A Propagated Skeleton Approach to High Throughput Screening of Neurite Outgrowth for In Vitro Parkinson's Disease Modelling

Cells. 2021 Apr 17;10(4):931. doi: 10.3390/cells10040931.

Abstract

Neuronal models of neurodegenerative diseases such as Parkinson's Disease (PD) are extensively studied in pathological and therapeutical research with neurite outgrowth being a core feature. Screening of neurite outgrowth enables characterization of various stimuli and therapeutic effects after lesion. In this study, we describe an autonomous computational assay for a high throughput skeletonization approach allowing for quantification of neurite outgrowth in large data sets from fluorescence microscopic imaging. Development and validation of the assay was conducted with differentiated SH-SY5Y cells and primary mesencephalic dopaminergic neurons (MDN) treated with the neurotoxic lesioning compound Rotenone. Results of manual annotation using NeuronJ and automated data were shown to correlate strongly (R2-value 0.9077 for SH-SY5Y cells and R2-value 0.9297 for MDN). Pooled linear regressions of results from SH-SY5Y cell image data could be integrated into an equation formula (y=0.5410·x+1792; y=0.8789·x+0.09191 for normalized results) with y depicting automated and x depicting manual data. This automated neurite length algorithm constitutes a valuable tool for modelling of neurite outgrowth that can be easily applied to evaluate therapeutic compounds with high throughput approaches.

Keywords: Parkinson’s Disease; high throughput screening; neurite outgrowth; neurodegeneration; neuronal morphology; neurotoxicity; skeletonization.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Automation
  • Cell Line, Tumor
  • Dopaminergic Neurons / drug effects
  • Dopaminergic Neurons / pathology
  • High-Throughput Screening Assays*
  • Humans
  • Mesencephalon / pathology
  • Models, Biological*
  • Neuronal Outgrowth* / drug effects
  • Parkinson Disease / pathology*
  • Rotenone / pharmacology

Substances

  • Rotenone