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Characterization of Early Cortical Neural Network Development in Multiwell Microelectrode Array Plates.

Ellese Cotterill1, Diana Hall2, Kathleen Wallace2

  • 1Department of Applied Mathematics and Theoretical Physics, University of Cambridge, Cambridge, UK.

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|March 31, 2016
PubMed
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Neural network development in vitro was tracked using multiwell microelectrode arrays (mwMEAs). Key activity features accurately predict network age, enabling efficient neurodevelopment studies.

Keywords:
cell-based assaysmembrane potentialneurological diseasestoxicology

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Area of Science:

  • Neuroscience
  • Developmental Biology
  • Bioengineering

Background:

  • Neural network development in vitro is crucial for understanding neurodevelopmental processes.
  • Microelectrode array (MEA) technology allows for the recording of neural activity.
  • Multiwell MEA (mwMEA) systems offer higher throughput for such recordings.

Purpose of the Study:

  • To characterize neural network ontogeny in primary cortical cultures using mwMEA recordings.
  • To identify key features of neural activity that indicate developmental stage.
  • To validate the use of mwMEAs for studying neurodevelopment and screening potential treatments.

Main Methods:

  • Utilized multiwell microelectrode array (mwMEA) recordings from primary cortical cultures over 12 days in vitro (DIV).
  • Analyzed action potential spiking activity, bursting parameters, synchrony, and network bursting.
  • Employed principal components analysis (PCA) and machine learning classifiers (random forest, support vector machines) to analyze network activity features.
  • Developed a novel resampling approach for determining sample size in treatment comparisons.

Main Results:

  • Neural network activity showed rapid development and increased organization between DIV 5 and 12.
  • PCA segregated data by age, indicating distinct developmental stages.
  • Four specific features (CV of within-burst ISI, CV of interburst interval, network spike rate, burst rate) predicted recording age with >65% accuracy.
  • Binary age classification achieved up to 95% accuracy.
  • mwMEA network development mirrored single-well MEA development.

Conclusions:

  • Neural network development on mwMEA plates is comparable to single-well MEAs.
  • Specific quantifiable features reliably indicate the developmental age of neural networks.
  • The high throughput of mwMEAs is suitable for screening drugs and chemicals affecting neurodevelopment.
  • This platform can advance research into neurodevelopmental disorders and therapeutic interventions.