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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Hum. Neurosci.</journal-id>
<journal-title>Frontiers in Human Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Hum. Neurosci.</abbrev-journal-title>
<issn pub-type="epub">1662-5161</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnhum.2018.00192</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neuroscience</subject>
<subj-group>
<subject>Mini Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Audiovisual Temporal Perception in Aging: The Role of Multisensory Integration and Age-Related Sensory Loss</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Brooks</surname> <given-names>Cassandra J.</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/529067/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Chan</surname> <given-names>Yu Man</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/128578/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Anderson</surname> <given-names>Andrew J.</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/530215/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>McKendrick</surname> <given-names>Allison M.</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/128690/overview"/>
</contrib>
</contrib-group>
<aff><institution>Department of Optometry and Vision Sciences, The University of Melbourne</institution>, <addr-line>Melbourne, VIC</addr-line>, <country>Australia</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Camillo Porcaro, Istituto di Scienze e Tecnologie della Cognizione (ISTC), Italy</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Eugenie Roudaia, Universit&#x00E9; de Montr&#x00E9;al, Canada; Annalisa Setti, University College Cork, Ireland</p></fn>
<corresp id="c001">&#x002A;Correspondence: Allison M. McKendrick, <email>allisonm@unimelb.edu.au</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>09</day>
<month>05</month>
<year>2018</year>
</pub-date>
<pub-date pub-type="collection">
<year>2018</year>
</pub-date>
<volume>12</volume>
<elocation-id>192</elocation-id>
<history>
<date date-type="received">
<day>27</day>
<month>10</month>
<year>2017</year>
</date>
<date date-type="accepted">
<day>20</day>
<month>04</month>
<year>2018</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2018 Brooks, Chan, Anderson and McKendrick.</copyright-statement>
<copyright-year>2018</copyright-year>
<copyright-holder>Brooks, Chan, Anderson and McKendrick</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 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>Within each sensory modality, age-related deficits in temporal perception contribute to the difficulties older adults experience when performing everyday tasks. Since perceptual experience is inherently multisensory, older adults also face the added challenge of appropriately integrating or segregating the auditory and visual cues present in our dynamic environment into coherent representations of distinct objects. As such, many studies have investigated how older adults perform when integrating temporal information across audition and vision. This review covers both direct judgments about temporal information (the sound-induced flash illusion, temporal order, perceived synchrony, and temporal rate discrimination) and judgments regarding stimuli containing temporal information (the audiovisual bounce effect and speech perception). Although an age-related increase in integration has been demonstrated on a variety of tasks, research specifically investigating the ability of older adults to integrate temporal auditory and visual cues has produced disparate results. In this short review, we explore what factors could underlie these divergent findings. We conclude that both task-specific differences and age-related sensory loss play a role in the reported disparity in age-related effects on the integration of auditory and visual temporal information.</p>
</abstract>
<kwd-group>
<kwd>temporal perception</kwd>
<kwd>multisensory</kwd>
<kwd>audiovisual</kwd>
<kwd>integration</kwd>
<kwd>audition</kwd>
<kwd>vision</kwd>
<kwd>aging</kwd>
</kwd-group>
<contract-num rid="cn001">FT0990930 (AMM)</contract-num>
<contract-sponsor id="cn001">Australian Research Council<named-content content-type="fundref-id">10.13039/501100000923</named-content></contract-sponsor>
<counts>
<fig-count count="0"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="153"/>
<page-count count="9"/>
<word-count count="0"/>
</counts>
</article-meta>
</front>
<body>
<sec><title>Introduction</title>
<p>The normal aging process degrades both auditory and visual temporal perception, contributing to the difficulties older adults encounter with everyday tasks. For example, age-related impairments in speech comprehension and driving performance are associated with temporal processing deficits within audition (<xref ref-type="bibr" rid="B46">Gordon-Salant and Fitzgibbons, 1993</xref>; <xref ref-type="bibr" rid="B42">F&#x00FC;llgrabe et al., 2014</xref>; <xref ref-type="bibr" rid="B5">Babkoff and Fostick, 2017</xref>) and vision (<xref ref-type="bibr" rid="B152">Wood, 2002</xref>; <xref ref-type="bibr" rid="B19">Conlon and Herkes, 2008</xref>; <xref ref-type="bibr" rid="B72">Lacherez et al., 2014</xref>), respectively. However, many tasks stimulate both audition and vision. Therefore, this review targets how older adults combine these two sources of temporal information.</p>
