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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Public Health</journal-id>
<journal-title>Frontiers in Public Health</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Public Health</abbrev-journal-title>
<issn pub-type="epub">2296-2565</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpubh.2023.1240901</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Public Health</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Health economic analysis of the integrated cognitive assessment tool to aid dementia diagnosis in the United Kingdom</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Shore</surname>
<given-names>Judith</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kalafatis</surname>
<given-names>Chris</given-names>
</name>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1074760/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Stainthorpe</surname>
<given-names>Angela</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2431559/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Modarres</surname>
<given-names>Mohammad Hadi</given-names>
</name>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1331442/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Khaligh-Razavi</surname>
<given-names>Seyed-Mahdi</given-names>
</name>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<xref rid="aff4" ref-type="aff"><sup>4</sup></xref>
<xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/153827/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>York Health Economics Consortium, University of York</institution>, <addr-line>York</addr-line>, <country>United Kingdom</country></aff>
<aff id="aff2"><sup>2</sup><institution>Cognetivity Ltd.</institution>, <addr-line>London</addr-line>, <country>United Kingdom</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Old Age Psychiatry, South London and Maudsley NHS Foundation Trust, King&#x2019;s College London</institution>, <addr-line>London</addr-line>, <country>United Kingdom</country></aff>
<aff id="aff4"><sup>4</sup><institution>Department of Stem Cells and Developmental Biology, Cell Science Research Centre, Royan Institute for Stem Cell Biology and Technology, ACECR</institution>, <addr-line>Tehran</addr-line>, <country>Iran</country></aff>
<author-notes>
<fn id="fn0003" fn-type="edited-by"><p>Edited by: Ismaeel Yunusa, University of South Carolina, United States</p></fn>
<fn id="fn0004" fn-type="edited-by"><p>Reviewed by: Christos Theleritis, National and Kapodistrian University of Athens, Greece; Amey Rane, Agios Pharmaceuticals (United States), United States</p></fn>
<corresp id="c001">&#x002A;Correspondence: Seyed-Mahdi Khaligh-Razavi, <email>Seyed@Cognetivity.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>29</day>
<month>09</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>11</volume>
<elocation-id>1240901</elocation-id>
<history>
<date date-type="received">
<day>21</day>
<month>06</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>18</day>
<month>09</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Shore, Kalafatis, Stainthorpe, Modarres and Khaligh-Razavi.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Shore, Kalafatis, Stainthorpe, Modarres and Khaligh-Razavi</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 id="sec1">
<title>Objectives</title>
<p>The aim of this study was to develop a comprehensive economic evaluation of the integrated cognitive assessment (ICA) tool compared with standard cognitive tests when used for dementia screening in primary care and for initial patient triage in memory clinics.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>ICA was compared with standard of care comprising a mixture of cognitive assessment tools over a lifetime horizon and employing the UK health and social care perspective. The model combined a decision tree to capture the initial outcomes of the cognitive testing with a Markov structure that estimated long-term outcomes of people with dementia. Quality of life outcomes were quantified using quality-adjusted life years (QALYs), and the economic benefits were assessed using net monetary benefit (NMB). Both costs and QALYs were discounted at 3.5% <italic>per annum</italic> and cost-effectiveness was assessed using a threshold of &#x00A3;20,000 per QALY gained.