AI Article Synopsis

  • * A partial least squares regression (PLSr) model was developed, yielding decent predictive performance with an R value of 0.630 and a root mean square error (RMSE) of 0.994, using 19 significant independent variables.
  • * Key variables influencing astringency, such as Procyanidin B1 and Epicatechin, were identified, providing insights into the chemical factors that contribute to the sensory perception of astringency in red wine.

Article Abstract

Astringency is an essential sensory attribute of red wine closely related to the saliva precipitation upon contact with the wine. In this study a data matrix of 52 physico-chemical parameters was used to predict the Saliva Precipitation Index (SPI) in 110 Italian mono-varietal red wines using partial least squares regression (PLSr) with variable selection by Variable Importance for Projection (VIP) and the significance of regression coefficients. The final PLSr model, evaluated using a test data set, had 3 components and yielded an R of 0.630 and an RMSE of 0.994, with 19 independent variables whose regression coefficients were all significant at  < 0.05. Variables selected in the final model according to the decreasing magnitude of their absolute regression coefficient include the following: Procyanidin B1, Epicatechin terminal unit, Total aldehydes, Protein content, Vanillin assay, 520 nm, Polysaccharide content, Epigallocatechin PHL, Tartaric acid, Volatile acidity, Titratable acidity, Catechin terminal unit, Proanthocyanidin assay, pH, Tannin-Fe/Anthocyanin, Buffer capacity, Epigallocatechin PHL gallate, Catechin + epicatechin PHL, and Tannin-Fe. These results can be used to better understand the physico-chemical relationship underlying astringency in red wine.

Download full-text PDF

Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC10651451PMC
http://dx.doi.org/10.1016/j.crfs.2023.100626DOI Listing

Publication Analysis

Top Keywords

saliva precipitation
12
red wines
8
regression coefficients
8
multivariate prediction
4
prediction saliva
4
precipitation relating
4
relating selected
4
selected chemical
4
chemical parameters
4
parameters red
4

Similar Publications

Background And Aims: Recently, demands towards identifying various molecules in support of stress detection and potential clinical utilization are dramatically increasing. Moreover, the accuracy with which researchers quantify these informative molecules is now far more improved when compared to the past. As RNA or protein markers are conventionally detected via repeated invasive procedures from blood, it is critical to develop secure technologies to obtain the desired information via less stressful methodologies, such as saliva collection.

View Article and Find Full Text PDF

Salivary extracellular vesicles isolation methods impact the robustness of downstream biomarkers detection.

Sci Rep

December 2024

Sys2Diag, UMR9005 CNRS/ALCEN, Cap Gamma, Parc Euromédecine, 1682 Rue de la Valsière, CS 40182, 34184, Montpellier Cedex 4, France.

Extracellular vesicles (EVs), crucial mediators in cell-to-cell communication, are implicated in both homeostatic and pathological processes. Their detectability in easily accessible peripheral fluids like saliva positions them as promising candidates for non-invasive biomarker discovery. However, the lack of standardized methods for salivary EVs isolation greatly limits our ability to study them.

View Article and Find Full Text PDF

The Remineralization of Enamel from Saliva: A Chemical Perspective.

Dent J (Basel)

October 2024

Inorganic Chemistry and Center for Nanointegration Duisburg-Essen (CENIDE), University of Duisburg-Essen, Universitaetsstr. 5-7, 45117 Essen, Germany.

The natural remineralization of enamel is of major importance for oral health. In principle, early erosions (demineralization) induced by acidic beverages and foods as well as initial caries lesions can be covered and remineralized by the deposition of calcium phosphate, i.e.

View Article and Find Full Text PDF

Mass spectrometry-based proteomics for source-level attribution after DNA extraction.

Forensic Sci Int Genet

January 2025

Centre for Forensic Science, School of Mathematical and Physical Sciences, Faculty of Science, University of Technology Sydney, Sydney, NSW, Australia.

Biological traces recovered from crime scenes serve as vital evidence in forensic investigations. While DNA evidence is frequently used to address the sub-source level of the hierarchy of propositions, the biological source of the DNA can be highly probative at the source level. Current body fluid detection methods pose certain limitations, such as reports of false positive results from some of the presumptive and/or confirmatory tests in current use.

View Article and Find Full Text PDF

Autism rates have been reported to be increasing rapidly in industrialized societies. The pathology most often combines neurological symptoms associated with language and social impairments with gastrointestinal symptoms. This study aimed to measure differences in oral metatranscriptome and mitochondrial health between ASD children and neurotypical USA and Colombia ("Blue Zone") children.

View Article and Find Full Text PDF

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!