<p>Integration binds auditory and visual stimuli into a unified percept, altering their perception relative to how they are perceived in isolation (<xref ref-type="bibr" rid="B29">Ernst and B&#x00FC;lthoff, 2004</xref>; <xref ref-type="bibr" rid="B121">Stein et al., 2009</xref>). Correctly inferring whether audiovisual integration is appropriate poses a behaviorally relevant challenge. Integration occurs when stimuli seem to share the same origin and one factor influencing this is close temporal correspondence between auditory and visual stimuli, such as similar onset (<xref ref-type="bibr" rid="B75">Lewald and Guski, 2003</xref>) and correlated temporal structure (<xref ref-type="bibr" rid="B95">Parise et al., 2012</xref>; <xref ref-type="bibr" rid="B24">Denison et al., 2013</xref>). Recent reviews indicate that aging increases integration across a range of perceptual domains and behaviors (<xref ref-type="bibr" rid="B38">Freiherr et al., 2013</xref>; <xref ref-type="bibr" rid="B22">de Dieuleveult et al., 2017</xref>). An age-related increase in integration of congruent auditory and visual cues may be beneficial, for example improving driving performance (<xref ref-type="bibr" rid="B100">Ramkhalawansingh et al., 2016</xref>). Conversely, integration of incongruent cues achieves a coherent percept at the cost of veridical perception and so greater integration could hinder everyday function in older adults. Interestingly, review of the literature specifically concerning the integration of temporal information indicates varied age-related effects, with reports of unaltered (e.g., <xref ref-type="bibr" rid="B117">Sommers et al., 2005</xref>; <xref ref-type="bibr" rid="B81">McGovern et al., 2014</xref>; <xref ref-type="bibr" rid="B12">Brooks et al., 2015</xref>) and decreased integration in older adults (e.g., <xref ref-type="bibr" rid="B142">Tye-Murray et al., 2011</xref>; <xref ref-type="bibr" rid="B103">Roudaia et al., 2013</xref>; <xref ref-type="bibr" rid="B12">Brooks et al., 2015</xref>). The perceptual change induced by integration depends on unisensory reliability (the precision of a sensory estimate of a property, as given by the inverse of its variance) and the brain&#x2019;s tendency to integrate auditory and visual cues (<xref ref-type="bibr" rid="B29">Ernst and B&#x00FC;lthoff, 2004</xref>; <xref ref-type="bibr" rid="B93">Odegaard and Shams, 2016</xref>). In this minireview, we consider whether age-related sensory loss (which affects unisensory reliability) and task-related differences (which may impact the integration process) explain the diversity of study findings.</p>
</sec>
<sec><title>Age-Related Changes in Unisensory Temporal Perception</title>
<p>Physiological aging affects the auditory and visual pathways from the sensory periphery to the cortex, resulting in a decline in many aspects of temporal perception. Within audition, older age reduces sensitivity to temporal fine structure (<xref ref-type="bibr" rid="B50">Grose and Mamo, 2010</xref>; <xref ref-type="bibr" rid="B89">Moore et al., 2012</xref>; <xref ref-type="bibr" rid="B41">F&#x00FC;llgrabe, 2013</xref>; <xref ref-type="bibr" rid="B42">F&#x00FC;llgrabe et al., 2014</xref>), amplitude modulation (<xref ref-type="bibr" rid="B132">Takahashi and Bacon, 1992</xref>; <xref ref-type="bibr" rid="B58">He et al., 2008</xref>; <xref ref-type="bibr" rid="B68">Kumar and Sangamanatha, 2011</xref>; <xref ref-type="bibr" rid="B42">F&#x00FC;llgrabe et al., 2014</xref>; <xref ref-type="bibr" rid="B147">Wallaert et al., 2016</xref>) and frequency modulation (<xref ref-type="bibr" rid="B59">He et al., 2007</xref>; <xref ref-type="bibr" rid="B51">Grose and Mamo, 2012</xref>; <xref ref-type="bibr" rid="B147">Wallaert et al., 2016</xref>). Older adults exhibit impaired auditory gap detection (<xref ref-type="bibr" rid="B114">Snell, 1997</xref>; <xref ref-type="bibr" rid="B131">Strouse et al., 1998</xref>; <xref ref-type="bibr" rid="B60">Heinrich and Schneider, 2006</xref>; <xref ref-type="bibr" rid="B61">Humes et al., 2009</xref>; <xref ref-type="bibr" rid="B68">Kumar and Sangamanatha, 2011</xref>) and duration discrimination (<xref ref-type="bibr" rid="B35">Fitzgibbons and Gordon-Salant, 1994</xref>; <xref ref-type="bibr" rid="B36">Fitzgibbons and Gordon-Salant, 1995</xref>; <xref ref-type="bibr" rid="B47">Gordon-Salant and Fitzgibbons, 1999</xref>; <xref ref-type="bibr" rid="B68">Kumar and Sangamanatha, 2011</xref>), as well as impaired temporal order judgments (<xref ref-type="bibr" rid="B47">Gordon-Salant and Fitzgibbons, 1999</xref>; <xref ref-type="bibr" rid="B37">Fitzgibbons et al., 2006</xref>; <xref ref-type="bibr" rid="B144">Ulbrich et al., 2009</xref>) and temporal sequencing (<xref ref-type="bibr" rid="B135">Trainor and Trehub, 1989</xref>).</p>