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>ICA dominated standard cognitive assessment tools in both the primary care and memory clinic settings. Introduction of the ICA tool was estimated to result in a lifetime cost saving of approximately &#x00A3;123 and &#x00A3;226 per person in primary care and memory clinics, respectively. QALY gains associated with early diagnosis were modest (0.0016 in primary care and 0.0027 in memory clinic). The net monetary benefit (NMB) of ICA introduction was estimated at &#x00A3;154 in primary care and &#x00A3;281 in the memory clinic settings.</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>Introduction of ICA as a tool to screen primary care patients for dementia and perform initial triage in memory clinics could be cost saving to the UK public health and social care payer.</p>
</sec>
</abstract>
<kwd-group>
<kwd>ICA</kwd>
<kwd>CognICA</kwd>
<kwd>dementia</kwd>
<kwd>cognitive screening</kwd>
<kwd>AI</kwd>
<kwd>National Health Service (NHS)</kwd>
<kwd>health economics</kwd>
</kwd-group>
<contract-num rid="cn5">105837</contract-num>
<contract-sponsor id="cn1">Alzheimer&#x2019;s Research UK (ARUK)<named-content content-type="fundref-id">10.13039/501100002283</named-content></contract-sponsor>
<contract-sponsor id="cn2">Innovate UK<named-content content-type="fundref-id">10.13039/501100006041</named-content></contract-sponsor>
<contract-sponsor id="cn3">Innovate UK<named-content content-type="fundref-id">10.13039/501100006041</named-content></contract-sponsor>
<contract-sponsor id="cn4">Cognetivity Ltd.</contract-sponsor>
<contract-sponsor id="cn5">ARUK and Sussex NHS</contract-sponsor>
<counts>
<fig-count count="1"/>
<table-count count="11"/>
<equation-count count="0"/>
<ref-count count="55"/>
<page-count count="13"/>
<word-count count="8928"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Health Economics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<title>Introduction</title>
<p>Dementia is defined as an acquired loss of cognition that affects everyday function (<xref ref-type="bibr" rid="ref1">1</xref>). It is an umbrella term for a number of specific medical conditions, including Alzheimer&#x2019;s disease (AD) (<xref ref-type="bibr" rid="ref2">2</xref>), which is perhaps the most studied subtype of dementia. In 2019, the global number of individuals who lived with dementia was estimated at 57.4 million and, largely due to population growth and ageing, this figure is expected to approximately triple by 2050 to reach 152.8 million (<xref ref-type="bibr" rid="ref3">3</xref>).</p>
<p>In the UK, 885,000 people were estimated to live with dementia in 2019; the majority of them (84.7%) residing in England (<xref ref-type="bibr" rid="ref4">4</xref>). The number of people with dementia in the UK has been projected to increase to 1.6 million by 2040, including 1.35 million people in England alone (<xref ref-type="bibr" rid="ref4">4</xref>). The economic burden of dementia in the country is substantial, with the total cost of care estimated at &#x00A3;34.7 billion across the UK in 2019, of which publicly or privately funded social care constituted 45% (&#x00A3;15.7 billion), informal care 40% (&#x00A3;13.9 billion), and health care 14% (&#x00A3;4.9 billion) (<xref ref-type="bibr" rid="ref4">4</xref>). By 2040, the total costs of dementia care have been projected to rise 2.7-fold from the 2019 estimates, to reach approximately &#x00A3;94.1 billion (<xref ref-type="bibr" rid="ref4">4</xref>).</p>
