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Rapid Detection of Clostridium difficile Toxins in Serum by Raman Spectroscopy
- Source :
- Journal of Surgical Research. 232:195-201
- Publication Year :
- 2018
- Publisher :
- Elsevier BV, 2018.
-
Abstract
- Background Clostridium difficile infection (CDI) is due to the effects of toxins, toxin A and toxin B on the host. Severe CDI is associated with systemic signs of infection. Animal models of CDI demonstrate a strong correlation between systemic toxemia and the occurrence of severe disease. However, current technologies have low sensitivity to detect C difficile toxemia in human subjects. Raman spectroscopy (RS) is an upcoming technology that is used to detect bacteria and their toxins. We speculate that RS may be a sensitive method to detect clinically relevant concentrations of C difficile toxins in serum. Materials and methods Serum samples were spiked with varying concentrations of toxin A, toxin B, and both. RS was performed on an air-dried serum drop that was placed on a mirror-polished stainless steel slide. Raman spectra were obtained, background corrected, vector normalized, and analyzed by Partial Least Square Linear Discriminant Analysis and Support Vector Machine for Classification. Model accuracy was measured by cross-validation and bootstrap methods. Results Toxin-spiked sera of various concentrations (1 ng/mL, 1 pg/mL, and 0.1 pg/mL) were distinguished from control serum 100% with cross-validation error rate ranging from 0% to 18% and bootstrap error rate ranging from 0% to 12% for various concentrations. The sensitivity ranged from 87% to 100% and specificity ranged from 77% to 100% for various concentrations of toxin-spiked serum. Conclusions We conclude that RS may be a sensitive method to detect clinically relevant concentrations of C difficile toxins in serum and thus to help diagnose severe CDI in patients in real-time at the point of care.
- Subjects :
- 0301 basic medicine
medicine.medical_specialty
Bacterial Toxins
Clostridium difficile toxin A
Severe disease
Clostridium difficile toxin B
Spectrum Analysis, Raman
Rapid detection
Gastroenterology
Enterotoxins
03 medical and health sciences
Bacterial Proteins
Internal medicine
medicine
Humans
In patient
Least-Squares Analysis
biology
business.industry
Clostridium difficile
biology.organism_classification
C difficile
030104 developmental biology
Surgery
business
Bacteria
Subjects
Details
- ISSN :
- 00224804
- Volume :
- 232
- Database :
- OpenAIRE
- Journal :
- Journal of Surgical Research
- Accession number :
- edsair.doi.dedup.....33535cf311f7a7dff3f886edcd703586