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Published on: September 8, 2011
The operating point of the cortex: neurons as large deviation detectors
Dario L Ringach1, Brian J Malone
1Department of Psychology and Neurobiology, Jules Stein Eye Institute, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, California 90095-1563, USA. dario@ucla.edu
Cortical neurons adapt their operating point to detect signals in noise, not to maximize information transmission. This "iceberg effect" enhances spike response selectivity by focusing on large generator potential excursions.
Area of Science:
- Neuroscience
- Computational Neuroscience
- Systems Neuroscience
Background:
- Spiking neurons convert analog intracellular signals into action potentials.
- The generator potential reflects neuronal drive, transformed into firing rate via a static nonlinearity.
- Adaptive mechanisms adjust the generator potential's mean and standard deviation (SD), defining the operating point for spike generation.
Purpose of the Study:
- Investigate how adaptive mechanisms tune the neuronal operating point in the cortex.
- Contrast cortical operating point tuning with that of early sensory pathways.
- Determine the functional consequences of the observed cortical operating point.
Main Methods:
- Analysis of neuronal activity and generator potentials in the cortex.
- Modeling of neuronal firing rate based on generator potential and operating point.
- Comparison of information transmission and signal detection under different operating point conditions.
Main Results:
- Cortical operating points are tuned such that neurons respond to large excursions of the generator potential above its mean.
- The distance from the mean generator potential to spike threshold is approximately 1 SD of ongoing activity.
- Signals above threshold are amplified linearly without saturation, and the operating point remains invariant to stimulus contrast changes.
Conclusions:
- The cortical operating regimen is optimized for detecting signals in background noise.
- This operating point enhances spike response selectivity (the "iceberg effect"), improving signal detection over raw generator potential changes.
- This strategy prioritizes signal detection and selectivity over maximizing total information transmission.
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