PubMed · 2011 · 13 citations · 33 references
Life SciencesImmunologyInfectious DiseasesImmunopathologyInflammationMolecular VirologyCytokine BiologyCytokine SignalingExpression Signature DiscoveryFatigueInflammatory BiomarkersInflammatory SignalingChemokine ResponsesCytokine SignaturesFatigue BiomarkersImmune Gene Expression SignaturesImmune-related Gene SignaturesImmunological ResponseMulti-analyte BiomarkersRandom Forest Classification
BACKGROUND: The recent identification of xenotropic murine leukemia virus-related virus (XMRV) in the blood of patients with chronic fatigue syndrome (CFS) establishes that a retrovirus may play a role in the pathology in this disease. Knowledge of the immune response might lead to a better understanding of the role XMRV plays in this syndrome. Our objective was to investigate the cytokine and chemokine response in XMRV-associated CFS. MATERIALS AND METHODS: Using Luminex multi-analyte profiling technology, we measured cytokine and chemokine values in the plasma of XMRV-infected CFS patients and compared these data to those of healthy controls. Analysis was performed using the Gene Expression Pattern Analysis Suite and the Random Forest tree classification algorithm. RESULTS: This study identifies a signature of 10 cytokines and chemokines which correctly identifies XMRV/CFS patients with 93% specificity and 96% sensitivity. CONCLUSION: These data show, for the first time, an immunological pattern associated with XMRV/CFS.
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Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text
Dimensional assessment of chronic fatigue syndrome
Jan H. Vercoulen, C.M.A. Swanink, J.F.M. Fennis et al. · Journal of Psychosomatic Research · 1994 · 1.3K citations
Advanced multiplexed analysis with the FlowMetrix system.
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