<p>Within vision, many age-related temporal processing deficits have been documented, including reduced flicker sensitivity (<xref ref-type="bibr" rid="B79">Mayer et al., 1988</xref>; <xref ref-type="bibr" rid="B143">Tyler, 1989</xref>; <xref ref-type="bibr" rid="B70">Kuyk and Wesson, 1991</xref>; <xref ref-type="bibr" rid="B65">Kim and Mayer, 1994</xref>), reduced critical flicker frequency (<xref ref-type="bibr" rid="B87">Misiak, 1947</xref>, <xref ref-type="bibr" rid="B88">1951</xref>; <xref ref-type="bibr" rid="B20">Coppinger, 1955</xref>; <xref ref-type="bibr" rid="B80">McFarland et al., 1958</xref>; <xref ref-type="bibr" rid="B71">Lachenmayr et al., 1994</xref>) and some impairments in motion perception (<xref ref-type="bibr" rid="B138">Trick and Silverman, 1991</xref>; <xref ref-type="bibr" rid="B136">Tran et al., 1998</xref>; <xref ref-type="bibr" rid="B55">Habak and Faubert, 2000</xref>; <xref ref-type="bibr" rid="B115">Snowden and Kavanagh, 2006</xref>; <xref ref-type="bibr" rid="B9">Bennett et al., 2007</xref>; <xref ref-type="bibr" rid="B10">Billino et al., 2008</xref>). Similar to deficits in auditory processing, there is an age-related decline in visual gap detection (<xref ref-type="bibr" rid="B61">Humes et al., 2009</xref>) and temporal order judgments (<xref ref-type="bibr" rid="B144">Ulbrich et al., 2009</xref>; <xref ref-type="bibr" rid="B13">Busey et al., 2010</xref>; <xref ref-type="bibr" rid="B21">de Boer-Schellekens and Vroomen, 2014</xref>).</p>
<p>Furthermore, sensory decline is typically uneven across vision and audition, though the more adversely affected sensory modality varies between tasks (<xref ref-type="bibr" rid="B14">&#x010C;eponien&#x0117; et al., 2008</xref>; <xref ref-type="bibr" rid="B54">Guerreiro and Van Gerven, 2011</xref>; <xref ref-type="bibr" rid="B77">Lustig and Meck, 2011</xref>; <xref ref-type="bibr" rid="B18">Cliff et al., 2013</xref>; <xref ref-type="bibr" rid="B26">Diaconescu et al., 2013</xref>; <xref ref-type="bibr" rid="B53">Guerreiro et al., 2013</xref>). For example, older age impairs visual duration judgments more than auditory ones (<xref ref-type="bibr" rid="B77">Lustig and Meck, 2011</xref>). In contrast, auditory but not visual temporal rate discriminability is poorer in older adults (<xref ref-type="bibr" rid="B12">Brooks et al., 2015</xref>). Consequently, for a given audiovisual task, auditory and visual cues are not expected to be equally degraded by age-related sensory changes.</p>
</sec>
<sec><title>Age-Related Changes in Audiovisual Temporal Perception</title>
<p>Studies have investigated age-related changes to various measures of audiovisual temporal perception presumed to reflect multisensory integration, with disparate results for transient stimuli like flashes and beeps. Older adults are more susceptible to the sound-induced flash illusion (<xref ref-type="bibr" rid="B110">Setti et al., 2011a</xref>; <xref ref-type="bibr" rid="B23">DeLoss et al., 2013</xref>; <xref ref-type="bibr" rid="B81">McGovern et al., 2014</xref>). In this illusory fission effect, the integration of two beeps and a solitary flash results in the perception of two flashes (<xref ref-type="bibr" rid="B112">Shams et al., 2000</xref>). Older adults also exhibit an enhanced temporal ventriloquist effect (<xref ref-type="bibr" rid="B21">de Boer-Schellekens and Vroomen, 2014</xref>), in which the presentation of a click before and after a sequence of two flashes increases visual temporal order sensitivity (<xref ref-type="bibr" rid="B90">Morein-Zamir et al., 2003</xref>). Conversely, the integration of two flashes with a single beep results in the perception of a single flash in an illusory fusion effect (<xref ref-type="bibr" rid="B2">Andersen et al., 2004</xref>) that does not change in aging (<xref ref-type="bibr" rid="B81">McGovern et al., 2014</xref>). In the audiovisual bounce effect, an auditory beep influences a visual spatiotemporal illusion, in which two disks moving toward each other appear either to stream past one another, or less frequently, to bounce (<xref ref-type="bibr" rid="B107">Sekuler and Sekuler, 1999</xref>). The beep, sounding as the disks overlap, causes an increase in the frequency of perceived bouncing (<xref ref-type="bibr" rid="B108">Sekuler et al., 1997</xref>). This effect is reduced in older adults, suggestive of decreased integration (<xref ref-type="bibr" rid="B103">Roudaia et al., 2013</xref>).</p>
<p>Age-related effects on the integration of temporally modulated stimuli depend on audiovisual congruency. Partial integration of non-identical auditory and visual temporal rates distorts perceived rate such that the auditory or visual rate subjectively equivalent to a reference is non-veridical (<xref ref-type="bibr" rid="B101">Roach et al., 2006</xref>). This effect is equivalent in younger and older adults (<xref ref-type="bibr" rid="B12">Brooks et al., 2015</xref>). However, integration of identical auditory and visual temporal rates improves temporal rate discrimination in a statistically optimal fashion in younger (<xref ref-type="bibr" rid="B66">Koene et al., 2007</xref>; <xref ref-type="bibr" rid="B12">Brooks et al., 2015</xref>) but not older adults, who fail to show the &#x221A; 2 improvement predicted by maximum likelihood estimation (<xref ref-type="bibr" rid="B12">Brooks et al., 2015</xref>).</p>
