Foodomics is a newly developed discipline that has become more and more important in the last years where focus on food and the understanding of food systems has increased significantly. In this review, the flow of a typical foodomics study will be followed with a focus on the core components, where chemometric expertise is more deeply involved. These are: how to acquire sound data, how to exploit an experimental design, how to use classification in a proper way, how to look at more analytical platforms at the same time and, not the least, how to understand the limitations when interpreting the developed models. For each of these phases, the most common data issues will be highlighted and some of the most recent chemometric methods that are able to help solving them, will be presented. © 2017 Elsevier B.V.

Recent chemometrics advances for foodomics / Bevilacqua, Marta; Bro, Rasmus; Marini, Federico; Rinnan, Åsmund; Rasmussen, Morten Arendt; Skov, Thomas. - In: TRAC. TRENDS IN ANALYTICAL CHEMISTRY. - ISSN 0165-9936. - STAMPA. - 96:(2017), pp. 42-51. [10.1016/j.trac.2017.08.011]

Recent chemometrics advances for foodomics

Marini, Federico
;
2017

Abstract

Foodomics is a newly developed discipline that has become more and more important in the last years where focus on food and the understanding of food systems has increased significantly. In this review, the flow of a typical foodomics study will be followed with a focus on the core components, where chemometric expertise is more deeply involved. These are: how to acquire sound data, how to exploit an experimental design, how to use classification in a proper way, how to look at more analytical platforms at the same time and, not the least, how to understand the limitations when interpreting the developed models. For each of these phases, the most common data issues will be highlighted and some of the most recent chemometric methods that are able to help solving them, will be presented. © 2017 Elsevier B.V.
2017
foodomics; data structure; chemometrics; peak deconvolution; designed experiments data; classification; data-fusion; cage of covariance
01 Pubblicazione su rivista::01g Articolo di rassegna (Review)
Recent chemometrics advances for foodomics / Bevilacqua, Marta; Bro, Rasmus; Marini, Federico; Rinnan, Åsmund; Rasmussen, Morten Arendt; Skov, Thomas. - In: TRAC. TRENDS IN ANALYTICAL CHEMISTRY. - ISSN 0165-9936. - STAMPA. - 96:(2017), pp. 42-51. [10.1016/j.trac.2017.08.011]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/1097150
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