<?xml version="1.0" encoding="UTF-8" standalone="no"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="brief-report">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Neurosci.</journal-id>
<journal-title>Frontiers in Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Neurosci.</abbrev-journal-title>
<issn pub-type="epub">1662-453X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnins.2022.879480</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neuroscience</subject>
<subj-group>
<subject>Perspective</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Alzheimer&#x2019;s Disease, Hearing Loss, and Deviance Detection</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>P&#x00E9;rez-Gonz&#x00E1;lez</surname> <given-names>David</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/51616/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Schreiner</surname> <given-names>Thomas G.</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1822840/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Llano</surname> <given-names>Daniel A.</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/79260/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Malmierca</surname> <given-names>Manuel S.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff8"><sup>8</sup></xref>
<xref ref-type="corresp" rid="c002"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/22756/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Cognitive and Auditory Neuroscience Laboratory (Lab 1), Institute of Neuroscience of Castilla y Le&#x00F3;n (INCYL), University of Salamanca</institution>, <addr-line>Salamanca</addr-line>, <country>Spain</country></aff>
<aff id="aff2"><sup>2</sup><institution>Institute for Biomedical Research of Salamanca (IBSAL)</institution>, <addr-line>Salamanca</addr-line>, <country>Spain</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Electrical Measurements and Materials, Faculty of Electrical Engineering and Information Technology, &#x201C;Gheorghe Asachi&#x201D; Technical University of Iasi</institution>, <addr-line>Ia&#x015F;i</addr-line>, <country>Romania</country></aff>
<aff id="aff4"><sup>4</sup><institution>Department of Neurology, &#x201C;Gr. T. Popa&#x201D; University of Medicine and Pharmacy</institution>, <addr-line>Ia&#x015F;i</addr-line>, <country>Romania</country></aff>
<aff id="aff5"><sup>5</sup><institution>Department of Molecular and Integrative Physiology, University of Illinois at Urbana-Champaign</institution>, <addr-line>Champaign, IL</addr-line>, <country>United States</country></aff>
<aff id="aff6"><sup>6</sup><institution>The Beckman Institute for Advanced Science and Technology</institution>, <addr-line>Urbana, IL</addr-line>, <country>United States</country></aff>
<aff id="aff7"><sup>7</sup><institution>Carle Neuroscience Institute</institution>, <addr-line>Urbana, IL</addr-line>, <country>United States</country></aff>
<aff id="aff8"><sup>8</sup><institution>Department of Cell Biology and Pathology, Faculty of Medicine, University of Salamanca</institution>, <addr-line>Salamanca</addr-line>, <country>Spain</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Jose M. Juiz, University of Castiila-La Mancha, Albacete, Spain</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Shuzo Sakata, University of Strathclyde, United Kingdom; Sabine Grimm, Leipzig University, Germany</p></fn>
<corresp id="c001">&#x002A;Correspondence: David P&#x00E9;rez-Gonz&#x00E1;lez, <email>davidpg@usal.es</email></corresp>
<corresp id="c002">Manuel S. Malmierca, <email>msm@usal.es</email></corresp>
<fn fn-type="other" id="fn004"><p>This article was submitted to Neurodegeneration, a section of the journal Frontiers in Neuroscience</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>02</day>
<month>06</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>16</volume>
<elocation-id>879480</elocation-id>
<history>
<date date-type="received">
<day>19</day>
<month>02</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>09</day>
<month>05</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022 P&#x00E9;rez-Gonz&#x00E1;lez, Schreiner, Llano and Malmierca.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>P&#x00E9;rez-Gonz&#x00E1;lez, Schreiner, Llano and Malmierca</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p>Age-related hearing loss is a widespread condition among the elderly, affecting communication and social participation. Given its high incidence, it is not unusual that individuals suffering from age-related hearing loss also suffer from other age-related neurodegenerative diseases, a scenario which severely impacts their quality of life. Furthermore, recent studies have identified hearing loss as a relevant risk factor for the development of dementia due to Alzheimer&#x2019;s disease, although the underlying associations are still unclear. In order to cope with the continuous flow of auditory information, the brain needs to separate repetitive sounds from rare, unexpected sounds, which may be relevant. This process, known as deviance detection, is a key component of the sensory perception theory of predictive coding. According to this framework, the brain would use the available incoming information to make predictions about the environment and signal the unexpected stimuli that break those predictions. Such a system can be easily impaired by the distortion of auditory information processing that accompanies hearing loss. Changes in cholinergic neuromodulation have been found to alter auditory deviance detection both in humans and animal models. Interestingly, some theories propose a role for acetylcholine in the development of Alzheimer&#x2019;s disease, the most common type of dementia. Acetylcholine is involved in multiple neurobiological processes such as attention, learning, memory, arousal, sleep and/or cognitive reinforcement, and has direct influence on the auditory system at the levels of the inferior colliculus and auditory cortex. Here we comment on the possible links between acetylcholine, hearing loss, and Alzheimer&#x2019;s disease, and association that is worth further investigation.</p>
</abstract>
<kwd-group>
<kwd>neurodegeneration</kwd>
<kwd>cognitive deficits</kwd>
<kwd>predictive coding</kwd>
<kwd>acetylcholine</kwd>
<kwd>cholinergic</kwd>
<kwd>stimulus-specific adaptation</kwd>
</kwd-group>
<contract-num rid="cn001">952378 - BrainTwin</contract-num>
<contract-num rid="cn002">R03AG059103</contract-num>
<contract-num rid="cn002">R21DC019473</contract-num>
<contract-sponsor id="cn001">Horizon 2020 Framework Programme<named-content content-type="fundref-id">10.13039/100010661</named-content></contract-sponsor>
<contract-sponsor id="cn002">National Institutes of Health<named-content content-type="fundref-id">10.13039/100000002</named-content></contract-sponsor><contract-sponsor id="cn003">Fundaci&#x00F3;n Ram&#x00F3;n Areces<named-content content-type="fundref-id">10.13039/100008054</named-content></contract-sponsor>
<counts>
<fig-count count="0"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="77"/>
<page-count count="6"/>
<word-count count="5552"/>
</counts>
</article-meta>
</front>
<body>
<p>Age-related hearing loss is the most prevalent disability/disease-related condition in the world (<xref ref-type="bibr" rid="B72">World Health Organization [WHO], 2004</xref>). Disabling hearing loss affects an estimated 430 million people worldwide, according to a recent report by the World Health Organization (<xref ref-type="bibr" rid="B73">World Health Organization [WHO], 2021</xref>). This disorder is particularly prominent in elderly people, with a prevalence of 65% of people aged 60 years or more suffering hearing loss in any degree, and 25% of people in this age group suffering moderate or severe hearing loss. Importantly, hearing loss leads to a significant reduction in quality of life and social isolation (<xref ref-type="bibr" rid="B38">Lin and Albert, 2014</xref>).</p>
<p>Even moderate age-related hearing loss causes deficits of speech understanding in many otherwise cognitively intact, aging people, and subsequently, many of these individuals withdraw from active participation in society. Moreover, this problem is epidemiologically associated with cognitive impairments that typically affect the elderly, such as dementia due to Alzheimer&#x2019;s disease (AD), to the point that there may exist a causal relationship even when ruling out the effect of age. This scenario profoundly influences the quality of life of these individuals and their families and causes a substantial impact on social welfare and health system costs. Given the lack of established disease-modifying treatments for any neurodegenerative cause of dementia, a better knowledge of the mechanisms of the alterations that occur in these neurodegenerative pathologies is necessary to prevent their occurrence, and thus it has become a world priority. Indeed, in a seminal work launched in 2017, the Lancet&#x2019;s &#x201C;Commission on dementia prevention, intervention, and care&#x201D; (<xref ref-type="bibr" rid="B41">Livingston et al., 2017</xref>) proposed a model, in which hearing loss emerged as the most important and modifiable mid-life risk factor for the development of dementia. This finding undoubtedly has important implications for the understanding of dementia.</p>
<p>The links between hearing loss and dementia are incompletely elucidated and are under debate (<xref ref-type="bibr" rid="B29">Griffiths et al., 2020</xref>; <xref ref-type="bibr" rid="B55">Nadhimi and Llano, 2021</xref>). Despite the fact that there are numerous risk factors shared by the two pathologies, the causal element in humans remains to be discovered. In recent years, there has been an increasing number of epidemiological studies that have suggested this association. In a meta-analysis of 36 observational studies, <xref ref-type="bibr" rid="B43">Loughrey et al. (2018)</xref> found significant associations between age related hearing loss and a series of cognitive impairments and dementia. <xref ref-type="bibr" rid="B23">Ford et al. (2018)</xref> found the association valid in men according to which, males suffering hearing loss were more likely to develop dementia, an idea confirmed and supported also by the meta-analysis performed by the authors. Similarly, an association between hearing impairment with increased prevalence of dementia has been described in several studies (<xref ref-type="bibr" rid="B39">Lin et al., 2011a</xref>,<xref ref-type="bibr" rid="B40">b</xref>; <xref ref-type="bibr" rid="B31">Heywood et al., 2017</xref>).</p>
