Improved Differential Diagnosis of Alzheimer's Disease by Integrating ELISA and Mass Spectrometry-Based Cerebrospinal Fluid Biomarkers

J Alzheimers Dis. 2019;67(2):639-651. doi: 10.3233/JAD-180855.

Abstract

Background: Alzheimer's disease (AD) is diagnosed based on a clinical evaluation as well as analyses of classical biomarkers: Aβ42, total tau (t-tau), and phosphorylated tau (p-tau) in cerebrospinal fluid (CSF). Although the sensitivities and specificities of the classical biomarkers are fairly good for detection of AD, there is still a need to develop novel biochemical markers for early detection of AD.

Objective: We explored if integration of novel proteins with classical biomarkers in CSF can better discriminate AD from non-AD subjects.

Methods: We applied ELISA, mass spectrometry, and multivariate modeling to investigate classical biomarkers and the CSF proteome in subjects (n = 206) with 76 AD patients, 74 mild cognitive impairment (MCI) patients, 11 frontotemporal dementia (FTD) patients, and 45 non-dementia controls. The MCI patients were followed for 4-9 years and 21 of these converted to AD, whereas 53 remained stable.

Results: By combining classical CSF biomarkers with twelve novel markers, the area of the ROC curves (AUROCS) of distinguishing AD and MCI/AD converters from non-AD were 93% and 96%, respectively. The FTDs and non-dementia controls were identified versus all other groups with AUROCS of 96% and 87%, respectively.

Conclusions: Integration of new and classical CSF biomarkers in a model-based approach can improve the identification of AD, FTD, and non-dementia control subjects.

Keywords: Alzheimer’s disease; ELISA; cerebrospinal fluid; mass spectrometry; mild cognitive impairment; proteomics.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adult
  • Aged
  • Aged, 80 and over
  • Alzheimer Disease / cerebrospinal fluid*
  • Alzheimer Disease / diagnosis*
  • Amyloid beta-Peptides / cerebrospinal fluid
  • Biomarkers / cerebrospinal fluid
  • Cognitive Dysfunction / cerebrospinal fluid
  • Cognitive Dysfunction / diagnosis
  • Diagnosis, Differential
  • Disease Progression
  • Enzyme-Linked Immunosorbent Assay
  • Female
  • Follow-Up Studies
  • Frontotemporal Dementia / cerebrospinal fluid
  • Frontotemporal Dementia / diagnosis
  • Humans
  • Male
  • Mass Spectrometry
  • Middle Aged
  • Peptide Fragments / cerebrospinal fluid
  • Proteome
  • Sensitivity and Specificity
  • tau Proteins / cerebrospinal fluid

Substances

  • Amyloid beta-Peptides
  • Biomarkers
  • MAPT protein, human
  • Peptide Fragments
  • Proteome
  • amyloid beta-protein (40-42)
  • tau Proteins