<p>Research on audiovisual speech perception in aging is also relevant to this review, since the temporal relationships between auditory and visual speech cues (<xref ref-type="bibr" rid="B16">Chandrasekaran et al., 2009</xref>)facilitate both auditory speech detection (<xref ref-type="bibr" rid="B49">Grant and Seitz, 2000</xref>) and recognition (<xref ref-type="bibr" rid="B133">ten Oever et al., 2013</xref>; <xref ref-type="bibr" rid="B63">Jaekl et al., 2015</xref>). Visual facilitation of auditory speech detection is reduced in older adults (<xref ref-type="bibr" rid="B142">Tye-Murray et al., 2011</xref>). The effect of aging on audiovisual gains in speech recognition is more complex, with no age-related changes evident when auditory and visual speech cues are clear and congruent (<xref ref-type="bibr" rid="B6">Ballingham and Cienkowski, 2004</xref>; <xref ref-type="bibr" rid="B117">Sommers et al., 2005</xref>; <xref ref-type="bibr" rid="B119">Spehar et al., 2008</xref>; <xref ref-type="bibr" rid="B45">Gordon and Allen, 2009</xref>; <xref ref-type="bibr" rid="B74">Legault et al., 2010</xref>; <xref ref-type="bibr" rid="B139">Tye-Murray et al., 2010</xref>; <xref ref-type="bibr" rid="B150">Winneke and Phillips, 2011</xref>; <xref ref-type="bibr" rid="B62">Huyse et al., 2014</xref>; <xref ref-type="bibr" rid="B113">Smayda et al., 2016</xref>; <xref ref-type="bibr" rid="B116">Sommers and Phelps, 2016</xref>). However, audiovisual gains are reduced in older adults when auditory and visual speech cues are degraded (<xref ref-type="bibr" rid="B140">Tye-Murray et al., 2008</xref>, <xref ref-type="bibr" rid="B139">2010</xref>, <xref ref-type="bibr" rid="B142">2011</xref>; <xref ref-type="bibr" rid="B45">Gordon and Allen, 2009</xref>; <xref ref-type="bibr" rid="B62">Huyse et al., 2014</xref>; <xref ref-type="bibr" rid="B124">Stevenson et al., 2015</xref>) or asynchronous (<xref ref-type="bibr" rid="B48">Gordon-Salant et al., 2017</xref>).</p>
<p>In the McGurk effect, integration of incongruent auditory and visual speech results in a fused percept that matches neither cue (<xref ref-type="bibr" rid="B82">McGurk and Macdonald, 1976</xref>). Most studies report a similar proportion of fused responses in younger and older adult groups for syllables (<xref ref-type="bibr" rid="B17">Cienkowski and Carney, 2002</xref>; <xref ref-type="bibr" rid="B6">Ballingham and Cienkowski, 2004</xref>; <xref ref-type="bibr" rid="B62">Huyse et al., 2014</xref>; <xref ref-type="bibr" rid="B129">Stothart and Kazanina, 2016</xref>). Discrepant findings reported in the literature likely reflect differences in study design, with an age-related increase in fused responses found when speech stimuli were words (<xref ref-type="bibr" rid="B109">Setti et al., 2013</xref>) and an age-related decrease in fused responses found when auditory syllables were presented in modulated noise (<xref ref-type="bibr" rid="B62">Huyse et al., 2014</xref>). Comparison between studies using different experimental stimuli is also complicated by known variability in the McGurk effect with different speakers (<xref ref-type="bibr" rid="B64">Jiang and Bernstein, 2011</xref>; <xref ref-type="bibr" rid="B78">Mallick et al., 2015</xref>) and different auditory and visual syllable pairings (<xref ref-type="bibr" rid="B64">Jiang and Bernstein, 2011</xref>).</p>
<p>Altogether, research indicates an age-related increase in the integration of temporally offset auditory and visual events. Older adults perceive the sound-induced flash illusion at larger temporal offsets between auditory and visual stimuli than younger adults (<xref ref-type="bibr" rid="B110">Setti et al., 2011a</xref>; <xref ref-type="bibr" rid="B81">McGovern et al., 2014</xref>). When judging synchrony, older adults perceive temporally offset auditory and visual events as simultaneous over a broader (<xref ref-type="bibr" rid="B57">Hay-McCutcheon et al., 2009</xref>; <xref ref-type="bibr" rid="B92">Noel et al., 2016</xref>), narrower (<xref ref-type="bibr" rid="B1">Alm and Behne, 2013</xref>) or similar (<xref ref-type="bibr" rid="B7">Baskent and Bazo, 2011</xref>; <xref ref-type="bibr" rid="B8">Bedard and Barnett-Cowan, 2016</xref>) temporal window compared to younger adults. However, the temporal window of perceived synchrony is broader in older adults when individual differences in stimulus detectability and response criterion are normalized, indicative of enhanced integration (<xref ref-type="bibr" rid="B15">Chan et al., 2014</xref>). Similarly, in judgments of temporal order, older adults need a larger temporal gap between an auditory and visual stimulus to distinguish which appeared first (<xref ref-type="bibr" rid="B146">Virsu et al., 2003</xref>; <xref ref-type="bibr" rid="B111">Setti et al., 2011b</xref>; <xref ref-type="bibr" rid="B21">de Boer-Schellekens and Vroomen, 2014</xref>; <xref ref-type="bibr" rid="B8">Bedard and Barnett-Cowan, 2016</xref>), but one study found no age-related differences in audiovisual temporal order judgments (<xref ref-type="bibr" rid="B34">Fiacconi et al., 2013</xref>). All of these temporal order studies used stimuli that were not individually scaled to detectability, and Fiacconi et al tested observers of at least 70 years of age, which is older than the inclusion criteria of the other above cited studies (at least 60 years).</p>
