Novel decision algorithm to discriminate parkinsonism with combined blood and imaging biomarkers

Parkinsonism Relat Disord. 2020 Aug:77:57-63. doi: 10.1016/j.parkreldis.2020.05.033. Epub 2020 Jun 22.

Abstract

Introduction: To determine an exploratory multimodal approach including serum NFL and MR planimetric measures to discriminate Parkinson's disease (PD), multiple system atrophy (MSA) and progressive supranuclear palsy (PSP).

Methods: MR planimetric measurements and NFL serum levels, with a mean time interval of 60 months relative to symptom onset, were assessed in a retrospective cohort of 11 progressive supranuclear palsy (PSP), 22 Parkinson's disease (PD), 16 multiple system atrophy (MSA) patients and 42 healthy controls (HC). A decision tree model to discriminate PD, PSP, and MSA was constructed using receiver operating characteristic curve analysis and Classification and Regression Trees algorithm.

Results: Our multimodal decision tree provided accurate differentiation of PD versus MSA and PSP patients using a serum NFL cut-off of 14.66 ng/L. The pontine-to-midbrain-diameter-ratio (Pd/Md) discriminated MSA from PSP at a cut-off value of 2.06. The combined overall diagnostic yield was an accuracy of 83.7% (95% CI 69.8-90.8%).

Conclusion: We provide a clinically feasible decision algorithm which combines serum NFL levels and a planimetric MRI marker to differentiate PD, MSA and PSP with high diagnostic accuracy.

Classification of evidence: This study provides Class III evidence that the combination of serum NFL levels und MR planimetric measurements discriminates between PD, PSP and MSA.

Keywords: MRI; Multiple system atrophy; Neurofilament light chain (NFL); Parkinson's disease/parkinsonism; Progressive supranuclear palsy.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Aged
  • Algorithms*
  • Biomarkers / analysis*
  • Biomarkers / blood
  • Diagnosis, Differential
  • Female
  • Humans
  • Magnetic Resonance Imaging / methods
  • Male
  • Middle Aged
  • Multiple System Atrophy / blood
  • Multiple System Atrophy / diagnosis*
  • Parkinsonian Disorders / blood
  • Parkinsonian Disorders / diagnosis*
  • ROC Curve

Substances

  • Biomarkers