacchetti G. A unifying approach to wheat beer flavour by chemometric analyses. Could we speak of 'terroir'? Curr Res Food Sci 2022; 6:100429. [PMID: 36632432 PMCID: PMC9826947 DOI: 10.1016/j.crfs.2022.100429] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2022] [Revised: 12/14/2022] [Accepted: 12/23/2022] [Indexed: 12/31/2022] Open
Abstract
Raw materials are recognized to affect the sensory profile of 'Blanche' craft beers and their 'terroir'. Two common wheat (Triticum aestivum, L.) were harvested in three experimental fields with different pedo-climatic conditions and altitudes, and then used for beer production. The taste and flavour of wheat beers were analysed by sensory (panel and consumer test) and SPME GC-MS analyses. Panel dataset was processed by multivariate statistical analyses: a principal component analysis (PCA) revealed that formulation was the main source of variation of sensory profile in wheat beers and a generalized Procrustes analysis (GPA) showed how wheat origin affected the sensory profiles of wheat craft beers based on the consensus among panelists. Moreover, a partial least-squares discriminant analysis (PLS-DA) on VOCs permitted to discriminate and characterize beers selected by a panel-driven approach. By comparing panel and VOCs results, it was possible to highlight that higher altitudes of wheat cultivation determine an increase of pleasant notes such as fruity and herbal. A PCA on consumer test data confirmed that formulation was the main factor affecting liking scores and that the preferences were affected by age, involvement and frequency of use. An internal preference map combining panel and consumer data suggested that the majority of preferences are driven by a few key sensory attributes. Differences in liking among the considered beers revealed two main consumer groups.
Collapse
Affiliation(s)
- Riccardo De Flaviis
- Department of Bioscience and Technology for Food, Agriculture and Environment, University of Teramo, Via R. Balzarini 1, 64100, Teramo, Italy
| | - Veronica Santarelli
- Department of Bioscience and Technology for Food, Agriculture and Environment, University of Teramo, Via R. Balzarini 1, 64100, Teramo, Italy
| | - Delvana Mutarutwa
- Department of Bioscience and Technology for Food, Agriculture and Environment, University of Teramo, Via R. Balzarini 1, 64100, Teramo, Italy
| | - Sergio Grilli
- Food Consultant as BeerStudioLab, Via Nazionale per Teramo 75, 64021, Giulianova, Italy
| | - Giampiero Sacchetti
- Department of Bioscience and Technology for Food, Agriculture and Environment, University of Teramo, Via R. Balzarini 1, 64100, Teramo, Italy,Corresponding author.
| |
Collapse
|
7
|
De Flaviis R, Santarelli V, Sacchetti G, Mastrocola D. Response of heritage and modern wheat varieties to altitude induced stresses by synthesis of volatile compounds. A multivariate statistical analysis. J Cereal Sci 2022. [DOI: 10.1016/j.jcs.2022.103619] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
|
8
|
Tracking Wheat Variety and Origin by the Shape Analysis of the Volatiles Fingerprint of Wheat Kernels and Wheat Beers. APPLIED SCIENCES-BASEL 2022. [DOI: 10.3390/app12157854] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
The Volatile Organic Compounds (VOCs) of common wheat of different origin (variety and altitude of cultivation) and craft wheat beers produced by using the wheat themselves were analyzed by SPME GC-MS. The VOCs of wheat kernels and wheat beers were compared, and 14 common flavor-active compounds were identified. Principal component analysis was used to describe changes in the profile of common volatiles induced by beer processing. A unifying approach by Generalized Procrustes analysis (GPA), which considers the overall characteristics of the datasets, permitted linking the VOCs of wheat to those of beers and to define a common flavor pattern. Despite the beer processing deeply affecting the overall volatilome profile, a consensus map permitted to clearly classify the VOCs profile of five out of six samples. This work revealed that differences in wheat VOCs induced by wheat variety and cultivation site were reflected in different beer aromatic profiles, highlighting the importance of origin on the wheat and beers’ flavor. This unifying approach to flavor analysis by GPA could be of help in sight of a certification of origin, since it may contribute not only to the definition of wheat origin but also of the “terroir” of wheat beer thereof.
Collapse
|
9
|
De Flaviis R, Santarelli V, Mutarutwa D, Giuliani M, Sacchetti G. Volatiles profile of 'Blanche' wheat craft beer as affected by wheat origin: A chemometric study. Food Chem 2022; 385:132696. [PMID: 35303654 DOI: 10.1016/j.foodchem.2022.132696] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2021] [Revised: 03/09/2022] [Accepted: 03/11/2022] [Indexed: 11/04/2022]
Abstract
The aroma of craft beers is recognized to affect their overall acceptability and drinkability. Raw materials can affect the volatile organic compounds (VOCs) of beers and their aroma. The VOCs profile of wheat craft beers produced with wheat (Triticum aestivum, L.) of different origin (variety and cultivation site) in increasing concentration was analysed. PLS2 analysis evidenced that wheat concentration is the main factor affecting VOCs profile, whilst the effect of variety (Vittorio and Solina) and altitude of cultivation (70, 500 and 1,200 m a.s.l.) on VOCs variance was lower. PLS-DA permitted to differentiate beers obtained with the two varieties for their VOCs profile: 2-Ethylhexanol, a cultivar specific indicator, was found in beers made with Solina.
Collapse
Affiliation(s)
- Riccardo De Flaviis
- Faculty of Bioscience and Technology for Food, Agriculture and Environment, University of Teramo, Via R. Balzarini 1, 64100 Teramo, Italy
| | - Veronica Santarelli
- Faculty of Bioscience and Technology for Food, Agriculture and Environment, University of Teramo, Via R. Balzarini 1, 64100 Teramo, Italy
| | - Delvana Mutarutwa
- Faculty of Bioscience and Technology for Food, Agriculture and Environment, University of Teramo, Via R. Balzarini 1, 64100 Teramo, Italy
| | - Marialisa Giuliani
- Food Consultant as BeerStudioLab, Via Nazionale per Teramo 75, 64021 Giulianova, Italy
| | - Giampiero Sacchetti
- Faculty of Bioscience and Technology for Food, Agriculture and Environment, University of Teramo, Via R. Balzarini 1, 64100 Teramo, Italy.
| |
Collapse
|