<p>In summary, integration of temporal auditory and visual information may be increased, decreased or unchanged by physiological aging (see <bold>Tables <xref ref-type="table" rid="T1">1</xref></bold>, <bold><xref ref-type="table" rid="T2">2</xref></bold>). This suggests that age-related effects on integration may be task-specific, as discussed in the next section.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Age-related changes in the perception of audiovisual temporal information consistent with decreased, unchanged, or increased integration in older relative to younger adults.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Audiovisual task</th>
<th valign="top" align="center" colspan="3">Age-related changes in multisensory integration:</th>
</tr>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="left" colspan="3"><hr/></td>
</tr>
<tr>
<td valign="top" align="left"></td>
<th valign="top" align="left"><italic>Decreased</italic></th>
<th valign="top" align="left"><italic>Unchanged</italic></th>
<th valign="top" align="left"><italic>Increased</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Sound-induced flash fission</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B110">Setti et al., 2011a</xref>; <xref ref-type="bibr" rid="B23">DeLoss et al., 2013</xref>; <xref ref-type="bibr" rid="B81">McGovern et al., 2014</xref></td>
</tr>
<tr>
<td valign="top" align="left">Sound-induced flash fusion</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B81">McGovern et al., 2014</xref></td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">Temporal ventriloquist effect</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B21">de Boer-Schellekens and Vroomen, 2014</xref></td>
</tr>
<tr>
<td valign="top" align="left">Audiovisual bounce effect</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B103">Roudaia et al., 2013</xref></td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">Identical temporal rates</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B12">Brooks et al., 2015</xref></td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">Non-identical temporal rates</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B12">Brooks et al., 2015</xref></td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">Speech detection</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B142">Tye-Murray et al., 2011</xref></td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">Speech recognition</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B140">Tye-Murray et al., 2008</xref>, <xref ref-type="bibr" rid="B139">2010</xref>, <xref ref-type="bibr" rid="B142">2011</xref>; <xref ref-type="bibr" rid="B45">Gordon and Allen, 2009</xref>; <xref ref-type="bibr" rid="B62">Huyse et al., 2014</xref>; <xref ref-type="bibr" rid="B124">Stevenson et al., 2015</xref>; <xref ref-type="bibr" rid="B48">Gordon-Salant et al., 2017</xref></td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B6">Ballingham and Cienkowski, 2004</xref>; <xref ref-type="bibr" rid="B117">Sommers et al., 2005</xref>; <xref ref-type="bibr" rid="B119">Spehar et al., 2008</xref>; <xref ref-type="bibr" rid="B45">Gordon and Allen, 2009</xref>; <xref ref-type="bibr" rid="B74">Legault et al., 2010</xref>; <xref ref-type="bibr" rid="B139">Tye-Murray et al., 2010</xref>; <xref ref-type="bibr" rid="B150">Winneke and Phillips, 2011</xref>; <xref ref-type="bibr" rid="B62">Huyse et al., 2014</xref>; <xref ref-type="bibr" rid="B113">Smayda et al., 2016</xref>; <xref ref-type="bibr" rid="B116">Sommers and Phelps, 2016</xref></td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">McGurk effect (fused responses)</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B62">Huyse et al., 2014</xref></td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B17">Cienkowski and Carney, 2002</xref>; <xref ref-type="bibr" rid="B6">Ballingham and Cienkowski, 2004</xref>; <xref ref-type="bibr" rid="B62">Huyse et al., 2014</xref>; <xref ref-type="bibr" rid="B129">Stothart and Kazanina, 2016</xref></td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B109">Setti et al., 2013</xref></td>
</tr>
<tr>
<td valign="top" align="left"></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<attrib><italic>See text for discussion of how closely changes in perceptual measures reflect the underlying ability to integrate.</italic></attrib>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>Age-related changes in the temporal binding window of auditory and visual events, indicating whether older adults were found to have narrower, unchanged, or wider temporal binding windows relative to younger adults.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Audiovisual task</th>
<th valign="top" align="center" colspan="3">Age-related changes in the temporal binding window:</th>
</tr>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="left" colspan="3"><hr/></td>
</tr>
<tr>
<td valign="top" align="left"></td>
<th valign="top" align="left"><italic>Narrower</italic></th>
<th valign="top" align="left"><italic>Unchanged</italic></th>
<th valign="top" align="left"><italic>Wider</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Temporal order judgments</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B34">Fiacconi et al., 2013</xref></td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B146">Virsu et al., 2003</xref>; <xref ref-type="bibr" rid="B111">Setti et al., 2011b</xref>; <xref ref-type="bibr" rid="B21">de Boer-Schellekens and Vroomen, 2014</xref>; <xref ref-type="bibr" rid="B8">Bedard and Barnett-Cowan, 2016</xref></td>
