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ABRpresto: An algorithm for automatic thresholding of the Auditory Brainstem Response using resampled
Luke A Shaheen1, Brad N Buran2, Kirupa Suthakar3
1Regeneron Pharmaceuticals, Tarrytown, NY, USA.
Hearing Research
|April 22, 2025
Summary
A new algorithm accurately estimates Auditory Brainstem Response (ABR) thresholds by cross-correlating independent response averages. This method offers a more objective and time-efficient alternative to manual evaluation in preclinical studies.
Area of Science:
- Neuroscience
- Audiology
- Biomedical Engineering
Background:
- Auditory Brainstem Response (ABR) is crucial for assessing auditory pathway health.
- Estimating ABR threshold (lowest response level) is challenging due to waveform shifts and low signal-to-noise ratio.
- Current clinical practice relies on subjective visual inspection of ABR waveforms.
Purpose of the Study:
- To develop and validate an objective, automated algorithm for ABR threshold estimation.
- To improve the accuracy and efficiency of ABR threshold determination in preclinical research.
Main Methods:
- An algorithm was developed using cross-correlation of two independent response averages for each stimulus level.
- Responses were randomly split, median waveforms computed, and normalized cross-correlation analyzed.
- Resampling and fitting distributions with sigmoid or power law functions determined threshold values.
Main Results:
- The algorithm achieved 92% accuracy within ±10 dB of human-rated thresholds on mouse data.
- Performance surpassed several previously published algorithms on the same dataset.
- The algorithm has successfully replaced manual ABR threshold estimation in preclinical studies.
Conclusions:
- The developed cross-correlation algorithm provides a robust and accurate method for ABR threshold estimation.
- This automated approach significantly enhances objectivity and saves time in auditory research.
- The algorithm represents a valuable advancement for preclinical auditory assessments.
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