<p>Currently there are no disease-modifying therapies are available in the UK and the existing pharmacologic interventions work symptomatically (<xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref6">6</xref>). In addition, non-pharmacological interventions such as cognitive stimulation, cognitive rehabilitation, and occupational therapy are recommended to promote independence and well-being in people with dementia (<xref ref-type="bibr" rid="ref6">6</xref>). However, there are still potential benefits to diagnosing dementia early. Firstly, there is some evidence beginning to emerge that early treatment for AD delays cognitive decline (<xref ref-type="bibr" rid="ref7">7</xref>). Secondly, early awareness of diagnosis facilitates informed decisions, e.g., related to financial and legal planning or future care needs (<xref ref-type="bibr" rid="ref8">8</xref>). Finally, with the advent of disease-modifying therapies (DMTs), which target the pathophysiology of AD to delay its progression (<xref ref-type="bibr" rid="ref9">9</xref>), the importance of early dementia diagnosis will be growing in years to come and early diagnosis may provide the opportunity to participate in research.</p>
<p>Early diagnosis of dementia at a stage where the cognitive impairment is still mild can be achieved in the primary care setting using an established cognitive assessment instrument (<xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref10">10</xref>). In the UK, individuals with suspected dementia are subsequently referred to a memory clinic to establish the subtype of dementia based on further diagnostic testing and initiate therapy as appropriate (<xref ref-type="bibr" rid="ref10">10</xref>). Cognitive testing is often also employed during initial triage in the memory clinic (<xref ref-type="bibr" rid="ref11">11</xref>). The COVID-19 pandemic, however, necessitated conducting cognitive assessment remotely, despite unclear validity and reliability of such assessments using currently available tools (<xref ref-type="bibr" rid="ref12">12</xref>).</p>
<p>The integrated cognitive assessment (ICA), trademarked as CognICA<sup>&#x2122;</sup>, is a brief, language independent, self-administered, computerized cognitive test, which uses an explainable artificial intelligence model to improve its accuracy of cognitive impairment diagnosis (<xref ref-type="bibr" rid="ref13">13</xref>&#x2013;<xref ref-type="bibr" rid="ref15">15</xref>).</p>
<p>The ICA is previously validated across multiple studies as an accurate cognitive assessment tool compared with clinical diagnosis (<xref ref-type="bibr" rid="ref13">13</xref>&#x2013;<xref ref-type="bibr" rid="ref18">18</xref>) and have further demonstrated convergent validity with existing standard of care tests, such as MoCA and ACE (<xref ref-type="bibr" rid="ref13">13</xref>&#x2013;<xref ref-type="bibr" rid="ref15">15</xref>). The tool is also CE-Marked<xref rid="fn0001" ref-type="fn"><sup>1</sup></xref> and FDA-registered<xref rid="fn0002" ref-type="fn"><sup>2</sup></xref> as a software-as-medical-device.</p>
<p>The ICA aims to facilitate and streamline dementia diagnosis in the National Health Service (NHS). In this real-world Accelerating Dementia Pathway Technologies (ADePT) study (<xref ref-type="bibr" rid="ref19">19</xref>), the objective was to assess health economic benefits of this novel clinically validate ICA test in comparison to the current standard of care (<xref ref-type="bibr" rid="ref11">11</xref>). Therefore the current analysis offer a comprehensive economic evaluation of the ICA tool compared with standard cognitive tests used for dementia screening in the primary care setting and for initial patient triage in the memory clinic setting.</p>
</sec>
<sec sec-type="methods" id="sec6">
<title>Methods</title>
<p>In the base case analysis, the ICA tool was compared to standard cognitive testing in the primary care setting, comprising the mini-mental state examination (MMSE), general practitioner assessment of cognition (GPCOG), the six-item cognitive impairment test (6CIT), the abbreviated mental test score (AMTS), the Montreal cognitive assessment (MoCA) and a small proportion received a mix of other tests. A scenario analysis was also conducted in people with suspected dementia that have been referred to a memory clinic, where the ICA tool was tested against standard care comprising the Addenbrooke&#x2019;s cognitive examination-III (ACE-III) and the Montreal cognitive assessment (MoCA). Quality of life outcomes were quantified using quality-adjusted life years (QALYs). Both costs and QALYs were discounted at 3.5% <italic>per annum</italic> in line with National Institute for Health and Care Excellence (NICE) guidance (<xref ref-type="bibr" rid="ref20">20</xref>). The NICE reimbursement threshold of &#x00A3;20,000 per QALY gained was used to assess the cost-effectiveness of the ICA tool over a lifetime horizon.</p>
