<?xml version="1.0" encoding="UTF-8" standalone="no"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Neurosci.</journal-id>
<journal-title>Frontiers in Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Neurosci.</abbrev-journal-title>
<issn pub-type="epub">1662-453X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnins.2022.769983</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neuroscience</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Early Health Economic Modeling of Novel Therapeutics in Age-Related Hearing Loss</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Landry</surname> <given-names>Evie C.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1462599/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Scholte</surname> <given-names>Mirre</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1629569/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Su</surname> <given-names>Matthew P.</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1300720/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Horstink</surname> <given-names>Yvette</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1629542/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Mandavia</surname> <given-names>Rishi</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Rovers</surname> <given-names>Maroeska M.</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Schilder</surname> <given-names>Anne G. M.</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/802371/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Division of Otolaryngology-Head and Neck Surgery, St. Paul&#x2019;s Hospital, BC Rotary Hearing and Balance Centre, University of British Columbia</institution>, <addr-line>Vancouver, BC</addr-line>, <country>Canada</country></aff>
<aff id="aff2"><sup>2</sup><institution>National Institute for Health Research University College London Hospitals Biomedical Research Centre Hearing Theme</institution>, <addr-line>London</addr-line>, <country>United Kingdom</country></aff>
<aff id="aff3"><sup>3</sup><institution>evidENT, Ear Institute, University College London</institution>, <addr-line>London</addr-line>, <country>United Kingdom</country></aff>
<aff id="aff4"><sup>4</sup><institution>Department of Operating Rooms, Radboud University Medical Center</institution>, <addr-line>Nijmegen</addr-line>, <country>Netherlands</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Athanasia Warnecke, Hannover Medical School, Germany</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Janet Bouttell, University of Glasgow, United Kingdom; Brian McKinnon, University of Texas Medical Branch at Galveston, United States</p></fn>
<corresp id="c001">&#x002A;Correspondence: Anne G. M. Schilder, <email>a.schilder@ucl.ac.uk</email></corresp>
<fn fn-type="other" id="fn004"><p>This article was submitted to Neuropharmacology, a section of the journal Frontiers in Neuroscience</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>04</day>
<month>03</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>16</volume>
<elocation-id>769983</elocation-id>
<history>
<date date-type="received">
<day>03</day>
<month>09</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>31</day>
<month>01</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022 Landry, Scholte, Su, Horstink, Mandavia, Rovers and Schilder.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Landry, Scholte, Su, Horstink, Mandavia, Rovers and Schilder</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>Background</title>
<p>Health systems face challenges to accelerate access to innovations that add value and avoid those unlikely to do so. This is very timely to the field of age-related sensorineural hearing loss (ARHL), where a significant unmet market need has been identified and sizeable investments made to promote the development of novel hearing therapeutics (NT). This study aims to apply health economic modeling to inform the development of cost-effective NT.</p>
</sec>
<sec>
<title>Methods</title>
<p>We developed a decision-analytic model to assess the potential costs and effects of using regenerative NT in patients &#x2265;50 with ARHL. This was compared to the current standard of care including hearing aids and cochlear implants. Input data was collected from systematic literature searches and expert opinion. A UK NHS healthcare perspective was adopted. Three different but related analyses were performed using probabilistic modeling: (1) headroom analysis, (2) scenario analyses, and (3) threshold analyses.</p>
</sec>
<sec>
<title>Results</title>
<p>The headroom analysis shows an incremental net monetary benefit (iNMB) of &#x00A3;20,017[&#x00A3;11,299&#x2013;&#x00A3;28,737] compared to the standard of care due to quality-adjusted life-years (QALY) gains and cost savings. Higher therapeutic efficacy and access for patients with all degrees of hearing loss yields higher iNMBs. Threshold analyses shows that the ceiling price of the therapeutic increases with more severe degrees of hearing loss.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>NT for ARHL are potentially cost-effective under current willingness-to-pay (WTP) thresholds with considerable room for improvement in the current standard of care pathway. Our model can be used to help decision makers decide which therapeutics represent value for money and are worth commissioning, thereby paving the way for urgently needed NT.</p>
</sec>
</abstract>
<kwd-group>
<kwd>Early HTA</kwd>
<kwd>novel hearing therapeutics</kwd>
<kwd>regenerative hearing therapeutics</kwd>
<kwd>age-related hearing loss</kwd>
<kwd>hearing loss</kwd>
</kwd-group>
<contract-sponsor id="cn001">UCLH Biomedical Research Centre<named-content content-type="fundref-id">10.13039/501100012317</named-content></contract-sponsor>
<counts>
<fig-count count="2"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="46"/>
<page-count count="10"/>
<word-count count="6290"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>Introduction</title>
<p>Hearing loss currently affects almost 500 million people worldwide and this number is anticipated to rise to 900 million by 2050 as the world&#x2019;s population ages and the number of individuals with age-related hearing loss (ARHL) increases (<xref ref-type="bibr" rid="B3">Blevins, 2018</xref>; <xref ref-type="bibr" rid="B42">WHO, 2018</xref>). This type of hearing loss is characterized by a decline in auditory function predominantly due to progressive loss of inner ear sensory hair cells and their synapses to auditory neurons (<xref ref-type="bibr" rid="B44">Yamasoba et al., 2013</xref>). Irrespective of its cause and severity, hearing loss can affect people socially, mentally, and physically. Importantly, hearing loss acquired in mid-life has been identified as a major risk factor for dementia (<xref ref-type="bibr" rid="B19">Lin and Albert, 2014</xref>). The global economic burden of hearing loss has been estimated at over 750 billion US dollars annually in direct medical costs and productivity losses (<xref ref-type="bibr" rid="B42">WHO, 2018</xref>).</p>
<p>The mainstay of treatment for ARHL includes hearing aids for those with mild to moderate hearing loss and cochlear implants for those with severe to profound deafness (<xref ref-type="bibr" rid="B42">WHO, 2018</xref>). Although these technologies have improved significantly in recent years, they often fail to meet the needs of those who need them most as they perform poorly in noisy environments and are limited in their ability to improve sound clarity. Therefore, many people choose not to use them (<xref ref-type="bibr" rid="B25">McCormack and Fortnum, 2013</xref>). Above all, they do not treat the underlying causes of ARHL or halt progression (<xref ref-type="bibr" rid="B25">McCormack and Fortnum, 2013</xref>).</p>
<p>Biotechnology and pharmaceutical companies have identified this unmet market need and have dedicated sizeable effort and investments in the development of novel approaches to treat ARHL (<xref ref-type="bibr" rid="B18">Li, 2017</xref>). A better understanding of the genetic and molecular mechanisms underlying hair cell and synaptic loss and their regeneration in preclinical models has led to the discovery of potential therapeutic targets, and the development of a variety of small molecule pharmaceuticals and advanced therapies (<xref ref-type="bibr" rid="B34">Schilder et al., 2018</xref>). Some of these novel therapeutics are already at the stage of clinical testing in humans (<xref ref-type="bibr" rid="B34">Schilder et al., 2018</xref>).</p>
<p>Because these therapeutics have the potential to drastically change hearing care pathways in the next 5 years, it is crucial to start planning for their implementation (<xref ref-type="bibr" rid="B35">Schilder et al., 2019</xref>). Early health economic modeling is an important tool in this process. By providing a better understanding of the likely cost-effectiveness of the novel hearing therapeutics, healthcare systems can use these models to prepare for their adoption while they are still in development and thus optimize patient access and minimize inefficiencies. At the same time, these models can support industry by informing product development, market access, pricing, and can also act as frameworks that can be tailored with data from clinical trials as it becomes available (<xref ref-type="bibr" rid="B16">IJzerman and Steuten, 2011</xref>).</p>
<p>This study applies these principles and uses early health economic modeling to assess the potential added value of novel regenerative therapeutics in ARHL compared to the current standard of care.</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="S2.SS1">
<title>Ethical Considerations</title>
<p>Ethics approval was granted by the University College London Research Ethics Committee 12241/001. Informed consent was obtained from all participants.</p>
</sec>
<sec id="S2.SS2">
<title>Model Overview and Assumptions</title>
<p>A state-transition model, following the ISPOR-SMDM Best Practice Guidelines, was created using Microsoft Excel (Redmond, Wash) to assess the potential costs and effects of using novel regenerative hearing therapeutics in adults, 50 or older, with ARHL (<xref ref-type="bibr" rid="B33">Roberts et al., 2012</xref>). This was compared to the current standard of care, including hearing aids and cochlear implants. <xref ref-type="fig" rid="F1">Figure 1</xref> shows a representation of the patient&#x2019;s pathway modeled in the study. <xref ref-type="supplementary-material" rid="DS1">Supplemental Digital Content (SDC) 1</xref> contains an in-depth description of hearing loss classification using pure-tone averages (PTA) (<xref ref-type="bibr" rid="B24">Mathers et al., 2000</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Markov Model of health states used to assess regenerative hearing loss therapeutics. The model starts with a cohort of 50-year-old patients with various degrees of HL. Every cycle subjects could progress to 1 of 11 mutually exclusive disease states including death. Though movement is possible between every state, natural death and all arrows not depicted for simplicity. HL, hearing loss; HA, hearing aid; CI, cochlear implant.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnins-16-769983-g001.tif"/>
</fig>
