DOAJ Open Access 2025

Effective detection of staphylococcal infections in human bone tissue using combined raman microscopy and micro-computed tomography

Richard Andreas Lindtner Lukas Kampik Larissa Noack David Putzer Rohit Arora +10 lainnya

Abstrak

Bone infections caused by Staphylococcus aureus and Staphylococcus epidermidis are serious complications in orthopedic surgery. These infections commonly occur in joint replacements, fracture management, and bone grafting procedures. Rapid and accurate pathogen-specific diagnostic methods are urgently needed to support early clinical decisions. Current culture-based methods are slow and delay effective treatment. This study evaluated the diagnostic value of combining Raman microscopy with high-resolution micro-computed tomography (micro-CT). Human bone samples, either uninfected or inoculated with S. aureus or S. epidermidis, were analyzed. Raman spectroscopy detected distinct spectral changes in inoculated bones, including reduced intensity of phosphate (v1PO43−), Amide III, and CH2 deformation bands. A single principal component explained 96%–98% of the variance in these infection-related markers. Specifically, the v1PO43− and CH2 deformation bands effectively differentiated between S. aureus and S. epidermidis infections, capturing 99%–100% variance. Micro-CT analysis showed significant structural changes in inoculated bones. Trabecular volume, number, and spacing were particularly affected. Among these, VOX-BV/TV and Mean1 best differentiated between S. aureus and S. epidermidis infections (both p < 0.0001). Support vector machine (SVM) classification repeated stratified k-folg cross-validation accurately detected inoculation status. Combining Raman and micro-CT features yielded moderately improved classification performance in pathogen-specific discrimination. These findings demonstrate that combining molecular (Raman spectroscopy) and structural (micro-CT) methods allows rapid, non-destructive diagnosis of bone infections. This multimodal approach may improve diagnostic precision, supports timely clinical decisions, and ultimately improves patient outcomes in orthopedic and trauma surgery.

Topik & Kata Kunci

Penulis (15)

R

Richard Andreas Lindtner

L

Lukas Kampik

L

Larissa Noack

D

David Putzer

R

Rohit Arora

D

Débora Cristina Coraça-Huber

M

Michael Schirmer

G

Gerald Degenhart

M

Michaela Lackner

J

Jürgen Popp

J

Jovan Badzoka

C

Christoph Kappacher

C

Christian Wolfgang Huck

J

Johannes Dominikus Pallua

J

Johannes Dominikus Pallua

Format Sitasi

Lindtner, R.A., Kampik, L., Noack, L., Putzer, D., Arora, R., Coraça-Huber, D.C. et al. (2025). Effective detection of staphylococcal infections in human bone tissue using combined raman microscopy and micro-computed tomography. https://doi.org/10.3389/fbioe.2025.1617285

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Informasi Jurnal
Tahun Terbit
2025
Sumber Database
DOAJ
DOI
10.3389/fbioe.2025.1617285
Akses
Open Access ✓