<p>In a recent detailed study, <xref ref-type="bibr" rid="B29">Griffiths et al. (2020)</xref> proposed several potential mechanisms linking hearing loss and more general cognitive impairment. First, a shared microvascular pathology at the levels of the peripheral hearing apparatus and brain could cause a common pathology producing both hearing loss and dementia. Second, the decreased stimulation caused by a reduced auditory input could produce neuronal changes at multiple levels that could affect cognition negatively. Third, since hearing loss makes listening more difficult, listening could require more cognitive resources, that would not be available for other cognitive tasks. Finally, there could even be direct interactions between changes in cognitive auditory functions and AD pathology. Additionally, <xref ref-type="bibr" rid="B55">Nadhimi and Llano (2021)</xref> propose that noise exposure could produce a toxic milieu inducing both short- and long-term changes in the hippocampus.</p>
<p>There are many different types of dementia, and AD is the most common, followed by vascular dementia and dementia with Lewy bodies. Mixed dementia with features of more than one cause is also common, as well as frontotemporal degeneration and dementias associated with brain injury, infections, and alcohol abuse, although less widespread. Cognitive deficits in neurodegenerative diseases have often been characterized as the loss of core functional modules in distinct brain regions, such as &#x201C;memory centers&#x201D; or &#x201C;executive centers.&#x201D; This classical approach emphasizes the functional difference between disorders, at a time when preclinical models suggest convergence in the pathophysiology of different diseases (<xref ref-type="bibr" rid="B36">Kocagoncu et al., 2020</xref>). Further, recent work suggests that aging leads to decreased weighting of sensory inputs and increased dependence on sensory predictions (<xref ref-type="bibr" rid="B38">Lin and Albert, 2014</xref>) suggesting that a core cognitive deficit in aging and dementia may involve inappropriate integration of bottom-up and top-down signals.</p>
<p>Sound plays an essential role in human life, starting from basic processes of survival (e.g., a car approaching from behind) to many human activities (including verbal communication or the joy of music). Therefore, the ability to hear and properly recognize sounds is critical to human perception. Humans, like other animals, live with the constant and often overwhelming flow of sensory information coming from the environment. For perception of behaviorally relevant stimuli to occur, sensory systems are organized to identify information sources efficiently. This is true in the auditory system, which is highly complex anatomically and physiologically (<xref ref-type="bibr" rid="B48">Malmierca et al., 1993</xref>, <xref ref-type="bibr" rid="B51">1998</xref>; <xref ref-type="bibr" rid="B6">Bajo et al., 1999</xref>; <xref ref-type="bibr" rid="B45">Malmierca, 2003</xref>, <xref ref-type="bibr" rid="B46">2004</xref>, <xref ref-type="bibr" rid="B47">2015</xref>). In particular, the auditory system needs to be able to distinguish between repetitive, irrelevant sounds (such as the monotonous hum of traffic while driving), and rare or unpredictable sounds that provide new information about the environment (such as the screech of braking tires or a car horn blast) that are relevant for survival. This ability to detect unexpected sounds that violate the regularities established by previous stimuli is usually referred to as <italic>deviance detection</italic>.</p>
<p>According to the <italic>predictive coding</italic> theory (<xref ref-type="bibr" rid="B25">Friston, 2005</xref>), the brain constantly generates top-down predictions that are compared with sensory bottom-up signals. The responses to stimuli that match predictions are suppressed, whereas unexpected stimuli that do not match the predictions generate an error signal (enhanced response). These prediction errors are forwarded to the higher level, where they are used to update the internal representation model and thus generate new predictions. In other words, sensory information is continuously shared between low sensory input levels, and higher levels that provide predictions about future sensory input. The canonical microcircuits for predictive coding use feedforward (i.e., bottom-up) connections to convey prediction errors while feedback (i.e., top-down) connections convey predictions (<xref ref-type="bibr" rid="B7">Bastos et al., 2012</xref>), and there is a growing body of recent data on the cellular basis of predictive coding in animal models (<xref ref-type="bibr" rid="B50">Malmierca et al., 2009</xref>, <xref ref-type="bibr" rid="B49">2019</xref>; <xref ref-type="bibr" rid="B2">Antunes and Malmierca, 2011</xref>, <xref ref-type="bibr" rid="B3">2014</xref>; <xref ref-type="bibr" rid="B21">Duque et al., 2012</xref>, <xref ref-type="bibr" rid="B22">2016</xref>; <xref ref-type="bibr" rid="B59">Parras et al., 2017</xref>, <xref ref-type="bibr" rid="B58">2021</xref>; <xref ref-type="bibr" rid="B10">Carbajal and Malmierca, 2018</xref>, <xref ref-type="bibr" rid="B11">2020</xref>; <xref ref-type="bibr" rid="B14">Casado-Rom&#x00E1;n et al., 2020</xref>).</p>
<p>A further yet very important and critical implication for predictive coding is directly related to hearing loss and its restoration. The numerous descending projections found in the auditory system reveal the importance of neural feedback pathways, but it is unclear how cognitive processes from higher levels may affect purely sensory processes at the lowest levels. If that were the case, hearing implants could benefit from using neural input from higher auditory regions. And vice versa, it is also unclear whether partial sensory restoration, as currently produced by auditory implants, offers the kind of information required for efficient predictive coding function downstream. For brainstem and cortical implants, an understanding of predictive neural processes is of even greater importance, as predictive processes may underlie the systems these implants are intended to replace. Thus, it is also extremely relevant to find out how AD and dementia are influenced by age-related hearing loss, and whether AD patients could benefit from an improved restoration of hearing that preserves, or at least takes into account, predictive processes. Understanding this association would allow not only the development of strategies for prevention, detection and treatment of age-related hearing loss, but also contextualizing it in relation to its possible impact on the natural course of dementia.</p>
<p>Aging typically degrades the precision of peripheral and central processing, which leads to decreased weighting of sensory inputs and increased reliance on predictions (<xref ref-type="bibr" rid="B70">Wolpe et al., 2016</xref>; <xref ref-type="bibr" rid="B15">Chan et al., 2021</xref>). Recent neurocomputational research quantifying the synaptic coupling underlying mismatch negativity (MMN, a scalp-recorded auditory evoked potential, related to deviance detection) also found an age-related attenuation of learning-dependent increase in forward connectivity from primary auditory cortex suggesting a reduced sensitivity to the ascending prediction errors (<xref ref-type="bibr" rid="B54">Moran et al., 2014</xref>) as well as an age-related increase of the inhibitory effect at inferior frontal gyrus, indicating increased firing rate of the inhibitory neurons (<xref ref-type="bibr" rid="B17">Cooray et al., 2014</xref>) over the lifespan. It seems that older brains are less predisposed to updating the prior probability estimate, leading to a perception of the environment increasingly dominated by top-down information. In other words, age turns our brain into a stubborn prediction machine where the sensory input is underrated. This model is consistent with reports on age-related shifts in neuronal recruitment from sensory to frontal regions during sensory processing (<xref ref-type="bibr" rid="B20">Davis et al., 2008</xref>).</p>
<p>The reliance on auditory predictions can be significantly disrupted in mild cognitive impairment and dementia. These abilities use temporo-parietal areas that are affected by AD (<xref ref-type="bibr" rid="B27">Golden et al., 2015</xref>), and accordingly, patients have difficulty using top-down information to follow conversations in the presence of background noise. Patients with AD show impairments in segregating, tracking and grouping auditory objects that evolve over time (<xref ref-type="bibr" rid="B28">Goll et al., 2012</xref>), and in perceiving sound location and motion (<xref ref-type="bibr" rid="B27">Golden et al., 2015</xref>). They are also worse at adapting to expected auditory stimuli as they show reduced auditory MMN responses (<xref ref-type="bibr" rid="B60">Pekkonen et al., 2001</xref>; <xref ref-type="bibr" rid="B37">Laptinskaya et al., 2018</xref>). Even otherwise healthy APOE4 carriers (i.e., elevated risk of AD) show impairments in detecting auditory targets using contextual information (<xref ref-type="bibr" rid="B77">Zimmermann et al., 2019</xref>). Patients with amnestic and logopenic phenotypes of AD are impaired in processing a melodic contour, which depends on working memory to predict the upcoming sounds (<xref ref-type="bibr" rid="B26">Golden et al., 2017</xref>). All these ideas are highlighted by <xref ref-type="bibr" rid="B36">Kocagoncu et al. (2020)</xref>, and reviewed by <xref ref-type="bibr" rid="B66">Swords et al. (2018)</xref>.</p>
