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听觉系统对噪声的鲁棒性:一种分布式且可预测的特性。

Robustness to Noise in the Auditory System: A Distributed and Predictable Property.

机构信息

Paris-Saclay Institute of Neuroscience (Neuro-PSI), Department Integrative and Computational Neuroscience, Unité Mixte de Recherche (UMR 9197) Centre National de la Recherche Scientifique Orsay 91405, France.

Université Paris-Saclay, Orsay Cedex 91405, France.

出版信息

eNeuro. 2021 Mar 18;8(2). doi: 10.1523/ENEURO.0043-21.2021. Print 2021 Mar-Apr.

DOI:10.1523/ENEURO.0043-21.2021
PMID:33632813
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7986545/
Abstract

Background noise strongly penalizes auditory perception of speech in humans or vocalizations in animals. Despite this, auditory neurons are still able to detect communications sounds against considerable levels of background noise. We collected neuronal recordings in cochlear nucleus (CN), inferior colliculus (IC), auditory thalamus, and primary and secondary auditory cortex in response to vocalizations presented either against a stationary or a chorus noise in anesthetized guinea pigs at three signal-to-noise ratios (SNRs; -10, 0, and 10 dB). We provide evidence that, at each level of the auditory system, five behaviors in noise exist within a continuum, from neurons with high-fidelity representations of the signal, mostly found in IC and thalamus, to neurons with high-fidelity representations of the noise, mostly found in CN for the stationary noise and in similar proportions in each structure for the chorus noise. The two cortical areas displayed fewer robust responses than the IC and thalamus. Furthermore, between 21% and 72% of the neurons (depending on the structure) switch categories from one background noise to another, even if the initial assignment of these neurons to a category was confirmed by a severe bootstrap procedure. Importantly, supervised learning pointed out that assigning a recording to one of the five categories can be predicted up to a maximum of 70% based on both the response to signal alone and noise alone.

摘要

背景噪声会严重影响人类对言语的听觉感知或动物对发声的听觉感知。尽管如此,听觉神经元仍然能够在相当大的背景噪声水平下检测到通讯声音。我们在麻醉豚鼠中收集了耳蜗核 (CN)、下丘 (IC)、听觉丘脑以及初级和次级听觉皮层对发声的神经元记录,这些发声是在固定噪声或合唱噪声背景下呈现的,在三个信噪比 (SNR; -10、0 和 10dB) 下。我们提供的证据表明,在听觉系统的每个水平上,在从对信号具有高保真度表示的神经元(主要存在于 IC 和丘脑)到对噪声具有高保真度表示的神经元(主要存在于 CN 中的固定噪声和在合唱噪声中在每个结构中以相似比例存在的神经元)的连续体中,存在五种噪声行为。两个皮层区域的反应不如 IC 和丘脑那么强烈。此外,即使通过严格的自举程序确认了这些神经元属于某个类别的初始分配,仍有 21%到 72%的神经元(取决于结构)会从一种背景噪声切换到另一种背景噪声,甚至从一种背景噪声切换到另一种背景噪声。重要的是,监督学习表明,根据单独的信号和噪声的响应,可以最多预测 70%的记录分配到五个类别中的一个类别。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1d7b/7986545/f23f8fd4c23d/SN-ENUJ210057F009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1d7b/7986545/c94fcb327441/SN-ENUJ210057F001.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1d7b/7986545/55a907b01a3b/SN-ENUJ210057F005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1d7b/7986545/b8c5478f1dfc/SN-ENUJ210057F006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1d7b/7986545/0cdff0dda6a4/SN-ENUJ210057F007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1d7b/7986545/df1d6b4973b8/SN-ENUJ210057F008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1d7b/7986545/f23f8fd4c23d/SN-ENUJ210057F009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1d7b/7986545/c94fcb327441/SN-ENUJ210057F001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1d7b/7986545/995f8786890f/SN-ENUJ210057F002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1d7b/7986545/aadd83eea5ab/SN-ENUJ210057F003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1d7b/7986545/0b8a7cea4797/SN-ENUJ210057F004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1d7b/7986545/55a907b01a3b/SN-ENUJ210057F005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1d7b/7986545/b8c5478f1dfc/SN-ENUJ210057F006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1d7b/7986545/0cdff0dda6a4/SN-ENUJ210057F007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1d7b/7986545/df1d6b4973b8/SN-ENUJ210057F008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1d7b/7986545/f23f8fd4c23d/SN-ENUJ210057F009.jpg

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