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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Aging Neurosci.</journal-id>
<journal-title>Frontiers in Aging Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Aging Neurosci.</abbrev-journal-title>
<issn pub-type="epub">1663-4365</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnagi.2023.1271008</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Aging Neuroscience</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Age-related upregulation of perineuronal nets on inferior collicular cells that project to the cochlear nucleus</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Almassri</surname>
<given-names>Laila S.</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Ohl</surname>
<given-names>Andrew P.</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Iafrate</surname>
<given-names>Milena C.</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Wade</surname>
<given-names>Aidan D.</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Tokar</surname>
<given-names>Nick J.</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Mafi</surname>
<given-names>Amir M.</given-names>
</name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Beebe</surname>
<given-names>Nichole L.</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/121652/overview"/>
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<contrib contrib-type="author">
<name>
<surname>Young</surname>
<given-names>Jesse W.</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Mellott</surname>
<given-names>Jeffrey G.</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>Department of Anatomy and Neurobiology, Northeast Ohio Medical University</institution>, <addr-line>Rootstown, OH</addr-line>, <country>United States</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Biological Sciences, Kent State University</institution>, <addr-line>Kent, OH</addr-line>, <country>United States</country></aff>
<aff id="aff3"><sup>3</sup><institution>The Ohio State College of Medicine, The Ohio State</institution>, <addr-line>Columbus, OH</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Jorge Busciglio, University of California, Irvine, United States</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: Giedre Milinkeviciute, University of California, Irvine, United States; Randy J. Kulesza, Lake Erie College of Osteopathic Medicine, United States; David K. Ryugo, Garvan Institute of Medical Research, Australia</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Jeffrey G. Mellott, <email>jmellott@neomed.edu</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>20</day>
<month>11</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>15</volume>
<elocation-id>1271008</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>08</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>26</day>
<month>10</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Almassri, Ohl, Iafrate, Wade, Tokar, Mafi, Beebe, Young and Mellott.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Almassri, Ohl, Iafrate, Wade, Tokar, Mafi, Beebe, Young and Mellott</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>
<sec>
<title>Introduction</title>
<p>Disruptions to the balance of excitation and inhibition in the inferior colliculus (IC) occur during aging and underlie various aspects of hearing loss. Specifically, the age-related alteration to GABAergic neurotransmission in the IC likely contributes to the poorer temporal precision characteristic of presbycusis. Perineuronal nets (PNs), a specialized form of the extracellular matrix, maintain excitatory/inhibitory synaptic environments and reduce structural plasticity. We sought to determine whether PNs increasingly surround cell populations in the aged IC that comprise excitatory descending projections to the cochlear nucleus.</p>
</sec>
<sec>
<title>Method</title>
<p>We combined Wisteria floribunda agglutinin (WFA) staining for PNs with retrograde tract-tracing in three age groups of Fischer Brown Norway (FBN) rats.</p>
</sec>
<sec>
<title>Results</title>
<p>The data demonstrate that the percentage of IC-CN cells with a PN doubles from ~10% at young age to ~20% at old age. This was true in both lemniscal and non-lemniscal IC.</p>
</sec>
<sec>
<title>Discussion</title>
<p>Furthermore, the increase of PNs occurred on IC cells that make both ipsilateral and contralateral descending projections to the CN. These results indicate that reduced structural plasticity in the elderly IC-CN pathway, affecting excitatory/inhibitory balance and, potentially, may lead to reduced temporal precision associated with presbycusis.</p>
</sec>
</abstract>
<kwd-group>
<kwd>inferior colliculus</kwd>
<kwd><italic>Wisteria floribunda</italic> agglutinin</kwd>
<kwd>aging</kwd>
<kwd>cochlear nucleus (CN)</kwd>
<kwd>perineuronal nets</kwd>
</kwd-group>
<contract-num rid="cn1">R01</contract-num>
<contract-num rid="cn1">DC017708</contract-num>
<contract-sponsor id="cn1">NIH</contract-sponsor>
<contract-sponsor id="cn2">National Institute on Aging<named-content content-type="fundref-id">10.13039/100000049</named-content></contract-sponsor>
<counts>
<fig-count count="6"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="151"/>
<page-count count="17"/>
<word-count count="14050"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Cellular and Molecular Mechanisms of Brain-aging</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p>At the center of all major ascending and descending auditory pathways sits the inferior colliculus (IC). The IC, within its three primary subdivisions (central [ICc], lateral cortex [IClc], dorsal cortex [ICd]), processes information from numerous ascending and descending projections from essentially every station of the central auditory pathway (see review: <xref ref-type="bibr" rid="ref133">Thompson, 2005</xref>; <xref ref-type="bibr" rid="ref142">Wenstrup, 2005</xref>). The three IC subdivisions each receive dozens of excitatory and inhibitory inputs, while also send varying combinations of excitation and inhibition to numerous nuclei (e.g., the medial geniculate body [MG], superior colliculus, commissural IC, and superior olivary complex; <xref ref-type="bibr" rid="ref48">Gonz&#x00E1;lez-Hern&#x00E1;ndez et al., 1996</xref>; <xref ref-type="bibr" rid="ref95">Oliver, 2005</xref>; <xref ref-type="bibr" rid="ref133">Thompson, 2005</xref>; <xref ref-type="bibr" rid="ref142">Wenstrup, 2005</xref>; <xref ref-type="bibr" rid="ref83">Mellott et al., 2014a</xref>, <xref ref-type="bibr" rid="ref81">2018</xref>). The IC also sends a robust descending projection to the cochlear nucleus (CN). However, unlike the aforementioned projections from the IC, the IC-CN pathway is exclusively excitatory and does not include an inhibitory component (<xref ref-type="bibr" rid="ref88">Milinkeviciute et al., 2017</xref>). Although reports differ across species, broadly speaking, the IC-CN pathway originates from both the lemniscal ICc and non-lemniscal IC (mostly IClc) and targets both dorsal cochlear nuclei (<xref ref-type="bibr" rid="ref5">Andersen et al., 1980</xref>; <xref ref-type="bibr" rid="ref31">Conlee and Kane, 1982</xref>; <xref ref-type="bibr" rid="ref121">Shore et al., 1991</xref>; <xref ref-type="bibr" rid="ref25">Caicedo and Herbert, 1993</xref>; <xref ref-type="bibr" rid="ref78">Malmierca et al., 1996</xref>; <xref ref-type="bibr" rid="ref115">Saint Marie, 1996</xref>; <xref ref-type="bibr" rid="ref118">Schofield, 2001</xref>; <xref ref-type="bibr" rid="ref88">Milinkeviciute et al., 2017</xref>). The specific feedback the IC provides to the CN is not completely understood, however this projection was recently demonstrated to target all but one cell type in the DCN (<xref ref-type="bibr" rid="ref8">Balmer and Trussell, 2022</xref>).</p>
<p>In the IC, as well as nearly every auditory subcortical nucleus, exists populations of perineuronal nets (PNs) that surround non-GABAergic and GABAergic cells (<xref ref-type="bibr" rid="ref14">Bertolotto et al., 1996</xref>; <xref ref-type="bibr" rid="ref56">Hilbig et al., 2007</xref>; <xref ref-type="bibr" rid="ref39">Foster et al., 2014</xref>; <xref ref-type="bibr" rid="ref124">Sonntag et al., 2015</xref>, <xref ref-type="bibr" rid="ref123">2018</xref>; <xref ref-type="bibr" rid="ref6">Balmer, 2016</xref>; <xref ref-type="bibr" rid="ref37">Fader et al., 2016</xref> <xref ref-type="bibr" rid="ref9001">Beebe et al., 2018</xref>; <xref ref-type="bibr" rid="ref10">Beebe and Schofield, 2018</xref>; <xref ref-type="bibr" rid="ref55">Heusinger et al., 2019</xref>; <xref ref-type="bibr" rid="ref79">Mansour et al., 2019</xref>; <xref ref-type="bibr" rid="ref126">Sucha et al., 2019</xref>; <xref ref-type="bibr" rid="ref75">Mafi et al., 2020</xref>, <xref ref-type="bibr" rid="ref76">2021</xref>). PNs are specialized structures of extracellular matrix molecules that surround the somas and dendrites of various populations of neurons in the central nervous system (<xref ref-type="bibr" rid="ref33">Cragg, 1979</xref>; <xref ref-type="bibr" rid="ref60">Karetko and Skangiel-Kramska, 2009</xref>; <xref ref-type="bibr" rid="ref124">Sonntag et al., 2015</xref>; <xref ref-type="bibr" rid="ref17">Bosiacki et al., 2019</xref>; <xref ref-type="bibr" rid="ref132">Testa et al., 2019</xref>). The major molecular components of PNs, chondroitin sulfate proteoglycans (CSPGs), are involved in numerous functions including inhibition of structural plasticity, maintenance of excitatory/inhibitory balance, stabilization of synaptic transmission, and regulation of oxidative stress (<xref ref-type="bibr" rid="ref124">Sonntag et al., 2015</xref>; <xref ref-type="bibr" rid="ref17">Bosiacki et al., 2019</xref>; <xref ref-type="bibr" rid="ref132">Testa et al., 2019</xref>; <xref ref-type="bibr" rid="ref90">Mueller-Buehl et al., 2023</xref>). PNs are often associated with fast spiking GABAergic interneurons due to their prominence around parvalbumin cells in cerebral cortex (<xref ref-type="bibr" rid="ref50">H&#x00E4;rtig et al., 1992</xref>, <xref ref-type="bibr" rid="ref9002">1994</xref>; <xref ref-type="bibr" rid="ref93">Nowicka et al., 2009</xref>). Our understanding of PN function is best understood in cortex with the maturation of GABAergic circuits in the visual system, as they contribute to the timing of the critical period and development of ocular dominance columns (<xref ref-type="bibr" rid="ref104">Pizzorusso et al., 2002</xref>; <xref ref-type="bibr" rid="ref54">Hensch, 2005</xref>; <xref ref-type="bibr" rid="ref74">Maffei and Turrigiano, 2008</xref>; <xref ref-type="bibr" rid="ref145">Ye and Miao, 2013</xref>). PNs have also been shown to inhibit structural plasticity, and the enzymatic degradation of PNs can promote plasticity in the adult cortex (<xref ref-type="bibr" rid="ref104">Pizzorusso et al., 2002</xref>, <xref ref-type="bibr" rid="ref105">2006</xref>; <xref ref-type="bibr" rid="ref47">Gogolla et al., 2009</xref>). However, in subcortical nuclei like the IC, PNs also surround excitatory populations (<xref ref-type="bibr" rid="ref39">Foster et al., 2014</xref>; <xref ref-type="bibr" rid="ref11">Beebe et al., 2016</xref>; <xref ref-type="bibr" rid="ref37">Fader et al., 2016</xref>; <xref ref-type="bibr" rid="ref75">Mafi et al., 2020</xref>, <xref ref-type="bibr" rid="ref76">2021</xref>).</p>