<p>The model adopts a cycle length of 1 year and spans the patient&#x2019;s lifetime until death given the life-long costs and effects of hearing loss. The model is constructed from a healthcare perspective of the National Health Service (NHS) in the United Kingdom and evaluates direct medical costs. A willingness to pay threshold of &#x00A3;20,000 per quality-adjusted life year (QALY) is used to assess the cost-effectiveness (CE) of the intervention (<xref ref-type="bibr" rid="B32">NICE, 2017</xref>). Both costs and outcomes are discounted at a 3.5% per annum rate to comply with NICE guidelines (<xref ref-type="bibr" rid="B27">National Institute for Health and Clinical Excellence, 2008</xref>). NICE stands for the National Institute for Health and Care Excellence. It is an independent organization which evaluates and provides recommendations of which drugs and treatments are available on the NHS in England. Other key model assumptions can be found in SDC 2. See SDC 3 for a complete list of abbreviations used in the text along with verbal descriptors.</p>
</sec>
<sec id="S2.SS3">
<title>Model Validation</title>
<p>The model was validated using the AdViSHE validation assessment tool (<xref ref-type="bibr" rid="B41">Vemer et al., 2016</xref>). The conceptual model, input data, and model outcomes were tested on face and operational validity by consulting professional stakeholders (<italic>n</italic> = 24) from the pharmaceutical and biotechnology industry, national hearing charities, otolaryngology, audiology, discovery science, and research funding bodies. The model outcomes were cross validated with relevant literature. No other health economic models on ARHL were found for cross-validation. Additionally, the model was verified for inconsistencies by two independent modeling experts.</p>
</sec>
<sec id="S2.SS4">
<title>Novel Hearing Therapy Pathway</title>
<p>With no regenerative therapeutic for ARHL having been approved for clinical use, we used a hypothetical regenerative therapy to model different efficacy scenarios. Our model focused primarily on regenerative therapeutics and was not targeted toward a specific gene, cell, molecular therapy or method of delivery. In order to estimate the maximum potential benefit of the therapeutic (headroom), the base case scenario assumed a 100% adherence, uptake and efficacy of the therapy with zero costs. This meant that patients with any form of hearing loss recovered to normal hearing after therapy administration. It also assumed that rates of hearing loss progression in subsequent years were unaffected, meaning that patients could once again develop age-related hearing loss. The model assumed that all patients were eligible for both existing and novel strategies and could receive either a hearing aid, a cochlear implant, or the novel therapy as they developed hearing loss in the model.</p>
</sec>
<sec id="S2.SS5">
<title>Model Parameters</title>
<sec id="S2.SS5.SSS1">
<title>Transition Probabilities</title>
<p>Transition probabilities were derived from published literature and expert opinion (<xref ref-type="table" rid="T1">Tables 1A,B</xref>). The model population included five different age groups: 50&#x2212;59, 60&#x2212;69, 70&#x2212;79, 80&#x2212;89, and 90 and over, with different transition probabilities for progression of age-related sensorineural hearing loss (<xref ref-type="table" rid="T1">Table 1A</xref>). Age-varying all-cause mortality rates were also incorporated in the model using data from the UK Office for National Statistics (2018b). Although several papers suggested an association between HL in older adults and increased mortality rates, it was felt the evidence was incomplete and it was therefore not incorporated into our model (<xref ref-type="bibr" rid="B13">Fisher et al., 2014</xref>; <xref ref-type="bibr" rid="B7">Contrera et al., 2015</xref>; <xref ref-type="bibr" rid="B36">Schubert et al., 2016</xref>).</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Transition probabilities.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left" colspan="7">1A | Summary of annual transition probabilities of hearing status (<xref ref-type="bibr" rid="B5">Chao and Chen, 2008</xref>).<xref ref-type="table-fn" rid="t1fns1">&#x002A;</xref><hr/></td>
</tr>
<tr>
<td valign="top" align="left">Initial hearing status</td>
<td valign="top" align="center">Age</td>
<td valign="top" align="left" colspan="5">Status in next cycle</td>
</tr>
<tr>
<td valign="top" align="left" colspan="7"><hr/></td>
</tr>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center">Years</td>
<td valign="top" align="center">Normal</td>
<td valign="top" align="center">Mild HL</td>
<td valign="top" align="center">Moderate HL</td>
<td valign="top" align="center">Severe HL</td>
<td valign="top" align="center">Profound HL</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Normal</td>
<td valign="top" align="center">50&#x2013;59</td>
<td valign="top" align="center">9.57E&#x2212;01</td>
<td valign="top" align="center">4.11E&#x2212;02</td>
<td valign="top" align="center">1.37E&#x2212;03</td>
<td valign="top" align="center">1.99E&#x2212;07</td>
<td valign="top" align="center">1.99E&#x2212;07</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">60&#x2013;69</td>
<td valign="top" align="center">9.67E&#x2212;01</td>
<td valign="top" align="center">3.24E&#x2212;02</td>
<td valign="top" align="center">3.30E&#x2212;04</td>
<td valign="top" align="center">6.28E&#x2212;06</td>
<td valign="top" align="center">6.28E&#x2212;06</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">70 and over</td>
<td valign="top" align="center">9.64E&#x2212;01</td>
<td valign="top" align="center">3.55E&#x2212;02</td>
<td valign="top" align="center">5.60E&#x2212;04</td>
<td valign="top" align="center">4.15E&#x2212;06</td>
<td valign="top" align="center">4.15E&#x2212;06</td>
</tr>
<tr>
<td valign="top" align="left">Mild HL</td>
<td valign="top" align="center">50&#x2013;59</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">9.31E&#x2212;02</td>
<td valign="top" align="center">6.93E&#x2212;02</td>
<td valign="top" align="center">2.00E&#x2212;05</td>
<td valign="top" align="center">2.00E&#x2212;05</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">60&#x2013;69</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">9.79E&#x2212;02</td>
<td valign="top" align="center">1.98E&#x2212;02</td>
<td valign="top" align="center">5.70E&#x2212;04</td>
<td valign="top" align="center">5.70E&#x2212;04</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">70 and over</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">9.70E&#x2212;02</td>
<td valign="top" align="center">2.91E&#x2212;02</td>
<td valign="top" align="center">3.30E&#x2212;04</td>
<td valign="top" align="center">3.30E&#x2212;04</td>
</tr>
<tr>
<td valign="top" align="left">Moderate HL</td>
<td valign="top" align="center">50&#x2013;59</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">9.99E&#x2212;01</td>
<td valign="top" align="center">4.30E&#x2212;04</td>
<td valign="top" align="center">4.30E&#x2212;04</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">60&#x2013;69</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">8.90E&#x2212;01</td>
<td valign="top" align="center">5.48E&#x2212;02</td>
<td valign="top" align="center">5.48E&#x2212;02</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">70 and over</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">9.56E&#x2212;01</td>
<td valign="top" align="center">2.20E&#x2212;02</td>
<td valign="top" align="center">2.20E&#x2212;02</td>
</tr>
<tr>
<td valign="top" align="left">Severe HL</td>
<td valign="top" align="center">50&#x2013;59</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">1.00E + 00</td>
<td valign="top" align="center">4.30E&#x2212;04</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">60&#x2013;69</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">9.45E&#x2212;01</td>
<td valign="top" align="center">5.48E&#x2212;02</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">70 and over</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">9.78E&#x2212;01</td>
<td valign="top" align="center">2.20E&#x2212;02</td>
</tr>
<tr>
<td valign="top" align="left" colspan="7"><hr/></td>
</tr>
<tr>
<td valign="top" align="left" colspan="7">1B | <bold>Transition probabilities</bold>.</td>
</tr>
<tr>
<td valign="top" align="left" colspan="7"><hr/></td>
</tr>
<tr>
<td valign="top" align="left"><bold>Parameters</bold></td>
<td/>
<td valign="top" align="center" colspan="2"><bold>Mean</bold></td>
<td valign="top" align="center"><bold>Distribution</bold></td>
<td valign="top" align="center" colspan="2"><bold>References</bold></td>
</tr>
<tr>
<td valign="top" align="left" colspan="7"><hr/></td>
</tr>
<tr>
<td valign="top" align="left" colspan="2"><bold>Baseline parameters</bold></td>
<td/>
<td valign="top" colspan="2"/><td valign="top" colspan="2"/></tr>
<tr>
<td valign="top" align="left" colspan="2">Discount rate</td>
<td valign="top" align="center" colspan="2">3.50%</td>
<td valign="top" align="center">0&#x2013;6%</td>
<td valign="top" align="center" colspan="2">NICE guidelines (<xref ref-type="bibr" rid="B32">NICE, 2017</xref>)</td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Transition probabilities</td>
<td/>
<td valign="top" colspan="2"/><td valign="top" colspan="2"/></tr>
<tr>
<td valign="top" align="left" colspan="2">Probabilities of hearing status</td>
<td valign="top" align="center" colspan="2">See <xref ref-type="table" rid="T1">Table 1A</xref></td>
<td valign="top" align="center">Dirichlet</td>
<td valign="top" align="center" colspan="2"><xref ref-type="bibr" rid="B5">Chao and Chen, 2008</xref></td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Probabilities of death</td>
<td valign="top" align="center" colspan="2">See lifetables</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center" colspan="2"><xref ref-type="bibr" rid="B39">UK Office for National Statistics, 2018b</xref></td>
</tr>
<tr>
<td valign="top" align="left" colspan="3"><bold>Probability of functional imp.</bold></td>
<td/>
<td/>
<td valign="top" colspan="2"/></tr>
<tr>
<td valign="top" align="left" colspan="2">Normal HL</td>
<td valign="top" align="center" colspan="2">0.18</td>
<td valign="top" align="center">Beta</td>
<td valign="top" align="center" colspan="2"><xref ref-type="bibr" rid="B6">Choi et al., 2016</xref></td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Mild HL</td>
<td valign="top" align="center" colspan="2">0.22</td>
<td valign="top" align="center">Beta</td>
<td valign="top" align="center" colspan="2"><xref ref-type="bibr" rid="B6">Choi et al., 2016</xref></td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Moderate HL</td>
<td valign="top" align="center" colspan="2">0.26</td>
<td valign="top" align="center">Beta</td>
<td valign="top" align="center" colspan="2"><xref ref-type="bibr" rid="B6">Choi et al., 2016</xref></td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Severe HL</td>
<td valign="top" align="center" colspan="2">0.26</td>
<td valign="top" align="center">Beta</td>
<td valign="top" align="center" colspan="2"><xref ref-type="bibr" rid="B6">Choi et al., 2016</xref></td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Profound HL</td>
<td valign="top" align="center" colspan="2">0.26</td>
<td valign="top" align="center">Beta</td>
<td valign="top" align="center" colspan="2"><xref ref-type="bibr" rid="B6">Choi et al., 2016</xref></td>
</tr>
<tr>