<p>One of the leading theories trying to explain the pathophysiology of AD points to the neurotoxic effects of the aggregates of amyloid beta peptide, which, interestingly, are associated with cholinergic system dysfunction from the earliest stages of the disease. Clinically, the symptomatology of AD in which memory disorders predominate is associated with the dysfunction (up to destruction) of the synapses of cholinergic neurons in the hippocampus or nucleus basalis of Meynert (<xref ref-type="bibr" rid="B30">Hampel et al., 2018</xref>). There is a direct correlation between altered cholinergic synaptic transmission and cognitive deficit in AD models (<xref ref-type="bibr" rid="B76">Zhu et al., 2017</xref>; <xref ref-type="bibr" rid="B9">Bekdash, 2021</xref>). Moreover, it has been demonstrated that choline acetyltransferase (ChAT) enzyme transcription is severely diminished in the remaining cholinergic neurons, which leads to decreased ChAT activity and progression of dementia (<xref ref-type="bibr" rid="B30">Hampel et al., 2018</xref>). Another enzyme, acetylcholinesterase (AChE), has been shown to be involved in the interaction with the amyloid beta peptide, promoting its aggregation and plaque/fibril formation (<xref ref-type="bibr" rid="B13">Carvajal and Inestrosa, 2011</xref>). Furthermore, a recent PET study found that AD patients show reduced levels of the vesicular ACh transporter (a glycoprotein responsible for loading ACh into the synaptic vesicles) in temporal&#x2013;parietal cortex, the posterior portions of the cingulate gyri and the medial and lateral frontal cortex (<xref ref-type="bibr" rid="B1">Aghourian et al., 2017</xref>). At the same time, in the hippocampus (a strongly affected area in AD), a reduction in the expression of muscarinic and nicotinic cholinergic receptors was observed (<xref ref-type="bibr" rid="B32">Jiang et al., 2014</xref>; <xref ref-type="bibr" rid="B42">Lombardo and Maskos, 2015</xref>). In practice, the use of anticholinesterase medication (inhibitors such as Donepezil, Rivastigmine) with partially favorable effect brings an additional argument in the importance of acetylcholine (ACh) as a piece in the complex puzzle of AD pathophysiology (<xref ref-type="bibr" rid="B65">Sharma, 2019</xref>).</p>
<p>ACh is a widely distributed neuromodulator throughout the brain, including the inferior colliculus (IC) and the auditory cortex (AC). Neuromodulation by ACh has been found to have a direct effect on the deviance detection processing carried out by neurons located in the IC, a midbrain auditory station where almost all ascending auditory information converges before progressing onto the auditory thalamus and, ultimately, the AC. The IC is the first stage in the ascending auditory pathway to show stimulus-specific adaptation (SSA), a neuronal phenomenon proposed to contribute to the generation of deviance detection at a cellular level (<xref ref-type="bibr" rid="B63">P&#x00E9;rez-Gonz&#x00E1;lez et al., 2005</xref>; <xref ref-type="bibr" rid="B50">Malmierca et al., 2009</xref>; <xref ref-type="bibr" rid="B61">P&#x00E9;rez-Gonz&#x00E1;lez and Malmierca, 2014</xref>). SSA in the IC is known to be modulated by multiple neurotransmitters and neuromodulators, including glutamate, GABA, cannabinoids, dopamine and also ACh (<xref ref-type="bibr" rid="B62">P&#x00E9;rez-Gonz&#x00E1;lez et al., 2012</xref>; <xref ref-type="bibr" rid="B4">Ayala and Malmierca, 2015</xref>; <xref ref-type="bibr" rid="B5">Ayala et al., 2016</xref>; <xref ref-type="bibr" rid="B69">Vald&#x00E9;s-Baizabal et al., 2017</xref>, <xref ref-type="bibr" rid="B68">2020</xref>; <xref ref-type="bibr" rid="B12">Carbajal et al., 2020</xref>). Applying agonists and antagonists of cholinergic receptors by microiontophoresis, <xref ref-type="bibr" rid="B4">Ayala and Malmierca (2015)</xref> found that the activation of IC cholinergic receptors reduced SSA, and that effect was mediated mainly by muscarinic receptors.</p>
<p>In the AC, ACh modulates different neurobiological processes such as attention, learning, memory, arousal, sleep and/or cognitive reinforcement (<xref ref-type="bibr" rid="B19">Dalley et al., 2004</xref>; <xref ref-type="bibr" rid="B24">Franklin and Frank, 2015</xref>; <xref ref-type="bibr" rid="B8">Batista-Brito et al., 2018</xref>). The main source of ACh to the AC is the basal forebrain (<xref ref-type="bibr" rid="B75">Zaborszky et al., 2008</xref>; <xref ref-type="bibr" rid="B52">Mesulam, 2013</xref>; <xref ref-type="bibr" rid="B16">Chavez and Zaborszky, 2017</xref>). In the auditory system, cholinergic modulation is known to alter frequency response areas generating changes across frequency tuning, decreasing the acoustic threshold at the characteristic frequency and changing the encoding of spectral representation of many auditory neurons (<xref ref-type="bibr" rid="B44">Ma and Suga, 2005</xref>; <xref ref-type="bibr" rid="B53">Metherate, 2011</xref>). Thus, ACh promotes neuronal and synaptic plasticity at different temporal scales (<xref ref-type="bibr" rid="B35">Kilgard and Merzenich, 1998</xref>; <xref ref-type="bibr" rid="B33">Kamke et al., 2005</xref>). ACh can directly affect the responses of pyramidal neurons in AC, boosting response gain (<xref ref-type="bibr" rid="B57">Noudoost and Moore, 2011</xref>; <xref ref-type="bibr" rid="B71">Wood et al., 2017</xref>; <xref ref-type="bibr" rid="B8">Batista-Brito et al., 2018</xref>). ACh can also indirectly disinhibit pyramidal neurons through the activation of vasoactive intestinal peptide (VIP) interneurons, which express cholinergic receptors (<xref ref-type="bibr" rid="B67">Tremblay et al., 2016</xref>); VIP interneurons strongly inhibit somatostatin (SST) interneurons, that in turn inhibit pyramidal neurons. Yet another possibility is that ACh can directly activate SST interneurons, which inhibit parvalbumin (PV) interneurons (<xref ref-type="bibr" rid="B74">Xu et al., 2013</xref>), producing a similar disinhibitory effect on pyramidal neurons. In addition, it has been shown that optogenetic photosuppression of PV-mediated inhibition in AC leads to a non-specific increase of neuronal responses, enhancing equally the responses to deviant and standard tones, while similar optogenetic photosuppression of SST-mediated inhibition selectively reduces excitatory responses to frequent tones (<xref ref-type="bibr" rid="B56">Natan et al., 2015</xref>). Moreover, long-lasting habituation involves a selective increase in SST-mediated inhibition (<xref ref-type="bibr" rid="B34">Kato et al., 2015</xref>). Both putative excitatory and inhibitory neurons across the AC show deviance detection properties, and only in the primary AC deviance detection seems to be more prominent in inhibitory rather than excitatory neurons (<xref ref-type="bibr" rid="B64">P&#x00E9;rez-Gonz&#x00E1;lez et al., 2021</xref>). Thus, there are multiple opportunities by which ACh can modulate deviance detection, acting through several mechanisms and microcircuits involving VIP, SST, and PV inhibitory interneurons.</p>
<p>Neuromodulatory inputs such as ACh can shift the relative contribution of bottom-up and top-down signals influencing prediction errors. But how different levels of modulatory inputs alter the sensitivity by which brain circuits prioritize and respond to sensory information or report prediction errors remains unclear. AD is characterized by declines in brain cholinergic neurons (e.g., <xref ref-type="bibr" rid="B18">Coyle et al., 1983</xref>), and cognitive decline in AD can be treated by elevating synaptic ACh levels. Thus, the decline in salience signaling (due to lowered ACh), coupled with declines in peripheral hearing in AD, may provide a pathological perfect storm to disrupt predictive processing in AD, contributing to the cognitive deficits seen in this disorder.</p>
<p>In conclusion, there is increasing evidence in the literature of links between Alzheimer&#x2019;s disease, hearing loss and deviance detection. How are they related to each other is a topic that deserves to be further explored, and potentially could shed light on some basic features of brain function, as well as on the consequences suffered by AD patients. Taken together, the studies mentioned in this Perspective suggest that a core cognitive deficit in AD may involve a deficiency of predictive coding, and this deficiency may be related to the loss of cholinergic adjustment of weighting of bottom-up and top-down inputs in conjunction with loss of auditory sensory input. To better understand the relationship between hearing loss and AD, future studies should examine whether modulation of peripheral hearing and/or cholinergic tone alters auditory predictive behavior or cognitive function more generally. While the alterations related to the cholinergic system seem to play common roles in both hearing loss and AD pathogeny, other intricate mechanisms could also be involved. Amyloid beta toxicity, oxidative stress, and chronic inflammation could be also relevant for explaining this association between two pathologies with significant impact in humans and are worth to be studied in the future.</p>
<sec id="S1" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author/s.</p>
</sec>
<sec id="S2">
<title>Author Contributions</title>
<p>DP-G, TS, DL, and MM wrote the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="conf1" sec-type="COI-statement">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="pudiscl1" sec-type="disclaimer">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<sec id="S3" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by the European Union&#x2019;s Horizon 2020 Research and Innovation Programme under grant agreement no. 952378&#x2014;BrainTwin (MM, DP-G, TS), the Foundation Ram&#x00F3;n Areces grant CIVP20A6616 (MM and DP-G), and the NIH R03AG059103 and R21DC019473 grant (DL).</p>
</sec>
<ref-list>
<title>References</title>
<ref id="B1"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Aghourian</surname> <given-names>M.</given-names></name> <name><surname>Legault-Denis</surname> <given-names>C.</given-names></name> <name><surname>Soucy</surname> <given-names>J.-P.</given-names></name> <name><surname>Rosa-Neto</surname> <given-names>P.</given-names></name> <name><surname>Gauthier</surname> <given-names>S.</given-names></name> <name><surname>Kostikov</surname> <given-names>A.</given-names></name><etal/></person-group> (<year>2017</year>). <article-title>Quantification of brain cholinergic denervation in Alzheimer&#x2019;s disease using PET imaging with [18F]-FEOBV.</article-title> <source><italic>Mol. Psychiatry</italic></source> <volume>22</volume> <fpage>1531</fpage>&#x2013;<lpage>1538</lpage>. <pub-id pub-id-type="doi">10.1038/mp.2017.183</pub-id> <pub-id pub-id-type="pmid">28894304</pub-id></citation></ref>
<ref id="B2"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Antunes</surname> <given-names>F. M.</given-names></name> <name><surname>Malmierca</surname> <given-names>M. S.</given-names></name></person-group> (<year>2011</year>). <article-title>Effect of Auditory Cortex Deactivation on Stimulus-Specific Adaptation in the Medial Geniculate Body.</article-title> <source><italic>J. Neurosci.</italic></source> <volume>31</volume> <fpage>17306</fpage>&#x2013;<lpage>17316</lpage>. <pub-id pub-id-type="doi">10.1523/JNEUROSCI.1915-11.2011</pub-id> <pub-id pub-id-type="pmid">22114297</pub-id></citation></ref>