<p>During aging, PNs in cerebral cortex are upregulated on parvalbumin-expressing interneurons and populations of non-GABAergic cells (<xref ref-type="bibr" rid="ref65">Kosaka and Heizmann, 1989</xref>; <xref ref-type="bibr" rid="ref50">H&#x00E4;rtig et al., 1992</xref>; <xref ref-type="bibr" rid="ref131">Tanaka and Mizoguchi, 2009</xref>; <xref ref-type="bibr" rid="ref144">Yamada and Jinno, 2013</xref>; <xref ref-type="bibr" rid="ref62">Karetko-Sysa et al., 2014</xref>; <xref ref-type="bibr" rid="ref135">Ueno et al., 2018</xref>). Aging is typically associated with increased neuropathology, increased inflammation, and increased microglial activation (<xref ref-type="bibr" rid="ref66">Latham et al., 2023</xref>). Because microglia can interact with PNs directly and release enzymes responsible for PN degradation, increased microglial activation is associated with decreased PN presence, especially in age-related pathologies like Alzheimer&#x2019;s (<xref ref-type="bibr" rid="ref109">Reinhard et al., 2015</xref>; <xref ref-type="bibr" rid="ref34">Crapser et al., 2020</xref>; <xref ref-type="bibr" rid="ref9004">Reichelt et al., 2021</xref>). As such, age-related changes to cortical populations of PNs has garnered a lot of attention due to the altered plasticity demonstrated in the cerebral cortex across many disease states (e.g., Alzheimer&#x2019;s Disease, Parkinson&#x2019;s Disease, autism, epilepsy, traumatic brain injury and schizophrenia; see reviews: <xref ref-type="bibr" rid="ref21">Burke and Barnes, 2006</xref>; <xref ref-type="bibr" rid="ref60">Karetko and Skangiel-Kramska, 2009</xref>; <xref ref-type="bibr" rid="ref143">Wlodarczyk et al., 2011</xref>; <xref ref-type="bibr" rid="ref139">Wang and Fawcett, 2012</xref>; <xref ref-type="bibr" rid="ref122">Soleman et al., 2013</xref>; <xref ref-type="bibr" rid="ref141">Wen et al., 2018</xref>; <xref ref-type="bibr" rid="ref17">Bosiacki et al., 2019</xref>; <xref ref-type="bibr" rid="ref36">Duncan et al., 2019</xref>; <xref ref-type="bibr" rid="ref71">Liguori et al., 2019</xref>; <xref ref-type="bibr" rid="ref132">Testa et al., 2019</xref>; <xref ref-type="bibr" rid="ref3">Ali et al., 2023</xref>). Investigations of PNs in auditory cortex have demonstrated changes to PN populations during age that contribute to auditory fear conditioning, fragile X syndrome and auditory plasticity (<xref ref-type="bibr" rid="ref18">Brewton et al., 2016</xref>; <xref ref-type="bibr" rid="ref9">Banerjee et al., 2017</xref>; <xref ref-type="bibr" rid="ref30">Cisneros-Franco et al., 2018</xref>; <xref ref-type="bibr" rid="ref135">Ueno et al., 2018</xref>; <xref ref-type="bibr" rid="ref108">Reinhard et al., 2019</xref>; <xref ref-type="bibr" rid="ref103">Pirbhoy et al., 2020</xref>).</p>
<p>It is well documented that the aging IC undergoes a downregulation of GABAergic neurotransmission (see reviews: <xref ref-type="bibr" rid="ref28">Caspary et al., 2008</xref>; <xref ref-type="bibr" rid="ref129">Syka, 2010</xref>, <xref ref-type="bibr" rid="ref130">2020</xref>; <xref ref-type="bibr" rid="ref29">Caspary and Llano, 2018</xref>). GABAergic downregulation in the IC can result from a reduction in GABA synthesis, modification of postsynaptic GABA<sub>A</sub> receptor subunits, and loss of GABAergic synapses (<xref ref-type="bibr" rid="ref130">Syka, 2020</xref>). Additionally, the aging IC also experience age-related changes in the distribution of postsynaptic GABA<sub>A</sub> receptors, downregulate GABAergic synapses, and upregulate PNs (<xref ref-type="bibr" rid="ref85">Milbrandt et al., 1996</xref>, <xref ref-type="bibr" rid="ref87">1997</xref>; <xref ref-type="bibr" rid="ref53">Helfert et al., 1999</xref>; <xref ref-type="bibr" rid="ref112">Robinson et al., 2019</xref>; <xref ref-type="bibr" rid="ref75">Mafi et al., 2020</xref>, <xref ref-type="bibr" rid="ref77">2022</xref>). These age-related changes to GABAergic neurotransmission can degrade temporal processing and contribute to presbycusis (<xref ref-type="bibr" rid="ref96">Palombi and Caspary, 1996a</xref>,<xref ref-type="bibr" rid="ref97">b</xref>; <xref ref-type="bibr" rid="ref137">Walton et al., 1998</xref>, <xref ref-type="bibr" rid="ref138">2002</xref>; <xref ref-type="bibr" rid="ref42">Frisina, 2001</xref>; <xref ref-type="bibr" rid="ref44">Frisina and Rajan, 2005</xref>; <xref ref-type="bibr" rid="ref98">Parthasarathy and Bartlett, 2011</xref>; <xref ref-type="bibr" rid="ref106">Pollak et al., 2011</xref>; <xref ref-type="bibr" rid="ref23">Cai et al., 2014</xref>; <xref ref-type="bibr" rid="ref130">Syka, 2020</xref>). Despite the numerous synaptic changes occurring in the aging IC, we have little knowledge regarding which of the many IC circuits, in particular the descending circuits, undergo such changes.</p>
<p>In the current study, based on our previous work, we hypothesize that the IC-CN pathway is increasingly surrounded by PNs with age (<xref ref-type="bibr" rid="ref75">Mafi et al., 2020</xref>). We combined retrograde tract-tracing with <italic>Wisteria floribunda</italic> agglutinin (WFA) staining to identify IC-CN neurons that were surrounded by PNs in three age groups of Fischer Brown Norway (FBN) rats. To maintain consistency with our previous studies on the aging IC and the many studies on changes to inhibitory neurotransmission in the aging auditory system we use The National Institute on Aging&#x2019;s FBN rat as an aging model due to its long median life span (<xref ref-type="bibr" rid="ref86">Milbrandt and Caspary, 1995</xref>; <xref ref-type="bibr" rid="ref72">Ling et al., 2005</xref>; <xref ref-type="bibr" rid="ref134">Turner et al., 2005</xref>; <xref ref-type="bibr" rid="ref28">Caspary et al., 2008</xref>; <xref ref-type="bibr" rid="ref140">Wang et al., 2009</xref>; <xref ref-type="bibr" rid="ref57">Hughes et al., 2010</xref>; <xref ref-type="bibr" rid="ref110">Richardson et al., 2011</xref>, <xref ref-type="bibr" rid="ref111">2013</xref>; <xref ref-type="bibr" rid="ref24">Cai et al., 2018</xref>). We sought to determine whether (1) IC-CN cells were surrounded by PNs and (2) whether the presence of PNs changed in the IC-CN pathway over the adult lifespan. We use three age groups: a young group at 3&#x2013;5&#x2009;months of age; a middle-age group at 18&#x2013;20&#x2009;months of age; and an old group at 26&#x2013;28&#x2009;months of age, which is when age-related hearing deficits are routinely present in the FBN rat (<xref ref-type="bibr" rid="ref24">Cai et al., 2018</xref>). We believe that this is the first study addressing PNs on an excitatory descending subcortical circuit. We found that (1) a population of ICc-CN and IClc-CN cells at young age had a PN and projections of these cells targeted the ipsilateral and contralateral CN, and (2) the percentage of IC-CN cells with a PN significantly increases at old age.</p>
</sec>
<sec sec-type="materials|methods" id="sec2">
<label>2</label>
<title>Materials and methods</title>
<sec id="sec3">
<label>2.1</label>
<title>Animals</title>
<p>All procedures were conducted in accordance with the Northeast Ohio Medical University Institutional Animal Care and Use Committee and NIH guidelines. Results are described from 14 male FBN rats (National Institute of Aging; Bethesda, MD, United States; RRID:SCR_007317) across three age groups: 3&#x2013;5&#x2009;months &#x201C;young&#x201D; weighing 286-402&#x2009;g; 18&#x2013;20&#x2009;months &#x201C;middle-age&#x201D; weighing 499-580&#x2009;g; 26&#x2013;28&#x2009;months &#x201C;old&#x201D; weighing 572-604&#x2009;g. Efforts were made to minimize the number of animals and their suffering.</p>
</sec>
<sec id="sec4">
<label>2.2</label>
<title>Surgery and retrograde tracers</title>
<p>Each animal was anesthetized with isoflurane (4&#x2013;5% for induction, 1.75&#x2013;2% for maintenance; Butler Schein, Dublin, OH, United States) in oxygen and the head positioned in a stereotaxic frame. An incision was made in the scalp and the surrounding skin was injected with a long-lasting local anesthetic (0.25% bupivacaine with epinephrine 1:200,000; Hospira, Inc., Lake Forest, IL, United States). A surgical drill was used to make a craniotomy over the desired interaural target coordinates (left CN; AP&#x2009;=&#x2009;&#x2212;2.2/&#x2212;2.3, ML&#x2009;=&#x2009;3.5/3.6, DV&#x2009;=&#x2009;2.6/2.7: right CN; AP&#x2009;=&#x2009;&#x2212;2.2/&#x2212;2.3, ML&#x2009;=&#x2009;&#x2212;3.5/&#x2212;3.6, DV&#x2009;=&#x2009;2.6/2.7). Following the tracer injection, Gelfoam (Harvard Apparatus, Holliston, MA, United States) was placed in the craniotomy site and the scalp was sutured. Meloxicam ER (meloxicam, 4&#x2009;mg/kg&#x2009;s.c.; ZooPharm, Laramie, WY, United States) was administered to provide post-operative analgesia. The animal was monitored until it could walk, eat and drink without difficulty.</p>
<p>Fluorescent tracers FluoroGold (4% in water), FluoroChrome, Inc., Englewood, CO, United States; red fluorescent RetroBeads (not diluted) [&#x201C;red beads&#x201D;], Luma-Fluor, Inc., Naples, FL, United States; green fluorescent RetroBeads (not diluted) [&#x201C;green beads&#x201D;], Luma-Fluor, Inc., Naples, FL, United States; FluoroRuby tetramethylrhodamine dextran, 3000 molecular weight, (Invitrogen, Eugene, OR, United States) were deposited in the CN with a Hamilton microsyringe (1&#x2009;&#x03BC;L; Hamilton, Reno, NV, United States) positioned according to stereotaxic coordinates (<xref ref-type="table" rid="tab1">Table 1</xref>). Each tracer was injected with a different syringe at 1&#x2013;2 sites (depending on the diffusibility of the tracer, <xref ref-type="bibr" rid="ref119">Schofield, 2008</xref>) in order to include as much of the CN as possible while limiting the spread of tracer into neighboring nuclei. We attempted to inject a total of twenty-six CNs (13 cases &#x00D7; 2 CNs). Eight cases had one rejected injection due to missing the CN or the tracer spread too far.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Summary of cases, ages, tracer deposits and the number of IC-CN cells that were retrogradely labeled and the percentage of cells with a PN across the ICc and IClc.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Case</th>
<th align="center" valign="top">Age (mo)</th>
<th align="center" valign="top">Sex</th>
<th align="center" valign="top">Left CN tracer deposits total volume</th>
<th align="center" valign="top">Right CN Tracer Deposits Volume</th>
<th align="center" valign="top"># of ICc-CN cells</th>
<th align="center" valign="top">% of ICc-CN cells w/PN</th>
<th align="center" valign="top"># of Ipsi ICc-CN cells w/PN</th>
<th align="center" valign="top">% of Ipsi ICc-CN cells w/PN</th>
<th align="center" valign="top"># of Contra ICc-CN cells w/PN</th>
<th align="center" valign="top">% of Contra ICc-CN cells w/PN</th>
<th align="center" valign="top"># of IClc-CN cells</th>
<th align="center" valign="top"># of IClc-CN cells w/PN</th>
<th align="center" valign="top">% of IClc-CN cells w/PN</th>
<th align="center" valign="top"># of Ipsi IClc-CN cells w/PN</th>
<th align="center" valign="top">% of Ipsi IClc-CN cells w/PN</th>
<th align="center" valign="top"># of Contra IClc-CN cells w/PN</th>
<th align="center" valign="top">% of Contra IClc-CN cells w/PN</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">R72</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">M</td>
<td align="center" valign="bottom">FG<sup>#</sup>, 1, 0.1&#x2009;&#x03BC;L</td>
<td align="center" valign="bottom">FR, 1, 0.2&#x2009;&#x03BC;L</td>
<td align="center" valign="bottom">278</td>
<td align="center" valign="bottom">10.1</td>
<td align="center" valign="bottom">152</td>
<td align="center" valign="bottom">10.5</td>
<td align="center" valign="bottom">126</td>
<td align="center" valign="bottom">9.5</td>
<td align="center" valign="bottom">83</td>
<td align="center" valign="bottom">6</td>
<td align="center" valign="bottom">7.2</td>
<td align="center" valign="bottom">38</td>
<td align="center" valign="bottom">7.9</td>
<td align="center" valign="bottom">45</td>
<td align="center" valign="bottom">6.7</td>
</tr>
<tr>
<td align="left" valign="middle">R74</td>
<td align="center" valign="middle">3</td>
<td align="center" valign="middle">M</td>
<td align="center" valign="bottom">FG<sup>#</sup>, 1, 0.1&#x2009;&#x03BC;L</td>
<td align="center" valign="bottom">FR, 1, 0.2&#x2009;&#x03BC;L</td>