<td valign="top" align="left" colspan="3"><bold>Probabilities of receiving HA</bold></td>
<td/>
<td/>
<td valign="top" colspan="2"/></tr>
<tr>
<td valign="top" align="left" colspan="2">Mild HL</td>
<td valign="top" align="center" colspan="2">0.30</td>
<td valign="top" align="center">Dirichlet</td>
<td valign="top" align="center" colspan="2"><xref ref-type="bibr" rid="B9">EuroTrak, 2018</xref></td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Moderate HL</td>
<td valign="top" align="center" colspan="2">0.52</td>
<td valign="top" align="center">Dirichlet</td>
<td valign="top" align="center" colspan="2"><xref ref-type="bibr" rid="B9">EuroTrak, 2018</xref></td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Severe HL</td>
<td valign="top" align="center" colspan="2">0.71</td>
<td valign="top" align="center">Dirichlet</td>
<td valign="top" align="center" colspan="2"><xref ref-type="bibr" rid="B9">EuroTrak, 2018</xref></td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Profound HL</td>
<td valign="top" align="center" colspan="2">0.71</td>
<td valign="top" align="center">Dirichlet</td>
<td valign="top" align="center" colspan="2"><xref ref-type="bibr" rid="B9">EuroTrak, 2018</xref></td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Profound HL with 1 CI</td>
<td valign="top" align="center" colspan="2">0.58</td>
<td valign="top" align="center">Dirichlet</td>
<td valign="top" align="center" colspan="2"><xref ref-type="bibr" rid="B12">Fielden and Kitterick, 2016</xref></td>
</tr>
<tr>
<td valign="top" align="left" colspan="3"><bold>Probability of needing a CI</bold></td>
<td/>
<td/>
<td valign="top" colspan="2"/></tr>
<tr>
<td valign="top" align="left" colspan="2">Profound HL</td>
<td valign="top" align="center" colspan="2">0.60</td>
<td valign="top" align="center">Dirichlet</td>
<td valign="top" align="center" colspan="2">Expert opinion, <xref ref-type="bibr" rid="B4">Bond et al., 2009</xref></td>
</tr>
<tr>
<td valign="top" align="left" colspan="3"><bold>Probability of not using HA</bold></td>
<td/>
<td/>
<td valign="top" colspan="2"/></tr>
<tr>
<td valign="top" align="left" colspan="2">Mild HL</td>
<td valign="top" align="center" colspan="2">0.13</td>
<td valign="top" align="center">Dirichlet</td>
<td valign="top" align="center" colspan="2"><xref ref-type="bibr" rid="B5">Chao and Chen, 2008</xref></td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Moderate HL</td>
<td valign="top" align="center" colspan="2">0.30</td>
<td valign="top" align="center">Dirichlet</td>
<td valign="top" align="center" colspan="2"><xref ref-type="bibr" rid="B5">Chao and Chen, 2008</xref></td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Severe HL</td>
<td valign="top" align="center" colspan="2">0.30</td>
<td valign="top" align="center">Dirichlet</td>
<td valign="top" align="center" colspan="2"><xref ref-type="bibr" rid="B5">Chao and Chen, 2008</xref></td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Profound HL</td>
<td valign="top" align="center" colspan="2">0.30</td>
<td valign="top" align="center">Dirichlet</td>
<td valign="top" align="center" colspan="2">Expert opinion, <xref ref-type="bibr" rid="B4">Bond et al., 2009</xref></td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Profound HL with CI</td>
<td valign="top" align="center" colspan="2">0.03</td>
<td valign="top" align="center">Dirichlet</td>
<td valign="top" align="center" colspan="2"><xref ref-type="bibr" rid="B12">Fielden and Kitterick, 2016</xref></td>
</tr>
<tr>
<td valign="top" align="left" colspan="7"><bold>Probability of non-use/device failure in CI</bold></td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Prob of CI non-use/failure</td>
<td valign="top" align="center" colspan="2">0.03</td>
<td valign="top" align="center">Dirichlet</td>
<td valign="top" align="center" colspan="2"><xref ref-type="bibr" rid="B31">NICE, 2007</xref></td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Major complication</td>
<td valign="top" align="center" colspan="2">Year 1: 0.04</td>
<td valign="top" align="center">Beta</td>
<td valign="top" align="center" colspan="2"><xref ref-type="bibr" rid="B4">Bond et al., 2009</xref></td>
</tr>
<tr>
<td valign="top" colspan="2"/><td/>
<td/>
<td/>
<td valign="top" align="center" colspan="2"><xref ref-type="bibr" rid="B11">Farinetti et al., 2014</xref></td>
</tr>
<tr>
<td valign="top" colspan="2"/><td/>
<td/>
<td/>
<td valign="top" align="center" colspan="2"><xref ref-type="bibr" rid="B37">Stamatiou et al., 2011</xref></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p><italic>HL, Hearing Loss; HA, Hearing aid; CI, Cochlear Implant.</italic></p></fn>
<fn id="t1fns1"><p><italic>&#x002A;Transition probabilities are based on the average for both men and women. Dirichlet distributions were applied for all parameters.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S2.SS5.SSS2">
<title>Outcomes</title>
<p>Health effects were measured using QALYs that factored both length and quality of life into a single measure (SDC 6). Preference based utility measures of health-related quality of life were obtained from published literature (<xref ref-type="table" rid="T2">Table 2</xref>). Due to the poor sensitivity of the European quality of life five dimension (EQ-5D) in sensory disorders such as hearing loss, the Health utilities index mark III (HUI-3) was used (<xref ref-type="bibr" rid="B21">Longworth et al., 2014</xref>; <xref ref-type="bibr" rid="B46">Yang Y. et al., 2015</xref>). The utility score provides a summary index of health-related quality of life on a zero to one scale. Functional impairment was incorporated in all hearing loss states, except for the cochlear implant state due to lack of available data. Functional impairment was defined as difficulties in activities of daily living (ADLs) correlated to pure-tone averages (<xref ref-type="bibr" rid="B6">Choi et al., 2016</xref>). We assumed the utility of being functionally impaired was equal to the lowest value of the lower bound of the parameters&#x2019; 95% confidence interval (CI). A measure of functional impairment was included at the request of our expert stakeholders. Stakeholders felt incorporating functional impairment to a percentage of hearing health states better reflects reality.</p>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>Utilities.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Utilities</td>
<td valign="top" align="center">Value</td>
<td valign="top" align="center">Range</td>
<td valign="top" align="center">Tool</td>
<td valign="top" align="center">Distribution</td>
<td valign="top" align="center">References</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><bold>HL utilities</bold></td>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Utility of normal hearing</td>
<td valign="top" align="center">0.95</td>
<td valign="top" align="center">SE 0.08</td>
<td valign="top" align="center">HUI-3</td>
<td valign="top" align="center">Beta</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B20">Linssen et al., 2015</xref></td>
</tr>
<tr>
<td valign="top" align="left">Utility of FI in normal hearing</td>
<td valign="top" align="center">0.79</td>
<td/>
<td valign="top" align="center">HUI-3</td>
<td valign="top" align="center">Beta</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B20">Linssen et al., 2015</xref></td>
</tr>
<tr>
<td valign="top" align="left">Utility of mild HL</td>
<td valign="top" align="center">0.80</td>
<td valign="top" align="center">SE 0.03</td>
<td valign="top" align="center">HUI-3</td>
<td valign="top" align="center">Beta</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B20">Linssen et al., 2015</xref></td>
</tr>
<tr>
<td valign="top" align="left">Utility of FI in mild HL</td>
<td valign="top" align="center">0.74</td>
<td/>
<td valign="top" align="center">HUI-3</td>
<td valign="top" align="center">Beta</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B20">Linssen et al., 2015</xref></td>
</tr>
<tr>
<td valign="top" align="left">Utility of moderate HL</td>
<td valign="top" align="center">0.73</td>
<td valign="top" align="center">SE 0.03</td>
<td valign="top" align="center">HUI-3</td>
<td valign="top" align="center">Beta</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B20">Linssen et al., 2015</xref></td>
</tr>
<tr>
<td valign="top" align="left">Utility of FI in moderate HL</td>
<td valign="top" align="center">0.67</td>
<td/>
<td valign="top" align="center">HUI-3</td>
<td valign="top" align="center">Beta</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B20">Linssen et al., 2015</xref></td>
</tr>
<tr>
<td valign="top" align="left">Utility of severe HL</td>
<td valign="top" align="center">0.73</td>
<td valign="top" align="center">SE 0.03</td>
<td valign="top" align="center">HUI-3</td>
<td valign="top" align="center">Beta</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B20">Linssen et al., 2015</xref></td>
</tr>
<tr>
<td valign="top" align="left">Utility of FI in severe HL</td>
<td valign="top" align="center">0.67</td>
<td/>
<td valign="top" align="center">HUI-3</td>
<td valign="top" align="center">Beta</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B20">Linssen et al., 2015</xref></td>
</tr>
<tr>
<td valign="top" align="left">Utility of profound HL</td>
<td valign="top" align="center">0.46</td>
<td valign="top" align="center">SE 0.21</td>
<td valign="top" align="center">HUI-3</td>
<td valign="top" align="center">Beta</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B1">Arnoldner et al., 2014</xref></td>
</tr>
<tr>
<td valign="top" align="left">Utility of FI in profound HL</td>
<td valign="top" align="center">0.26</td>
<td/>
<td valign="top" align="center">HUI-3</td>
<td valign="top" align="center">Beta</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B1">Arnoldner et al., 2014</xref></td>
</tr>
<tr>
<td valign="top" align="left"><bold>HL utilities with HA</bold></td>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Utility of mild HL with HA</td>
<td valign="top" align="center">0.89</td>
<td/>
<td valign="top" align="center">HUI-3</td>
<td valign="top" align="center">Beta</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B20">Linssen et al., 2015</xref></td>
</tr>
<tr>
<td valign="top" align="left">Utility of FI in mild HL with HA</td>
<td valign="top" align="center">0.83</td>
<td/>
<td valign="top" align="center">HUI-3</td>
<td valign="top" align="center">Beta</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B20">Linssen et al., 2015</xref></td>
</tr>
<tr>
<td valign="top" align="left">Utility of moderate HL with HA</td>
<td valign="top" align="center">0.90</td>
<td/>
<td valign="top" align="center">HUI-3</td>
<td valign="top" align="center">Beta</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B20">Linssen et al., 2015</xref></td>
</tr>
<tr>
<td valign="top" align="left">Utility of FI in moderate HL with HA</td>
<td valign="top" align="center">0.84</td>
<td/>
<td valign="top" align="center">HUI-3</td>
<td valign="top" align="center">Beta</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B20">Linssen et al., 2015</xref></td>
</tr>
<tr>
<td valign="top" align="left">Utility of severe HL with HA</td>
<td valign="top" align="center">0.90</td>
<td/>
<td valign="top" align="center">HUI-3</td>
<td valign="top" align="center">Beta</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B20">Linssen et al., 2015</xref></td>
</tr>
<tr>