<ref id="B3"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Antunes</surname> <given-names>F. M.</given-names></name> <name><surname>Malmierca</surname> <given-names>M. S.</given-names></name></person-group> (<year>2014</year>). <article-title>An overview of stimulus-specific adaptation in the auditory thalamus.</article-title> <source><italic>Brain Topogr.</italic></source> <volume>27</volume> <fpage>480</fpage>&#x2013;<lpage>499</lpage>. <pub-id pub-id-type="doi">10.1007/s10548-013-0342-6</pub-id> <pub-id pub-id-type="pmid">24343247</pub-id></citation></ref>
<ref id="B4"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ayala</surname> <given-names>Y. A.</given-names></name> <name><surname>Malmierca</surname> <given-names>M. S.</given-names></name></person-group> (<year>2015</year>). <article-title>Cholinergic Modulation of Stimulus-Specific Adaptation in the Inferior Colliculus.</article-title> <source><italic>J. Neurosci.</italic></source> <volume>35</volume> <fpage>12261</fpage>&#x2013;<lpage>12272</lpage>. <pub-id pub-id-type="doi">10.1523/JNEUROSCI.0909-15.2015</pub-id> <pub-id pub-id-type="pmid">26338336</pub-id></citation></ref>
<ref id="B5"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ayala</surname> <given-names>Y. A.</given-names></name> <name><surname>P&#x00E9;rez-Gonz&#x00E1;lez</surname> <given-names>D.</given-names></name> <name><surname>Malmierca</surname> <given-names>M. S.</given-names></name></person-group> (<year>2016</year>). <article-title>Stimulus-specific adaptation in the inferior colliculus: the role of excitatory, inhibitory and modulatory inputs.</article-title> <source><italic>Biol. Psychol.</italic></source> <volume>116</volume> <fpage>10</fpage>&#x2013;<lpage>22</lpage>. <pub-id pub-id-type="doi">10.1016/j.biopsycho.2015.06.016</pub-id> <pub-id pub-id-type="pmid">26159810</pub-id></citation></ref>
<ref id="B6"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bajo</surname> <given-names>V. M.</given-names></name> <name><surname>Merch&#x00E1;n</surname> <given-names>M. A.</given-names></name> <name><surname>Malmierca</surname> <given-names>M. S.</given-names></name> <name><surname>Nodal</surname> <given-names>F. R.</given-names></name> <name><surname>Bjaalie</surname> <given-names>J. G.</given-names></name></person-group> (<year>1999</year>). <article-title>Topographic organization of the dorsal nucleus of the lateral lemniscus in the cat.</article-title> <source><italic>J. Comp. Neurol.</italic></source> <volume>407</volume> <fpage>349</fpage>&#x2013;<lpage>366</lpage>. <pub-id pub-id-type="doi">10.1002/(sici)1096-9861(19990510)407:3&#x003C;349::aid-cne4&#x003E;3.0.co;2-5</pub-id> <pub-id pub-id-type="pmid">10320216</pub-id></citation></ref>
<ref id="B7"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bastos</surname> <given-names>A. M.</given-names></name> <name><surname>Usrey</surname> <given-names>W. M.</given-names></name> <name><surname>Adams</surname> <given-names>R. A.</given-names></name> <name><surname>Mangun</surname> <given-names>G. R.</given-names></name> <name><surname>Fries</surname> <given-names>P.</given-names></name> <name><surname>Friston</surname> <given-names>K. J.</given-names></name></person-group> (<year>2012</year>). <article-title>Canonical Microcircuits for Predictive Coding.</article-title> <source><italic>Neuron</italic></source> <volume>76</volume> <fpage>695</fpage>&#x2013;<lpage>711</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuron.2012.10.038</pub-id> <pub-id pub-id-type="pmid">23177956</pub-id></citation></ref>
<ref id="B8"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Batista-Brito</surname> <given-names>R.</given-names></name> <name><surname>Zagha</surname> <given-names>E.</given-names></name> <name><surname>Ratliff</surname> <given-names>J. M.</given-names></name> <name><surname>Vinck</surname> <given-names>M.</given-names></name></person-group> (<year>2018</year>). <article-title>Modulation of cortical circuits by top-down processing and arousal state in health and disease.</article-title> <source><italic>Curr. Opin. Neurobiol.</italic></source> <volume>52</volume> <fpage>172</fpage>&#x2013;<lpage>181</lpage>. <pub-id pub-id-type="doi">10.1016/j.conb.2018.06.008</pub-id> <pub-id pub-id-type="pmid">30064117</pub-id></citation></ref>
<ref id="B9"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bekdash</surname> <given-names>R. A.</given-names></name></person-group> (<year>2021</year>). <article-title>The cholinergic system, the adrenergic system and the neuropathology of alzheimer&#x2019;s disease.</article-title> <source><italic>Int. J. Mol. Sci.</italic></source> <volume>22</volume> <fpage>1</fpage>&#x2013;<lpage>18</lpage>. <pub-id pub-id-type="doi">10.3390/ijms22031273</pub-id> <pub-id pub-id-type="pmid">33525357</pub-id></citation></ref>
<ref id="B10"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Carbajal</surname> <given-names>G. V.</given-names></name> <name><surname>Malmierca</surname> <given-names>M. S.</given-names></name></person-group> (<year>2018</year>). <article-title>The Neuronal Basis of Predictive Coding Along the Auditory Pathway: from the Subcortical Roots to Cortical Deviance Detection.</article-title> <source><italic>Trends Hear.</italic></source> <volume>22</volume>:<issue>233121651878482</issue>. <pub-id pub-id-type="doi">10.1177/2331216518784822</pub-id> <pub-id pub-id-type="pmid">30022729</pub-id></citation></ref>
<ref id="B11"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Carbajal</surname> <given-names>G. V.</given-names></name> <name><surname>Malmierca</surname> <given-names>M. S.</given-names></name></person-group> (<year>2020</year>). &#x201C;<article-title>Novelty Processing in the Auditory System: Detection, Adaptation or Expectation?</article-title>,&#x201D; in <source><italic>The Senses: A Comprehensive Reference</italic></source>, <role>eds</role> <person-group person-group-type="editor"><name><surname>Fritzsch</surname> <given-names>B.</given-names></name> <name><surname>Gothe</surname> <given-names>B.</given-names></name></person-group> (<publisher-loc>Amsterdam</publisher-loc>: <publisher-name>Elsevier</publisher-name>), <fpage>749</fpage>&#x2013;<lpage>776</lpage>. <pub-id pub-id-type="doi">10.1016/B978-0-12-809324-5.24154-0</pub-id></citation></ref>
<ref id="B12"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Carbajal</surname> <given-names>G. V.</given-names></name> <name><surname>Vald&#x00E9;s-Baizabal</surname> <given-names>C.</given-names></name> <name><surname>P&#x00E9;rez-Gonz&#x00E1;lez</surname> <given-names>D.</given-names></name> <name><surname>Malmierca</surname> <given-names>M. S.</given-names></name></person-group> (<year>2020</year>). &#x201C;<article-title>Dopamine Gates Prediction Errors in the Auditory System</article-title>,&#x201D; in <source><italic>43th Annual MidWinter Meeting.</italic></source> (<publisher-loc>San Jose, CA</publisher-loc>: <publisher-name>Association for Research in Otolaryngology</publisher-name>).</citation></ref>
<ref id="B13"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Carvajal</surname> <given-names>F. J.</given-names></name> <name><surname>Inestrosa</surname> <given-names>N. C.</given-names></name></person-group> (<year>2011</year>). <article-title>Interactions of AChE with A? Aggregates in Alzheimer?s Brain: therapeutic Relevance of IDN 5706.</article-title> <source><italic>Front. Mol. Neurosci.</italic></source> <volume>4</volume>:<issue>19</issue>. <pub-id pub-id-type="doi">10.3389/fnmol.2011.00019</pub-id> <pub-id pub-id-type="pmid">21949501</pub-id></citation></ref>
<ref id="B14"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Casado-Rom&#x00E1;n</surname> <given-names>L.</given-names></name> <name><surname>Carbajal</surname> <given-names>G. V.</given-names></name> <name><surname>P&#x00E9;rez-Gonz&#x00E1;lez</surname> <given-names>D.</given-names></name> <name><surname>Malmierca</surname> <given-names>M. S.</given-names></name></person-group> (<year>2020</year>). <article-title>Prediction error signaling explains neuronal mismatch responses in the medial prefrontal cortex.</article-title> <source><italic>PLoS Biol.</italic></source> <volume>18</volume>:<issue>e3001019</issue>. <pub-id pub-id-type="doi">10.1371/journal.pbio.3001019</pub-id> <pub-id pub-id-type="pmid">33347436</pub-id></citation></ref>
<ref id="B15"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chan</surname> <given-names>J. S.</given-names></name> <name><surname>Wibral</surname> <given-names>M.</given-names></name> <name><surname>Stawowsky</surname> <given-names>C.</given-names></name> <name><surname>Brandl</surname> <given-names>M.</given-names></name> <name><surname>Helbling</surname> <given-names>S.</given-names></name> <name><surname>Naumer</surname> <given-names>M. J.</given-names></name><etal/></person-group> (<year>2021</year>). <article-title>Predictive Coding Over the Lifespan: increased Reliance on Perceptual Priors in Older Adults&#x2014;A Magnetoencephalography and Dynamic Causal Modeling Study.</article-title> <source><italic>Front. Aging Neurosci.</italic></source> <volume>13</volume>:<issue>631599</issue>. <pub-id pub-id-type="doi">10.3389/fnagi.2021.631599</pub-id> <pub-id pub-id-type="pmid">33897405</pub-id></citation></ref>
<ref id="B16"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chavez</surname> <given-names>C.</given-names></name> <name><surname>Zaborszky</surname> <given-names>L.</given-names></name></person-group> (<year>2017</year>). <article-title>Basal forebrain cholinergic-auditory cortical network: primary versus nonprimary auditory cortical areas.</article-title> <source><italic>Cereb. Cortex</italic></source> <volume>27</volume> <fpage>2335</fpage>&#x2013;<lpage>2347</lpage>. <pub-id pub-id-type="doi">10.1093/cercor/bhw091</pub-id> <pub-id pub-id-type="pmid">27073229</pub-id></citation></ref>
<ref id="B17"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cooray</surname> <given-names>G.</given-names></name> <name><surname>Garrido</surname> <given-names>M. I.</given-names></name> <name><surname>Hyllienmark</surname> <given-names>L.</given-names></name> <name><surname>Brismar</surname> <given-names>T.</given-names></name></person-group> (<year>2014</year>). <article-title>A mechanistic model of mismatch negativity in the ageing brain.</article-title> <source><italic>Clin. Neurophysiol.</italic></source> <volume>125</volume> <fpage>1774</fpage>&#x2013;<lpage>1782</lpage>. <pub-id pub-id-type="doi">10.1016/j.clinph.2014.01.015</pub-id> <pub-id pub-id-type="pmid">24560133</pub-id></citation></ref>