<td align="center" valign="bottom">579</td>
<td align="center" valign="bottom">11.2</td>
<td align="center" valign="bottom">383</td>
<td align="center" valign="bottom">10.2</td>
<td align="center" valign="bottom">196</td>
<td align="center" valign="bottom">13.2</td>
<td align="center" valign="bottom">251</td>
<td align="center" valign="bottom">30</td>
<td align="center" valign="bottom">12</td>
<td align="center" valign="bottom">159</td>
<td align="center" valign="bottom">10.7</td>
<td align="center" valign="bottom">92</td>
<td align="center" valign="bottom">12.1</td>
</tr>
<tr>
<td align="left" valign="middle">R91</td>
<td align="center" valign="middle">3</td>
<td align="center" valign="middle">M</td>
<td align="center" valign="bottom">GB, 1, 0.2&#x2009;&#x03BC;L</td>
<td align="center" valign="bottom">RB, 1, 0.2&#x2009;&#x03BC;L</td>
<td align="center" valign="bottom">132</td>
<td align="center" valign="bottom">6.8</td>
<td align="center" valign="bottom">67</td>
<td align="center" valign="bottom">5.9</td>
<td align="center" valign="bottom">65</td>
<td align="center" valign="bottom">8</td>
<td align="center" valign="bottom">44</td>
<td align="center" valign="bottom">2</td>
<td align="center" valign="bottom">4.5</td>
<td align="center" valign="bottom">25</td>
<td align="center" valign="bottom">8</td>
<td align="center" valign="bottom">19</td>
<td align="center" valign="bottom">5.3</td>
</tr>
<tr>
<td align="left" valign="middle">R56</td>
<td align="center" valign="middle">5</td>
<td align="center" valign="middle">M</td>
<td align="center" valign="bottom">FG<sup>#</sup>, 1, 0.1&#x2009;&#x03BC;L</td>
<td align="center" valign="bottom">FR, 1, 0.2&#x2009;&#x03BC;L</td>
<td align="center" valign="bottom">663</td>
<td align="center" valign="bottom">8.7</td>
<td align="center" valign="bottom">368</td>
<td align="center" valign="bottom">9</td>
<td align="center" valign="bottom">295</td>
<td align="center" valign="bottom">5.1</td>
<td align="center" valign="bottom">377</td>
<td align="center" valign="bottom">28</td>
<td align="center" valign="bottom">7.4</td>
<td align="center" valign="bottom">194</td>
<td align="center" valign="bottom">7.2</td>
<td align="center" valign="bottom">183</td>
<td align="center" valign="bottom">6</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="5">Totals</td>
<td align="center" valign="bottom">1,652</td>
<td align="center" valign="bottom">9.7</td>
<td align="center" valign="bottom">970</td>
<td align="center" valign="bottom">10.4</td>
<td align="center" valign="bottom">682</td>
<td align="center" valign="bottom">8.5</td>
<td align="center" valign="bottom">755</td>
<td align="center" valign="bottom">66</td>
<td align="center" valign="bottom">8.7</td>
<td align="center" valign="bottom">416</td>
<td align="center" valign="bottom">9.1</td>
<td align="center" valign="bottom">339</td>
<td align="center" valign="bottom">8</td>
</tr>
<tr>
<td align="left" valign="middle">R151</td>
<td align="center" valign="middle">18</td>
<td align="center" valign="middle">M</td>
<td align="center" valign="bottom">FG<sup>#</sup>, 1, 0.1&#x2009;&#x03BC;L</td>
<td align="center" valign="bottom">FR, 1, 0.2&#x2009;&#x03BC;L</td>
<td align="center" valign="bottom">101</td>
<td align="center" valign="bottom">19.8</td>
<td align="center" valign="bottom">53</td>
<td align="center" valign="bottom">9.4</td>
<td align="center" valign="bottom">48</td>
<td align="center" valign="bottom">18.8</td>
<td align="center" valign="bottom">34</td>
<td align="center" valign="bottom">4</td>
<td align="center" valign="bottom">11.8</td>
<td align="center" valign="bottom">23</td>
<td align="center" valign="bottom">17.4</td>
<td align="center" valign="bottom">11</td>
<td align="center" valign="bottom">0</td>
</tr>
<tr>
<td align="left" valign="middle">R155</td>
<td align="center" valign="middle">18</td>
<td align="center" valign="middle">M</td>
<td align="center" valign="bottom">FG<sup>#</sup>, 1, 0.1&#x2009;&#x03BC;L</td>
<td align="center" valign="bottom">FR, 1, 0.2&#x2009;&#x03BC;L</td>
<td align="center" valign="bottom">149</td>
<td align="center" valign="bottom">17.4</td>
<td align="center" valign="bottom">82</td>
<td align="center" valign="bottom">17.1</td>
<td align="center" valign="bottom">67</td>
<td align="center" valign="bottom">12.9</td>
<td align="center" valign="bottom">55</td>
<td align="center" valign="bottom">6</td>
<td align="center" valign="bottom">10.9</td>
<td align="center" valign="bottom">35</td>
<td align="center" valign="bottom">11.4</td>
<td align="center" valign="bottom">20</td>
<td align="center" valign="bottom">10</td>
</tr>
<tr>
<td align="left" valign="middle">R160</td>
<td align="center" valign="middle">18</td>
<td align="center" valign="middle">M</td>
<td align="center" valign="bottom">FG<sup>#</sup>, 1, 0.1&#x2009;&#x03BC;L</td>
<td align="center" valign="bottom">FR, 1, 0.2&#x2009;&#x03BC;L</td>
<td align="center" valign="bottom">233</td>
<td align="center" valign="bottom">12</td>
<td align="center" valign="bottom">112</td>
<td align="center" valign="bottom">14.3</td>
<td align="center" valign="bottom">121</td>
<td align="center" valign="bottom">9.9</td>
<td align="center" valign="bottom">83</td>
<td align="center" valign="bottom">7</td>
<td align="center" valign="bottom">8.4</td>
<td align="center" valign="bottom">55</td>
<td align="center" valign="bottom">3.6</td>
<td align="center" valign="bottom">28</td>
<td align="center" valign="bottom">7.1</td>
</tr>
<tr>
<td align="left" valign="middle">R161</td>
<td align="center" valign="middle">18</td>
<td align="center" valign="middle">M</td>
<td align="center" valign="bottom">FG<sup>#</sup>, 1, 0.1&#x2009;&#x03BC;L</td>
<td align="center" valign="bottom">FR, 1, 0.2&#x2009;&#x03BC;L</td>
<td align="center" valign="bottom">338</td>
<td align="center" valign="bottom">10.7</td>
<td align="center" valign="bottom">173</td>
<td align="center" valign="bottom">10.9</td>
<td align="center" valign="bottom">164</td>
<td align="center" valign="bottom">11</td>
<td align="center" valign="bottom">86</td>
<td align="center" valign="bottom">7</td>
<td align="center" valign="bottom">8.1</td>
<td align="center" valign="bottom">66</td>
<td align="center" valign="bottom">7.6</td>
<td align="center" valign="bottom">21</td>
<td align="center" valign="bottom">9.5</td>
</tr>
<tr>
<td align="left" valign="middle">R65</td>
<td align="center" valign="middle">20</td>
<td align="center" valign="middle">M</td>
<td align="center" valign="bottom">FG<sup>#</sup>, 1, 0.1&#x2009;&#x03BC;L</td>
<td align="center" valign="bottom">FR, 1, 0.2&#x2009;&#x03BC;L</td>
<td align="center" valign="bottom">248</td>
<td align="center" valign="bottom">12.5</td>
<td align="center" valign="bottom">126</td>
<td align="center" valign="bottom">7.9</td>
<td align="center" valign="bottom">123</td>
<td align="center" valign="bottom">17.1</td>
<td align="center" valign="bottom">102</td>
<td align="center" valign="bottom">8</td>
<td align="center" valign="bottom">7.8</td>
<td align="center" valign="bottom">24</td>
<td align="center" valign="bottom">16.7</td>
<td align="center" valign="bottom">77</td>
<td align="center" valign="bottom">5.2</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="5">Totals</td>
<td align="center" valign="bottom">1,069</td>
<td align="center" valign="bottom">13.2</td>
<td align="center" valign="bottom">546</td>
<td align="center" valign="bottom">12.8</td>
<td align="center" valign="bottom">523</td>
<td align="center" valign="bottom">13.4</td>
<td align="center" valign="bottom">360</td>
<td align="center" valign="bottom">32</td>
<td align="center" valign="bottom">8.9</td>
<td align="center" valign="bottom">203</td>
<td align="center" valign="bottom">9.4</td>
<td align="center" valign="bottom">157</td>
<td align="center" valign="bottom">8.3</td>
</tr>
<tr>
<td align="left" valign="middle">R54</td>
<td align="center" valign="middle">26</td>
<td align="center" valign="middle">M</td>
<td align="center" valign="bottom">FG<sup>#</sup>, 1, 0.1&#x2009;&#x03BC;L</td>
<td align="center" valign="bottom">FR, 1, 0.2&#x2009;&#x03BC;L</td>
<td align="center" valign="bottom">894</td>
<td align="center" valign="bottom">17.8</td>
<td align="center" valign="bottom">505</td>
<td align="center" valign="bottom">21</td>
<td align="center" valign="bottom">388</td>
<td align="center" valign="bottom">11.6</td>
<td align="center" valign="bottom">327</td>
<td align="center" valign="bottom">47</td>
<td align="center" valign="bottom">14.4</td>
<td align="center" valign="bottom">208</td>
<td align="center" valign="bottom">13.5</td>
<td align="center" valign="bottom">119</td>
<td align="center" valign="bottom">14.3</td>
</tr>
<tr>
<td align="left" valign="middle">R57</td>
<td align="center" valign="middle">27</td>
<td align="center" valign="middle">M</td>
<td align="center" valign="bottom">FG<sup>#</sup>, 1, 0.1&#x2009;&#x03BC;L</td>
<td align="center" valign="bottom">FR, 1, 0.2&#x2009;&#x03BC;L</td>
<td align="center" valign="bottom">350</td>
<td align="center" valign="bottom">21.1</td>
<td align="center" valign="bottom">186</td>
<td align="center" valign="bottom">22.6</td>
<td align="center" valign="bottom">164</td>
<td align="center" valign="bottom">19.5</td>
<td align="center" valign="bottom">75</td>
<td align="center" valign="bottom">16</td>
<td align="center" valign="bottom">21.3</td>
<td align="center" valign="bottom">27</td>
<td align="center" valign="bottom">22.2</td>
<td align="center" valign="bottom">48</td>
<td align="center" valign="bottom">14.6</td>
</tr>
<tr>
<td align="left" valign="middle">R77</td>
<td align="center" valign="middle">27</td>
<td align="center" valign="middle">M</td>
<td align="center" valign="bottom">FG<sup>#</sup>, 1, 0.05&#x2009;&#x03BC;L</td>
<td align="center" valign="bottom">RB, 1, 0.2&#x2009;&#x03BC;L</td>
<td align="center" valign="bottom">307</td>
<td align="center" valign="bottom">22.8</td>
<td align="center" valign="bottom">220</td>
<td align="center" valign="bottom">20.9</td>
<td align="center" valign="bottom">87</td>
<td align="center" valign="bottom">25.3</td>
<td align="center" valign="bottom">103</td>
<td align="center" valign="top">22</td>
<td align="center" valign="top">21.4</td>
<td align="center" valign="top">73</td>
<td align="center" valign="top">19.2</td>
<td align="center" valign="top">30</td>
<td align="center" valign="top">26.7</td>
</tr>
<tr>
<td align="left" valign="top">R78</td>
<td align="center" valign="top">28</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">FG<sup>#</sup>, 1, 0.05&#x2009;&#x03BC;L</td>
<td align="center" valign="top">RB, 1, 0.2&#x2009;&#x03BC;L</td>
<td align="center" valign="top">93</td>
<td align="center" valign="top">23.7</td>
<td align="center" valign="top">45</td>
<td align="center" valign="top">22.2</td>
<td align="center" valign="top">49</td>
<td align="center" valign="top">20.4</td>
<td align="center" valign="top">21</td>
<td align="center" valign="top">5</td>
<td align="center" valign="top">23.8</td>
<td align="center" valign="top">16</td>
<td align="center" valign="top">18.6</td>
<td align="center" valign="top">5</td>
<td align="center" valign="top">20</td>
</tr>
<tr>
<td align="left" valign="top" colspan="5">Totals</td>
<td align="center" valign="top">1,644</td>
<td align="center" valign="top">19.8<sup>&#x002A;</sup></td>
<td align="center" valign="top">956</td>
<td align="center" valign="top">21.3</td>
<td align="center" valign="top">688</td>
<td align="center" valign="top">17.2</td>
<td align="center" valign="top">526</td>
<td align="center" valign="top">90</td>
<td align="center" valign="top">17.1<sup>&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">324</td>
<td align="center" valign="top">15.7</td>
<td align="center" valign="top">202</td>