<td valign="top" align="left">Utility of FI in severe HL with HA</td>
<td valign="top" align="center">0.84</td>
<td/>
<td valign="top" align="center">HUI-3</td>
<td valign="top" align="center">Beta</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B20">Linssen et al., 2015</xref></td>
</tr>
<tr>
<td valign="top" align="left">Utility of profound HL with HA</td>
<td valign="top" align="center">0.64</td>
<td/>
<td valign="top" align="center">HUI-3</td>
<td valign="top" align="center">Beta</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B20">Linssen et al., 2015</xref></td>
</tr>
<tr>
<td valign="top" align="left">Utility of FI in profound HL with HA</td>
<td valign="top" align="center">0.43</td>
<td/>
<td valign="top" align="center">HUI-3</td>
<td valign="top" align="center">Beta</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B20">Linssen et al., 2015</xref></td>
</tr>
<tr>
<td valign="top" align="left"><bold>HL utility with CI</bold></td>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Utility of using a CI</td>
<td valign="top" align="center">0.61</td>
<td valign="top" align="center">SE 0.19</td>
<td valign="top" align="center">HUI-3</td>
<td valign="top" align="center">Beta</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B1">Arnoldner et al., 2014</xref></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p><italic>HL, Hearing Loss; HA, Hearing aid; CI, Cochlear Implant; FI, Functional Impairment; SE, Standard Error.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S2.SS5.SSS3">
<title>Costs</title>
<p>Direct medical costs were assessed in 2018 Pounds (&#x00A3;) and adjusted for inflation using the consumer price inflation indices produced by the World Bank and the UK Office for National Statistics (SDC 7) (<xref ref-type="bibr" rid="B40">UK Office for National Statistics, 2018a</xref>; <xref ref-type="bibr" rid="B43">World Bank Group, 2018</xref>). Unit costs were derived from the literature, NHS reference cost databases, and institutional level costs from an NHS trust. SDC 8 contains a more in-depth breakdown of each unit cost. These cost estimates reflect what the NHS would cover and exclude any non-medical, opportunity, and patient incurred costs. Given the assumption that patients in the normal hearing health state are asymptomatic allows us to also assume that they will not incur any associated health care costs. Cost of the regenerative hearing therapy was set to be &#x00A3;0 for the headroom analysis. See <xref ref-type="table" rid="T3">Table 3</xref> for all costs used in the model.</p>
<table-wrap position="float" id="T3">
<label>TABLE 3</label>
<caption><p>Costs.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Description</td>
<td valign="top" align="left">Unit costs (2018&#x00A3;)</td>
<td valign="top" align="left">Distribution</td>
<td valign="top" align="left">References</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><bold>Direct medical costs</bold></td>
<td valign="top" align="left"/><td/>
<td valign="top" align="left"/></tr>
<tr>
<td valign="top" align="left">Cost of novel hearing loss therapeutic</td>
<td valign="top" align="left"/><td/>
<td valign="top" align="left"/></tr>
<tr>
<td valign="top" align="left">Novel therapeutic cost</td>
<td valign="top" align="left">&#x00A3;0</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Cost of hearing aids</bold></td>
<td valign="top" align="left"/><td/>
<td valign="top" align="left"/></tr>
<tr>
<td valign="top" align="left">Monaural pathway</td>
<td valign="top" align="left">&#x00A3;275</td>
<td valign="top" align="left">Gamma<xref ref-type="table-fn" rid="t3fns1">&#x002A;</xref></td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B32">NICE, 2017</xref></td>
</tr>
<tr>
<td valign="top" align="left">Binaural pathway</td>
<td valign="top" align="left">&#x00A3;380</td>
<td valign="top" align="left">Gamma<xref ref-type="table-fn" rid="t3fns1">&#x002A;</xref></td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B32">NICE, 2017</xref></td>
</tr>
<tr>
<td valign="top" align="left">Proportion of binaural HA users</td>
<td valign="top" align="left">0.58</td>
<td valign="top" align="left">Beta</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B32">NICE, 2017</xref></td>
</tr>
<tr>
<td valign="top" align="left">Cost HA aftercare</td>
<td valign="top" align="left">&#x00A3;26</td>
<td valign="top" align="left">Gamma<xref ref-type="table-fn" rid="t3fns1">&#x002A;</xref></td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B32">NICE, 2017</xref></td>
</tr>
<tr>
<td valign="top" align="left">Cost of hearing evaluation for HA</td>
<td valign="top" align="left">&#x00A3;54</td>
<td valign="top" align="left">Gamma<xref ref-type="table-fn" rid="t3fns1">&#x002A;</xref></td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B32">NICE, 2017</xref></td>
</tr>
<tr>
<td valign="top" align="left">Proportion of patients receiving HL assessment without getting HAs<break/> Mild HL<break/> Moderate HL or worse</td>
<td valign="top" align="left"><break/> 0.30<break/> 0.05</td>
<td valign="top" align="left"><break/> Beta<break/> Beta</td>
<td valign="top" align="left"><break/> <xref ref-type="bibr" rid="B8">Davis et al., 2007</xref><break/> <xref ref-type="bibr" rid="B8">Davis et al., 2007</xref></td>
</tr>
<tr>
<td valign="top" align="left"><bold>Cost of CI</bold></td>
<td valign="top" align="left"/><td/>
<td valign="top" align="left"/></tr>
<tr>
<td valign="top" align="left">Unilateral cochlear implant cost</td>
<td valign="top" align="left">&#x00A3;22, 919</td>
<td valign="top" align="left">Gamma<xref ref-type="table-fn" rid="t3fns1">&#x002A;</xref></td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B30">NHS Improvement, 2018</xref></td>
</tr>
<tr>
<td valign="top" align="left">Presurgical CI candidacy costs</td>
<td valign="top" align="left">&#x00A3;5,308</td>
<td valign="top" align="left">Gamma<xref ref-type="table-fn" rid="t3fns1">&#x002A;</xref></td>
<td valign="top" align="left">NHS trust costs (<xref ref-type="bibr" rid="B38">UK Cochlear Implant Study Group, 2004</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Proportion of patients receiving CI assessment without getting a CI</td>
<td valign="top" align="left">0.40</td>
<td valign="top" align="left">Beta</td>
<td valign="top" align="left">Expert opinion</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Post implantation costs</bold></td>
<td valign="top" align="left"/><td/>
<td valign="top" align="left"/></tr>
<tr>
<td valign="top" align="left">Maintenance costs in year 1</td>
<td valign="top" align="left">&#x00A3;6,617</td>
<td valign="top" align="left">Gamma<xref ref-type="table-fn" rid="t3fns1">&#x002A;</xref></td>
<td valign="top" align="left">NHS trust costs (<xref ref-type="bibr" rid="B38">UK Cochlear Implant Study Group, 2004</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Maintenance costs in year 2+</td>
<td valign="top" align="left">&#x00A3;945</td>
<td valign="top" align="left">Gamma<xref ref-type="table-fn" rid="t3fns1">&#x002A;</xref></td>
<td valign="top" align="left">NHS trust costs (<xref ref-type="bibr" rid="B38">UK Cochlear Implant Study Group, 2004</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Processor upgrade every 5 years</td>
<td valign="top" align="left">&#x00A3;5,445</td>
<td valign="top" align="left">Gamma<xref ref-type="table-fn" rid="t3fns1">&#x002A;</xref></td>
<td valign="top" align="left">NHS trust costs (<xref ref-type="bibr" rid="B4">Bond et al., 2009</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Cost of major complication</td>
<td valign="top" align="left">&#x00A3;10,292</td>
<td valign="top" align="left">Gamma<xref ref-type="table-fn" rid="t3fns1">&#x002A;</xref></td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B38">UK Cochlear Implant Study Group, 2004</xref></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t3fns1"><p><italic>HL, Hearing Loss; HA, Hearing aid; CI, Cochlear Implant; &#x002A; Varied by 10% to account for pricing differences across the United Kingdom.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S2.SS5.SSS4">
<title>Analysis</title>
<p>A hypothetical cohort of 1,000 patients entered the model to determine the mean expected costs and effects (QALYs) per patient. Three different but related analyses were performed: (1) headroom analysis, (2) scenario analyses, and (3) threshold analyses. All results were obtained using probabilistic modeling.</p>
<p>The headroom analysis explored the maximum potential value of a novel regenerative therapeutic for ARHL. The headroom approach to therapeutic developments relies on the estimation of value-based price-ceilings. Such price-ceilings estimate the commercial opportunities for new products in health care systems (<xref ref-type="bibr" rid="B14">Girling et al., 2015</xref>). To delineate the ceiling-price, the initial scenario assumed that the therapeutic was 100% effective, meaning that all patients with any level of hearing loss returned to normal hearing (PTA: &#x2264;25dB) and was delivered at no cost. Six scenario analyses were then developed to explore how more realistic scenarios influenced costs and effects: (1) limiting the therapeutic to different HL severities (all HL severities, only moderate HL or worse, only severe HL or worse, etc.) or (2) varying the degree of recovery (all recover to normal hearing, recovery by 1 health state such as recovering from severe to moderate HL or by 2 health states such as recovering from severe to mild HL, etc.). Threshold analysis was then used to determine the ceiling price of the novel therapeutics at different disease severities and levels of effectiveness.</p>
<p>Probabilistic sensitivity analyses (PSA) with 10,000 iterations were used to obtain results for all scenarios to account for uncertainty around parameter estimates (<xref ref-type="bibr" rid="B2">Baio and Dawid, 2015</xref>). See <xref ref-type="table" rid="T1">Tables 1</xref>&#x2013;<xref ref-type="table" rid="T3">3</xref> for distributions applied to each parameter. Given that ranges for costs were not explicitly stated in the literature, the gamma distributions were varied by 10% to account for pricing variations across the United Kingdom. 95% confidence intervals (95% CIs) of probabilistic results were calculated by the percentile method in Excel (<xref ref-type="bibr" rid="B10">Elias, 2015</xref>).</p>
<p>Results are presented in incremental net monetary benefits (iNMB). The iNMB represents the added value of an intervention compared to the current standard of care, in monetary terms. iNMB is calculated by using the following formula: iNMB = (QALY<sub>n</sub> &#x00D7; threshold value &#x2013; Costs<sub>n</sub>) &#x2013; (QALY<sub><italic>c</italic></sub> &#x00D7; threshold value &#x2013; Costs<sub>c</sub>), where <italic>n</italic> = novel therapeutic, NICE threshold value = &#x00A3;20,000/QALY and, <italic>c</italic> = current treatment (<xref ref-type="bibr" rid="B32">NICE, 2017</xref>). Higher incremental NMBs equate to greater potential room for improvement. Positive iNMBs indicate that novel therapeutics are potentially cost-effective as compared to the standard of care pathway.</p>
</sec>
</sec>
</sec>
<sec id="S3" sec-type="results">
<title>Results</title>
<sec id="S3.SS1">
<title>Headroom Analysis</title>
