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Pilot Study on the Use of Attenuated Total Reflectance-Fourier Transform Infrared Spectroscopy for Diagnosing and Characterizing Cardiac Amyloidosis.
Delrue, Charlotte; Vandendriessche, Annelore; Dendooven, Amélie; Van der Linden, Malaïka; Speeckaert, Marijn M; De Bruyne, Sander.
Affiliation
  • Delrue C; Department of Nephrology, Ghent University Hospital, 9000 Ghent, Belgium.
  • Vandendriessche A; Department of Pathology, Ghent University Hospital, 9000 Ghent, Belgium.
  • Dendooven A; Department of Pathology, Ghent University Hospital, 9000 Ghent, Belgium.
  • Van der Linden M; Department of Pathology, Ghent University Hospital, 9000 Ghent, Belgium.
  • Speeckaert MM; Department of Nephrology, Ghent University Hospital, 9000 Ghent, Belgium.
  • De Bruyne S; Research Foundation-Flanders (FWO), 1000 Brussels, Belgium.
Int J Mol Sci ; 25(17)2024 Aug 29.
Article in En | MEDLINE | ID: mdl-39273305
ABSTRACT
Amyloidosis diagnosis relies on Congo red staining with immunohistochemistry and immunofluorescence for subtyping but lacks sensitivity and specificity. Laser-microdissection mass spectroscopy offers better accuracy but is complex and requires extensive sample preparation. Attenuated total reflectance-Fourier transform infrared (ATR-FTIR) spectroscopy offers a promising alternative for amyloidosis characterization. Cardiac tissue sections from nine patients with amyloidosis and 20 heart transplant recipients were analyzed using ATR-FTIR spectroscopy. Partial least squares discriminant analysis (PLS-DA), principal component analysis (PCA), and hierarchical cluster analysis (HCA) models were used to differentiate healthy post-transplant cardiac tissue from amyloidosis samples and identify amyloidosis subtypes [κ light chain (n = 1), λ light chain (n = 3), and transthyretin (n = 5)]. Leave-one-out cross-validation (LOOCV) was employed to assess the performance of the PLS-DA model. Significant spectral differences were found in the 1700-1500 cm-1 and 1300-1200 cm-1 regions, primarily related to proteins. The PLS-DA model explained 85.8% of the variance, showing clear clustering between groups. PCA in the 1712-1711 cm-1, 1666-1646 cm-1, and 1385-1383 cm-1 regions also identified two clear clusters. The PCA and the HCA model in the 1646-1642 cm-1 region distinguished κ light chain, λ light chain, and transthyretin cases. This pilot study suggests ATR-FTIR spectroscopy as a novel, non-destructive, rapid, and inexpensive tool for diagnosing and subtyping amyloidosis. This study was limited by a small dataset and variability in measurements across different instruments and laboratories. The PLS-DA model's performance may suffer from overfitting and class imbalance. Larger, more diverse datasets are needed for validation.
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Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Principal Component Analysis / Amyloidosis Limits: Aged / Female / Humans / Male / Middle aged Language: En Journal: Int J Mol Sci Year: 2024 Document type: Article Affiliation country: Belgium Country of publication: Switzerland

Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Principal Component Analysis / Amyloidosis Limits: Aged / Female / Humans / Male / Middle aged Language: En Journal: Int J Mol Sci Year: 2024 Document type: Article Affiliation country: Belgium Country of publication: Switzerland