Back to Search
Start Over
Label-Free LC-MS/MS Proteomic Analysis of Cerebrospinal Fluid Identifies Protein/Pathway Alterations and Candidate Biomarkers for Amyotrophic Lateral Sclerosis.
- Source :
-
Journal of proteome research [J Proteome Res] 2015 Nov 06; Vol. 14 (11), pp. 4486-501. Date of Electronic Publication: 2015 Oct 08. - Publication Year :
- 2015
-
Abstract
- Analysis of the cerebrospinal fluid (CSF) proteome has proven valuable to the study of neurodegenerative disorders. To identify new protein/pathway alterations and candidate biomarkers for amyotrophic lateral sclerosis (ALS), we performed comparative proteomic profiling of CSF from sporadic ALS (sALS), healthy control (HC), and other neurological disease (OND) subjects using label-free liquid chromatography-tandem mass spectrometry (LC-MS/MS). A total of 1712 CSF proteins were detected and relatively quantified by spectral counting. Levels of several proteins with diverse biological functions were significantly altered in sALS samples. Enrichment analysis was used to link these alterations to biological pathways, which were predominantly related to inflammation, neuronal activity, and extracellular matrix regulation. We then used our CSF proteomic profiles to create a support vector machines classifier capable of discriminating training set ALS from non-ALS (HC and OND) samples. Four classifier proteins, WD repeat-containing protein 63, amyloid-like protein 1, SPARC-like protein 1, and cell adhesion molecule 3, were identified by feature selection and externally validated. The resultant classifier distinguished ALS from non-ALS samples with 83% sensitivity and 100% specificity in an independent test set. Collectively, our results illustrate the utility of CSF proteomic profiling for identifying ALS protein/pathway alterations and candidate disease biomarkers.
- Subjects :
- Adaptor Proteins, Signal Transducing cerebrospinal fluid
Adaptor Proteins, Signal Transducing genetics
Adaptor Proteins, Signal Transducing isolation & purification
Adult
Alzheimer Disease cerebrospinal fluid
Alzheimer Disease genetics
Alzheimer Disease pathology
Amyloid beta-Protein Precursor cerebrospinal fluid
Amyloid beta-Protein Precursor genetics
Amyloid beta-Protein Precursor isolation & purification
Amyotrophic Lateral Sclerosis cerebrospinal fluid
Amyotrophic Lateral Sclerosis genetics
Amyotrophic Lateral Sclerosis pathology
Biomarkers cerebrospinal fluid
Calcium-Binding Proteins cerebrospinal fluid
Calcium-Binding Proteins genetics
Calcium-Binding Proteins isolation & purification
Case-Control Studies
Cell Adhesion Molecules cerebrospinal fluid
Cell Adhesion Molecules genetics
Cell Adhesion Molecules isolation & purification
Cerebrospinal Fluid Proteins cerebrospinal fluid
Cerebrospinal Fluid Proteins genetics
Chromatography, Liquid methods
Diagnosis, Differential
Extracellular Matrix chemistry
Extracellular Matrix Proteins cerebrospinal fluid
Extracellular Matrix Proteins genetics
Extracellular Matrix Proteins isolation & purification
Humans
Immunoglobulins cerebrospinal fluid
Immunoglobulins genetics
Immunoglobulins isolation & purification
Inflammation
Middle Aged
Motor Neuron Disease cerebrospinal fluid
Motor Neuron Disease genetics
Motor Neuron Disease pathology
Proteome genetics
Proteome metabolism
Proteomics methods
Sensitivity and Specificity
Support Vector Machine
Synapses genetics
Synapses metabolism
Synaptic Transmission
Tandem Mass Spectrometry methods
Alzheimer Disease diagnosis
Amyotrophic Lateral Sclerosis diagnosis
Cerebrospinal Fluid Proteins isolation & purification
Motor Neuron Disease diagnosis
Proteome isolation & purification
Subjects
Details
- Language :
- English
- ISSN :
- 1535-3907
- Volume :
- 14
- Issue :
- 11
- Database :
- MEDLINE
- Journal :
- Journal of proteome research
- Publication Type :
- Academic Journal
- Accession number :
- 26401960
- Full Text :
- https://doi.org/10.1021/acs.jproteome.5b00804