<ref id="B18"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Coyle</surname> <given-names>J. T.</given-names></name> <name><surname>Price</surname> <given-names>D. L.</given-names></name> <name><surname>DeLong</surname> <given-names>M. R.</given-names></name></person-group> (<year>1983</year>). <article-title>Alzheimer&#x2019;s Disease: a Disorder of Cortical Cholinergic Innervation.</article-title> <source><italic>Science</italic></source> <volume>219</volume> <fpage>1184</fpage>&#x2013;<lpage>1190</lpage>. <pub-id pub-id-type="doi">10.1126/science.6338589</pub-id> <pub-id pub-id-type="pmid">6338589</pub-id></citation></ref>
<ref id="B19"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dalley</surname> <given-names>J. W.</given-names></name> <name><surname>Cardinal</surname> <given-names>R. N.</given-names></name> <name><surname>Robbins</surname> <given-names>T. W.</given-names></name></person-group> (<year>2004</year>). <article-title>Prefrontal executive and cognitive functions in rodents: neural and neurochemical substrates.</article-title> <source><italic>Neurosci. Biobehav. Rev.</italic></source> <volume>28</volume> <fpage>771</fpage>&#x2013;<lpage>784</lpage>. <pub-id pub-id-type="doi">10.1016/j.neubiorev.2004.09.006</pub-id> <pub-id pub-id-type="pmid">15555683</pub-id></citation></ref>
<ref id="B20"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Davis</surname> <given-names>S. W.</given-names></name> <name><surname>Dennis</surname> <given-names>N. A.</given-names></name> <name><surname>Daselaar</surname> <given-names>S. M.</given-names></name> <name><surname>Fleck</surname> <given-names>M. S.</given-names></name> <name><surname>Cabeza</surname> <given-names>R.</given-names></name></person-group> (<year>2008</year>). <article-title>Que PASA? The Posterior-Anterior Shift in Aging.</article-title> <source><italic>Cereb. Cortex</italic></source> <volume>18</volume> <fpage>1201</fpage>&#x2013;<lpage>1209</lpage>. <pub-id pub-id-type="doi">10.1093/cercor/bhm155</pub-id> <pub-id pub-id-type="pmid">17925295</pub-id></citation></ref>
<ref id="B21"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Duque</surname> <given-names>D.</given-names></name> <name><surname>P&#x00E9;rez-Gonz&#x00E1;lez</surname> <given-names>D.</given-names></name> <name><surname>Ayala</surname> <given-names>Y. A.</given-names></name> <name><surname>Palmer</surname> <given-names>A. R.</given-names></name> <name><surname>Malmierca</surname> <given-names>M. S.</given-names></name></person-group> (<year>2012</year>). <article-title>Topographic Distribution, Frequency, and Intensity Dependence of Stimulus-Specific Adaptation in the Inferior Colliculus of the Rat.</article-title> <source><italic>J. Neurosci.</italic></source> <volume>32</volume> <fpage>17762</fpage>&#x2013;<lpage>17774</lpage>. <pub-id pub-id-type="doi">10.1523/JNEUROSCI.3190-12.2012</pub-id> <pub-id pub-id-type="pmid">23223296</pub-id></citation></ref>
<ref id="B22"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Duque</surname> <given-names>D.</given-names></name> <name><surname>Wang</surname> <given-names>X.</given-names></name> <name><surname>Nieto-Diego</surname> <given-names>J.</given-names></name> <name><surname>Krumbholz</surname> <given-names>K.</given-names></name> <name><surname>Malmierca</surname> <given-names>M. S.</given-names></name></person-group> (<year>2016</year>). <article-title>Neurons in the inferior colliculus of the rat show stimulus-specific adaptation for frequency, but not for intensity.</article-title> <source><italic>Sci. Rep.</italic></source> <volume>6</volume>:<issue>24114</issue>. <pub-id pub-id-type="doi">10.1038/srep24114</pub-id> <pub-id pub-id-type="pmid">27066835</pub-id></citation></ref>
<ref id="B23"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ford</surname> <given-names>A. H.</given-names></name> <name><surname>Hankey</surname> <given-names>G. J.</given-names></name> <name><surname>Yeap</surname> <given-names>B. B.</given-names></name> <name><surname>Golledge</surname> <given-names>J.</given-names></name> <name><surname>Flicker</surname> <given-names>L.</given-names></name> <name><surname>Almeida</surname> <given-names>O. P.</given-names></name></person-group> (<year>2018</year>). <article-title>Hearing loss and the risk of dementia in later life.</article-title> <source><italic>Maturitas</italic></source> <volume>112</volume> <fpage>1</fpage>&#x2013;<lpage>11</lpage>. <pub-id pub-id-type="doi">10.1016/j.maturitas.2018.03.004</pub-id> <pub-id pub-id-type="pmid">29704910</pub-id></citation></ref>
<ref id="B24"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Franklin</surname> <given-names>N. T.</given-names></name> <name><surname>Frank</surname> <given-names>M. J.</given-names></name></person-group> (<year>2015</year>). <article-title>A cholinergic feedback circuit to regulate striatal population uncertainty and optimize reinforcement learning.</article-title> <source><italic>Elife</italic></source> <volume>4</volume> <fpage>1</fpage>&#x2013;<lpage>29</lpage>. <pub-id pub-id-type="doi">10.7554/eLife.12029</pub-id> <pub-id pub-id-type="pmid">26705698</pub-id></citation></ref>
<ref id="B25"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Friston</surname> <given-names>K. J.</given-names></name></person-group> (<year>2005</year>). <article-title>A theory of cortical responses.</article-title> <source><italic>Philos. Trans. R. Soc. B Biol. Sci.</italic></source> <volume>360</volume> <fpage>815</fpage>&#x2013;<lpage>836</lpage>. <pub-id pub-id-type="doi">10.1098/rstb.2005.1622</pub-id> <pub-id pub-id-type="pmid">15937014</pub-id></citation></ref>
<ref id="B26"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Golden</surname> <given-names>H. L.</given-names></name> <name><surname>Clark</surname> <given-names>C. N.</given-names></name> <name><surname>Nicholas</surname> <given-names>J. M.</given-names></name> <name><surname>Cohen</surname> <given-names>M. H.</given-names></name> <name><surname>Slattery</surname> <given-names>C. F.</given-names></name> <name><surname>Paterson</surname> <given-names>R. W.</given-names></name><etal/></person-group> (<year>2017</year>). <article-title>Music Perception in Dementia.</article-title> <source><italic>J. Alzheimers Dis.</italic></source> <volume>55</volume> <fpage>933</fpage>&#x2013;<lpage>949</lpage>. <pub-id pub-id-type="doi">10.3233/JAD-160359</pub-id> <pub-id pub-id-type="pmid">27802226</pub-id></citation></ref>
<ref id="B27"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Golden</surname> <given-names>H. L.</given-names></name> <name><surname>Nicholas</surname> <given-names>J. M.</given-names></name> <name><surname>Yong</surname> <given-names>K. X. X.</given-names></name> <name><surname>Downey</surname> <given-names>L. E.</given-names></name> <name><surname>Schott</surname> <given-names>J. M.</given-names></name> <name><surname>Mummery</surname> <given-names>C. J.</given-names></name><etal/></person-group> (<year>2015</year>). <article-title>Auditory spatial processing in Alzheimer&#x2019;s disease.</article-title> <source><italic>Brain</italic></source> <volume>138</volume> <fpage>189</fpage>&#x2013;<lpage>202</lpage>. <pub-id pub-id-type="doi">10.1093/brain/awu337</pub-id> <pub-id pub-id-type="pmid">25468732</pub-id></citation></ref>
<ref id="B28"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Goll</surname> <given-names>J. C.</given-names></name> <name><surname>Kim</surname> <given-names>L. G.</given-names></name> <name><surname>Ridgway</surname> <given-names>G. R.</given-names></name> <name><surname>Hailstone</surname> <given-names>J. C.</given-names></name> <name><surname>Lehmann</surname> <given-names>M.</given-names></name> <name><surname>Buckley</surname> <given-names>A. H.</given-names></name><etal/></person-group> (<year>2012</year>). <article-title>Impairments of auditory scene analysis in Alzheimer&#x2019;s disease.</article-title> <source><italic>Brain</italic></source> <volume>135</volume> <fpage>190</fpage>&#x2013;<lpage>200</lpage>. <pub-id pub-id-type="doi">10.1093/brain/awr260</pub-id> <pub-id pub-id-type="pmid">22036957</pub-id></citation></ref>
<ref id="B29"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Griffiths</surname> <given-names>T. D.</given-names></name> <name><surname>Lad</surname> <given-names>M.</given-names></name> <name><surname>Kumar</surname> <given-names>S.</given-names></name> <name><surname>Holmes</surname> <given-names>E.</given-names></name> <name><surname>McMurray</surname> <given-names>B.</given-names></name> <name><surname>Maguire</surname> <given-names>E. A.</given-names></name><etal/></person-group> (<year>2020</year>). <article-title>How Can Hearing Loss Cause Dementia?</article-title> <source><italic>Neuron</italic></source> <volume>108</volume> <fpage>401</fpage>&#x2013;<lpage>412</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuron.2020.08.003</pub-id> <pub-id pub-id-type="pmid">32871106</pub-id></citation></ref>
<ref id="B30"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hampel</surname> <given-names>H.</given-names></name> <name><surname>Mesulam</surname> <given-names>M.-M.</given-names></name> <name><surname>Cuello</surname> <given-names>A. C.</given-names></name> <name><surname>Khachaturian</surname> <given-names>A. S.</given-names></name> <name><surname>Vergallo</surname> <given-names>A.</given-names></name> <name><surname>Farlow</surname> <given-names>M. R.</given-names></name><etal/></person-group> (<year>2018</year>). <article-title>Revisiting the Cholinergic Hypothesis in Alzheimer&#x2019;s Disease: emerging Evidence from Translational and Clinical Research.</article-title> <source><italic>J. Prev. Alzheimers Dis.</italic></source> <volume>6</volume> <fpage>1</fpage>&#x2013;<lpage>14</lpage>. <pub-id pub-id-type="doi">10.14283/jpad.2018.43</pub-id> <pub-id pub-id-type="pmid">30569080</pub-id></citation></ref>
<ref id="B31"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Heywood</surname> <given-names>R.</given-names></name> <name><surname>Gao</surname> <given-names>Q.</given-names></name> <name><surname>Nyunt</surname> <given-names>M. S. Z.</given-names></name> <name><surname>Feng</surname> <given-names>L.</given-names></name> <name><surname>Chong</surname> <given-names>M. S.</given-names></name> <name><surname>Lim</surname> <given-names>W. S.</given-names></name><etal/></person-group> (<year>2017</year>). <article-title>Hearing Loss and Risk of Mild Cognitive Impairment and Dementia: findings from the Singapore Longitudinal Ageing Study.</article-title> <source><italic>Dement. Geriatr. Cogn. Disord.</italic></source> <volume>43</volume> <fpage>259</fpage>&#x2013;<lpage>268</lpage>. <pub-id pub-id-type="doi">10.1159/000464281</pub-id> <pub-id pub-id-type="pmid">28420004</pub-id></citation></ref>