<sec id="sec7">
<title>Ethics approval</title>
<p>Health Research Authority and Health and Care Research Wales approval for this study was obtained in February 2020. The study is registered in the ISRCTN Registry (ISRCTN16596456). Approved 27/02/2020, North of Scotland Research Ethics Committee (Summerfield House, 2 Eday Road, Aberdeen, AB15 6RE, UK; +44 (0)1224 558458; <email>nosres@nhs.net</email>), ref.: 20/NS/0029.</p>
</sec>
<sec id="sec8">
<title>Model structure</title>
<p>Model structure is summarized in <xref rid="fig1" ref-type="fig">Figure 1</xref>. The structure was informed by the Sussex partnership memory clinic care pathway and a targeted literature review. The model employed a decision tree to capture the initial outcomes of the cognitive testing, followed by a Markov structure to capture long-term outcomes after the initial test. A 1&#x2009;year cycle length was used to capture dementia progression in the Markov model. The model includes several states such as mild cognitive impairment (MCI), diagnosed dementia, undiagnosed dementia, and Other/Healthy, along with the associated transitions from mild to moderate to severe and dead. Please refer to <xref rid="fig1" ref-type="fig">Figure 1</xref> for a graphical representation of the model&#x2019;s structure. The perspective of the analysis was that of the UK NHS and Personal Social Services (PSS).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption><p>Structure of the model including the two alternative decision tree components (left) and the Markov component (right).</p></caption>
<graphic xlink:href="fpubh-11-1240901-g001.tif"/>
</fig>
</sec>
<sec id="sec9">
<title>Clinical and quality of life inputs</title>
<p>A summary of model inputs is provided in <xref rid="tab1" ref-type="table">Tables 1</xref>&#x2013;<xref rid="tab7" ref-type="table">7</xref>.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption><p>Model inputs applied in the base case and scenario analyses: base case (primary care setting).</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Parameter</th>
<th align="center" valign="top">Input</th>
<th align="left" valign="top">Source</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="bottom" colspan="3"><bold>Epidemiology</bold></td>
</tr>
<tr>
<td align="left" valign="bottom">Proportion of patients attending GP with symptoms</td>
<td align="center" valign="bottom">0.6%</td>
<td align="left" valign="bottom">NHS Digital (<xref ref-type="bibr" rid="ref21">21</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Proportion of patients refusing assessment in a GP clinic</td>
<td align="center" valign="bottom">6.28%</td>
<td align="left" valign="bottom">Figures from 2018 to 2019 used so as to minimize impact of the COVID-19 pandemic</td>
</tr>
<tr>
<td align="left" valign="bottom">Prevalence of dementia in those attending the GP</td>
<td align="center" valign="bottom">6.4%</td>
<td align="left" valign="bottom">NHS Digital (<xref ref-type="bibr" rid="ref22">22</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Prevalence of MCI in those attending the GP</td>
<td align="center" valign="bottom">5.5%</td>
<td align="left" valign="bottom">Ozer et al. (<xref ref-type="bibr" rid="ref23">23</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom" colspan="3"><bold>Testing outcomes</bold></td>
</tr>
<tr>
<td align="left" valign="bottom" colspan="3"><italic>ICA tool</italic></td>
</tr>
<tr>
<td align="left" valign="bottom">Sensitivity for MCI</td>
<td align="center" valign="bottom">83%</td>
<td align="left" valign="bottom" rowspan="4">Modarres et al. (<xref ref-type="bibr" rid="ref19">19</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Specificity for MCI</td>
<td align="center" valign="bottom">80%</td>