</tr>
<tr>
<td valign="top" align="left">Synchrony judgments</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B1">Alm and Behne, 2013</xref></td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B7">Baskent and Bazo, 2011</xref>; <xref ref-type="bibr" rid="B8">Bedard and Barnett-Cowan, 2016</xref></td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B57">Hay-McCutcheon et al., 2009</xref>; <xref ref-type="bibr" rid="B15">Chan et al., 2014</xref>; <xref ref-type="bibr" rid="B92">Noel et al., 2016</xref></td>
</tr>
<tr>
<td valign="top" align="left"></td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec><title>Task-Specific Integration Processes</title>
<p>An outstanding question is how closely audiovisual integration of temporal information is linked across different tasks. On the one hand, performance across different temporal audiovisual tasks is often correlated within individuals (<xref ref-type="bibr" rid="B137">Tremblay et al., 2007</xref>; <xref ref-type="bibr" rid="B128">Stevenson et al., 2012</xref>; <xref ref-type="bibr" rid="B126">Stevenson and Wallace, 2013</xref>), suggesting that different tasks can index common processes. Accordingly, older adults exhibit both increased susceptibility to the sound induced flash illusion (<xref ref-type="bibr" rid="B110">Setti et al., 2011a</xref>; <xref ref-type="bibr" rid="B23">DeLoss et al., 2013</xref>; <xref ref-type="bibr" rid="B81">McGovern et al., 2014</xref>) and broader temporal binding windows (<xref ref-type="bibr" rid="B15">Chan et al., 2014</xref>; <xref ref-type="bibr" rid="B92">Noel et al., 2016</xref>), consistent with the correlation between performance on these tasks in younger adults (<xref ref-type="bibr" rid="B128">Stevenson et al., 2012</xref>). However, within-subject correlations in younger adults have a limited potential to connect age-related effects on integration across different tasks. Correlations between tasks may reflect unisensory reliability, rather than a shared tendency to integrate, as both factors contribute to observed audiovisual interactions (<xref ref-type="bibr" rid="B93">Odegaard and Shams, 2016</xref>). Preliminary evidence suggests that the brain&#x2019;s tendency to integrate auditory and visual cues is task-specific, though it remains unclear how tightly integration tendency is linked across tasks within the same perceptual domain (<xref ref-type="bibr" rid="B93">Odegaard and Shams, 2016</xref>). Furthermore, while low level stimulus characteristics such as temporal correspondence and unisensory reliability modulate the strength of audiovisual interactions, the integration process is also influenced by contextually-driven factors such as task goal, attention, and learned audiovisual associations (for review see <xref ref-type="bibr" rid="B145">van Atteveldt et al., 2014</xref>; <xref ref-type="bibr" rid="B141">Tye-Murray et al., 2016</xref>).</p>
<p>Different tasks likely index different perceptual processes. For example, research suggests distinctions between the perception of audiovisual temporal rate and relative timing (<xref ref-type="bibr" rid="B40">Fujisaki and Nishida, 2005</xref>). Moreover, a complex task like audiovisual speech perception is influenced by higher level factors, such as semantic congruence and linguistic meaning, not just lower level stimulus characteristics like temporal structure (<xref ref-type="bibr" rid="B30">Eskelund et al., 2011</xref>; <xref ref-type="bibr" rid="B73">Lee and Noppeney, 2011</xref>; <xref ref-type="bibr" rid="B123">Stekelenburg and Vroomen, 2012</xref>; <xref ref-type="bibr" rid="B133">ten Oever et al., 2013</xref>; <xref ref-type="bibr" rid="B127">Stevenson et al., 2014</xref>). In older adults, audiovisual gains in speech recognition decrease with task complexity, such as lexical difficulty (<xref ref-type="bibr" rid="B25">Dey and Sommers, 2015</xref>) or whole-word compared to phoneme recognition (<xref ref-type="bibr" rid="B124">Stevenson et al., 2015</xref>).</p>
<p>Additionally, audiovisual temporal tasks may not index the same perceptual processes even with comparable stimuli, such as audiovisual speech detection and recognition(<xref ref-type="bibr" rid="B30">Eskelund et al., 2011</xref>) and audiovisual temporal order and synchrony judgments (<xref ref-type="bibr" rid="B76">Love et al., 2013</xref>). In fact, estimates of the temporal binding window from temporal order and synchrony tasks are not correlated in older adults (<xref ref-type="bibr" rid="B8">Bedard and Barnett-Cowan, 2016</xref>). The McGurk effect is experienced at temporal offsets between auditory and visual syllables where observers are aware of the asynchrony (<xref ref-type="bibr" rid="B118">Soto-Faraco and Alsius, 2009</xref>), in line with differences in the neural substrate processing asynchrony and perceptual fusion for audiovisual speech (<xref ref-type="bibr" rid="B125">Stevenson et al., 2011</xref>). Furthermore, evidence points toward distinct cortical mechanisms of illusory flash fusion and fission (<xref ref-type="bibr" rid="B86">Mishra et al., 2007</xref>, <xref ref-type="bibr" rid="B85">2008</xref>) that may be differentially vulnerable to age-related effects given differences in older adult susceptibility to each illusion type (<xref ref-type="bibr" rid="B81">McGovern et al., 2014</xref>). Likewise, older adults exhibit impaired integration of identical but not conflicting auditory and visual temporal rates, suggesting the presence of separate integration mechanisms that differ in their susceptibility to age-related decline (<xref ref-type="bibr" rid="B12">Brooks et al., 2015</xref>).</p>