<p><xref ref-type="table" rid="T4">Table 4</xref> summarizes the results of the headroom analysis and shows that total costs and QALYs per patient in the standard care pathway are &#x00A3;4,462 [&#x00A3;3,262&#x2013;&#x00A3;5,663] and 15.59 [15.09&#x2013;16.09], respectively. The total costs and QALYs per patient for a perfect novel hearing therapeutic strategy are &#x00A3;11 [&#x00A3;5&#x2013;&#x00A3;17] and 16.37 [15.67&#x2013;17.06], respectively. This yields potential savings of &#x00A3;4,451 [&#x00A3;3,254&#x2013;&#x00A3;5,648] and QALY gains of 0.78 [0.37&#x2013;1.19] per patient. The iNMB of a perfect, zero cost, novel regenerative hearing therapeutic in ARHL is &#x00A3;20,017 [&#x00A3;11,299&#x2013;&#x00A3;28,737].</p>
<table-wrap position="float" id="T4">
<label>TABLE 4</label>
<caption><p>Headroom and scenario analysis results.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="center">Scenario</td>
<td valign="top" align="center">Recovery</td>
<td valign="top" align="center">Severity</td>
<td valign="top" align="center">Cost ST current</td>
<td valign="top" align="center">Cost NT new</td>
<td valign="top" align="center">QALY ST current</td>
<td valign="top" align="center">QALY NT new</td>
<td valign="top" align="center">iNMB</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="center">Headroom</td>
<td valign="top" align="center">To normal</td>
<td valign="top" align="center">All</td>
<td valign="top" align="center">&#x00A3;4,262<break/> [3,262, 5,663]</td>
<td valign="top" align="center">&#x00A3;11<break/> [5, 17]</td>
<td valign="top" align="center">15.59<break/> [15.09, 16.09]</td>
<td valign="top" align="center">16.37<break/> [15.67, 17.06]</td>
<td valign="top" align="center">&#x00A3;20,018<break/> [11,299, 28,737]</td>
</tr>
<tr>
<td valign="top" align="left" colspan="8"><hr/></td>
</tr>
<tr>
<td valign="top" align="center" colspan="3"></td>
<td valign="top" align="center" colspan="2"><bold>Incremental costs</bold></td>
<td valign="top" align="center" colspan="2"><bold>Incremental QALYs</bold></td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="8"><hr/></td>
</tr>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="center">To normal</td>
<td valign="top" align="center">All</td>
<td valign="top" align="center" colspan="2">&#x2212;&#x00A3;4,451<break/> [&#x2212;5,648, &#x2212;3,254]</td>
<td valign="top" align="center" colspan="2">0.78<break/> [0.37, 1.19]</td>
<td valign="top" align="center">&#x00A3;20,018<break/> [11,299, 28,737]</td>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="center">Back by 1 state</td>
<td valign="top" align="center">All</td>
<td valign="top" align="center" colspan="2">&#x2212;&#x00A3;2,151<break/> [&#x2212;2,787, &#x2212;1,515]</td>
<td valign="top" align="center" colspan="2">0.27<break/> [0.16, 0.38]</td>
<td valign="top" align="center">&#x00A3;7,521<break/> [4,884, 10,158]</td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="center">Back by 2 states</td>
<td valign="top" align="center">All</td>
<td valign="top" align="center" colspan="2">&#x2212;&#x00A3;2,582<break/> [&#x2212;3,355, &#x2212;1,809]</td>
<td valign="top" align="center" colspan="2">0.33<break/> [0.19, 0.48]</td>
<td valign="top" align="center">&#x00A3;9,265<break/> [5,861, 12,670]</td>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="center">To normal</td>
<td valign="top" align="center">M/S/P</td>
<td valign="top" align="center" colspan="2">&#x2212;&#x00A3;3,920<break/> [&#x2212;5,009, &#x2212;2,824]</td>
<td valign="top" align="center" colspan="2">0.46<break/> [0.29, 0.63]</td>
<td valign="top" align="center">&#x00A3;13,127<break/> [8,928, 17,326]</td>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="center">To normal</td>
<td valign="top" align="center">S/P</td>
<td valign="top" align="center" colspan="2">&#x2212;&#x00A3;3,185<break/> [&#x2212;4,165, &#x2212;2,205]</td>
<td valign="top" align="center" colspan="2">0.29<break/> [0.18, 0.41]</td>
<td valign="top" align="center">&#x00A3;9,046<break/> [5,957, 12,135]</td>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="center">To normal</td>
<td valign="top" align="center">P</td>
<td valign="top" align="center" colspan="2">&#x2212;&#x00A3;2,923<break/> [&#x2212;3,789, &#x2212;2,056]</td>
<td valign="top" align="center" colspan="2">0.25<break/> [0.15, 0.35]</td>
<td valign="top" align="center">&#x00A3;7,896<break/> [5,249, 10,544]</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p><italic>ST, standard therapy pathway; NT, novel therapeutic pathway; M, moderate; S, severe; P, profound.</italic></p></fn>
<fn><p><italic>All scenarios assumed the novel therapeutic to be 100% effective and cost &#x00A3;0 95% confidence intervals are shown in brackets.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S3.SS2">
<title>Scenario Analyses</title>
<p>The results demonstrated that compared to the headroom scenario (scenario 1), changing the recovery rates by only one (scenario 2) or two (scenario 3) hearing health states lowers the iNMB to &#x00A3;7,521 [&#x00A3;4,884&#x2013;&#x00A3;10,158] and &#x00A3;9,265 [&#x00A3;5,861&#x2013;&#x00A3;12,670], respectively (<xref ref-type="table" rid="T4">Table 4</xref>). Since the assumed drug cost is zero due to the headroom scenario, limiting treatment to patients with more severe degrees of hearing loss (scenarios 4&#x2013;6) decreased the iNMB, owing to the fact that only a subgroup of the model&#x2019;s population had more severe forms of hearing loss. This resulted in only a proportion of the total population being treated in this scenario which decreased the overall QALY gains and resulted in less cost savings.</p>
</sec>
<sec id="S3.SS3">
<title>Threshold Analyses</title>
<p>The threshold analyses illustrate the ceiling prices of the novel regenerative hearing therapeutics with differing rates of effectiveness and hearing loss severities (<xref ref-type="fig" rid="F2">Figures 2A&#x2013;D</xref>). The lines in the graphs represent an iNMB of &#x00A3;0, identifying (1) the potential maximum price for each level of effectiveness, (2) the 95% confidence intervals, and (3) the average number of treatments given per person depending on the efficacy of the therapy. For example, if treatment is restricted to patients with moderate hearing loss or worse (<xref ref-type="fig" rid="F2">Figure 2B</xref>), the ceiling price at an efficacy of 50% will be around &#x00A3;27,500/per person. See SDC 9 for a graphical comparison of threshold analyses results.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p><bold>(A)</bold> Maximum Price when treating all severities of HL. <bold>(B)</bold> Maximum Price when treating moderate HL or worse. <bold>(C)</bold> Maximum Price when treating severe HL or worse. <bold>(D)</bold> Maximum Price when treating only profound HL.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnins-16-769983-g002.tif"/>
</fig>
</sec>
</sec>
<sec id="S4" sec-type="discussion">
<title>Discussion</title>
<sec id="S4.SS1">
<title>Summary of Key Findings</title>
<p>The headroom scenario yields an iNMB of &#x00A3;20,017 [&#x00A3;11,299&#x2013;&#x00A3;28,737] compared to the current standard of care and show that novel regenerative hearing therapeutics have potential room for improvement in terms of both improved patient outcomes with QALY gains of 0.78 [0.37&#x2013;1.19] and cost savings of &#x00A3;4,451 [&#x00A3;3,254&#x2013;&#x00A3;5,648] per patient. Scenario analyses demonstrate that the iNMB increases with more effective therapeutics and more widespread eligibility criteria. Threshold analysis suggests that the ceiling price of the therapeutic is greater with severe forms of hearing loss compared to less severe states. Both scenario and threshold analyses demonstrate wide confidence intervals which reflects the uncertainty surrounding results.</p>
</sec>
<sec id="S4.SS2">
<title>Strengths</title>
<p>This study shows that there is significant potential room for improvement in the current standard care pathway for patients with ARHL and that novel regenerative hearing therapeutics could become cost-effective in the NHS. This model can be used by both industry and policy makers to evaluate: (1) the maximum price of a novel regenerative therapeutic in ARHL for different levels of effectiveness, (2) the minimum effectiveness required at each pricing target for the therapeutic to remain cost-effective, and (3) the impact of limiting treatment to certain subgroups of patients with hearing loss. Exploring the ceiling price of novel therapeutics at maximum efficacy will also allow pharmaceutical companies to perform feasibility estimates on the potential to recoup research and development (R&#x0026;D) costs (<xref ref-type="bibr" rid="B16">IJzerman and Steuten, 2011</xref>; <xref ref-type="bibr" rid="B23">Markiewicz et al., 2016</xref>).</p>
<p>Given that one in five people in the United Kingdom are estimated to be affected by a hearing disorder by 2035, means that the implementation of novel hearing therapeutics will bring about substantial change to health systems (<xref ref-type="bibr" rid="B28">No author list, 2016</xref>). The development of this model, before a therapeutic has entered the market, will facilitate informed decision making and will increase the likelihood of developing cost-effective novel regenerative hearing therapeutics. As these novel hearing therapeutics enter into clinical trial, this research will help commissioners and policy makers to make difficult decisions on which therapeutics provide value for money are worth funding, thereby paving the way for revolutionary and urgently needed hearing therapeutics.</p>
</sec>
<sec id="S4.SS3">
<title>Limitations</title>
<p>Despite the robustness of our results to a variety of probabilistic sensitivity analyses, this study is subject to limitations; the first of which arises from our limited scientific understanding of ARHL. In addition to ARHL not being well understood, its association and interrelationship with age related neurocognitive decline further complicates our understanding. ARHL is not a single disease entity but a symptom of a range of underlying disease mechanisms and etiologies, resulting in an equal range of potential therapeutic targets within the inner ear and auditory pathways (<xref ref-type="bibr" rid="B44">Yamasoba et al., 2013</xref>; <xref ref-type="bibr" rid="B26">Nakagawa, 2014</xref>). As such there will be no single cure for hearing loss; in order to develop targeted therapeutics for hearing disorders in specific patient populations more detailed pheno-and genotyping of hearing loss patients will be required (<xref ref-type="bibr" rid="B45">Yang C. H. et al., 2015</xref>; <xref ref-type="bibr" rid="B17">Le Prell et al., 2016</xref>). For our model, this means that our results likely represent an overestimation of the target population with ARHL that will be eligible to receive and benefit from regenerative hearing therapeutics in the future. Despite these limitations, our model reflects our current understanding and uses the best available data on progression and utilities for ARHL.</p>