</tr>
<tr>
<td align="left" valign="bottom">Sensitivity for dementia</td>
<td align="center" valign="bottom">93%</td>
</tr>
<tr>
<td align="left" valign="bottom">Specificity for dementia</td>
<td align="center" valign="bottom">80%</td>
</tr>
<tr>
<td align="left" valign="bottom" colspan="3"><bold>Standard care cognitive tests</bold></td>
</tr>
<tr>
<td align="left" valign="bottom" colspan="3"><italic>Mini-mental state examination (MMSE)</italic></td>
</tr>
<tr>
<td align="left" valign="bottom">Sensitivity for MCI</td>
<td align="center" valign="bottom">51%</td>
<td align="left" valign="bottom" rowspan="5">Tong et al. (<xref ref-type="bibr" rid="ref24">24</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Specificity for MCI</td>
<td align="center" valign="bottom">75%</td>
</tr>
<tr>
<td align="left" valign="bottom">Sensitivity for dementia</td>
<td align="center" valign="bottom">59%</td>
</tr>
<tr>
<td align="left" valign="bottom">Specificity for dementia</td>
<td align="center" valign="bottom">85%</td>
</tr>
<tr>
<td align="left" valign="bottom">Proportion of patients receiving test</td>
<td align="center" valign="bottom">26%</td>
</tr>
<tr>
<td align="left" valign="bottom" colspan="3"><italic>General practitioner assessment of cognition (GPCOG)</italic></td>
</tr>
<tr>
<td align="left" valign="bottom">Sensitivity for MCI</td>
<td align="center" valign="bottom">52%</td>
<td align="left" valign="bottom" rowspan="4">Tong et al. (<xref ref-type="bibr" rid="ref24">24</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Specificity for MCI</td>
<td align="center" valign="bottom">82%</td>
</tr>
<tr>
<td align="left" valign="bottom">Sensitivity for dementia</td>
<td align="center" valign="bottom">60%</td>
</tr>
<tr>
<td align="left" valign="bottom">Specificity for dementia</td>
<td align="center" valign="bottom">93%</td>
</tr>
<tr>
<td align="left" valign="bottom">Proportion of patients receiving test</td>
<td align="center" valign="bottom">21%</td>
<td align="left" valign="bottom">NICE (<xref ref-type="bibr" rid="ref6">6</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom" colspan="3"><italic>Six-item cognitive impairment test (6CIT)</italic></td>
</tr>
<tr>
<td align="left" valign="bottom">Sensitivity for MCI</td>
<td align="center" valign="bottom">66%</td>
<td align="left" valign="bottom" rowspan="5">Tong et al. (<xref ref-type="bibr" rid="ref24">24</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Specificity for MCI</td>
<td align="center" valign="bottom">70%</td>
</tr>
<tr>
<td align="left" valign="bottom">Sensitivity for dementia</td>
<td align="center" valign="bottom">88%</td>
</tr>
<tr>
<td align="left" valign="bottom">Specificity for dementia</td>
<td align="center" valign="bottom">78%</td>
</tr>
<tr>
<td align="left" valign="bottom">Proportion of patients receiving test</td>
<td align="center" valign="bottom">29%</td>
</tr>
<tr>
<td align="left" valign="bottom" colspan="3"><italic>Abbreviated mental test score (AMTS)</italic></td>
</tr>
<tr>
<td align="left" valign="bottom">Sensitivity for MCI</td>
<td align="center" valign="bottom">66%</td>
<td align="left" valign="bottom" rowspan="2">Assumption<xref rid="tfn1" ref-type="table-fn"><sup>a</sup></xref> (explained below the table)</td>
</tr>
<tr>
<td align="left" valign="bottom">Specificity for MCI</td>
<td align="center" valign="bottom">70%</td>
</tr>
<tr>
<td align="left" valign="bottom">Sensitivity for dementia</td>
<td align="center" valign="bottom">81%</td>
<td align="left" valign="bottom" rowspan="2">Sheehan (<xref ref-type="bibr" rid="ref25">25</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Specificity for dementia</td>
<td align="center" valign="bottom">84%</td>
</tr>
<tr>
<td align="left" valign="bottom">Proportion of patients receiving test</td>
<td align="center" valign="bottom">7%</td>
<td align="left" valign="bottom">Tong et al. (<xref ref-type="bibr" rid="ref24">24</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom" colspan="3"><italic>Montreal cognitive assessment (MoCA)</italic></td>
</tr>
<tr>
<td align="left" valign="bottom">Sensitivity for MCI</td>