<ref id="B32"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jiang</surname> <given-names>S.</given-names></name> <name><surname>Li</surname> <given-names>Y.</given-names></name> <name><surname>Zhang</surname> <given-names>C.</given-names></name> <name><surname>Zhao</surname> <given-names>Y.</given-names></name> <name><surname>Bu</surname> <given-names>G.</given-names></name> <name><surname>Xu</surname> <given-names>H.</given-names></name><etal/></person-group> (<year>2014</year>). <article-title>M1 muscarinic acetylcholine receptor in Alzheimer&#x2019;s disease.</article-title> <source><italic>Neurosci. Bull.</italic></source> <volume>30</volume> <fpage>295</fpage>&#x2013;<lpage>307</lpage>. <pub-id pub-id-type="doi">10.1007/s12264-013-1406-z</pub-id> <pub-id pub-id-type="pmid">24590577</pub-id></citation></ref>
<ref id="B33"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kamke</surname> <given-names>M. R.</given-names></name> <name><surname>Brown</surname> <given-names>M.</given-names></name> <name><surname>Irvine</surname> <given-names>D. R. F.</given-names></name></person-group> (<year>2005</year>). <article-title>Origin and immunolesioning of cholinergic basal forebrain innervation of cat primary auditory cortex.</article-title> <source><italic>Hear. Res.</italic></source> <volume>206</volume> <fpage>89</fpage>&#x2013;<lpage>106</lpage>. <pub-id pub-id-type="doi">10.1016/j.heares.2004.12.014</pub-id> <pub-id pub-id-type="pmid">16081001</pub-id></citation></ref>
<ref id="B34"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kato</surname> <given-names>H. K.</given-names></name> <name><surname>Gillet</surname> <given-names>S. N.</given-names></name> <name><surname>Isaacson</surname> <given-names>J. S.</given-names></name></person-group> (<year>2015</year>). <article-title>Flexible Sensory Representations in Auditory Cortex Driven by Behavioral Relevance.</article-title> <source><italic>Neuron</italic></source> <volume>88</volume> <fpage>1027</fpage>&#x2013;<lpage>1039</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuron.2015.10.024</pub-id> <pub-id pub-id-type="pmid">26586181</pub-id></citation></ref>
<ref id="B35"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kilgard</surname> <given-names>M. P.</given-names></name> <name><surname>Merzenich</surname> <given-names>M. M.</given-names></name></person-group> (<year>1998</year>). <article-title>Cortical Map Reorganization Enabled by Nucleus Basalis Activity.</article-title> <source><italic>Science</italic></source> <volume>279</volume> <fpage>1714</fpage>&#x2013;<lpage>1718</lpage>. <pub-id pub-id-type="doi">10.1126/science.279.5357.1714</pub-id> <pub-id pub-id-type="pmid">9497289</pub-id></citation></ref>
<ref id="B36"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kocagoncu</surname> <given-names>E.</given-names></name> <name><surname>Quinn</surname> <given-names>A.</given-names></name> <name><surname>Firouzian</surname> <given-names>A.</given-names></name> <name><surname>Cooper</surname> <given-names>E.</given-names></name> <name><surname>Greve</surname> <given-names>A.</given-names></name> <name><surname>Gunn</surname> <given-names>R.</given-names></name><etal/></person-group> (<year>2020</year>). <article-title>Tau pathology in early Alzheimer&#x2019;s disease is linked to selective disruptions in neurophysiological network dynamics.</article-title> <source><italic>Neurobiol. Aging</italic></source> <volume>92</volume> <fpage>141</fpage>&#x2013;<lpage>152</lpage>. <pub-id pub-id-type="doi">10.1016/j.neurobiolaging.2020.03.009</pub-id> <pub-id pub-id-type="pmid">32280029</pub-id></citation></ref>
<ref id="B37"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Laptinskaya</surname> <given-names>D.</given-names></name> <name><surname>Thurm</surname> <given-names>F.</given-names></name> <name><surname>K&#x00FC;ster</surname> <given-names>O. C.</given-names></name> <name><surname>Fissler</surname> <given-names>P.</given-names></name> <name><surname>Schlee</surname> <given-names>W.</given-names></name> <name><surname>Kolassa</surname> <given-names>S.</given-names></name><etal/></person-group> (<year>2018</year>). <article-title>Auditory Memory Decay as Reflected by a New Mismatch Negativity Score Is Associated with Episodic Memory in Older Adults at Risk of Dementia.</article-title> <source><italic>Front. Aging Neurosci.</italic></source> <volume>10</volume>:<issue>5</issue>. <pub-id pub-id-type="doi">10.3389/fnagi.2018.00005</pub-id> <pub-id pub-id-type="pmid">29456500</pub-id></citation></ref>
<ref id="B38"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lin</surname> <given-names>F. R.</given-names></name> <name><surname>Albert</surname> <given-names>M.</given-names></name></person-group> (<year>2014</year>). <article-title>Hearing loss and dementia &#x2013; who is listening?</article-title> <source><italic>Aging Ment. Health</italic></source> <volume>18</volume> <fpage>671</fpage>&#x2013;<lpage>673</lpage>. <pub-id pub-id-type="doi">10.1080/13607863.2014.915924</pub-id> <pub-id pub-id-type="pmid">24875093</pub-id></citation></ref>
<ref id="B39"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lin</surname> <given-names>F. R.</given-names></name> <name><surname>Ferrucci</surname> <given-names>L.</given-names></name> <name><surname>Metter</surname> <given-names>E. J.</given-names></name> <name><surname>An</surname> <given-names>Y.</given-names></name> <name><surname>Zonderman</surname> <given-names>A. B.</given-names></name> <name><surname>Resnick</surname> <given-names>S. M.</given-names></name></person-group> (<year>2011a</year>). <article-title>Hearing loss and cognition in the Baltimore Longitudinal Study of Aging.</article-title> <source><italic>Neuropsychology</italic></source> <volume>25</volume> <fpage>763</fpage>&#x2013;<lpage>770</lpage>. <pub-id pub-id-type="doi">10.1037/a0024238</pub-id> <pub-id pub-id-type="pmid">21728425</pub-id></citation></ref>
<ref id="B40"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lin</surname> <given-names>F. R.</given-names></name> <name><surname>Metter</surname> <given-names>E. J.</given-names></name> <name><surname>O&#x2019;Brien</surname> <given-names>R. J.</given-names></name> <name><surname>Resnick</surname> <given-names>S. M.</given-names></name> <name><surname>Zonderman</surname> <given-names>A. B.</given-names></name> <name><surname>Ferrucci</surname> <given-names>L.</given-names></name></person-group> (<year>2011b</year>). <article-title>Hearing Loss and Incident Dementia.</article-title> <source><italic>Arch. Neurol.</italic></source> <volume>68</volume> <fpage>1</fpage>&#x2013;<lpage>7</lpage>. <pub-id pub-id-type="doi">10.1001/archneurol.2010.362</pub-id> <pub-id pub-id-type="pmid">21320988</pub-id></citation></ref>
<ref id="B41"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Livingston</surname> <given-names>G.</given-names></name> <name><surname>Sommerlad</surname> <given-names>A.</given-names></name> <name><surname>Orgeta</surname> <given-names>V.</given-names></name> <name><surname>Costafreda</surname> <given-names>S. G.</given-names></name> <name><surname>Huntley</surname> <given-names>J.</given-names></name> <name><surname>Ames</surname> <given-names>D.</given-names></name><etal/></person-group> (<year>2017</year>). <article-title>Dementia prevention, intervention, and care.</article-title> <source><italic>Lancet</italic></source> <volume>390</volume> <fpage>2673</fpage>&#x2013;<lpage>2734</lpage>. <pub-id pub-id-type="doi">10.1016/S0140-6736(17)31363-6</pub-id></citation></ref>
<ref id="B42"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lombardo</surname> <given-names>S.</given-names></name> <name><surname>Maskos</surname> <given-names>U.</given-names></name></person-group> (<year>2015</year>). <article-title>Role of the nicotinic acetylcholine receptor in Alzheimer&#x2019;s disease pathology and treatment.</article-title> <source><italic>Neuropharmacology</italic></source> <volume>96</volume> <fpage>255</fpage>&#x2013;<lpage>262</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuropharm.2014.11.018</pub-id> <pub-id pub-id-type="pmid">25514383</pub-id></citation></ref>
<ref id="B43"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Loughrey</surname> <given-names>D. G.</given-names></name> <name><surname>Kelly</surname> <given-names>M. E.</given-names></name> <name><surname>Kelley</surname> <given-names>G. A.</given-names></name> <name><surname>Brennan</surname> <given-names>S.</given-names></name> <name><surname>Lawlor</surname> <given-names>B. A.</given-names></name></person-group> (<year>2018</year>). <article-title>Association of Age-Related Hearing Loss With Cognitive Function, Cognitive Impairment, and Dementia.</article-title> <source><italic>JAMA Otolaryngol. Neck Surg.</italic></source> <volume>144</volume>:<issue>115</issue>. <pub-id pub-id-type="doi">10.1001/jamaoto.2017.2513</pub-id> <pub-id pub-id-type="pmid">29222544</pub-id></citation></ref>
<ref id="B44"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ma</surname> <given-names>X.</given-names></name> <name><surname>Suga</surname> <given-names>N.</given-names></name></person-group> (<year>2005</year>). <article-title>Long-term cortical plasticity evoked by electric stimulation and acetylcholine applied to the auditory cortex.</article-title> <source><italic>Proc. Natl. Acad. Sci. U. S. A.</italic></source> <volume>102</volume> <fpage>9335</fpage>&#x2013;<lpage>9340</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.0503851102</pub-id> <pub-id pub-id-type="pmid">15961542</pub-id></citation></ref>
<ref id="B45"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Malmierca</surname> <given-names>M. S.</given-names></name></person-group> (<year>2003</year>). <article-title>The structure and physiology of the rat auditory system: an overview.</article-title> <source><italic>Int. Rev. Neurobiol.</italic></source> <volume>56</volume> <fpage>147</fpage>&#x2013;<lpage>211</lpage>. <pub-id pub-id-type="doi">10.1016/S0074-7742(03)56005-6</pub-id></citation></ref>
<ref id="B46"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Malmierca</surname> <given-names>M. S.</given-names></name></person-group> (<year>2004</year>). <article-title>The Inferior Colliculus: a Center for Convergence of Ascending and Descending Auditory Information.</article-title> <source><italic>Neuroembryol. Aging</italic></source> <volume>3</volume> <fpage>215</fpage>&#x2013;<lpage>229</lpage>. <pub-id pub-id-type="doi">10.1159/000096799</pub-id></citation></ref>