<td align="center" valign="top">18.8</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><sup>&#x002A;</sup>Indicates <italic>p</italic> &#x003C;&#x2009;0.05 as compared to 3&#x2013;5&#x2009;months &#x201C;young&#x201D;. <sup>&#x002A;&#x002A;</sup>Indicates <italic>p</italic> &#x003C;&#x2009;0.0.01 as compared to 3&#x2013;5&#x2009;months &#x201C;young&#x201D;. <sup>#</sup>Indicates FluoroGold diluted in 4% water.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec5">
<label>2.3</label>
<title>Perfusion and tissue processing</title>
<p>Five to seven days after surgery, each animal was deeply anesthetized with isoflurane and perfused transcardially with 0.9% saline solution, followed by 250&#x2009;mL of 4% paraformaldehyde in 0.1&#x2009;M phosphate buffer, pH 7.4 and then by 250&#x2009;mL of the same fixative with 10% sucrose. The brain was removed and stored overnight at 4&#x00B0;C in fixative with 25&#x2013;30% sucrose for cryoprotection. The next day the brain was prepared for processing by removing the cerebellum and cortex and blocking the remaining piece with transverse cuts posterior to the cochlear nucleus and anterior to the thalamus (<xref ref-type="bibr" rid="ref75">Mafi et al., 2020</xref>). The tissue was frozen and cut on a sliding microtome or cryostat into 40&#x2009;&#x03BC;m thick transverse sections that were collected in six series.</p>
<p>It is common practice for our lab to employ immunochemistry for glutamic acid decarboxylase (GAD) to label GABAergic IC cells. As such, we did for five (two young, 1 middle, 2 old) of the cases in the current study to examine at least one case from each age group. However, as the IC-CN projection is excitatory, none of the 900+ IC-CN cells in these five cases were GAD-positive. Thus, we ceased processing for GAD in the remaining cases. Our process and protocol for GAD immunohistochemistry and quantification can be found in a number of our previous reports (<xref ref-type="bibr" rid="ref83">Mellott et al., 2014a</xref>,<xref ref-type="bibr" rid="ref82">b</xref>,<xref ref-type="bibr" rid="ref84">c</xref>). To label PNs the tissue was pretreated with 0.2% Triton X-100 for permeabilization, washed in phosphate-buffered saline (PBS), and then stained with biotin-tagged <italic>Wisteria floribunda</italic> Lectin (WFA; 1:100; Vector Laboratories; Cat# B1355) and tagged with a streptavidin AlexaFluor in near infrared (Molecular Probes, AF647 [Cat# S-21374] or AF750 [Cat# S21384]). We use near infrared markers (AF647 &#x0026; AF750) when possible to help minimize autofluorescent signals from lipofuscin (a pigment that accumulates in the cytoplasm during aging) and is prominent in non-near infrared channels (<xref ref-type="bibr" rid="ref112">Robinson et al., 2019</xref>). After PNs were stained, each section was washed in PBS and incubated for 20&#x2009;min in a green (500/525) NeuroTrace (NT; #N-21480 Molecular Probes diluted to 1:100) to help the reconstruction of IC subdivisions along with a rat anatomical atlas of the brain (<xref ref-type="bibr" rid="ref100">Paxinos and Watson, 1998</xref>). Sections were mounted on gelatin-coated slides, allowed to dry and coverslipped with DPX (Sigma).</p>
</sec>
<sec id="sec6">
<label>2.4</label>
<title>Data analysis</title>
<p>Sections were chosen through the mid-rostrocaudal region (between interaural levels &#x2212;0.12&#x2013;0.60&#x2009;mm; <xref ref-type="bibr" rid="ref100">Paxinos and Watson, 1998</xref>) of the IC in which the three major IC subdivisions (central IC [ICc], lateral cortex of the IC [IClc] and dorsal cortex of the IC [ICd]) are present. This resulted in four IC sections per case. Consistent with previous studies of IC-CN projections, we found retrogradely labeled cells were primarily distributed across the ipsilateral and contralateral central IC (ICc) and the ipsilateral and contralateral lateral cortex of the IC (IClc; <xref ref-type="bibr" rid="ref118">Schofield, 2001</xref>; <xref ref-type="bibr" rid="ref133">Thompson, 2005</xref>; <xref ref-type="bibr" rid="ref88">Milinkeviciute et al., 2017</xref>). Similar to <xref ref-type="bibr" rid="ref88">Milinkeviciute et al. (2017)</xref> we also found retrogradely labeled cells in the dorsal IC (ICd), but at lesser numbers. However, ICd-CN cells rarely had a PN and were left out of the data analysis from the current study. We initially subdivided (with Neurolucida) the ventromedial-dorsolateral axis of the ICc into three equal lengths to create anatomical regions representing the distribution of high, middle and low frequencies. However, analysis showed no significance across these three regions regarding the likelihood that a ICc-CN cell was netted at any age. Each IC-CN cell was identified as either having a PN or not having a PN (<xref ref-type="bibr" rid="ref39">Foster et al., 2014</xref>; <xref ref-type="bibr" rid="ref10">Beebe and Schofield, 2018</xref>; <xref ref-type="bibr" rid="ref75">Mafi et al., 2020</xref>, <xref ref-type="bibr" rid="ref76">2021</xref>). Briefly, we used a Neurolucida reconstruction system (MBF Bioscience, Williston, VT, United States) to determine the extent to which the perimeter of each IC-CN cell was encircled by aggregated extracellular matrix. If a cell was partially encircled by the extracellular matrix, we used a threshold of 90% perimeter coverage to define a PN (<xref ref-type="bibr" rid="ref11">Beebe et al., 2016</xref>; <xref ref-type="bibr" rid="ref75">Mafi et al., 2020</xref>).</p>
<p>Tissue samples stained for WFA from thirteen animals were chosen for quantification. Even though the number of animals in the current study was lower than our previous studies of PNs in the aging IC, the data was extremely consistent from case to case and significance was reached in our old animals. Four transverse IC sections (ipsilateral to the injected CN), in a series of tissue containing the three major IC subdivisions (ICc, IClc and ICd), was quantified per experiment. Thus, each section plotted was spaced 240&#x2009;&#x03BC;m (6 series &#x00D7; 40&#x2009;&#x03BC;m thick sections) from the neighboring sections that were quantified, guaranteeing that no cell was double-counted. Every retrogradely-labeled cell in the ICc and the IClc was quantified. Each retrogradely-labeled IC-CN cell that did or did not have a PN was manually plotted with a 63x oil-immersion objective (numerical aperture 1.4) aligned to a Neurolucida reconstruction system (MBF Bioscience, Williston, VT, United States) attached to a Zeiss AxioImager M2. Each combination was plotted with a unique marker. Plots of markers and IC subdivisions were then analyzed through NeuroExplorer (MBF Bioscience, Williston, VT, United States). All photomicrographs presented here are 2&#x2013;5&#x2009;&#x03BC;m maximum image projections and were captured with a Zeiss AxioImager M2 fluorescence microscope and Hamamatsu Orca Flash 4.0 camera (Hamamatsu) and optically sectioned at 0.5&#x2009;&#x03BC;m steps with an Apotome 2 (Zeiss). Adobe Photoshop (Adobe Systems) was used to add scale bars, crop images, erase background around tissue sections, adjust intensity levels and colorize monochrome images. The results of these plots were used for a quantitative summary of the distribution of PNs surrounding IC-CN cells. Final images of the plots were refined with Adobe Illustrator (Adobe Systems, Inc., San Jose, CA, United States) for preparation of figures.</p>
<p>Variation in the occurrence of IC-CN cells surrounded by a PN according to age group and IC subdivision was analyzed using linear mixed-effects models. Mixed-effects models allow for a hybrid of repeated measures analysis (i.e., &#x201C;within-subject&#x201D; variables), Model I ANOVA fixed factor analysis (i.e., &#x201C;between-subject&#x201D; variables), and Model II ANOVA random factor analysis (i.e., variance components), in the same gestalt statistical test. In this study, age group was specified as a between-subjects fixed factor across individual rats, individual IC subdivision and IC-CN cells were specified as within-subjects fixed factors within individual rats, and individual rat number was specified as a random factor. Outliers to fitted models were examined by calculating Cook&#x2019;s distances, identifying outliers as those pints with Cook&#x2019;s distances greater than 4/n, where n is model sample size. Though 2&#x2013;3 data points in each model qualified as outliers, by this definition, refitting models without these points had little influence on statistics and resulting <italic>p</italic>-values, requiring no change in model interpretation <italic>p</italic>-values for pairwise <italic>post hoc</italic> tests of differences between consecutive age groups (i.e., 3&#x2013;5&#x2009;months versus 18&#x2013;20&#x2009;months, 18&#x2013;20&#x2009;months versus 26&#x2013;28&#x2009;months) were adjusted using the False Discovery Rate procedure (<xref ref-type="bibr" rid="ref13">Benjamini and Hochberg, 1995</xref>), a method that simultaneously limits experiment-wise alpha inflation and minimizes the correlated loss of statistical power. All statistical tests were performed in R (version 3.6.3 for Mac OS X; <xref ref-type="bibr" rid="ref90041">R Core Team, 2020</xref>), supplemented by the add-on packages <italic>nlme</italic> (<xref ref-type="bibr" rid="ref102">Pinheiro et al., 2019</xref>) and <italic>emmeans</italic> (<xref ref-type="bibr" rid="ref68">Lenth, 2019</xref>).</p>
</sec>
</sec>
<sec sec-type="results" id="sec7">
<label>3</label>
<title>Results</title>
<p><xref ref-type="fig" rid="fig1">Figure 1</xref> shows tracer deposits in the CN in a representative experiment in each age group and accompanying images demonstrating the distribution of retrogradely labeled cells, and retrogradely labeled cells with PNs. Tracer deposits in each animal were made using the same window of stereotaxic coordinates (listed in Methods). The retrograde tracers used and the volume deposited was kept largely consistent across each animal in the current study (<xref ref-type="table" rid="tab1">Table 1</xref>). Each injection labeled a large number of cells in the ipsilateral and contralateral IC. We found retrogradely labeled cells were primarily distributed across the central IC (ICc) and the lateral cortex of the IC (IClc; <xref ref-type="fig" rid="fig1">Figure 1</xref>). Lesser numbers of retrogradely labeled cells were present in the dorsal IC (ICd) but rarely had a PN at any age. As such we do not include analysis of the ICd in the current results. Unlike our previous study on netted IC cells that project to the auditory thalamus, we did not find a robust decrease in the number of overall cells retrogradely labeled in the old age groups (<xref ref-type="table" rid="tab1">Table 1</xref>; <xref ref-type="bibr" rid="ref76">Mafi et al., 2021</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Injection sites of retrograde tracers deposited in the cochlear nucleus (CN). Photomicrographs show representative young and old cases with large deposits of FluoroGold (FG) in the CN. <bold>(A)</bold> Deposits of FG in the left CN of a 5&#x2009;month old FBN rat (R56). <bold>(B)</bold> Deposit of FG in the left CN of a 27&#x2009;month old FBN rat (R77). <bold>(C)</bold> Low mag view of retrogradely labeled cells across the ipsilateral (left) and contralateral (right) IC as a result of the deposit made in <bold>(A)</bold>. Dashed lines represent the dorsolateral to ventromedial axis subdivided into low frequency (LF), middle frequency (MF) and high frequency (HF) regions across the ICc. <bold>(D,E)</bold> PNs in the ipsilateral ICc from <bold>(B)</bold>. Arrows point to three PNs that surround cells labeled with FG. DCN, dorsal cochlear nucleus; ICc, central nucleus of the IC; ICd, dorsal cortex of the IC; IClc, lateral cortex of the IC; icp, inferior cerebellar peduncle; sp5, spinal trigeminal tract; VCN, ventral cochlear nucleus; D, dorsal; L, lateral; M, medial. Scale bars: <bold>A&#x2013;C</bold> =&#x2009;1&#x2009;mm; <bold>D,E</bold> =&#x2009;50&#x2009;&#x03BC;m.</p>