<td align="center" valign="bottom">80%</td>
<td align="left" valign="bottom" rowspan="2">Ciesielska et al. (<xref ref-type="bibr" rid="ref26">26</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Specificity for MCI</td>
<td align="center" valign="bottom">81%</td>
</tr>
<tr>
<td align="left" valign="bottom">Sensitivity for dementia</td>
<td align="center" valign="bottom">91%</td>
<td align="left" valign="bottom" rowspan="2">Tsoi et al. (<xref ref-type="bibr" rid="ref27">27</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Specificity for dementia</td>
<td align="center" valign="bottom">81%</td>
</tr>
<tr>
<td align="left" valign="bottom">Proportion of patients receiving test</td>
<td align="center" valign="bottom">6%</td>
<td align="left" valign="bottom">Tong et al. (<xref ref-type="bibr" rid="ref24">24</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom" colspan="3"><italic>Other</italic></td>
</tr>
<tr>
<td align="left" valign="bottom">Sensitivity for MCI</td>
<td align="center" valign="bottom">63%</td>
<td align="left" valign="bottom">Average of other tests in use</td>
</tr>
<tr>
<td align="left" valign="bottom">Specificity for MCI</td>
<td align="center" valign="bottom">76%</td>
<td align="left" valign="bottom">Average of other tests in use</td>
</tr>
<tr>
<td align="left" valign="bottom">Sensitivity for dementia</td>
<td align="center" valign="bottom">79%</td>
<td align="left" valign="bottom">Average of other tests in use</td>
</tr>
<tr>
<td align="left" valign="bottom">Specificity for dementia</td>
<td align="center" valign="bottom">85%</td>
<td align="left" valign="bottom">Average of other tests in use</td>
</tr>
<tr>
<td align="left" valign="bottom">Proportion of patients receiving test</td>
<td align="center" valign="bottom">11%</td>
<td align="left" valign="bottom">Tong et al. (<xref ref-type="bibr" rid="ref24">24</xref>)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="tfn1"><label>a</label><p>Assumption about the AMT sensitivity/specificity for MCI: in the absence of robust sensitivity and specificity data for AMT in detection of MCI, we made a conservative assumption based on its similarities with the six-item cognitive impairment test (6CIT). Specifically, we assumed a sensitivity and specificity of 66% and 70%, respectively, for AMT. The test is culturally specific and has lost some of its relevance over time, as questions such as the date of the First World War and name of the monarch carry less significance in the 21st century than they did in the 20th. Given these limitations, the assumption serves as a conservative estimate in our model.</p></fn>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption><p>Transition probabilities and mortality.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Parameter</th>
<th align="center" valign="top">Input</th>
<th align="left" valign="top">Source</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="bottom" colspan="3"><bold>Transition probabilities and mortality</bold></td>
</tr>
<tr>
<td align="left" valign="bottom">Relative risk of death for undiagnosed/diagnosed dementia compared with general population</td>
<td align="center" valign="bottom">1.82</td>
<td align="left" valign="bottom">Tong et al. (<xref ref-type="bibr" rid="ref24">24</xref>) and Aldus et al. (<xref ref-type="bibr" rid="ref28">28</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Relative risk of death for MCI compared with general population</td>
<td align="center" valign="bottom">1.00</td>
<td align="left" valign="bottom">Tong et al. (<xref ref-type="bibr" rid="ref24">24</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Underlying dementia severity at point of testing&#x2014;proportion mild</td>
<td align="center" valign="bottom">78%</td>
<td align="left" valign="bottom" rowspan="3">Teipel et al. (<xref ref-type="bibr" rid="ref29">29</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Underlying dementia severity at point of testing&#x2014;proportion moderate</td>
<td align="center" valign="bottom">16%</td>
</tr>
<tr>
<td align="left" valign="bottom">Underlying dementia severity at point of testing&#x2014;proportion severe</td>