<ref id="B47"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Malmierca</surname> <given-names>M. S.</given-names></name></person-group> (<year>2015</year>). &#x201C;<article-title>Auditory System</article-title>,&#x201D; in <source><italic>The Rat Nervous System</italic></source>, <role>ed.</role> <person-group person-group-type="editor"><name><surname>Paxinos</surname> <given-names>G.</given-names></name></person-group> (<publisher-loc>Amsterdam</publisher-loc>: <publisher-name>Elsevier - Academic Press</publisher-name>), <fpage>865</fpage>&#x2013;<lpage>946</lpage>.</citation></ref>
<ref id="B48"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Malmierca</surname> <given-names>M. S.</given-names></name> <name><surname>Blackstad</surname> <given-names>T. W.</given-names></name> <name><surname>Osen</surname> <given-names>K. K.</given-names></name> <name><surname>Karagulle</surname> <given-names>T.</given-names></name> <name><surname>Molowny</surname> <given-names>R. L.</given-names></name></person-group> (<year>1993</year>). <article-title>The central nucleus of the inferior colliculus in rat: a Golgi and computer reconstruction study of neuronal and laminar structure.</article-title> <source><italic>J. Comp. Neurol.</italic></source> <volume>333</volume> <fpage>1</fpage>&#x2013;<lpage>27</lpage>. <pub-id pub-id-type="doi">10.1002/cne.903330102</pub-id> <pub-id pub-id-type="pmid">7688006</pub-id></citation></ref>
<ref id="B49"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Malmierca</surname> <given-names>M. S.</given-names></name> <name><surname>Carbajal</surname> <given-names>G. V.</given-names></name> <name><surname>Escera</surname> <given-names>C.</given-names></name></person-group> (<year>2019</year>). &#x201C;<article-title>Deviance Detection and Encoding Acoustic Regularity in the Auditory Midbrain</article-title>,&#x201D; in <source><italic>The Oxford Handbook of the Auditory Brainstem</italic></source>, <role>ed.</role> <person-group person-group-type="editor"><name><surname>Kandler</surname> <given-names>K.</given-names></name></person-group> (<publisher-loc>New York, NY</publisher-loc>: <publisher-name>Oxford University Press</publisher-name>), <fpage>707</fpage>&#x2013;<lpage>739</lpage>. <pub-id pub-id-type="doi">10.1093/oxfordhb/9780190849061.013.19</pub-id></citation></ref>
<ref id="B50"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Malmierca</surname> <given-names>M. S.</given-names></name> <name><surname>Cristaudo</surname> <given-names>S.</given-names></name> <name><surname>P&#x00E9;rez-Gonz&#x00E1;lez</surname> <given-names>D.</given-names></name> <name><surname>Covey</surname> <given-names>E.</given-names></name></person-group> (<year>2009</year>). <article-title>Stimulus-specific adaptation in the inferior colliculus of the anesthetized rat.</article-title> <source><italic>J. Neurosci.</italic></source> <volume>29</volume> <fpage>5483</fpage>&#x2013;<lpage>5493</lpage>. <pub-id pub-id-type="doi">10.1523/JNEUROSCI.4153-08.2009</pub-id> <pub-id pub-id-type="pmid">19403816</pub-id></citation></ref>
<ref id="B51"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Malmierca</surname> <given-names>M. S.</given-names></name> <name><surname>Leergaard</surname> <given-names>T. B.</given-names></name> <name><surname>Bajo</surname> <given-names>V. M.</given-names></name> <name><surname>Bjaalie</surname> <given-names>J. G.</given-names></name> <name><surname>Merch&#x00E1;n</surname> <given-names>M. A.</given-names></name></person-group> (<year>1998</year>). <article-title>Anatomic evidence of a three-dimensional mosaic pattern of tonotopic organization in the ventral complex of the lateral lemniscus in cat.</article-title> <source><italic>J. Neurosci.</italic></source> <volume>18</volume> <fpage>10603</fpage>&#x2013;<lpage>10618</lpage>. <pub-id pub-id-type="doi">10.1523/JNEUROSCI.18-24-10603.1998</pub-id> <pub-id pub-id-type="pmid">9852596</pub-id></citation></ref>
<ref id="B52"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mesulam</surname> <given-names>M.-M.</given-names></name></person-group> (<year>2013</year>). <article-title>Cholinergic circuitry of the human nucleus basalis and its fate in Alzheimer&#x2019;s disease.</article-title> <source><italic>J. Comp. Neurol.</italic></source> <volume>521</volume> <fpage>4124</fpage>&#x2013;<lpage>4144</lpage>. <pub-id pub-id-type="doi">10.1002/cne.23415</pub-id> <pub-id pub-id-type="pmid">23852922</pub-id></citation></ref>
<ref id="B53"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Metherate</surname> <given-names>R.</given-names></name></person-group> (<year>2011</year>). <article-title>Functional connectivity and cholinergic modulation in auditory cortex.</article-title> <source><italic>Neurosci. Biobehav. Rev.</italic></source> <volume>35</volume> <fpage>2058</fpage>&#x2013;<lpage>2063</lpage>. <pub-id pub-id-type="doi">10.1016/j.neubiorev.2010.11.010</pub-id> <pub-id pub-id-type="pmid">21144860</pub-id></citation></ref>
<ref id="B54"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Moran</surname> <given-names>R. J.</given-names></name> <name><surname>Symmonds</surname> <given-names>M.</given-names></name> <name><surname>Dolan</surname> <given-names>R. J.</given-names></name> <name><surname>Friston</surname> <given-names>K. J.</given-names></name></person-group> (<year>2014</year>). <article-title>The Brain Ages Optimally to Model Its Environment: evidence from Sensory Learning over the Adult Lifespan.</article-title> <source><italic>PLoS Comput. Biol.</italic></source> <volume>10</volume>:<issue>e1003422</issue>. <pub-id pub-id-type="doi">10.1371/journal.pcbi.1003422</pub-id> <pub-id pub-id-type="pmid">24465195</pub-id></citation></ref>
<ref id="B55"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nadhimi</surname> <given-names>Y.</given-names></name> <name><surname>Llano</surname> <given-names>D. A.</given-names></name></person-group> (<year>2021</year>). <article-title>Does hearing loss lead to dementia? A review of the literature.</article-title> <source><italic>Hear. Res.</italic></source> <volume>402</volume>:<issue>108038</issue>. <pub-id pub-id-type="doi">10.1016/j.heares.2020.108038</pub-id> <pub-id pub-id-type="pmid">32814645</pub-id></citation></ref>
<ref id="B56"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Natan</surname> <given-names>R. G.</given-names></name> <name><surname>Briguglio</surname> <given-names>J. J.</given-names></name> <name><surname>Mwilambwe-Tshilobo</surname> <given-names>L.</given-names></name> <name><surname>Jones</surname> <given-names>S. I.</given-names></name> <name><surname>Aizenberg</surname> <given-names>M.</given-names></name> <name><surname>Goldberg</surname> <given-names>E. M.</given-names></name><etal/></person-group> (<year>2015</year>). <article-title>Complementary control of sensory adaptation by two types of cortical interneurons.</article-title> <source><italic>Elife</italic></source> <volume>4</volume> <fpage>1</fpage>&#x2013;<lpage>27</lpage>. <pub-id pub-id-type="doi">10.7554/eLife.09868</pub-id> <pub-id pub-id-type="pmid">26460542</pub-id></citation></ref>
<ref id="B57"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Noudoost</surname> <given-names>B.</given-names></name> <name><surname>Moore</surname> <given-names>T.</given-names></name></person-group> (<year>2011</year>). <article-title>The role of neuromodulators in selective attention.</article-title> <source><italic>Trends Cogn. Sci.</italic></source> <volume>15</volume> <fpage>585</fpage>&#x2013;<lpage>591</lpage>. <pub-id pub-id-type="doi">10.1016/j.tics.2011.10.006</pub-id> <pub-id pub-id-type="pmid">22074811</pub-id></citation></ref>
<ref id="B58"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Parras</surname> <given-names>G. G.</given-names></name> <name><surname>Casado-Rom&#x00E1;n</surname> <given-names>L.</given-names></name> <name><surname>Schr&#x00F6;ger</surname> <given-names>E.</given-names></name> <name><surname>Malmierca</surname> <given-names>M. S.</given-names></name></person-group> (<year>2021</year>). <article-title>The posterior auditory field is the chief generator of prediction error signals in the auditory cortex.</article-title> <source><italic>Neuroimage</italic></source> <volume>242</volume>:<issue>118446</issue>. <pub-id pub-id-type="doi">10.1016/j.neuroimage.2021.118446</pub-id> <pub-id pub-id-type="pmid">34352393</pub-id></citation></ref>
<ref id="B59"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Parras</surname> <given-names>G. G.</given-names></name> <name><surname>Nieto-Diego</surname> <given-names>J.</given-names></name> <name><surname>Carbajal</surname> <given-names>G. V.</given-names></name> <name><surname>Vald&#x00E9;s-Baizabal</surname> <given-names>C.</given-names></name> <name><surname>Escera</surname> <given-names>C.</given-names></name> <name><surname>Malmierca</surname> <given-names>M. S.</given-names></name></person-group> (<year>2017</year>). <article-title>Neurons along the auditory pathway exhibit a hierarchical organization of prediction error.</article-title> <source><italic>Nat. Commun.</italic></source> <volume>8</volume>:<issue>2148</issue>. <pub-id pub-id-type="doi">10.1038/s41467-017-02038-6</pub-id> <pub-id pub-id-type="pmid">29247159</pub-id></citation></ref>
<ref id="B60"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pekkonen</surname> <given-names>E.</given-names></name> <name><surname>Hirvonen</surname> <given-names>J.</given-names></name> <name><surname>J&#x00E4;&#x00E4;skel&#x00E4;inen</surname> <given-names>I. P.</given-names></name> <name><surname>Kaakkola</surname> <given-names>S.</given-names></name> <name><surname>Huttunen</surname> <given-names>J.</given-names></name></person-group> (<year>2001</year>). <article-title>Auditory Sensory Memory and the Cholinergic System: implications for Alzheimer&#x2019;s Disease.</article-title> <source><italic>Neuroimage</italic></source> <volume>14</volume> <fpage>376</fpage>&#x2013;<lpage>382</lpage>. <pub-id pub-id-type="doi">10.1006/nimg.2001.0805</pub-id> <pub-id pub-id-type="pmid">11467911</pub-id></citation></ref>
<ref id="B61"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>P&#x00E9;rez-Gonz&#x00E1;lez</surname> <given-names>D.</given-names></name> <name><surname>Malmierca</surname> <given-names>M. S.</given-names></name></person-group> (<year>2014</year>). <article-title>Adaptation in the auditory system: an overview.</article-title> <source><italic>Front. Integr. Neurosci.</italic></source> <volume>8</volume>:<issue>19</issue>. <pub-id pub-id-type="doi">10.3389/fnint.2014.00019</pub-id> <pub-id pub-id-type="pmid">24600361</pub-id></citation></ref>
