Li Ben-Zheng, Poleg Shani, Ridenour Matthew, Tollin Daniel, Lei Tim, Klug Achim
bioRxiv. 2025 Mar 10:2024.08.04.606499. doi: 10.1101/2024.08.04.606499.
The auditory brainstem response (ABR) is a widely used objective electrophysiology measure for non-invasively assessing auditory function and neural activity in the auditory brainstem, but its ability to reflect detailed neuronal processing is limited due to the averaging nature of the electroencephalogram-type recordings.
This study addresses this limitation by developing a computational model of the auditory brainstem which is capable of synthesizing ABR traces based on a large, population scale neural extrapolation of a spiking neuronal network of auditory brainstem circuitry. The model was able to recapitulate alterations in ABR waveform morphology that have been shown to be present in two medical conditions: animal models of autism and aging. Moreover, in both of these conditions, these ABR alterations are caused by known distinct changes in auditory brainstem physiology, and the model could recapitulate these changes.
In the autism model, the simulation revealed myelin deficits and hyperexcitability, which caused a decreased wave III amplitude and a prolonged wave III-V interval, consistent with experimentally recorded ABRs in Fmr1-KO mice. For the aging condition, the model recapitulated ABRs recorded in aged gerbils and indicated a reduction in activity in the medial nucleus of the trapezoid body (MNTB), a finding validated by confocal imaging data.
These results demonstrate not only the model's accuracy but also its capability of linking features of ABR morphology to underlying neuronal properties and suggesting follow-up physiological experiments.
听觉脑干反应(ABR)是一种广泛应用的客观电生理测量方法,用于非侵入性评估听觉功能和听觉脑干中的神经活动,但由于脑电图类型记录的平均性质,其反映详细神经元处理的能力有限。
本研究通过开发一种听觉脑干计算模型来解决这一局限性,该模型能够基于听觉脑干电路的脉冲神经元网络的大规模群体尺度神经外推来合成ABR轨迹。该模型能够重现已在两种医学状况中出现的ABR波形形态变化:自闭症和衰老的动物模型。此外,在这两种状况下,这些ABR变化是由听觉脑干生理学中已知的明显变化引起的,并且该模型能够重现这些变化。
在自闭症模型中,模拟显示髓鞘缺陷和过度兴奋,这导致III波幅降低和III - V波间期延长,与Fmr1基因敲除小鼠实验记录的ABR一致。对于衰老状况,该模型重现了老年沙鼠记录的ABR,并表明梯形体内侧核(MNTB)的活动减少,这一发现得到了共聚焦成像数据的验证。
这些结果不仅证明了模型的准确性,还证明了其将ABR形态特征与潜在神经元特性联系起来并建议后续生理实验的能力。