</caption>
<graphic xlink:href="fnagi-15-1271008-g001.tif"/>
</fig>
<p>We combined retrograde tracing to identify IC-CN cells with WFA staining for PNs. Deposits of retrograde tracer were designed to be &#x201C;large&#x201D; as the tracer was deposited into the major subdivisions of the CN in each case (<xref ref-type="fig" rid="fig1">Figure 1</xref>). Occasionally our tracer deposits would clip the inferior cerebellar peduncle (icp), which is located medially to the CN (<xref ref-type="fig" rid="fig1">Figure 1</xref>). However, we do not believe that deposits including the icp confound our data as axons of IC cells are not found in the icp.</p>
<p>We present the percentage of IC-CN cells that have a PN in the ICc and IClc at each age. Results are described from 6,006 retrogradely-labeled cells (4,365 ICc-CN cells; 1,641 IClc-CN cells) across 13 cases, 4&#x2013;5 per age group (<xref ref-type="table" rid="tab1">Table 1</xref>). Overall, the IC to the CN projection had a slight ipsilateral dominance as 3,415 of the 6,006 retrogradely labeled cells (56.9%) were located in the ipsilateral IC. Of the 4,365 ICc-CN cells, 2,472 (56.7%) of them were ipsilateral. Of the 1,641 IClc-CN cells, 943 (57.5%) were ipsilateral. While deposits of the same retrograde tracer at the same volume may not label the same number of cells between experiments, the total number of cells labeled in the young and old ICc was remarkably similar (young: 1,652 vs. old: 1,644; <xref ref-type="table" rid="tab1">Table 1</xref>). We interpret these similarities too indicate that age may not affect the mechanisms of retrograde transport in the IC-CN pathway.</p>
<sec id="sec8">
<label>3.1</label>
<title>Percentage of IC-CN cells surrounded by a PN increases with age</title>
<p>Retrogradely labeled cells with a PN were readily identified in the IC of each age group. We found that with aging the percentage of IC-CN cells surrounded by a PN significantly increased from 9.4% in the young group to 19.1% in the old group (<xref ref-type="table" rid="tab1">Table 1</xref>). In contrast to our previous study of PNs surrounding IC cells that project to the auditory thalamus, although there was an increasing trend, there was no significant increase found during middle age in either subdivision (<xref ref-type="table" rid="tab1">Table 1</xref>; <xref ref-type="bibr" rid="ref76">Mafi et al., 2021</xref>). We also examined the IC-CN population across the ipsilateral and contralateral IC (<xref ref-type="table" rid="tab1">Table 1</xref>). Given that the percentages of ipsilateral and contralateral IC-CN cells with a PN were remarkably similar to the overall population (young IC-CN &#x2013; 9.4%; young ipsilateral IC-CN &#x2013; 9.3%; young contralateral IC-CN &#x2013; 8.3%; old IC-CN &#x2013; 19.1%; old ipsilateral IC-CN 18.8%; old contralateral IC-CN &#x2013; 17.8%), we chose to treat the ipsilateral and contralateral populations as one to increase brevity and conciseness. We detail trends in the ICc and the IClc below.</p>
<sec id="sec9">
<label>3.1.1</label>
<title>Central nucleus of the IC</title>
<p>In each age group, PNs surrounded a subpopulation of retrogradely-labeled ICc-CN cells (<xref ref-type="fig" rid="fig2">Figure 2</xref>; with a PN, arrows; without a PN, arrowheads). PN-surrounded ICc-CN cells varied in size, however most netted ICc-CN cells had a diameter less than 20&#x2009;&#x03BC;m (<xref ref-type="fig" rid="fig2">Figure 2</xref>; compare arrows in C, F, &#x0026; I). Across the young cases the percentages of ICc-CN cells that had a PN ranged from 6.8 to 11.2% (<xref ref-type="table" rid="tab1">Table 1</xref>). During middle age, the percentages of ICc-CN cells that had a PN ranged from 10.7 to 19.8% (<xref ref-type="table" rid="tab1">Table 1</xref>). In old age the percentages ranged from 17.8 to 23.7% (<xref ref-type="table" rid="tab1">Table 1</xref>). The percentage of ICc-CN cells that were netted did not significantly increase from 3&#x2013;5 months (9.7%) to 18&#x2013;20&#x2009;months (13.2%, <italic>p</italic> =&#x2009;0.121; <xref ref-type="fig" rid="fig3">Figure 3</xref>). The percentage of ICc-CN cells that were netted did significantly increase from 18&#x2013;20 months (13.2%) to 26&#x2013;28&#x2009;months (19.8%, &#x002A;<italic>p</italic> =&#x2009;0.016; <xref ref-type="fig" rid="fig3">Figure 3</xref>). As stated in the Methods, we initially analyzed retrogradely labeled cells with and without a PN based on their location in the high, middle, and low anatomically defined frequency regions of the IC. However, we found that the location of a given netted cell across the ventromedial-dorsolateral ICc axis was not a factor in the age-related increase of PNs on ICc-CN cells (<italic>p</italic> =&#x2009;0.679). We conclude that PNs within the ICc-CN descending pathway (1) significantly increase during old age and (2) and are uniformly upregulated across the ICc.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Structured illumination fluorescence images, taken at 0.5&#x2009;&#x03BC;m steps, showing cells in the central inferior colliculus that project to the cochlear nucleus with (arrows) or without (arrowheads) a PN across three ages. In the first row, cells retrogradely-labeled with FluoroGold shown in yellow. PNs are shown in magenta or cyan in the second row. NeuroTrace is shown in green in the third row. The fourth row shows the merged image of the retrograde, WFA, and NeuroTrace. Each column represents the ICc across a single age group. <bold>(A&#x2013;D)</bold> Photomicrographs (presented at a higher magnification than E-L to better demonstrate the dendritic filling with FluoroGold) of a 3&#x2009;month old ICc. Case R74. <bold>(E&#x2013;H)</bold> Photomicrographs of an 18&#x2009;month old ICc. Case R161. <bold>(I&#x2013;L)</bold> Photomicrographs of 27&#x2009;month old ICc. Case R77. The last row shows a schematic with a square demonstrating where in the ICc the photomicrographs were taken. Scale bars: D&#x2009;=&#x2009;20&#x2009;&#x03BC;m; H&#x0026;L&#x2009;=&#x2009;50&#x2009;&#x03BC;m.</p>
</caption>
<graphic xlink:href="fnagi-15-1271008-g002.tif"/>
</fig>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Box plots summarizing the percentage of ICc-CN cells surrounded by a PN across three age groups. Pairwise differences demonstrated a significant, increase between the 18&#x2013;20&#x2009;month and 26&#x2013;28&#x2009;month age groups (&#x002A;<italic>p</italic> =&#x2009;0.016). Pairwise differences demonstrated no significant differences between the 3&#x2013;5&#x2009;month and 18&#x2013;20&#x2009;month age groups (<italic>p</italic> =&#x2009;0.121). Unique symbols to the right of each box plot represent the individual cases. In each box plot, dark lines represent the median of the distribution, boxes extend across the interquartile range, and whiskers extend to &#x00B1;150% of the interquartile range. Circles indicate outliers beyond this range.</p>
</caption>
<graphic xlink:href="fnagi-15-1271008-g003.tif"/>
</fig>
</sec>
<sec id="sec10">
<label>3.1.2</label>
<title>Lateral cortex of the IC</title>
<p>PNs also surrounded a subpopulation of retrogradely-labeled IClc-CN cells (<xref ref-type="fig" rid="fig4">Figure 4</xref>). Similar to netted ICc-CN cells, netted IClc-CN cells varied in size, typically had a diameter less than 20&#x2009;&#x03BC;m (<xref ref-type="fig" rid="fig4">Figure 4</xref>). Across the young group the percentages of IClc-CN cells that had a PN ranged from 4.5 to 12% (<xref ref-type="table" rid="tab1">Table 1</xref>). During middle age, the percentages of IClc-CN cells that had a PN ranged from 7.8 to 11.8% (<xref ref-type="table" rid="tab1">Table 1</xref>). In old age the percentages ranged from 14.3 to 23.8% (<xref ref-type="table" rid="tab1">Table 1</xref>). The percentage of IClc-CN cells that were netted did not significantly increase from 3&#x2013;5&#x2009;months (8.7%) to 18&#x2013;20&#x2009;months (8.9%, <italic>p</italic> =&#x2009;0.847; <xref ref-type="fig" rid="fig5">Figure 5</xref>). The percentage of IClc-CN cells that were netted did significantly increase from 18&#x2013;20&#x2009;months (8.9%) to 26&#x2013;28&#x2009;months (17.1%, &#x002A;<italic>p</italic> =&#x2009;0.0046; <xref ref-type="fig" rid="fig5">Figure 5</xref>). We conclude that PNs significantly increase in the IClc-CN descending pathway in old age.</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Structured illumination fluorescence images, taken at 0.5&#x2009;&#x03BC;m steps, showing cells in the lateral cortex of the inferior colliculus that project to the cochlear nucleus with (arrows) or without (arrowheads) a PN across three ages. In the first row, cells retrogradely-labeled with FluoroGold or FluoroRuby are shown in yellow and red, respectively. PNs are shown in magenta in the second row. NeuroTrace is shown in green in the third row. The fourth row shows the merged image of the retrograde, WFA, and NeuroTrace. Each column represents the ICc across a single age group. <bold>(A&#x2013;D)</bold> Photomicrographs of a 3&#x2009;month old ICc. Case R72. <bold>(E&#x2013;H)</bold> Photomicrographs of an 18&#x2009;month old ICc. Case R160. <bold>(I&#x2013;L)</bold> Photomicrographs of 27&#x2009;month old ICc. Case R57. The last row shows a schematic with a square demonstrating where in the IClc the photomicrographs were taken. Scale bar&#x2009;=&#x2009;50&#x2009;&#x03BC;m.</p>
</caption>
<graphic xlink:href="fnagi-15-1271008-g004.tif"/>
</fig>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Box plots summarizing the percentage of IClc-CN cells surrounded by a PN across three age groups. Pairwise differences demonstrated a significant, increase between the 18&#x2013;20&#x2009;month and 26&#x2013;28&#x2009;month age groups (&#x002A;<italic>p</italic> =&#x2009;0.0046). Pairwise differences demonstrated no significant differences between the 3&#x2013;5&#x2009;month and 18&#x2013;20&#x2009;month age groups (<italic>p</italic> =&#x2009;0.847). Unique symbols to the right of each box plot represent the individual cases. In each box plot, dark lines represent the median of the distribution, boxes extend across the interquartile range, and whiskers extend to &#x00B1;150% of the interquartile range. Circles indicate outliers beyond this range.</p>
</caption>
<graphic xlink:href="fnagi-15-1271008-g005.tif"/>
</fig>
</sec>
</sec>
<sec id="sec11">
<label>3.2</label>
<title>Distribution of netted IC-CN cells</title>
<p><xref ref-type="fig" rid="fig6">Figure 6</xref> shows the distribution of IC-CN cells with and without a PN. Netted (blue dots) and non-netted (red dots) IC-CN cells were broadly distributed and intermingled across the ICc and the IClc at each age (<xref ref-type="fig" rid="fig6">Figure 6</xref>). This pattern of distribution was consistent between the ipsilateral and contralateral IC at each age (<xref ref-type="fig" rid="fig6">Figure 6</xref>). <xref ref-type="fig" rid="fig6">Figure 6</xref> also demonstrates that the percentage of IC-CN cells that had a PN was very similar between the ipsilateral and contralateral IC at each age (<xref ref-type="fig" rid="fig6">Figure 6</xref>; compare percentages in parentheses). As mentioned above, retrogradely labeled cells were uncommon if not absent in the ICd. When ICd labeled cells were present, they were not netted (<xref ref-type="fig" rid="fig6">Figure 6</xref>).</p>
<fig position="float" id="fig6">
<label>Figure 6</label>
<caption>
