Rapid Classification of Serum from Patients with Paracoccidioidomycosis Using Infrared Spectroscopy, Univariate
Alessandra Koehler1, Maria Lúcia Scroferneker1,2, Nikolas Mateus Pereira de Souza3
1Postgraduate Program of Medicine: Medical Sciences, Universidade Federal do Rio Grande do Sul-UFRGS, Porto Alegre 90035-003, Brazil.
Fourier transform infrared (FTIR) spectroscopy offers a new, highly accurate diagnostic tool for paracoccidioidomycosis (PCM). This method shows potential to surpass current diagnostic techniques for this neglected tropical mycosis.
Area of Science:
- Medical Mycology
- Spectroscopy
- Biochemistry
Background:
- Paracoccidioidomycosis (PCM) is a systemic fungal infection with diagnostic limitations.
- Current diagnostic methods for PCM include fungal visualization and serological techniques, each with inherent drawbacks.
Purpose of the Study:
- To develop and evaluate a novel diagnostic tool for PCM using Fourier transform infrared (FTIR) spectroscopy.
- To assess the accuracy and potential of FTIR spectroscopy as a rapid and reliable diagnostic method for PCM.
Main Methods:
- Analysis of 224 serum samples (132 PCM patients, 92 controls) using attenuated total reflection (ATR) FTIR spectroscopy.
- Statistical analysis including t-tests, receiver operating characteristic (ROC) curves, principal component analysis (PCA), and linear discriminant analysis (LDA).
Main Results:
- FTIR spectroscopy identified spectral differences between PCM patients and controls.
- ROC curve analysis in the 1551-1095 cm⁻¹ region yielded high diagnostic potential, with a specific wavenumber (1264 cm⁻¹) achieving 97.73% sensitivity and 94.22% accuracy.
- PCA and LDA demonstrated complete group separation and 100% accuracy in diagnosis using selected spectral variables.
Conclusions:
- FTIR spectroscopy presents a simple, rapid, and highly accurate method for PCM diagnosis.
- The proposed FTIR-based methodology shows superior accuracy compared to existing diagnostic methods for PCM.
- This technique holds significant promise for improving the diagnosis of paracoccidioidomycosis, a neglected tropical mycosis.
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