<p>Lastly, there are concerns regarding the adequacy of some study measures as indices of integration. Though some argue that decisional processes drive the audiovisual bounce effect (<xref ref-type="bibr" rid="B52">Grove et al., 2016</xref>; <xref ref-type="bibr" rid="B153">Zeljko and Grove, 2016</xref>), most studies indicate that the effect is perceptual (<xref ref-type="bibr" rid="B148">Watanabe and Shimojo, 2001</xref>; <xref ref-type="bibr" rid="B104">Sanabria et al., 2004</xref>; <xref ref-type="bibr" rid="B28">Dufour et al., 2008</xref>; <xref ref-type="bibr" rid="B84">Meyerhoff and Scholl, 2018</xref>). Multiple studies suggest that the McGurk effect is an unreliable measure of integration, due to substantial individual variability (<xref ref-type="bibr" rid="B78">Mallick et al., 2015</xref>), underestimation of visual modulation of the auditory cue (<xref ref-type="bibr" rid="B11">Brancazio and Miller, 2005</xref>; <xref ref-type="bibr" rid="B134">Tiippana, 2014</xref>) and the contribution of individual differences in sensitivity to incongruity and lipreading skill to illusion susceptibility (<xref ref-type="bibr" rid="B130">Strand et al., 2014</xref>). As for audiovisual gains in speech recognition, recent analysis argues improved performance does not result from integration and that different integration measures indicate opposing age-related effects (<xref ref-type="bibr" rid="B141">Tye-Murray et al., 2016</xref>). Greater understanding of the relationships between audiovisual tasks and how closely perceptual changes reflect integration is needed to clarify current research.</p>
</sec>
<sec><title>The Role of Age-Related Changes in Unisensory Processing</title>
<p>Age-related unisensory changes are a potential confounding factor in the interpretation of age-related changes in audiovisual perception. According to the principle of inverse effectiveness, if auditory and visual cues are less salient, there will be a greater proportionate change in neural responses upon their integration (<xref ref-type="bibr" rid="B83">Meredith and Stein, 1983</xref>). Since this principle can also apply to perception (<xref ref-type="bibr" rid="B122">Stein et al., 1988</xref>), apparently enhanced integration in older age may reflect reduced stimulus saliency due to age-related sensory loss (<xref ref-type="bibr" rid="B91">Mozolic et al., 2012</xref>; <xref ref-type="bibr" rid="B38">Freiherr et al., 2013</xref>). However, a relationship between sensory reliability and integration does not necessarily mean that age-related sensory loss will explain age-related differences. While lower stimulus intensities broaden temporal binding windows in younger adults (<xref ref-type="bibr" rid="B67">Krueger Fister et al., 2016</xref>), older adults demonstrated broader temporal binding windows than younger adults when stimulus intensity was scaled to individual detection thresholds, indicating the effect was independent of age-related declines in sensory sensitivity (<xref ref-type="bibr" rid="B15">Chan et al., 2014</xref>). Furthermore, counter to the predictions of inverse effectiveness, there is an age-related increase in audiovisual enhancement of word recognition at intermediate auditory signal to noise ratios (<xref ref-type="bibr" rid="B124">Stevenson et al., 2015</xref>) and an age-related decrease in audiovisual enhancement of degraded sentences (<xref ref-type="bibr" rid="B139">Tye-Murray et al., 2010</xref>). This is consistent with evidence that audiovisual gains in speech recognition are greatest for intermediate auditory clarity (<xref ref-type="bibr" rid="B102">Ross et al., 2007</xref>; cf. <xref ref-type="bibr" rid="B124">Stevenson et al., 2015</xref>).</p>
<p>The reliability of auditory relative to visual sensory estimates of a property (where reliability is defined as the estimate&#x2019;s precision, as given by the inverse of its variance) also influences audiovisual interactions (<xref ref-type="bibr" rid="B29">Ernst and B&#x00FC;lthoff, 2004</xref>). In contrast to the historical view that audition dominates temporal perception due to its superior temporal resolution (<xref ref-type="bibr" rid="B149">Welch and Warren, 1980</xref>), current theory holds that the brain weights a pair of sensory cues according to their relative reliability to derive the most precise multisensory representation possible from available information (<xref ref-type="bibr" rid="B29">Ernst and B&#x00FC;lthoff, 2004</xref>; <xref ref-type="bibr" rid="B151">Witten and Knudsen, 2005</xref>; <xref ref-type="bibr" rid="B33">Fetsch et al., 2013</xref>). Unisensory reliability plays a role in susceptibility to audiovisual illusions, in which information from one sensory modality modulates perception in another (e.g., <xref ref-type="bibr" rid="B106">Sekiyama and Tohkura, 1991</xref>; <xref ref-type="bibr" rid="B3">Andersen et al., 2005</xref>; <xref