Validation of a proteomic biomarker panel to diagnose minor-stroke and transient ischaemic attack: phase 2 of SpecTRA, a large scale translational study

Biomarkers. 2018 Dec;23(8):793-803. doi: 10.1080/1354750X.2018.1499130. Epub 2018 Aug 23.

Abstract

Objective: To validate our previously developed 16 plasma-protein biomarker panel to differentiate between transient ischaemic attack (TIA) and non-cerebrovascular emergency department (ED) patients.

Method: Two consecutive cohorts of ED patients prospectively enrolled at two urban medical centers into the second phase of SpecTRA study (training, cohort 2A, n = 575; test, cohort 2B, n = 528). Plasma samples were analyzed using liquid chromatography/multiple reaction monitoring-mass spectrometry. Logistic regression models which fit cohort 2A were validated on cohort 2B.

Results: Three of the panel proteins failed quality control and were removed from the panel. During validation, panel models did not outperform a simple motor/speech (M/S) deficit variable. Post-hoc analyses suggested the measured behaviour of L-selectin and coagulation factor V contributed to poor model performance. Removal of these proteins increased the external performance of a model containing the panel and the M/S variable.

Conclusions: Univariate analyses suggest insulin-like growth factor-binding protein 3 and serum paraoxonase/lactonase 3 are reliable and reproducible biomarkers for TIA status. Logistic regression models indicated L-selectin, apolipoprotein B-100, coagulation factor IX, and thrombospondin-1 to be significant multivariate predictors of TIA. We discuss multivariate feature subset analyses as an exploratory technique to better understand a panel's full predictive potential.

Keywords: TIA; TIA biomarkers; plasma biomarkers; stroke biomarkers; stroke proteomic; transient ischaemic attack.

Publication types

  • Clinical Trial, Phase II
  • Multicenter Study
  • Validation Study

MeSH terms

  • Aged
  • Aryldialkylphosphatase / blood
  • Biomarkers / blood*
  • Diagnosis, Differential
  • Emergency Service, Hospital
  • Humans
  • Insulin-Like Growth Factor Binding Protein 3 / blood
  • Ischemic Attack, Transient / blood*
  • Ischemic Attack, Transient / diagnosis
  • Logistic Models
  • Middle Aged
  • Predictive Value of Tests
  • Proteomics / methods
  • Stroke / blood*
  • Stroke / diagnosis
  • Translational Research, Biomedical

Substances

  • Biomarkers
  • IGFBP3 protein, human
  • Insulin-Like Growth Factor Binding Protein 3
  • Aryldialkylphosphatase