<p>Plots showing the distribution of ipsilateral and contralateral IC-CN cells that have a PN (blue circles) and do not have a PN (red circle). <bold>(A)</bold> Plots of IC-CN cells with and without a PN resultant from a FluoroRuby deposit at 3&#x2009;months of age; R72. <bold>(B)</bold> Plots of IC-CN cells with and without a PN resultant from a FluoroGold deposit at 18&#x2009;months of age; R155. <bold>(C)</bold> Plots of IC-CN cells with and without a PN resultant from a FluoroGold deposit at 27&#x2009;months of age; R57. Each symbol represents one IC-CN cell. Percentage of IC-CN cells with a PN for the individual sections are shown in parentheses. Plotted sections were chosen between interaural levels 0.12&#x2013;0.48&#x2009;mm; <xref ref-type="bibr" rid="ref100">Paxinos and Watson, 1998</xref>. Transverse sections at a mid-rostrocaudal level of the IC. Scale bar&#x2009;=&#x2009;1&#x2009;mm.</p>
</caption>
<graphic xlink:href="fnagi-15-1271008-g006.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="sec12">
<label>4</label>
<title>Discussion</title>
<p>The current study qualitatively and quantitatively assesses the occurrence of PNs on IC cells that project to the CN during young, middle and old age. The primary finding is that the number of IC-CN cells that have a PN roughly doubles from young/middle age (~9%) to old age (~18%). It appears that the increase of PNs on IC-CN cells was subdivision independent, as the percentage of PNs surrounding ICc-CN and IClc-CN at each age was similar (<xref ref-type="table" rid="tab1">Table 1</xref>). As in our previous reports on PNs in the aging IC we use an age group (18&#x2013;20&#x2009;months) to represent a middle age when characteristics of age-related hearing loss are not present in the FBN rat (<xref ref-type="bibr" rid="ref24">Cai et al., 2018</xref>; <xref ref-type="bibr" rid="ref75">Mafi et al., 2020</xref>, <xref ref-type="bibr" rid="ref76">2021</xref>). We did not find a significant increase in PNs in the IC-CN pathway at this middle age. Thus, changes to structural and synaptic plasticity of IC-CN cells likely occur during and/or after the onset of presbycusis. Before further discussion of our results as they pertain to previous studies and auditory function during aging, we consider a few technical issues regarding our model, staining PNs and PN distribution.</p>
<sec id="sec13">
<label>4.1</label>
<title>Technical considerations</title>
<p>We use WFA to label PNs as it is an accepted marker for the majority of PNs in the brain, commonly used in the auditory system, and has been used in numerous species (<xref ref-type="bibr" rid="ref12">Belichenko et al., 1999</xref>; <xref ref-type="bibr" rid="ref51">H&#x00E4;rtig et al., 1999</xref>; <xref ref-type="bibr" rid="ref26">Cant and Benson, 2006</xref>; <xref ref-type="bibr" rid="ref2">Ajmo et al., 2008</xref>; <xref ref-type="bibr" rid="ref89">Morawski et al., 2012</xref>; <xref ref-type="bibr" rid="ref39">Foster et al., 2014</xref>; <xref ref-type="bibr" rid="ref124">Sonntag et al., 2015</xref>; <xref ref-type="bibr" rid="ref18">Brewton et al., 2016</xref>; <xref ref-type="bibr" rid="ref10">Beebe and Schofield, 2018</xref>; <xref ref-type="bibr" rid="ref75">Mafi et al., 2020</xref>, <xref ref-type="bibr" rid="ref76">2021</xref>). However, as the molecular composition of a given PN in a given nucleus may vary, antibodies to CSPG molecules (aggrecan, brevican, phosphacan) may label populations of PNs that WFA does not reveal (<xref ref-type="bibr" rid="ref73">Lurie et al., 1997</xref>; <xref ref-type="bibr" rid="ref40">Friauf, 2000</xref>; <xref ref-type="bibr" rid="ref80">Matthews et al., 2002</xref>; <xref ref-type="bibr" rid="ref19">Br&#x00FC;ckner et al., 2003</xref>; <xref ref-type="bibr" rid="ref2">Ajmo et al., 2008</xref>; <xref ref-type="bibr" rid="ref46">Giamanco et al., 2010</xref>; <xref ref-type="bibr" rid="ref61">Karetko-Sysa et al., 2011</xref>, <xref ref-type="bibr" rid="ref62">2014</xref>; <xref ref-type="bibr" rid="ref139">Wang and Fawcett, 2012</xref>; <xref ref-type="bibr" rid="ref15">Blosa et al., 2013</xref>; <xref ref-type="bibr" rid="ref124">Sonntag et al., 2015</xref>). Future studies will hopefully determine the CSPG makeup of PNs that are increased with age in the IC-CN pathway.</p>
<p>Previous studies have found that projections from the IC to the CN are excitatory (<xref ref-type="bibr" rid="ref88">Milinkeviciute et al., 2017</xref>; <xref ref-type="bibr" rid="ref8">Balmer and Trussell, 2022</xref>). However, a report in rat indicated that inhibitory IC cells contact DCN cells (<xref ref-type="bibr" rid="ref4">Alibardi, 2002</xref>). To investigate the neurotransmitter makeup of the IC-CN pathway in our model we processed a subset of cases for GAD immunohistochemistry as we have previously (<xref ref-type="bibr" rid="ref75">Mafi et al., 2020</xref>, <xref ref-type="bibr" rid="ref76">2021</xref>). In the first four cases (2 young, 1 middle, and 1 old) we found no convincing evidence that any of our IC-CN cells were GAD-positive and ceased processing the remaining cases for GAD.</p>
<p>The age groups in the current study were chosen to mirror the age groups from our previous studies on the aging IC in the FBN rat (<xref ref-type="bibr" rid="ref75">Mafi et al., 2020</xref>, <xref ref-type="bibr" rid="ref76">2021</xref>, <xref ref-type="bibr" rid="ref77">2022</xref>; <xref ref-type="bibr" rid="ref64">Koehler et al., 2023</xref>). The middle age group of 18&#x2013;20&#x2009;months reflects a period of time when significant pre- and postsynaptic changes occur without significant age-related changes to hearing thresholds in the FBN (<xref ref-type="bibr" rid="ref53">Helfert et al., 1999</xref>; <xref ref-type="bibr" rid="ref28">Caspary et al., 2008</xref>; <xref ref-type="bibr" rid="ref24">Cai et al., 2018</xref>; <xref ref-type="bibr" rid="ref112">Robinson et al., 2019</xref>). However, unlike our previous studies (discussed further below), we did not find significant changes within the IC during middle age and, as such, we interpret the increase of PNs in the IC-CN pathway as occurring during and/or after the onset of severe presbycusis in the FBN rat.</p>
</sec>
<sec id="sec14">
<label>4.2</label>
<title>Comparison to previous studies</title>
<p>Given that PNs are best understood in cortex where they surround fast-spiking inhibitory interneurons, the vast majority of studies examining PN structure and function focus on GABAergic cells (<xref ref-type="bibr" rid="ref50">H&#x00E4;rtig et al., 1992</xref>; <xref ref-type="bibr" rid="ref54">Hensch, 2005</xref>; <xref ref-type="bibr" rid="ref93">Nowicka et al., 2009</xref>; <xref ref-type="bibr" rid="ref62">Karetko-Sysa et al., 2014</xref>; <xref ref-type="bibr" rid="ref132">Testa et al., 2019</xref>; <xref ref-type="bibr" rid="ref114">Rumschlag et al., 2021</xref>). In the brainstem, PNs are present in many species and commonly surround both GABAergic and non-GABAergic cells (<xref ref-type="bibr" rid="ref14">Bertolotto et al., 1996</xref>; <xref ref-type="bibr" rid="ref56">Hilbig et al., 2007</xref>; <xref ref-type="bibr" rid="ref39">Foster et al., 2014</xref>; <xref ref-type="bibr" rid="ref37">Fader et al., 2016</xref>; <xref ref-type="bibr" rid="ref9001">Beebe et al., 2018</xref>; <xref ref-type="bibr" rid="ref10">Beebe and Schofield, 2018</xref>; <xref ref-type="bibr" rid="ref55">Heusinger et al., 2019</xref>; <xref ref-type="bibr" rid="ref79">Mansour et al., 2019</xref>; <xref ref-type="bibr" rid="ref126">Sucha et al., 2019</xref>). We have previously demonstrated that PNs are upregulated with age in the IC on both GABAergic and non-GABAergic cells (<xref ref-type="bibr" rid="ref75">Mafi et al., 2020</xref>). Furthermore, a proportion of the increasing IC PN population occurs on both GABAergic and non-GABAergic cells that project to the medial geniculate body (MG; <xref ref-type="bibr" rid="ref76">Mafi et al., 2021</xref>). In the current study we demonstrate that the descending IC-CN pathway, which is glutamatergic, is also increasingly surrounded by PNs with age. Interestingly, the percentage of IC-CN cells and glutamatergic IC-MG cells that had a PN at young age (IC-CN- ~9.5%; IC-MG- ~12%) and old age (IC-CN- ~19%; IC-MG- ~18%) was remarkably similar (<xref ref-type="bibr" rid="ref76">Mafi et al., 2021</xref>; current study). Thus, the upregulation of PNs in the aging IC is not unique to ascending pathways, but may rather be a property of IC cells more generally. Perhaps the upregulation on these subsets of IC cells is driven by shared properties of their inputs and/or their targets.</p>
<p>In the current study we found retrogradely labeled cells, with PNs, in both the ipsilateral and contralateral ICc and IClc. Across numerous species, there is an agreeance that the IC-CN pathway is bilateral with an ipsilateral dominance (cat-<xref ref-type="bibr" rid="ref52">Hashikawa, 1983</xref>; guinea pig-<xref ref-type="bibr" rid="ref118">Schofield, 2001</xref>; rat-<xref ref-type="bibr" rid="ref94">Okoyama et al., 2006</xref>; mouse-<xref ref-type="bibr" rid="ref88">Milinkeviciute et al., 2017</xref>). In the FBN rat we found a slight ipsilateral dominance (56.9%). When we examined the distribution across the subdivisions, most cells were in the ICc followed by the IClc, and then the ICd. A slight ipsilateral dominance was present in both the ICc-CN and the IClc-CN pathways. Although not presented in the Results as the few ICd-CN cells were not netted, this pathway also had an ipsilateral dominance (~61%). Broadly, our distribution of IC-CN cells agrees with a very detailed report in mouse (<xref ref-type="bibr" rid="ref88">Milinkeviciute et al., 2017</xref>). In the current study the majority of IC-CN cells originated in the ICc, however another study in rat reported that the majority of IC-CN cells were found in the IClc layer III (<xref ref-type="bibr" rid="ref38">Faye-Lund, 1986</xref>). The difference could be explained by a number of factors such as how the border between IClc layer III and the ICc was determined, the rostrocaudal extent of the IC that was analyzed, uptake properties of the tracers and strain of rat. In the context of the current study, we found netted IC-CN cells in the ipsilateral and contralateral ICc and IClc. Each IC location experienced an increase in PNs during old age on cells that project to the CN (<xref ref-type="table" rid="tab1">Table 1</xref>). These data are similar to previous studies demonstrating that a subpopulation of lemniscal and non-lemniscal IC-MG cells have PNs (<xref ref-type="bibr" rid="ref9001">Beebe et al., 2018</xref>; <xref ref-type="bibr" rid="ref76">Mafi et al., 2021</xref>). The potential functions of PNs on lemniscal and non-lemniscal IC-CN cells are discussed below.</p>
<p>To our knowledge the current study is the only one to demonstrate an age-related increase of PNs on a subcortical pathway that is largely, if not exclusively, glutamatergic. However, an age-related increase of PNs on excitatory populations of neurons is not unique. We demonstrated that excitatory IC-MG cells are increasingly surrounded by PNs during old age (<xref ref-type="bibr" rid="ref76">Mafi et al., 2021</xref>). Additionally, an aging study of sensory cortex demonstrated PN increases specifically on non-GABAergic cells (<xref ref-type="bibr" rid="ref62">Karetko-Sysa et al., 2014</xref>). One of the more notable characteristics of PNs is that they help support the ionic environment underlying the regulation of fast spiking in GABAergic cells (<xref ref-type="bibr" rid="ref32">Corvetti and Rossi, 2005</xref>; <xref ref-type="bibr" rid="ref127">Suttkus et al., 2012</xref>; <xref ref-type="bibr" rid="ref22">Cabungcal et al., 2013</xref>; <xref ref-type="bibr" rid="ref35">de Vivo et al., 2013</xref>; <xref ref-type="bibr" rid="ref16">Blosa et al., 2015</xref>; <xref ref-type="bibr" rid="ref6">Balmer, 2016</xref>; <xref ref-type="bibr" rid="ref125">Sorg et al., 2016</xref>). Do PNs provide the same support for non-GABAergic populations? Regardless of aging, PNs that surround excitatory IC cells rather than inhibitory cells may differ in function. In the IC, larger GABAergic cells receive numerous vGlut2 synapses that form a precise ring around the soma (<xref ref-type="bibr" rid="ref58">Ito et al., 2009</xref>). Perhaps PNs on larger GABAergic cells comprise CSPGs that form tighter nets in order to inhibit structural plasticity and &#x201C;lock&#x201D; the vGlut2 synapses in place while PNs on excitatory cells protect against excitotoxicity by regulating ionic concentrations and supporting synaptic plasticity.</p>