ref-type="bibr" rid="B101">Roach et al., 2006</xref>; <xref ref-type="bibr" rid="B69">Kumpik et al., 2014</xref>; <xref ref-type="bibr" rid="B130">Strand et al., 2014</xref>). Consequently, uneven age-related sensory decline could alter the relative contribution of audition and vision to the audiovisual percept, resulting in an apparent change in illusion susceptibility. Age-related shifts in the weighting of auditory and visual cues have been documented for audiovisual speech. When studies employed audiovisual speech cues that gave rise to age-related differences in unisensory performance, older adults gave more weight than younger adults to auditory (<xref ref-type="bibr" rid="B62">Huyse et al., 2014</xref>) or visual information (<xref ref-type="bibr" rid="B17">Cienkowski and Carney, 2002</xref>; <xref ref-type="bibr" rid="B105">Sekiyama et al., 2014</xref>; <xref ref-type="bibr" rid="B32">Festa et al., 2017</xref>), in accordance with the more reliable sensory modality. However, it is possible to probe age-related differences in integration capacity by individually balancing the relative reliability of auditory and visual cues, as was shown for temporal rate perception (<xref ref-type="bibr" rid="B12">Brooks et al., 2015</xref>).</p>
<p>Unfortunately, studies of audiovisual integration in older adults have not employed a consistent definition of what constitutes normal hearing and vision, and may not screen both sensory modalities for age-abnormal changes. Even so, screening measures commonly used in older adults such as audiometric thresholds and visual acuity are poor indicators of other aspects of auditory (e.g., <xref ref-type="bibr" rid="B47">Gordon-Salant and Fitzgibbons, 1999</xref>; <xref ref-type="bibr" rid="B97">Plack et al., 2014</xref>) or visual perception (e.g., <xref ref-type="bibr" rid="B56">Haegerstrom-Portnoy et al., 1999</xref>), respectively. The issue is further complicated by the often indistinct boundary between age-related and pathological changes (<xref ref-type="bibr" rid="B94">Owsley, 2011</xref>). Older age increases the prevalence of ocular diseases such as glaucoma (<xref ref-type="bibr" rid="B99">Quigley and Broman, 2006</xref>) and age-related macular degeneration (<xref ref-type="bibr" rid="B39">Friedman et al., 2004</xref>) that can further impair temporal perception even in early stages (e.g., <xref ref-type="bibr" rid="B4">Ansari et al., 2002</xref>; <xref ref-type="bibr" rid="B96">Phipps et al., 2004</xref>; <xref ref-type="bibr" rid="B120">Spry et al., 2005</xref>; <xref ref-type="bibr" rid="B27">Dimitrov et al., 2011</xref>; <xref ref-type="bibr" rid="B44">Gin et al., 2011</xref>). Age-related sensorineural hearing loss contributes to impaired auditory temporal perception independently from physiological aging (<xref ref-type="bibr" rid="B43">Gallun et al., 2014</xref>) and for stimuli at low frequencies despite normal audiometric thresholds (<xref ref-type="bibr" rid="B31">Feng et al., 2010</xref>). Age-related high frequency hearing loss also increases the intrinsic functional connectivity between auditory and visual cortical regions, which may increase audiovisual interactions in older adults (<xref ref-type="bibr" rid="B98">Puschmann and Thiel, 2017</xref>). Before drawing conclusions on how integration may change with age, studies should carefully account for age-related changes in both auditory and visual saliency on an individual basis (e.g., <xref ref-type="bibr" rid="B15">Chan et al., 2014</xref>; <xref ref-type="bibr" rid="B12">Brooks et al., 2015</xref>).</p>
</sec>
<sec><title>Conclusion</title>
<p>Audiovisual integration may not necessarily provide older adults with an effective compensatory mechanism for age-related unisensory decline in temporal information. While older adults often benefit from the provision of complimentary auditory and visual cues, it can be to a reduced extent compared to younger adults. Older adults sometimes demonstrate an increased tendency to synthesize conflicting temporal auditory and visual cues into a unified percept but this is not a universal finding. Further research elucidating how closely integration is linked across different audiovisual tasks is needed to clarify this pattern of results. Currently, it remains unclear to what extent age-related changes in audiovisual temporal perception reflect true changes in integration rather than sequential effects of age-related sensory loss. Future research should account for individual differences in unisensory reliability to distinguish age-related sensory loss from age-related effects on integration.</p>
</sec>
<sec><title>Author Contributions</title>
<p>CB: conception and planning of review and wrote the manuscript. YC: planning of review and contributed to the writing of Section &#x201C;Age-Related Changes in Audiovisual Temporal Perception.&#x201D; AM and AA: conception of review and revision of the manuscript. All authors approved the manuscript.</p>
</sec>
<sec><title>Conflict of Interest Statement</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>
</body>
<back>
<fn-group>
<fn fn-type="financial-disclosure">
<p><bold>Funding.</bold> This study was supported by Australian Research Council (FT0990930 to AM).</p>
</fn>
</fn-group>
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