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Proton NMR metabolic profiling of CSF reveals distinct differentiation of meningitis from negative controls

Authors :
Tanushri Chatterji
Ajai K. Singh
Raja Roy
Alka Singh
Rajeshwar Nath Srivastava
Deepak Kumar Singh
Manodeep Sen
Janmejai K. Srivastava
Gaurav Agarwal
Suruchi Singh
Source :
Clinica Chimica Acta. 469:42-52
Publication Year :
2017
Publisher :
Elsevier BV, 2017.

Abstract

Background Cerebrospinal fluid (CSF) is an essential bio-fluid of the central nervous system (CNS), playing a vital role in the protection of CNS and performing neuronal function regulation. The chemical composition of CSF varies during onset of meningitis, neurodegenerative disorders (positive controls) and in traumatic cases (negative controls). Methods The study design was broadly categorized into meningitis cases, negative controls and positive controls. Further differentiation among the three groups was carried out using Principal Component Analysis (PCA) followed by supervised Partial Least Square Discriminant Analysis (PLS-DA). Results The statistical analysis of meningitis vs. negative controls using PLS-DA model resulted in R2 of 0.97 and Q2 of 0.85. There was elevation in the levels of ketone bodies, total free amino acids, glutamine, creatine, citrate and choline containing compounds (choline and GPC) in meningitis cases. Similarly, meningitis vs. positive controls resulted in R2 of 0.80 and Q2 of 0.60 and showed elevation in the levels of total free amino acids, glutamine, creatine/creatinine and citrate in the meningitis group. Four cases of HIV were identified by PLS-DA model as well as by clinical investigations. Conclusion On the basis of metabolic profile it was found that negative control CSF samples are more appropriate for differentiation of meningitis than positive control CSF samples.

Details

ISSN :
00098981
Volume :
469
Database :
OpenAIRE
Journal :
Clinica Chimica Acta
Accession number :
edsair.doi.dedup.....20745338731517053cc64f84c7b8cc6f
Full Text :
https://doi.org/10.1016/j.cca.2017.03.015