<p>Another limitation is that we did not include drug safety profiles for novel hearing therapeutics due to their hypothetical nature. This model assumes that along with being perfectly effective, the novel hearing therapies are free of adverse events which overestimates their potential added value. Finally, this study focused on direct medical costs incurred by the NHS and did not include indirect medical costs associated with hearing loss in either the standard of care or novel hearing therapeutic arms (<xref ref-type="bibr" rid="B32">NICE, 2017</xref>). This has likely led to an underestimation of the costs that NICE requires for decision making. Additionally, the PSA&#x2019;s accuracy is inherently limited by the nature of modeling a hypothetical novel hearing therapeutic and by arbitrary variations in costs set at 10%.</p>
</sec>
<sec id="S4.SS4">
<title>Future Research</title>
<p>Consultation with our panel of expert stakeholders revealed strong support to move away from the classic classification of hearing loss using pure-tone averages to a classification scheme that incorporates functional impairment. Hearing in Noise Testing (HINT) was proposed as a potential solution moving forward. In order to construct new models using HINT, as opposed to pure-tone averages, further research will be required to delineate both ARHL transition probabilities and utilities in identified HINT states.</p>
<p>A growing body of evidence suggests that the use of EQ-5Ds, as recommended by NICE, may not be appropriate for all health conditions such as hearing disorders and vision loss due to the poor responsiveness of the measure to detect change (<xref ref-type="bibr" rid="B21">Longworth et al., 2014</xref>). Our review of the literature highlights the lack of consensus amongst studies on the best utility estimates to employ but did identify the HUI-3 as the most commonly used measure in health economic evaluations relating to hearing loss and was therefore employed in our model (<xref ref-type="bibr" rid="B21">Longworth et al., 2014</xref>; <xref ref-type="bibr" rid="B46">Yang Y. et al., 2015</xref>). To enhance comparability across studies, either the use of HUI-3s should be standardized or an EQ-5D &#x2018;bolt-on&#x2019; for hearing should be incorporated to improve its sensitivity (<xref ref-type="bibr" rid="B46">Yang Y. et al., 2015</xref>).</p>
<p>Finally, this study not only has the capacity to inform current R&#x0026;D decisions, but also to accelerate decisions in later stages of development once better therapeutic efficacy estimates have been established. As an increasing number of these therapeutics enter into clinical trials, it will be important to incorporate new evidence as it becomes available. This will improve the quality and reliability of the results, allowing for lifecycle HTA of the therapeutics. It will also be vital to conduct similar early health technology assessments in other therapeutic areas of hearing loss such as sudden sensorineural hearing loss and noise and drug induced hearing loss as the field expands (<xref ref-type="bibr" rid="B15">Hartz and John, 2008</xref>; <xref ref-type="bibr" rid="B23">Markiewicz et al., 2016</xref>; <xref ref-type="bibr" rid="B22">Mandavia et al., 2020</xref>).</p>
</sec>
</sec>
<sec id="S5" sec-type="conclusion">
<title>Conclusion</title>
<p>This study presents the first early health economic model for regenerative hearing therapeutics in ARHL and demonstrates a large potential room for improvement in the current care pathway. Novel regenerative hearing therapeutics for ARHL could become cost-effective under current willingness-to-pay thresholds. This model can be used by policy makers and industry to support the development of cost-effective therapies with the largest potential to provide added value to society and will help accelerate the introduction of ground-breaking novel hearing therapeutics in the NHS and around the world.</p>
</sec>
<sec id="S6" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="DS1">Supplementary Material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="S7">
<title>Ethics Statement</title>
<p>The studies involving human participants were reviewed and approved by the University College London Research Ethics Committee 12241/001. The patients/participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="S8">
<title>Author Contributions</title>
<p>EL designed, collected data, performed the modeling, and wrote the main manuscript. MS, MPS, and YH designed, collected data, performed the modeling, and provided interpretive analysis. RM, MR, and AS provided interpretive analysis and critical revisions. All authors discussed the results and implications and commented the manuscript at all stages.</p>
</sec>
<sec id="conf1" sec-type="COI-statement">
<title>Conflict of Interest</title>
<p>AS advises biotech and pharmaceutical companies in the hearing field on the design and delivery of clinical trials. The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="pudiscl1" sec-type="disclaimer">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<sec id="S9" sec-type="funding-information">
<title>Funding</title>
<p>Financial support was received by the National Institute of Health Research (NIHR) University College London Hospitals Biomedical Research Centre &#x2013; Hearing Theme and the NIHR Collaboration for Leadership in Applied Health Research and Care (CLAHRC) North Thames.</p>
</sec>
<sec id="S10" sec-type="supplementary-material">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fnins.2022.769983/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fnins.2022.769983/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.zip" id="DS1" mimetype="application/zip" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<ref-list>
<title>References</title>
<ref id="B1"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Arnoldner</surname> <given-names>C.</given-names></name> <name><surname>Lin</surname> <given-names>V. Y.</given-names></name> <name><surname>Honeder</surname> <given-names>C.</given-names></name> <name><surname>Shipp</surname> <given-names>D.</given-names></name> <name><surname>Nedzelski</surname> <given-names>J.</given-names></name> <name><surname>Chen</surname> <given-names>J.</given-names></name></person-group> (<year>2014</year>). <article-title>Ten-year health-related quality of life in cochlear implant recipients.</article-title> <source><italic>Laryngoscope</italic></source> <volume>124</volume> <fpage>278</fpage>&#x2013;<lpage>282</lpage>. <pub-id pub-id-type="doi">10.1002/lary.24387</pub-id> <pub-id pub-id-type="pmid">24122948</pub-id></citation></ref>
<ref id="B2"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Baio</surname> <given-names>G.</given-names></name> <name><surname>Dawid</surname> <given-names>A. P.</given-names></name></person-group> (<year>2015</year>). <article-title>Probabilistic sensitivity analysis in health economics.</article-title> <source><italic>Stat. Methods Med. Res</italic>.</source> <volume>24</volume> <fpage>615</fpage>&#x2013;<lpage>634</lpage>. <pub-id pub-id-type="doi">10.1177/0962280211419832</pub-id> <pub-id pub-id-type="pmid">21930515</pub-id></citation></ref>
<ref id="B3"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Blevins</surname> <given-names>N.</given-names></name></person-group> (<year>2018</year>). <source><italic>Presbycusis. Presbycusis - Up to Date.</italic></source> Available online at: <ext-link ext-link-type="uri" xlink:href="https://www.uptodate.com/contents/presbycusis">https://www.uptodate.com/contents/presbycusis</ext-link> <comment>(accessed February 19, 2020)</comment>.</citation></ref>
<ref id="B4"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bond</surname> <given-names>M.</given-names></name> <name><surname>Mealing</surname> <given-names>S.</given-names></name> <name><surname>Anderson</surname> <given-names>R.</given-names></name><etal/></person-group> (<year>2009a</year>). <article-title>The effectiveness and cost-effectiveness of cochlear implants for severe to profound deafness in children and adults: a systematic review and economic model.</article-title> <source><italic>Health Technol. Assess.</italic></source> <volume>13</volume> <fpage>1</fpage>&#x2013;<lpage>330</lpage>. <pub-id pub-id-type="doi">10.3310/hta13440</pub-id> <pub-id pub-id-type="pmid">19799825</pub-id></citation></ref>
<ref id="B5"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chao</surname> <given-names>T.-K.</given-names></name> <name><surname>Chen</surname> <given-names>T. H.-H.</given-names></name></person-group> (<year>2008</year>). <article-title>Cost-effectiveness of hearing aids in the hearing-impaired elderly.</article-title> <source><italic>Otol. Neurotol</italic>.</source> <volume>29</volume> <fpage>776</fpage>&#x2013;<lpage>783</lpage>. <pub-id pub-id-type="doi">10.1097/MAO.0b013e31817e5d1b</pub-id> <pub-id pub-id-type="pmid">18725859</pub-id></citation></ref>
<ref id="B6"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Choi</surname> <given-names>J. S.</given-names></name> <name><surname>Betz</surname> <given-names>J.</given-names></name> <name><surname>Deal</surname> <given-names>J.</given-names></name> <name><surname>Contrera</surname> <given-names>K. J.</given-names></name> <name><surname>Genther</surname> <given-names>D. J.</given-names></name> <name><surname>Chen</surname> <given-names>D. S.</given-names></name><etal/></person-group> (<year>2016</year>). <article-title>A comparison of self-report and audiometric measures of hearing and their associations with functional outcomes in older adults.</article-title> <source><italic>J. Aging Health</italic></source> <volume>28</volume> <fpage>890</fpage>&#x2013;<lpage>910</lpage>. <pub-id pub-id-type="doi">10.1177/0898264315614006</pub-id> <pub-id pub-id-type="pmid">26553723</pub-id></citation></ref>
<ref id="B7"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Contrera</surname> <given-names>K. J.</given-names></name> <name><surname>Betz</surname> <given-names>J.</given-names></name> <name><surname>Genther</surname> <given-names>D. J.</given-names></name> <name><surname>Lin</surname> <given-names>F. R.</given-names></name></person-group> (<year>2015</year>). <article-title>Association of hearing impairment and mortality in the national health and nutrition examination survey.</article-title> <source><italic>JAMA Otolaryngol. Neck Surg</italic>.</source> <volume>141</volume> <fpage>944</fpage>&#x2013;<lpage>946</lpage>. <pub-id pub-id-type="doi">10.1001/jamaoto.2015.1762</pub-id> <pub-id pub-id-type="pmid">26401904</pub-id></citation></ref>
<ref id="B8"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Davis</surname> <given-names>A.</given-names></name> <name><surname>Smith</surname> <given-names>P.</given-names></name> <name><surname>Ferguson</surname> <given-names>M.</given-names></name> <name><surname>Stephens</surname> <given-names>D.</given-names></name> <name><surname>Gianopoulos</surname> <given-names>I.</given-names></name></person-group> (<year>2007</year>). <article-title>Acceptability, benefit and costs of early screening for hearing disability: a study of potential screening tests and models.</article-title> <source><italic>Health Technol. Assess</italic>.</source> <volume>11</volume> <fpage>1</fpage>&#x2013;<lpage>294</lpage>. <pub-id pub-id-type="doi">10.3310/hta11420</pub-id> <pub-id pub-id-type="pmid">17927921</pub-id></citation></ref>
<ref id="B9"><citation citation-type="journal"><collab>EuroTrak</collab> (<year>2018</year>). <source><italic>EUROTRAK UK 2018.</italic></source> Available online at: <ext-link ext-link-type="uri" xlink:href="https://www.bihima.com/wp-content/uploads/2018/05/EuroTrack_2018_BIHIMAConf_FINAL.pdf">https://www.bihima.com/wp-content/uploads/2018/05/EuroTrack_2018_BIHIMAConf_FINAL.pdf</ext-link> <comment>(accessed August 1, 2018)</comment>.</citation></ref>
