Scientific Reports · 2016 · 46 citations · 28 references
Life SciencesNeurologyNeuroscienceAnalytical ChemistryElemental AnalysisNeurodegenerationBiomarkers Of NeurodegenerationCerebrospinal Fluid BiomarkersMetalloid AnalysisNeurodegenerative DiseasesNeurodegenerative DisordersParkinson DiseaseArtificial Neural Network SurrogatesBiomarkers Of Parkinsonian DisordersCerebrospinal Fluid Neurodegeneration MarkersClinical Diagnosis Of ParkinsonismClinical SymptomsImbalanceNeural Network ModelingParkinson Disease Biomarkers
Parkinson's disease (PD) is a neurodegenerative disease with the absence of markers for diagnosis. Several studies on PD reported the elements imbalance in biofluids as biomarkers. However, their results remained inconclusive. This study integrates metallomics, multivariate and artificial neural network (ANN) to understand element variations in CSF and serum of PD patients from the largest cohort of Indian population to solve the inconsistent results of previous studies. Also, this study is aimed to (1) ascertain a common element signature between CSF and serum. (2) Assess cross sectional element variation with clinical symptoms. (3) Develop ANN models for rapid diagnosis. A metallomic profile of 110 CSF and 530 serum samples showed significant variations in 10 elements of CSF and six in serum of patients compared to controls. Consistent variations in elements pattern were noticed for Calcium, Magnesium and Iron in both the fluids of PD, which provides feasible diagnosis from serum. Furthermore, implementing multivariate analyses showed clear classification between normal and PD in both the fluids. Also, ANN provides 99% accuracy in detection of disease from CSF and serum. Overall, our analyses demonstrate that elements profile in biofluids of PD will be useful in development of diagnostic markers for PD.
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