<p>Lastly, it is interesting to note that unlike our previous study on PNs surrounding the aging IC-MG pathway, the number of retrogradely labeled cells did not significantly differ between the young and old cases (<xref ref-type="table" rid="tab1">Table 1</xref>; <xref ref-type="bibr" rid="ref76">Mafi et al., 2021</xref>). Many criteria contribute to the effectiveness of a given retrograde tracer, and the ultimate population of labeled cells in a given nucleus can vary considerably from case to case (<xref ref-type="bibr" rid="ref119">Schofield, 2008</xref>). However, in our two studies that use the same tracers in the same strain of rat at the same ages, perhaps retrograde transport is more effected by aging in the IC-MG pathway than the IC-CN pathway. Another possible interpretation is that the IC-MG pathway reduces in size with age while the IC-CN pathway does not. Further investigation of this question is needed.</p>
</sec>
<sec id="sec15">
<label>4.3</label>
<title>Perineuronal nets and aging</title>
<p>The current study largely agrees with our previous reports on PNs in the aging IC in that a significant upregulation occurred in our old age group across multiple IC subdivisions (<xref ref-type="bibr" rid="ref75">Mafi et al., 2020</xref>, <xref ref-type="bibr" rid="ref76">2021</xref>). These findings are also applicable to IC cells that project out of the IC as an increasing subset of the glutamatergic IC-CN and the glutamatergic IC-MG cells are netted at old age (<xref ref-type="bibr" rid="ref76">Mafi et al., 2021</xref>, current study). Given that glutamatergic IC cells also project to a number of other nuclei (e.g., superior colliculus and superior olivary complex), it would be interesting to investigate whether all output pathways of the IC are undergoing similar changes to structural and/or synaptic plasticity during aging (see reviews, <xref ref-type="bibr" rid="ref133">Thompson, 2005</xref>; <xref ref-type="bibr" rid="ref142">Wenstrup, 2005</xref>). In order to understand the function of the PNs on these aging cell populations, additional studies examining the CSPG composition of the PNs will be needed. It is quite possible that PNs upregulated in old age on separate (e.g., glutamatergic vs. GABAergic; ascending vs. descending) neural populations in the IC comprise different CSPGs and/or have different functions. Interestingly, the lengths of excitatory synapses increase in the aging IC (<xref ref-type="bibr" rid="ref53">Helfert et al., 1999</xref>; <xref ref-type="bibr" rid="ref77">Mafi et al., 2022</xref>). Excitatory active zone lengthening during aging has been postulated as a compensatory mechanism (<xref ref-type="bibr" rid="ref1">Adams, 1987</xref>; <xref ref-type="bibr" rid="ref69">Levine et al., 1988</xref>). Perhaps the increase of specific CSPGs helps maintain these longer excitatory synapses during old age by preserving synapses providing critical excitatory feedback to the CN.</p>
<p>Studies have demonstrated that PNs are critically important to protect neurons against oxidative stress (<xref ref-type="bibr" rid="ref9003">Morawski et al., 2004</xref>; <xref ref-type="bibr" rid="ref127">Suttkus et al., 2012</xref>, <xref ref-type="bibr" rid="ref128">2014</xref>; <xref ref-type="bibr" rid="ref22">Cabungcal et al., 2013</xref>; <xref ref-type="bibr" rid="ref71">Liguori et al., 2019</xref>). Redoxactive iron is scavenged and bound by PNs, thus the oxidative potential in the cell&#x2019;s microenvironment is reduced (<xref ref-type="bibr" rid="ref128">Suttkus et al., 2014</xref>). Specifically, aggrecan, the primary CSPG component of PNs, including PNs in the IC, has known neuroprotective effects against oxidative stress (<xref ref-type="bibr" rid="ref128">Suttkus et al., 2014</xref>; <xref ref-type="bibr" rid="ref10">Beebe and Schofield, 2018</xref>). IC a number of other proteoglycans have been shown to support synaptic function. Aggrecan has been shown to stabilize synaptic structure, while brevican and neurocan are important for the maintenance of inhibitory and excitatory synapses (<xref ref-type="bibr" rid="ref146">Zaremba et al., 1989</xref>; <xref ref-type="bibr" rid="ref49">Gottschling et al., 2019</xref>; <xref ref-type="bibr" rid="ref117">Schmidt et al., 2020</xref>). The proteoglycan neurocan is also known for its roles in the development of PNs, while phosphacan is better understood in the aging brain (<xref ref-type="bibr" rid="ref92">Nishiwaki et al., 1998</xref>; <xref ref-type="bibr" rid="ref49">Gottschling et al., 2019</xref>; <xref ref-type="bibr" rid="ref117">Schmidt et al., 2020</xref>). Understanding the molecular composition of PNs on IC-CN cells may reveal whether the upregulated PNs are subserving different functional roles throughout aging.</p>
<p>PNs are perhaps best known for their role in reduced structural plasticity at young and old ages (<xref ref-type="bibr" rid="ref32">Corvetti and Rossi, 2005</xref>; <xref ref-type="bibr" rid="ref41">Frischknecht et al., 2009</xref>; <xref ref-type="bibr" rid="ref62">Karetko-Sysa et al., 2014</xref>; <xref ref-type="bibr" rid="ref124">Sonntag et al., 2015</xref>; see review: <xref ref-type="bibr" rid="ref36">Duncan et al., 2019</xref>). Compromising PNs can lead to increased plasticity in visual, fear conditioning, and learning and memory circuits (<xref ref-type="bibr" rid="ref105">Pizzorusso et al., 2006</xref>; see reviews: <xref ref-type="bibr" rid="ref139">Wang and Fawcett, 2012</xref>; <xref ref-type="bibr" rid="ref36">Duncan et al., 2019</xref>; <xref ref-type="bibr" rid="ref132">Testa et al., 2019</xref>). Studies of subcortical nuclei, hippocampus and non-auditory cortex agree with the current study in that the quantity of PNs increase with age (<xref ref-type="bibr" rid="ref131">Tanaka and Mizoguchi, 2009</xref>; <xref ref-type="bibr" rid="ref144">Yamada and Jinno, 2013</xref>; <xref ref-type="bibr" rid="ref37">Fader et al., 2016</xref>; <xref ref-type="bibr" rid="ref135">Ueno et al., 2018</xref>; <xref ref-type="bibr" rid="ref107">Quraishe et al., 2019</xref>; <xref ref-type="bibr" rid="ref75">Mafi et al., 2020</xref>). Yet, activated microglia facilitate plaque-dependent PN loss associated with Alzheimer&#x2019;s Disease (<xref ref-type="bibr" rid="ref34">Crapser et al., 2020</xref>). This paradox (increased inflammation coupled with region-specific increase in PNs with aging) has yet to be reconciled. Studies looking at the effects of aging on MMP-9 (an enzyme responsible for PN degradation) expression and/or microglial activation in the aging inferior colliculus could help resolve this discrepancy. The lengths of excitatory synapses increase in the aging IC (<xref ref-type="bibr" rid="ref53">Helfert et al., 1999</xref>; <xref ref-type="bibr" rid="ref77">Mafi et al., 2022</xref>). Excitatory active zone lengthening during aging has been postulated as a compensatory mechanism (<xref ref-type="bibr" rid="ref1">Adams, 1987</xref>; <xref ref-type="bibr" rid="ref69">Levine et al., 1988</xref>). Perhaps the increase of PNs on IC cells is helping maintain these longer excitatory synapses during old age by preserving synapses providing critical excitatory feedback to the CN. Either way, we conclude that robust changes to synaptic and/or structural plasticity are taking place on lemniscal and non-lemniscal excitatory circuits reaching the CN from the aged IC.</p>
</sec>
<sec id="sec16">
<label>4.4</label>
<title>Potential functional roles of PNs in age-related hearing loss</title>
<p>Deficits in temporal processing in the auditory system are commonly viewed as a key contributor to age-related hearing loss (see reviews <xref ref-type="bibr" rid="ref43">Frisina, 2009</xref>; <xref ref-type="bibr" rid="ref70">Liberman, 2017</xref>; <xref ref-type="bibr" rid="ref130">Syka, 2020</xref>). Specifically, temporal precision of IC cells is diminished when GABAergic neurotransmission is interrupted (<xref ref-type="bibr" rid="ref96">Palombi and Caspary, 1996a</xref>,<xref ref-type="bibr" rid="ref97">b</xref>; <xref ref-type="bibr" rid="ref42">Frisina, 2001</xref>; <xref ref-type="bibr" rid="ref67">LeBeau et al., 2001</xref>; <xref ref-type="bibr" rid="ref138">Walton et al., 2002</xref>; <xref ref-type="bibr" rid="ref98">Parthasarathy and Bartlett, 2011</xref>; <xref ref-type="bibr" rid="ref29">Caspary and Llano, 2018</xref>; <xref ref-type="bibr" rid="ref99">Parthasarathy et al., 2018</xref>; <xref ref-type="bibr" rid="ref130">Syka, 2020</xref>). Perhaps the most direct manner in which GABAergic neurotransmission is interrupted in the aging IC is the loss of GABAergic synapses (<xref ref-type="bibr" rid="ref53">Helfert et al., 1999</xref>; <xref ref-type="bibr" rid="ref28">Caspary et al., 2008</xref>; <xref ref-type="bibr" rid="ref130">Syka, 2020</xref>). However, as GABAergic synapses are lost with age in the ICc and IClc, the proportion of available GABAergic synapses targeting larger dendrites increases during middle age (<xref ref-type="bibr" rid="ref53">Helfert et al., 1999</xref>; <xref ref-type="bibr" rid="ref77">Mafi et al., 2022</xref>). Given that this reorganization of GABAergic synapses is occurring during an age when age-related hearing deficits are rare in the rat models of aging, it has been hypothesized that the reorganization is a compensatory mechanism that supports continued &#x201C;normal&#x201D; hearing with aging (<xref ref-type="bibr" rid="ref53">Helfert et al., 1999</xref>; <xref ref-type="bibr" rid="ref28">Caspary et al., 2008</xref>). ICc and IClc cells also alter the subunit composition of postsynaptic GABA<sub>A</sub> receptors and maximally express specific subunits during middle age (e.g., GABA<sub>A</sub> &#x03B1;<sub>2</sub> and &#x03B3;<sub>1</sub> subunits; <xref ref-type="bibr" rid="ref85">Milbrandt et al., 1996</xref>, <xref ref-type="bibr" rid="ref87">1997</xref>; <xref ref-type="bibr" rid="ref27">Caspary et al., 1999</xref>; <xref ref-type="bibr" rid="ref63">Kelly and Caspary, 2005</xref>; <xref ref-type="bibr" rid="ref112">Robinson et al., 2019</xref>). The increase of the GABA<sub>A</sub> &#x03B1;<sub>2</sub> and &#x03B3;<sub>1</sub> subunits can allow a given GABAergic cell to become more sensitive to GABA and may occur in response to diminished excitation arriving from the periphery (<xref ref-type="bibr" rid="ref87">Milbrandt et al., 1997</xref>; <xref ref-type="bibr" rid="ref27">Caspary et al., 1999</xref>, <xref ref-type="bibr" rid="ref28">2008</xref>). PNs subserve many functions (e.g., stabilizing high-rate synaptic transmission, forming critical periods, and regulating oxidative stress) of synaptic plasticity (<xref ref-type="bibr" rid="ref20">Bukalo et al., 2001</xref>; <xref ref-type="bibr" rid="ref7">Balmer et al., 2009</xref>; <xref ref-type="bibr" rid="ref35">de Vivo et al., 2013</xref>; <xref ref-type="bibr" rid="ref16">Blosa et al., 2015</xref>; <xref ref-type="bibr" rid="ref124">Sonntag et al., 2015</xref>; <xref ref-type="bibr" rid="ref17">Bosiacki et al., 2019</xref>; <xref ref-type="bibr" rid="ref132">Testa et al., 2019</xref>). The increasing population of PNs may be a homeostatic mechanism necessary to stabilize, &#x201C;lock,&#x201D; and maintain synaptic integrity as pre- and postsynaptic GABAergic changes occur throughout the aging IC. Thus, PNs forming during aging may serve to stabilize existing circuits by maintaining the correct excitatory-inhibitory balance throughout adulthood; indeed, it is not until old age that significant deficits to temporal and speech processing occur (<xref ref-type="bibr" rid="ref101">Pichora-Fuller and Souza, 2003</xref>; <xref ref-type="bibr" rid="ref136">Walton, 2010</xref>; <xref ref-type="bibr" rid="ref113">Ruggles et al., 2011</xref>; <xref ref-type="bibr" rid="ref62">Karetko-Sysa et al., 2014</xref>; <xref ref-type="bibr" rid="ref45">F&#x00FC;llgrabe et al., 2015</xref>). Further studies will be necessary to determine if IC-CN cells undergo the aforementioned pre- and postsynaptic GABAergic changes.</p>