<ref id="B10"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Elias</surname> <given-names>C. J.</given-names></name></person-group> (<year>2015</year>). <article-title>Percentile and percentile-t bootstrap confidence intervals: a practical comparison.</article-title> <source><italic>J. Econ. Methods</italic></source> <volume>4</volume> <fpage>153</fpage>&#x2013;<lpage>161</lpage>. <pub-id pub-id-type="doi">10.1515/JEM-2013-0015</pub-id></citation></ref>
<ref id="B11"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Farinetti</surname> <given-names>A.</given-names></name> <name><surname>Ben Gharbia</surname> <given-names>D.</given-names></name> <name><surname>Mancini</surname> <given-names>J.</given-names></name> <name><surname>Roman</surname> <given-names>S.</given-names></name> <name><surname>Nicollas</surname> <given-names>R.</given-names></name> <name><surname>Triglia</surname> <given-names>J.-M.</given-names></name></person-group> (<year>2014</year>). <article-title>Cochlear implant complications in 403 patients: comparative study of adults and children and review of the literature.</article-title> <source><italic>Eur. Ann. Otorhinolaryngol. Head Neck Dis</italic>.</source> <volume>131</volume> <fpage>177</fpage>&#x2013;<lpage>182</lpage>. <pub-id pub-id-type="doi">10.1016/j.anorl.2013.05.005</pub-id> <pub-id pub-id-type="pmid">24889283</pub-id></citation></ref>
<ref id="B12"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fielden</surname> <given-names>C. A.</given-names></name> <name><surname>Kitterick</surname> <given-names>P. T.</given-names></name></person-group> (<year>2016</year>). <article-title>Contralateral acoustic hearing aid use in adult unilateral cochlear implant recipients: current provision, practice, and clinical experience in the UK.</article-title> <source><italic>Cochlear Implants Int</italic>.</source> <volume>17</volume> <fpage>132</fpage>&#x2013;<lpage>145</lpage>. <pub-id pub-id-type="doi">10.1080/14670100.2016.1162382</pub-id> <pub-id pub-id-type="pmid">27078521</pub-id></citation></ref>
<ref id="B13"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fisher</surname> <given-names>D.</given-names></name> <name><surname>Li</surname> <given-names>C. M.</given-names></name> <name><surname>Chiu</surname> <given-names>M. S.</given-names></name><etal/></person-group> (<year>2014</year>). <article-title>Impairments in hearing and vision impact on mortality in older people: the AGES-reykjavik study.</article-title> <source><italic>Age Ageing</italic></source> <volume>43</volume> <fpage>69</fpage>&#x2013;<lpage>76</lpage>. <pub-id pub-id-type="doi">10.1093/ageing/aft122</pub-id> <pub-id pub-id-type="pmid">23996030</pub-id></citation></ref>
<ref id="B14"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Girling</surname> <given-names>A.</given-names></name> <name><surname>Lilford</surname> <given-names>R.</given-names></name> <name><surname>Cole</surname> <given-names>A.</given-names></name> <name><surname>Young</surname> <given-names>T.</given-names></name></person-group> (<year>2015</year>). <article-title>HEADROOM APPROACH TO DEVICE DEVELOPMENT: CURRENT AND FUTURE DIRECTIONS.</article-title> <source><italic>Int. J. Technol. Assess. Health Care</italic></source> <volume>31</volume> <fpage>331</fpage>&#x2013;<lpage>338</lpage>. <pub-id pub-id-type="doi">10.1017/S0266462315000501</pub-id> <pub-id pub-id-type="pmid">26694550</pub-id></citation></ref>
<ref id="B15"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hartz</surname> <given-names>S.</given-names></name> <name><surname>John</surname> <given-names>J.</given-names></name></person-group> (<year>2008</year>). <article-title>Contribution of economic evaluation to decision making in early phases of product development: a methodological and empirical review.</article-title> <source><italic>Int. J. Technol. Assess. Health Care</italic></source> <volume>24</volume> <fpage>465</fpage>&#x2013;<lpage>472</lpage>. <pub-id pub-id-type="doi">10.1017/S0266462308080616</pub-id> <pub-id pub-id-type="pmid">18828942</pub-id></citation></ref>
<ref id="B16"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>IJzerman</surname> <given-names>M. J.</given-names></name> <name><surname>Steuten</surname> <given-names>L. M. G.</given-names></name></person-group> (<year>2011</year>). <article-title>Early assessment of medical technologies to inform product development and market access.</article-title> <source><italic>Appl. Health Econ. Health Policy</italic></source> <volume>9</volume> <fpage>331</fpage>&#x2013;<lpage>347</lpage>. <pub-id pub-id-type="doi">10.2165/11593380-000000000-00000</pub-id> <pub-id pub-id-type="pmid">21875163</pub-id></citation></ref>
<ref id="B17"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Le Prell</surname> <given-names>C. G.</given-names></name> <name><surname>Lobarinas</surname> <given-names>E.</given-names></name> <name><surname>Popper</surname> <given-names>A. N.</given-names></name> <name><surname>Fay</surname> <given-names>R. R.</given-names></name></person-group> (<role>eds</role>) (<year>2016</year>). <source><italic>Translational Research in Audiology, Neurotology, and the Hearing Sciences.</italic></source> <publisher-loc>Cham</publisher-loc>: <publisher-name>Springer</publisher-name>.</citation></ref>
<ref id="B18"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Li</surname> <given-names>V.</given-names></name></person-group> (<year>2017</year>). <source><italic>BioCentury - Ears Wide Open.</italic></source> Available online at: <ext-link ext-link-type="uri" xlink:href="https://www.biocentury.com/biocentury/product-development/2017-06-02/how-hearing-loss-became-investable-space">https://www.biocentury.com/biocentury/product-development/2017-06-02/how-hearing-loss-became-investable-space</ext-link> <comment>(accessed March 11, 2018)</comment>.</citation></ref>
<ref id="B19"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lin</surname> <given-names>F. R.</given-names></name> <name><surname>Albert</surname> <given-names>M.</given-names></name></person-group> (<year>2014</year>). <article-title>Hearing loss and dementia - Who is listening?</article-title> <source><italic>Aging Ment. Health</italic></source> <volume>18</volume> <fpage>671</fpage>&#x2013;<lpage>673</lpage>. <pub-id pub-id-type="doi">10.1080/13607863.2014.915924</pub-id> <pub-id pub-id-type="pmid">24875093</pub-id></citation></ref>
<ref id="B20"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Linssen</surname> <given-names>A. M.</given-names></name> <name><surname>Anteunis</surname> <given-names>L. J. C.</given-names></name> <name><surname>Joore</surname> <given-names>M. A.</given-names></name></person-group> (<year>2015</year>). <article-title>The cost-effectiveness of different hearing screening strategies for 50- to 70-year-old adults: a markov model.</article-title> <source><italic>Value Health</italic></source> <volume>18</volume> <fpage>560</fpage>&#x2013;<lpage>569</lpage>. <pub-id pub-id-type="doi">10.1016/j.jval.2015.03.1789</pub-id> <pub-id pub-id-type="pmid">26297083</pub-id></citation></ref>
<ref id="B21"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Longworth</surname> <given-names>L.</given-names></name> <name><surname>Yang</surname> <given-names>Y.</given-names></name> <name><surname>Young</surname> <given-names>T.</given-names></name><etal/></person-group> (<year>2014</year>). <article-title>Use of generic and condition-specific measures of health-related quality of life in NICE decision-making: a systematic review, statistical modelling and survey.</article-title> <source><italic>Health Technol. Assess.</italic></source> <volume>18</volume> <fpage>1</fpage>&#x2013;<lpage>224</lpage>. <pub-id pub-id-type="doi">10.3310/hta18090</pub-id> <pub-id pub-id-type="pmid">24524660</pub-id></citation></ref>
<ref id="B22"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mandavia</surname> <given-names>R.</given-names></name> <name><surname>Horstink</surname> <given-names>Y. M.</given-names></name> <name><surname>Grutters</surname> <given-names>J. P. C.</given-names></name><etal/></person-group> (<year>2020</year>). <article-title>The potential added value of novel hearing therapeutics: an early health economic model for hearing loss.</article-title> <source><italic>Otol. Neurotol</italic>.</source> <volume>41</volume> <fpage>1033</fpage>&#x2013;<lpage>1041</lpage>. <pub-id pub-id-type="doi">10.1097/MAO.0000000000002744</pub-id> <pub-id pub-id-type="pmid">33169949</pub-id></citation></ref>
<ref id="B23"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Markiewicz</surname> <given-names>K.</given-names></name> <name><surname>van Til</surname> <given-names>J. A.</given-names></name> <name><surname>Steuten</surname> <given-names>L. M. G.</given-names></name> <name><surname>IJzerman</surname> <given-names>M. J.</given-names></name></person-group> (<year>2016</year>). <article-title>Commercial viability of medical devices using Headroom and return on investment calculation.</article-title> <source><italic>Technol. Forecast. Soc. Change</italic></source> <volume>112</volume> <fpage>338</fpage>&#x2013;<lpage>346</lpage>. <pub-id pub-id-type="doi">10.1016/J.TECHFORE.2016.07.041</pub-id></citation></ref>
<ref id="B24"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mathers</surname> <given-names>C.</given-names></name> <name><surname>Smith</surname> <given-names>A.</given-names></name> <name><surname>Concha</surname> <given-names>M.</given-names></name></person-group> (<year>2000</year>). <source><italic>Global Burden of Hearing Loss in the Year 2000.</italic></source> <publisher-loc>Geneva</publisher-loc>: <publisher-name>World Health Organization</publisher-name>.</citation></ref>
<ref id="B25"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>McCormack</surname> <given-names>A.</given-names></name> <name><surname>Fortnum</surname> <given-names>H.</given-names></name></person-group> (<year>2013</year>). <article-title>Why do people fitted with hearing aids not wear them?</article-title> <source><italic>Int. J. Audiol</italic>.</source> <volume>52</volume> <fpage>360</fpage>&#x2013;<lpage>368</lpage>. <pub-id pub-id-type="doi">10.3109/14992027.2013.769066</pub-id> <pub-id pub-id-type="pmid">23473329</pub-id></citation></ref>
<ref id="B26"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nakagawa</surname> <given-names>T.</given-names></name></person-group> (<year>2014</year>). <article-title>Strategies for developing novel therapeutics for sensorineural hearing loss.</article-title> <source><italic>Front. Pharmacol</italic>.</source> <volume>5</volume>:<fpage>206</fpage>. <pub-id pub-id-type="doi">10.3389/fphar.2014.00206</pub-id> <pub-id pub-id-type="pmid">25278894</pub-id></citation></ref>
<ref id="B27"><citation citation-type="journal"><collab>National Institute for Health and Clinical Excellence</collab> (<year>2008</year>). <source><italic>Guide to the Methods of Technology Appraisal.</italic></source> Available online at: <ext-link ext-link-type="uri" xlink:href="http://www.nice.org.uk">www.nice.org.uk</ext-link> <comment>(accessed April, 2013)</comment>.</citation></ref>
