Alterations in the Multivariate Organization of Plasma Fatty Acid Profiles and Spontaneous Behavior in an AlCl3-Induced Rat Model of Neurotoxicity

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Authors: Muhammed H. Alzweiri, Ahmed S.A. Ali Agha, Nidal Adel Qinna, Ghayda’ AlDabet, Heba Salah Abushahla, Thaqif El Khassawna, Talal A. Aburjai
Cited by: 1
References: 31

Abstract

Current experimental neurotoxicity research commonly relies on evaluating individual behavioral and biochemical endpoints, often without considering whether spontaneous behavior and lipid metabolism exhibit coordinated multivariate organization under toxicological stress. To address this question, the present study employed an integrative framework combining spontaneous behavioral profiling, targeted plasma fatty acid methyl ester (FAME) profiling, chemometric analyses, targeted assessment of cholinergic function, and permutation-based statistical validation in an AlCl3-induced rat model of neurotoxicity. Behavioral assessment was performed using the Y-maze, and multivariate organization was evaluated using covariance analyses, principal component analysis (PCA), partial least squares discriminant analysis (PLS-DA), one-dimensional projection modeling, and nonparametric permutation testing (10,000 permutations). AlCl3 exposure was associated with early dose-related behavioral impairment at day 21 (ANOVA, p = 0.0006). In addition, both the measured fatty acid profiles and behavioral measures exhibited significant non-random multivariate organization, with progressive dose-related changes observed following AlCl3 exposure. Collectively, these findings suggest that neurotoxic exposure is associated with coordinated changes in the multivariate organization of measured fatty acid profiles, behavioral measures, and cholinergic function rather than isolated alterations in individual variables. Although confirmation in larger independent cohorts and broader molecular profiling remains warranted, the present findings support the use of multivariate organizational analysis as a complementary systems-level framework for investigating experimental neurotoxicity.

Fields of Study & Subjects

Aluminum toxicity and tolerance in plants and animals Neuroscience and Neuropharmacology Research Neurogenesis and neuroplasticity mechanisms

Publication details

Journal / source
Biology
Publisher
MDPI AG
Volume
15
Issue
14
Pages
1162–1162
Publication date
16 July 2026
Language
EN