1. Mass Spectrometry Imaging Combined with Sparse Autoencoder Method Reveals Altered Phosphorylcholine Distribution in Imipramine Treated Wild-Type Mice Brains.
- Author
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Rahman MF, Islam A, Islam MM, Mamun MA, Xu L, Sakamoto T, Sato T, Takahashi Y, Kahyo T, Aoyagi S, Kaibuchi K, and Setou M
- Subjects
- Animals, Mice, Male, Antidepressive Agents, Tricyclic pharmacokinetics, Antidepressive Agents, Tricyclic pharmacology, Antidepressive Agents, Tricyclic metabolism, Mice, Inbred C57BL, Principal Component Analysis, Imipramine metabolism, Brain metabolism, Brain diagnostic imaging, Brain drug effects, Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization methods, Phosphorylcholine metabolism, Phosphorylcholine analogs & derivatives
- Abstract
Mass spectrometry imaging (MSI) is essential for visualizing drug distribution, metabolites, and significant biomolecules in pharmacokinetic studies. This study mainly focuses on imipramine, a tricyclic antidepressant that affects endogenous metabolite concentrations. The aim was to use atmospheric pressure matrix-assisted laser desorption/ionization (AP-MALDI)-MSI combined with different dimensionality reduction methods to examine the distribution and impact of imipramine on endogenous metabolites in the brains of treated wild-type mice. Brain sections from both control and imipramine-treated mice underwent AP-MALDI-MSI. Dimensionality reduction methods, including principal component analysis, multivariate curve resolution, and sparse autoencoder (SAE), were employed to extract valuable information from the MSI data. Only the SAE method identified phosphorylcholine (ChoP) as a potential marker distinguishing between the control and treated mice brains. Additionally, a significant decrease in ChoP accumulation was observed in the cerebellum, hypothalamus, thalamus, midbrain, caudate putamen, and striatum ventral regions of the treated mice brains. The application of dimensionality reduction methods, particularly the SAE method, to the AP-MALDI-MSI data is a novel approach for peak selection in AP-MALDI-MSI data analysis. This study revealed a significant decrease in ChoP in imipramine-treated mice brains.
- Published
- 2024
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