<ref id="B62"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>P&#x00E9;rez-Gonz&#x00E1;lez</surname> <given-names>D.</given-names></name> <name><surname>Hern&#x00E1;ndez</surname> <given-names>O.</given-names></name> <name><surname>Covey</surname> <given-names>E.</given-names></name> <name><surname>Malmierca</surname> <given-names>M. S.</given-names></name></person-group> (<year>2012</year>). <article-title>GABA(A)-mediated inhibition modulates stimulus-specific adaptation in the inferior colliculus.</article-title> <source><italic>PLoS One</italic></source> <volume>7</volume>:<issue>e34297</issue>. <pub-id pub-id-type="doi">10.1371/journal.pone.0034297</pub-id> <pub-id pub-id-type="pmid">22479591</pub-id></citation></ref>
<ref id="B63"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>P&#x00E9;rez-Gonz&#x00E1;lez</surname> <given-names>D.</given-names></name> <name><surname>Malmierca</surname> <given-names>M. S.</given-names></name> <name><surname>Covey</surname> <given-names>E.</given-names></name></person-group> (<year>2005</year>). <article-title>Novelty detector neurons in the mammalian auditory midbrain.</article-title> <source><italic>Eur. J. Neurosci.</italic></source> <volume>22</volume> <fpage>2879</fpage>&#x2013;<lpage>2885</lpage>. <pub-id pub-id-type="doi">10.1111/j.1460-9568.2005.04472.x</pub-id> <pub-id pub-id-type="pmid">16324123</pub-id></citation></ref>
<ref id="B64"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>P&#x00E9;rez-Gonz&#x00E1;lez</surname> <given-names>D.</given-names></name> <name><surname>Parras</surname> <given-names>G. G.</given-names></name> <name><surname>Morado-D&#x00ED;az</surname> <given-names>C. J.</given-names></name> <name><surname>Aedo-S&#x00E1;nchez</surname> <given-names>C.</given-names></name> <name><surname>Carbajal</surname> <given-names>G. V.</given-names></name> <name><surname>Malmierca</surname> <given-names>M. S.</given-names></name></person-group> (<year>2021</year>). <article-title>Deviance detection in physiologically identified cell types in the rat auditory cortex.</article-title> <source><italic>Hear. Res.</italic></source> <volume>399</volume>:<issue>107997</issue>. <pub-id pub-id-type="doi">10.1016/j.heares.2020.107997</pub-id> <pub-id pub-id-type="pmid">32482383</pub-id></citation></ref>
<ref id="B65"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sharma</surname> <given-names>K.</given-names></name></person-group> (<year>2019</year>). <article-title>Cholinesterase inhibitors as Alzheimer&#x2019;s therapeutics (Review).</article-title> <source><italic>Mol. Med. Rep.</italic></source> <volume>20</volume> <fpage>1479</fpage>&#x2013;<lpage>1487</lpage>. <pub-id pub-id-type="doi">10.3892/mmr.2019.10374</pub-id> <pub-id pub-id-type="pmid">31257471</pub-id></citation></ref>
<ref id="B66"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Swords</surname> <given-names>G. M.</given-names></name> <name><surname>Nguyen</surname> <given-names>L. T.</given-names></name> <name><surname>Mudar</surname> <given-names>R. A.</given-names></name> <name><surname>Llano</surname> <given-names>D. A.</given-names></name></person-group> (<year>2018</year>). <article-title>Auditory system dysfunction in Alzheimer disease and its prodromal states: a review.</article-title> <source><italic>Ageing Res. Rev.</italic></source> <volume>44</volume> <fpage>49</fpage>&#x2013;<lpage>59</lpage>. <pub-id pub-id-type="doi">10.1016/j.arr.2018.04.001</pub-id> <pub-id pub-id-type="pmid">29630950</pub-id></citation></ref>
<ref id="B67"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tremblay</surname> <given-names>R.</given-names></name> <name><surname>Lee</surname> <given-names>S.</given-names></name> <name><surname>Rudy</surname> <given-names>B.</given-names></name></person-group> (<year>2016</year>). <article-title>GABAergic Interneurons in the Neocortex: from Cellular Properties to Circuits.</article-title> <source><italic>Neuron</italic></source> <volume>91</volume> <fpage>260</fpage>&#x2013;<lpage>292</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuron.2016.06.033</pub-id> <pub-id pub-id-type="pmid">27477017</pub-id></citation></ref>
<ref id="B68"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vald&#x00E9;s-Baizabal</surname> <given-names>C.</given-names></name> <name><surname>Carbajal</surname> <given-names>G. V.</given-names></name> <name><surname>P&#x00E9;rez-Gonz&#x00E1;lez</surname> <given-names>D.</given-names></name> <name><surname>Malmierca</surname> <given-names>M. S.</given-names></name></person-group> (<year>2020</year>). <article-title>Dopamine modulates subcortical responses to surprising sounds.</article-title> <source><italic>PLoS Biol.</italic></source> <volume>18</volume>:<issue>e3000744</issue>. <pub-id pub-id-type="doi">10.1371/journal.pbio.3000744</pub-id> <pub-id pub-id-type="pmid">32559190</pub-id></citation></ref>
<ref id="B69"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vald&#x00E9;s-Baizabal</surname> <given-names>C.</given-names></name> <name><surname>Parras</surname> <given-names>G. G.</given-names></name> <name><surname>Ayala</surname> <given-names>Y. A.</given-names></name> <name><surname>Malmierca</surname> <given-names>M. S.</given-names></name></person-group> (<year>2017</year>). <article-title>Endocannabinoid Modulation of Stimulus-Specific Adaptation in Inferior Colliculus Neurons of the Rat.</article-title> <source><italic>Sci. Rep.</italic></source> <volume>7</volume> <fpage>1</fpage>&#x2013;<lpage>14</lpage>. <pub-id pub-id-type="doi">10.1038/s41598-017-07460-w</pub-id> <pub-id pub-id-type="pmid">28765608</pub-id></citation></ref>
<ref id="B70"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wolpe</surname> <given-names>N.</given-names></name> <name><surname>Ingram</surname> <given-names>J. N.</given-names></name> <name><surname>Tsvetanov</surname> <given-names>K. A.</given-names></name> <name><surname>Geerligs</surname> <given-names>L.</given-names></name> <name><surname>Kievit</surname> <given-names>R. A.</given-names></name> <name><surname>Henson</surname> <given-names>R. N.</given-names></name><etal/></person-group> (<year>2016</year>). <article-title>Ageing increases reliance on sensorimotor prediction through structural and functional differences in frontostriatal circuits.</article-title> <source><italic>Nat. Commun.</italic></source> <volume>7</volume>:<issue>13034</issue>. <pub-id pub-id-type="doi">10.1038/ncomms13034</pub-id> <pub-id pub-id-type="pmid">27694879</pub-id></citation></ref>
<ref id="B71"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wood</surname> <given-names>K. C.</given-names></name> <name><surname>Blackwell</surname> <given-names>J. M.</given-names></name> <name><surname>Geffen</surname> <given-names>M. N.</given-names></name></person-group> (<year>2017</year>). <article-title>Cortical inhibitory interneurons control sensory processing.</article-title> <source><italic>Curr. Opin. Neurobiol.</italic></source> <volume>46</volume> <fpage>200</fpage>&#x2013;<lpage>207</lpage>. <pub-id pub-id-type="doi">10.1016/j.conb.2017.08.018</pub-id> <pub-id pub-id-type="pmid">28938181</pub-id></citation></ref>
<ref id="B72"><citation citation-type="journal"><collab>World Health Organization [WHO]</collab> (<year>2004</year>). <source><italic>The global burden of disease: 2004 update.</italic></source> <publisher-loc>Switzerland</publisher-loc>: <publisher-name>World Health Organization</publisher-name>.</citation></ref>
<ref id="B73"><citation citation-type="journal"><collab>World Health Organization [WHO]</collab> (<year>2021</year>). <source><italic>World report on Hearing.</italic></source> <publisher-loc>Geneva</publisher-loc>: <publisher-name>World Health Organization</publisher-name>.</citation></ref>
<ref id="B74"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Xu</surname> <given-names>H.</given-names></name> <name><surname>Jeong</surname> <given-names>H.-Y.</given-names></name> <name><surname>Tremblay</surname> <given-names>R.</given-names></name> <name><surname>Rudy</surname> <given-names>B.</given-names></name></person-group> (<year>2013</year>). <article-title>Neocortical Somatostatin-Expressing GABAergic Interneurons Disinhibit the Thalamorecipient Layer 4.</article-title> <source><italic>Neuron</italic></source> <volume>77</volume> <fpage>155</fpage>&#x2013;<lpage>167</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuron.2012.11.004</pub-id> <pub-id pub-id-type="pmid">23312523</pub-id></citation></ref>
<ref id="B75"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zaborszky</surname> <given-names>L.</given-names></name> <name><surname>Hoemke</surname> <given-names>L.</given-names></name> <name><surname>Mohlberg</surname> <given-names>H.</given-names></name> <name><surname>Schleicher</surname> <given-names>A.</given-names></name> <name><surname>Amunts</surname> <given-names>K.</given-names></name> <name><surname>Zilles</surname> <given-names>K.</given-names></name></person-group> (<year>2008</year>). <article-title>Stereotaxic probabilistic maps of the magnocellular cell groups in human basal forebrain.</article-title> <source><italic>Neuroimage</italic></source> <volume>42</volume> <fpage>1127</fpage>&#x2013;<lpage>1141</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuroimage.2008.05.055</pub-id> <pub-id pub-id-type="pmid">18585468</pub-id></citation></ref>
<ref id="B76"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhu</surname> <given-names>H.</given-names></name> <name><surname>Yan</surname> <given-names>H.</given-names></name> <name><surname>Tang</surname> <given-names>N.</given-names></name> <name><surname>Li</surname> <given-names>X.</given-names></name> <name><surname>Pang</surname> <given-names>P.</given-names></name> <name><surname>Li</surname> <given-names>H.</given-names></name><etal/></person-group> (<year>2017</year>). <article-title>Impairments of spatial memory in an Alzheimer&#x2019;s disease model via degeneration of hippocampal cholinergic synapses.</article-title> <source><italic>Nat. Commun.</italic></source> <volume>8</volume>:<issue>1676</issue>. <pub-id pub-id-type="doi">10.1038/s41467-017-01943-0</pub-id> <pub-id pub-id-type="pmid">29162816</pub-id></citation></ref>
<ref id="B77"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zimmermann</surname> <given-names>J.</given-names></name> <name><surname>Alain</surname> <given-names>C.</given-names></name> <name><surname>Butler</surname> <given-names>C.</given-names></name></person-group> (<year>2019</year>). <article-title>Impaired memory-guided attention in asymptomatic APOE4 carriers.</article-title> <source><italic>Sci. Rep.</italic></source> <volume>9</volume>:<issue>8138</issue>. <pub-id pub-id-type="doi">10.1038/s41598-019-44471-1</pub-id> <pub-id pub-id-type="pmid">31148578</pub-id></citation></ref>
</ref-list>
</back>
</article>