<p>Our knowledge of PN functions in the subcortical auditory nuclei, let alone in the context of aging, is extremely limited (<xref ref-type="bibr" rid="ref14">Bertolotto et al., 1996</xref>; <xref ref-type="bibr" rid="ref56">Hilbig et al., 2007</xref>; <xref ref-type="bibr" rid="ref91">Myers et al., 2012</xref>; <xref ref-type="bibr" rid="ref39">Foster et al., 2014</xref>; <xref ref-type="bibr" rid="ref124">Sonntag et al., 2015</xref>; <xref ref-type="bibr" rid="ref11">Beebe et al., 2016</xref>, <xref ref-type="bibr" rid="ref9001">2018</xref>; <xref ref-type="bibr" rid="ref37">Fader et al., 2016</xref>; <xref ref-type="bibr" rid="ref10">Beebe and Schofield, 2018</xref>; <xref ref-type="bibr" rid="ref55">Heusinger et al., 2019</xref>; <xref ref-type="bibr" rid="ref79">Mansour et al., 2019</xref>; <xref ref-type="bibr" rid="ref107">Quraishe et al., 2019</xref>; <xref ref-type="bibr" rid="ref126">Sucha et al., 2019</xref>; <xref ref-type="bibr" rid="ref75">Mafi et al., 2020</xref>). It has been shown that neonatal conductive hearing loss can degrade PN development in the superior olive (<xref ref-type="bibr" rid="ref91">Myers et al., 2012</xref>). Also, a study in the auditory thalamus determined that a cell&#x2019;s temporal acuity and synchronization to faster repetition rates improved during aging when surrounded by a PN (<xref ref-type="bibr" rid="ref107">Quraishe et al., 2019</xref>). Specifically, temporal processing was improved in the ventral (lemniscal) and medial (non-lemniscal) auditory thalamus (<xref ref-type="bibr" rid="ref107">Quraishe et al., 2019</xref>). It appears that in the aging auditory thalamus, PNs serve a role related to their ability respond precisely to temporally complex stimuli (<xref ref-type="bibr" rid="ref22">Cabungcal et al., 2013</xref>; <xref ref-type="bibr" rid="ref16">Blosa et al., 2015</xref>; <xref ref-type="bibr" rid="ref6">Balmer, 2016</xref>). However, as mentioned above, temporal acuity deteriorates with age in the IC despite our finding of increased PNs (see reviews: <xref ref-type="bibr" rid="ref28">Caspary et al., 2008</xref>; <xref ref-type="bibr" rid="ref29">Caspary and Llano, 2018</xref>; <xref ref-type="bibr" rid="ref130">Syka, 2020</xref>). It is possible that the increased PN populations supports different functional roles (i.e., oxidative stress reduction or synaptic stabilization) in different subcortical auditory nuclei. Differences in species may also explain some functional differences in PNs. For example, the current study uses a model (FBN rat) that undergoes age-related changes to its peripheral auditory system (<xref ref-type="bibr" rid="ref24">Cai et al., 2018</xref>), while the aged mice in <xref ref-type="bibr" rid="ref107">Quraishe et al. (2019)</xref> did not have substantial changes in their peripheral auditory system.</p>
<p>As PNs decrease structural plasticity, it is possible that IC cells undergoing compensatory synaptic changes in middle age are structurally inhibited in old age if they have a PN. This may lead to an imbalance of inhibition and excitation that underlies characteristics of age-related hearing loss (<xref ref-type="bibr" rid="ref96">Palombi and Caspary, 1996a</xref>,<xref ref-type="bibr" rid="ref97">b</xref>; <xref ref-type="bibr" rid="ref137">Walton et al., 1998</xref>, <xref ref-type="bibr" rid="ref138">2002</xref>; <xref ref-type="bibr" rid="ref42">Frisina, 2001</xref>; <xref ref-type="bibr" rid="ref98">Parthasarathy and Bartlett, 2011</xref>). As lemniscal and non-lemniscal IC nuclei send excitatory inputs to both dorsal cochlear nuclei, the increase of PNs on IC-CN cells may have very broad effects (<xref ref-type="bibr" rid="ref5">Andersen et al., 1980</xref>; <xref ref-type="bibr" rid="ref31">Conlee and Kane, 1982</xref>; <xref ref-type="bibr" rid="ref121">Shore et al., 1991</xref>; <xref ref-type="bibr" rid="ref25">Caicedo and Herbert, 1993</xref>; <xref ref-type="bibr" rid="ref78">Malmierca et al., 1996</xref>; <xref ref-type="bibr" rid="ref115">Saint Marie, 1996</xref>; <xref ref-type="bibr" rid="ref118">Schofield, 2001</xref>; <xref ref-type="bibr" rid="ref88">Milinkeviciute et al., 2017</xref>). In agreeance with <xref ref-type="bibr" rid="ref118">Schofield (2001)</xref> and <xref ref-type="bibr" rid="ref88">Milinkeviciute et al. (2017)</xref>, we find inputs to the CN from each subdivision of the IC, with the largest source being the ICc. For reasons that are unclear, cells from the dorsal cortex of the IC that project to the CN were never netted at any age. Similar to <xref ref-type="bibr" rid="ref38">Faye-Lund (1986)</xref>, we find that our IClc-CN cells largely reside in layer III of IClc. Thus, most of our IC-CN cells are in regions receiving lateral lemniscal input (<xref ref-type="bibr" rid="ref95">Oliver, 2005</xref>). It appears that PNs are likely altering the plastic environment of IC cells that receive lemniscal input and then provide excitatory feedback to the earliest synapses in the central auditory pathway.</p>
<p>As this is the first study to demonstrate PNs on a subcortical descending auditory (or possibly any sensory modality) pathway, the specific inputs and outputs of IC-CN cells need to be better understood to unravel how PNs may affect hearing. Fortunately, a recent study by <xref ref-type="bibr" rid="ref8">Balmer and Trussell (2022)</xref> greatly detailed how the IC targets all but one cell type in the DCN. Thus, the IC-CN projection is setup to potentially affect excitation and inhibition in the DCN via a number of circuits that may contribute to improved frequency detection, enhancing bottom-up sensitivity to auditory nerve input, frequency filtering and central gain (<xref ref-type="bibr" rid="ref8">Balmer and Trussell, 2022</xref>). As the DCN is often a nucleus of interest in the maintenance of tinnitus, the upregulation of PNs on IC-CN cells at old age may lead to an imbalance of excitation and inhibition that could underlie elements of hyperexcitability in the CN (<xref ref-type="bibr" rid="ref59">Kaltenbach and Godfrey, 2019</xref>; <xref ref-type="bibr" rid="ref8">Balmer and Trussell, 2022</xref>). Determining whether the increasing PN populations surround IC cells that target specific DCN cell types will provide more clarity regarding the possible functions underlying plastic changes later in life. While the cellular targets of IC-CN projections are well-characterized, the inputs to IC-CN cells are less clear. Given the robust commissural projection between the left and right, it would not be surprising if an IC-CN cell conveys information from both ICs (<xref ref-type="bibr" rid="ref116">Salda&#x00F1;a and Merch&#x00E1;n, 1992</xref>). The IC-CN projection also targets the CN bilaterally, so it is conceivable that the final inputs to the either CN from either IC may represent processed signals that originated in the contralateral, ipsilateral or both ears. Lastly, IC cells that have descending projections to the CN are modulated by descending input from the auditory cortex (<xref ref-type="bibr" rid="ref120">Schofield and Coomes, 2006</xref>). It appears likely that PNs are affecting the synaptic and structural plasticity of cortical, commissural, and local inputs onto aging IC-CN cells.</p>
<p>The current study identifies a second output pathway of the IC that is increasingly surrounded by PNs at old age (<xref ref-type="bibr" rid="ref76">Mafi et al., 2021</xref>). As only a subset (~20%) of each pathway has a PN at old age, perhaps there is a shared functional role(s) these netted cells serve in their respective pathways. Furthermore, it is of interest to determine whether upregulated nets share the same molecular composition as PNs in younger animals and across circuits. Future studies are required to determine if the PNs at old age are having a beneficial or detrimental effect on the balance of inhibition and excitation. Ultimately, PNs at any age must have a broad impact on hearing as both descending and ascending pathways from the IC undergo age-related changes in their plasticity.</p>
</sec>
</sec>
<sec sec-type="data-availability" id="sec17">
<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.</p>
</sec>
<sec sec-type="ethics-statement" id="sec18">
<title>Ethics statement</title>
<p>The animal study was approved by the Northeast Ohio Medical University IACUC. The study was conducted in accordance with the local legislation and institutional requirements.</p>
</sec>
<sec sec-type="author-contributions" id="sec19">
<title>Author contributions</title>
<p>LA: Data curation, Investigation, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. AO: Data curation, Investigation, Writing &#x2013; review &#x0026; editing. MI: Investigation, Writing &#x2013; review &#x0026; editing. AW: Investigation, Writing &#x2013; review &#x0026; editing. NT: Conceptualization, Methodology, Supervision, Writing &#x2013; review &#x0026; editing. AM: Conceptualization, Data curation, Formal analysis, Methodology, Writing &#x2013; review &#x0026; editing. NB: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. JY: Data curation, Formal analysis, Software, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. JM: Conceptualization, Data curation, Funding acquisition, Investigation, Methodology, Project administration, Resources, Supervision, Validation, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="sec21">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This work was supported by the NIH/NIDCD grant R01 DC017708.</p>
</sec>
<ack>
<p>Supported by the National Institute on Aging rodent colony.</p>
</ack>
<sec sec-type="COI-statement" id="sec22">
<title>Conflict of interest</title>
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</ref-list>
<glossary>
<def-list>
<title>Glossary</title>
<def-item><term>CN</term>
<def><p>cochlear nucleus</p></def>
</def-item>
<def-item><term>CSPG</term>
<def><p>chondroitin sulfate proteoglycans</p></def>
</def-item>
<def-item><term>DCN</term>
<def><p>dorsal cochlear nucleus</p></def>
</def-item>
<def-item><term>ECM</term>
<def><p>extracellular matrix</p></def>
</def-item>
<def-item><term>FBN</term>
<def><p>Fischer Brown Norway</p></def>
</def-item>
<def-item><term>GABA</term>
<def><p>gamma-aminobutyric acid</p></def>
</def-item>
<def-item><term>GAD</term>
<def><p>glutamic acid decarboxylase</p></def>
</def-item>
<def-item><term>IC</term>
<def><p>inferior colliculus</p></def>
</def-item>
<def-item><term>ICc</term>
<def><p>central nucleus of the inferior colliculus</p></def>
</def-item>
<def-item><term>ICd</term>
<def><p>dorsal cortex of the inferior colliculus</p></def>
</def-item>
<def-item><term>IClc</term>
<def><p>lateral cortex of the inferior colliculus</p></def>
</def-item>
<def-item><term>MG</term>
<def><p>medial geniculate body</p></def>
</def-item>
<def-item><term>NT</term>
<def><p>NeuroTrace</p></def>
</def-item>
<def-item><term>PNs</term>
<def><p>perineuronal nets</p></def>
</def-item>
<def-item><term>VCN</term>
<def><p>ventral cochlear nucleus</p></def>
</def-item>
<def-item><term>WFA</term>
<def><p><italic>Wisteria floribunda</italic> agglutinin</p></def>
</def-item>
</def-list>
</glossary>
</back>
</article>