<ref id="B28"><citation citation-type="journal"><comment>No author list</comment> (<year>2016</year>). <article-title>Hearing loss: an important global health concern.</article-title> <source><italic>Lancet</italic></source> <volume>387</volume>:<fpage>2351</fpage>. <pub-id pub-id-type="doi">10.1016/S0140-6736(16)30777-2</pub-id></citation></ref>
<ref id="B29"><citation citation-type="journal"><collab>NHS</collab> (<year>2017</year>). <source><italic>NHS- Binaural Hearing Aid Estimate.</italic></source> <ext-link ext-link-type="uri" xlink:href="https://www.england.nhs.uk/wp-content/uploads/./HLCF-Service-Spec-CP-CR.docx">https://www.england.nhs.uk/wp-content/uploads/./HLCF-Service-Spec-CP-CR.docx</ext-link>
</citation></ref>
<ref id="B30"><citation citation-type="journal"><collab>NHS Improvement</collab> (<year>2018</year>). <source><italic>Copy of Annex_A_-_National_tariff_workbook.</italic></source> <ext-link ext-link-type="uri" xlink:href="https://nhsicorporatesite.blob.core.windows.net/green/uploads/documents/2017-18_and_2018-19_National_Tariff_Payment_System.pdf">https://nhsicorporatesite.blob.core.windows.net/green/uploads/documents/2017-18_and_2018-19_National_Tariff_Payment_System.pdf</ext-link></citation></ref>
<ref id="B31"><citation citation-type="journal"><collab>NICE</collab> (<year>2007</year>). <source><italic>NICE Health Technology Appraisal.</italic></source> Available online at: <ext-link ext-link-type="uri" xlink:href="https://www.nice.org.uk/guidance/ta166/documents/joint-submission-from-the-british-academy-of-audiology-baa-the-british-cochlear-implant-group-bcig-and-entuk2">https://www.nice.org.uk/guidance/ta166/documents/joint-submission-from-the-british-academy-of-audiology-baa-the-british-cochlear-implant-group-bcig-and-entuk2</ext-link> <comment>(accessed August 1, 2018)</comment>.</citation></ref>
<ref id="B32"><citation citation-type="journal"><collab>NICE</collab> (<year>2017</year>). <source><italic>The Guidelines Manual | Guidance and Guidelines | NICE.</italic></source> Available online at: <ext-link ext-link-type="uri" xlink:href="https://www.nice.org.uk/process/pmg6/chapter/assessing-cost-effectiveness">https://www.nice.org.uk/process/pmg6/chapter/assessing-cost-effectiveness</ext-link> <comment>(accessed March 1, 2018)</comment>.</citation></ref>
<ref id="B33"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Roberts</surname> <given-names>M.</given-names></name> <name><surname>Russell</surname> <given-names>L. B.</given-names></name> <name><surname>David Paltiel</surname> <given-names>A.</given-names></name> <name><surname>Chambers</surname> <given-names>M.</given-names></name> <name><surname>McEwan</surname> <given-names>P.</given-names></name> <name><surname>Krahn</surname> <given-names>M.</given-names></name></person-group> (<year>2012</year>). <article-title>Conceptualizing a model: a report of the ISPOR-SMDM Modeling Good Research Practices Task Force-2.</article-title> <source><italic>Value Health</italic></source> <volume>15</volume> <fpage>804</fpage>&#x2013;<lpage>811</lpage>. <pub-id pub-id-type="doi">10.1016/j.jval.2012.06.016</pub-id> <pub-id pub-id-type="pmid">22999129</pub-id></citation></ref>
<ref id="B34"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Schilder</surname> <given-names>A. G. M.</given-names></name> <name><surname>Blackshaw</surname> <given-names>H.</given-names></name> <name><surname>Lenarz</surname> <given-names>T.</given-names></name> <name><surname>Warnecke</surname> <given-names>A.</given-names></name> <name><surname>Lustig</surname> <given-names>L. R.</given-names></name> <name><surname>Staecker</surname> <given-names>H.</given-names></name></person-group> (<year>2018</year>). <article-title>Biological therapies of the inner ear.</article-title> <source><italic>Otol. Neurotol</italic>.</source> <volume>39</volume> <fpage>135</fpage>&#x2013;<lpage>137</lpage>. <pub-id pub-id-type="doi">10.1097/MAO.0000000000001689</pub-id> <pub-id pub-id-type="pmid">29315175</pub-id></citation></ref>
<ref id="B35"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Schilder</surname> <given-names>A. G. M.</given-names></name> <name><surname>Su</surname> <given-names>M. P.</given-names></name> <name><surname>Mandavia</surname> <given-names>R.</given-names></name><etal/></person-group> (<year>2019</year>). <article-title>Early phase trials of novel hearing therapeutics: avenues and opportunities.</article-title> <source><italic>Hear. Res</italic>.</source> <volume>380</volume> <fpage>175</fpage>&#x2013;<lpage>186</lpage>. <pub-id pub-id-type="doi">10.1016/j.heares.2019.07.003</pub-id> <pub-id pub-id-type="pmid">31319285</pub-id></citation></ref>
<ref id="B36"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Schubert</surname> <given-names>C. R.</given-names></name> <name><surname>Fischer</surname> <given-names>M. E.</given-names></name> <name><surname>Pinto</surname> <given-names>A. A.</given-names></name><etal/></person-group> (<year>2016</year>). <article-title>Sensory impairments and risk of mortality in older adults.</article-title> <source><italic>J. Gerontol. Ser. A Biol. Sci. Med. Sci.</italic></source> <volume>75</volume>:<fpage>glw036</fpage>. <pub-id pub-id-type="doi">10.1093/gerona/glw036</pub-id> <pub-id pub-id-type="pmid">26946102</pub-id></citation></ref>
<ref id="B37"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Stamatiou</surname> <given-names>G.</given-names></name> <name><surname>Kyrodimos</surname> <given-names>E.</given-names></name> <name><surname>Sismanis</surname> <given-names>A.</given-names></name></person-group> (<year>2011</year>). <article-title>Complications of cochlear implantation in adults.</article-title> <source><italic>Ann. Otol. Rhinol. Laryngol.</italic></source> <volume>120</volume> <fpage>428</fpage>&#x2013;<lpage>432</lpage>. <pub-id pub-id-type="doi">10.1177/000348941112000702</pub-id> <pub-id pub-id-type="pmid">21859050</pub-id></citation></ref>
<ref id="B38"><citation citation-type="journal"><collab>UK Cochlear Implant Study Group</collab> (<year>2004</year>). <article-title>Criteria of candidacy for unilateral cochlear implantation in postlingually deafened adults II: cost-effectiveness analysis.</article-title> <source><italic>Ear Hear</italic>.</source> <volume>25</volume> <fpage>336</fpage>&#x2013;<lpage>360</lpage>. <pub-id pub-id-type="doi">10.1097/01.aud.0000134550.80305.04</pub-id> <pub-id pub-id-type="pmid">15292775</pub-id></citation></ref>
<ref id="B39"><citation citation-type="journal"><collab>UK Office for National Statistics</collab> (<year>2018b</year>). <source><italic>Deaths - Office for National Statistics.</italic></source> Available online at: <ext-link ext-link-type="uri" xlink:href="https://www.ons.gov.uk/peoplepopulationandcommunity/birthsdeathsandmarriages/deaths">https://www.ons.gov.uk/peoplepopulationandcommunity/birthsdeathsandmarriages/deaths</ext-link> <comment>(accessed March 1, 2018</comment>.</citation></ref>
<ref id="B40"><citation citation-type="journal"><collab>UK Office for National Statistics</collab> (<year>2018a</year>). <source><italic>Consumer Price Inflation, UK - Office for National Statistics.</italic></source> Available online at: <ext-link ext-link-type="uri" xlink:href="https://www.ons.gov.uk/economy/inflationandpriceindices/bulletins/consumerpriceinflation/may2018">https://www.ons.gov.uk/economy/inflationandpriceindices/bulletins/consumerpriceinflation/may2018</ext-link> <comment>(accessed August 1, 2018)</comment>.</citation></ref>
<ref id="B41"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vemer</surname> <given-names>P.</given-names></name> <name><surname>Corro Ramos</surname> <given-names>I.</given-names></name> <name><surname>van Voorn</surname> <given-names>G. A. K.</given-names></name> <name><surname>Al</surname> <given-names>M. J.</given-names></name> <name><surname>Feenstra</surname> <given-names>T. L.</given-names></name></person-group> (<year>2016</year>). <article-title>AdViSHE: a validation-assessment tool of health-economic models for decision makers and model users.</article-title> <source><italic>Pharmacoeconomics</italic></source> <volume>34</volume> <fpage>349</fpage>&#x2013;<lpage>361</lpage>. <pub-id pub-id-type="doi">10.1007/s40273-015-0327-2</pub-id> <pub-id pub-id-type="pmid">26660529</pub-id></citation></ref>
<ref id="B42"><citation citation-type="journal"><collab>WHO</collab> (<year>2018</year>). <source><italic>WHO | Deafness and Hearing Loss.</italic></source> Available online at: <ext-link ext-link-type="uri" xlink:href="http://www.who.int/mediacentre/factsheets/fs300/en/">http://www.who.int/mediacentre/factsheets/fs300/en/</ext-link> <comment>(accessed March 11, 2018)</comment>.</citation></ref>
<ref id="B43"><citation citation-type="journal"><collab>World Bank Group</collab> (<year>2018</year>). <source><italic>Inflation Consumer Prices (Annual %) | Data.</italic></source> Available online at: <ext-link ext-link-type="uri" xlink:href="https://data.worldbank.org/indicator/FP.CPI.TOTL.ZG?locations=GB">https://data.worldbank.org/indicator/FP.CPI.TOTL.ZG?locations=GB</ext-link> <comment>(accessed August 1, 2018)</comment>.</citation></ref>
<ref id="B44"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yamasoba</surname> <given-names>T.</given-names></name> <name><surname>Lin</surname> <given-names>F. R.</given-names></name> <name><surname>Someya</surname> <given-names>S.</given-names></name> <name><surname>Kashio</surname> <given-names>A.</given-names></name> <name><surname>Sakamoto</surname> <given-names>T.</given-names></name> <name><surname>Kondo</surname> <given-names>K.</given-names></name></person-group> (<year>2013</year>). <article-title>Current concepts in age-related hearing loss: epidemiology and mechanistic pathways.</article-title> <source><italic>Hear Res</italic>.</source> <volume>303</volume> <fpage>30</fpage>&#x2013;<lpage>38</lpage>. <pub-id pub-id-type="doi">10.1016/j.heares.2013.01.021</pub-id> <pub-id pub-id-type="pmid">23422312</pub-id></citation></ref>
<ref id="B45"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yang</surname> <given-names>C.-H.</given-names></name> <name><surname>Schrepfer</surname> <given-names>T.</given-names></name> <name><surname>Schacht</surname> <given-names>J.</given-names></name></person-group> (<year>2015</year>). <article-title>Age-related hearing impairment and the triad of acquired hearing loss.</article-title> <source><italic>Front. Cell. Neurosci</italic>.</source> <volume>9</volume>:<fpage>276</fpage>. <pub-id pub-id-type="doi">10.3389/fncel.2015.00276</pub-id> <pub-id pub-id-type="pmid">26283913</pub-id></citation></ref>
<ref id="B46"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yang</surname> <given-names>Y.</given-names></name> <name><surname>Rowen</surname> <given-names>D.</given-names></name> <name><surname>Brazier</surname> <given-names>J.</given-names></name> <name><surname>Tsuchiya</surname> <given-names>A.</given-names></name> <name><surname>Young</surname> <given-names>T.</given-names></name> <name><surname>Longworth</surname> <given-names>L.</given-names></name></person-group> (<year>2015</year>). <article-title>An exploratory study to test the impact on three &#x201C;bolt-On&#x201D; items to the EQ-5D.</article-title> <source><italic>Value Health</italic></source> <volume>18</volume> <fpage>52</fpage>&#x2013;<lpage>60</lpage>. <pub-id pub-id-type="doi">10.1016/j.jval.2014.09.004</pub-id> <pub-id pub-id-type="pmid">25595234</pub-id></citation></ref>
</ref-list>
</back>
</article>