Elisa Misuri
SVM-based screening tool for assessing increased risk of ischemic stroke.
Rel. Alfio Grillo, Giuseppe Pezzotti. Politecnico di Torino, Master of science program in Mathematical Engineering, 2025
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Abstract
In recent years, increasing attention has been paid to the role of bacterial infections in systemic diseases. Among these, Streptococcus mutans, an oral pathogen which is the main cause of dental caries, has been linked to an increased risk of ischemic strokes when the Cnm-positive (Cnm+) mutation is present. Therefore, the ability to distinguish between Cnm-negative and Cnm-positive strains of Streptococcus mutans is essential for accurate risk assessment of ischemic stroke. Raman spectroscopy can be used to distinguish between the Cnm-positive and Cnm-negative variants of this bacterium thanks to the presence of sulfur exclusive to the Cnm+ ones, which is linked to an easily distinguishable peak in Raman spectra.
However this method, while faster and cheaper than the more standard PCR, requires the presence of an expert who can interpret the spectra and it is thus not easily applicable on a large scale
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