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Archivos de neurociencias (México)

versión On-line ISSN 2954-4122

Resumen

GUEVARA-TIRADO, Alberto. Neuromarkers predicting neurogranin in preclinical Alzheimer's using multilayer perceptron. Arch. Neurocien. (Mex.) [online]. 2025, vol.30, n.3, pp.105-110.  Epub 27-Nov-2025. ISSN 2954-4122.  https://doi.org/10.24875/anc.24000005.

Background:

Neurogranin is a marker of synaptic dysfunction.

Objective:

To predict neurogranin concentrations based on neurodegenerative biomarkers in preclinical stages of Alzheimer's disease (AD).

Method:

Analytical and cross-sectional study of 367 adults in preclinical AD. The variables were: neurogranin, synaptotagmin-1 (SYT-1), synaptosome-associated protein-25 (SNAP-25), growth-associated protein-43 (GAP-43), and amyloid beta protein. Multilayer perceptron-type neural networks were used.

Results:

The correlation of neurogranin with GAP-43, SNAP-25 and SYT-1 was high. The relative error of the perceptron was 0.10. In the scatter plot, there was a homoscedastic distribution, with R2 coefficient of 0.879, implying that 88% of the cerebrospinal fluid neurogranin values can be explained by the neurogranin values indirectly detected by GAP-43, SNAP-25 and SYT-1.

Conclusions:

SNAP-25, GAP-43 and SYT-1 are strong predictors of neurogranin concentrations in preclinical AD, suggesting a high pathophysiological interrelation in the progression towards this disease.

Palabras llave : Synaptotagmin-1; Neurogranin; Synaptosomal-associated protein-25; Nerve growth factors; Neural networks; Computer.

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