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

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.

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Journal
Biology
Published
2026-07-16
DOI
https://doi.org/10.3390/biology15141162
Primary Topic
Aluminum toxicity and tolerance in plants and animals
Type
article
Field-Weighted Citation Impact
0.00

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article

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

Muhammed Alzweiri, Ahmed S.A. Ali Agha, Thaqif El Khassawna, Nidal A. Qinna et al.
Biology
Aluminum toxicity and tolerance in plants and animals
article

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

Muhammed Alzweiri, Ahmed S.A. Ali Agha, Thaqif El Khassawna, Nidal A. Qinna, Talal Aburjaı, Heba Salah Abushahla, Ghayda’ AlDabet
article en

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.

BiologyVol. 15(14)
Al-Ahliyya Amman University (JO), University of Jordan (JO), Justus-Liebig-Universität Gießen (DE), Petra University (JO)
University of Petra, University of Jordan
Reduced inequalities
Openalex Percentile: Top 10%
Aluminum toxicity and tolerance in plants and animals
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