<td align="center" valign="bottom">6%</td>
</tr>
<tr>
<td align="left" valign="bottom">Proportion of patients with mild undiagnosed dementia being diagnosed each year</td>
<td align="center" valign="bottom">9%</td>
<td align="left" valign="bottom">Sensitivity of standard care tests for each severity band combined with proportion going for test (<xref ref-type="bibr" rid="ref24">24</xref>, <xref ref-type="bibr" rid="ref30">30</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Proportion of patients with moderate undiagnosed dementia being diagnosed each year</td>
<td align="center" valign="bottom">13%</td>
<td align="left" valign="bottom" rowspan="2">Sensitivity of standard care tests for each severity band combined with proportion going for test Tong et al. (<xref ref-type="bibr" rid="ref24">24</xref>) and Bradford et al. (<xref ref-type="bibr" rid="ref30">30</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Proportion of patients with severe undiagnosed dementia being diagnosed each year</td>
<td align="center" valign="bottom">86%</td>
</tr>
<tr>
<td align="left" valign="bottom">Progression of dementia from mild to moderate each year&#x2014;undiagnosed</td>
<td align="center" valign="bottom">25.9%</td>
<td align="left" valign="bottom" rowspan="4">Teipel et al. (<xref ref-type="bibr" rid="ref29">29</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Progression of dementia from mild to moderate each year&#x2014;diagnosed</td>
<td align="center" valign="bottom">16.0%</td>
</tr>
<tr>
<td align="left" valign="bottom">Progression of dementia from moderate to severe each year&#x2014;undiagnosed</td>
<td align="center" valign="bottom">18.7%</td>
</tr>
<tr>
<td align="left" valign="bottom">Progression of dementia from moderate to severe each year&#x2014;diagnosed</td>
<td align="center" valign="bottom">11.6%</td>
</tr>
<tr>
<td align="left" valign="bottom">Yearly transition from MCI to mild undiagnosed dementia</td>
<td align="center" valign="bottom">4.9%</td>
<td align="left" valign="bottom">Tong et al. (<xref ref-type="bibr" rid="ref24">24</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Yearly transition from MCI to &#x201C;other/healthy&#x201D;</td>
<td align="center" valign="bottom">16.0%</td>
<td align="left" valign="bottom">Tong et al. (<xref ref-type="bibr" rid="ref24">24</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Yearly transitions from &#x201C;other/healthy&#x201D; to mild undiagnosed dementia&#x2014;age up to 69&#x2009;years</td>
<td align="center" valign="bottom">0.7%</td>
<td align="left" valign="bottom">Tong et al. (<xref ref-type="bibr" rid="ref24">24</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Yearly transitions from &#x201C;other/healthy&#x201D; to mild undiagnosed dementia&#x2014;age 70 to 74</td>
<td align="center" valign="bottom">1.1%</td>
<td align="left" valign="bottom">Tong et al. (<xref ref-type="bibr" rid="ref24">24</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Yearly transitions from &#x201C;other/healthy&#x201D; to mild undiagnosed dementia&#x2014;age 75 to 79</td>
<td align="center" valign="bottom">1.4%</td>
<td align="left" valign="bottom">Tong et al. (<xref ref-type="bibr" rid="ref24">24</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Yearly transitions from &#x201C;other/healthy&#x201D; to mild undiagnosed dementia&#x2014;age 80 to 84</td>
<td align="center" valign="bottom">2.2%</td>
<td align="left" valign="bottom">Tong et al. (<xref ref-type="bibr" rid="ref24">24</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Yearly transitions from &#x201C;other/healthy&#x201D; to mild undiagnosed dementia&#x2014;age 85+</td>
<td align="center" valign="bottom">6.3%</td>
<td align="left" valign="bottom">Tong et al. (<xref ref-type="bibr" rid="ref24">24</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Yearly transitions from &#x201C;other/healthy&#x201D; to MCI&#x2014;age up to 69&#x2009;years</td>
<td align="center" valign="bottom">1.2%</td>
<td align="left" valign="bottom">Tong et al. (<xref ref-type="bibr" rid="ref24">24</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Yearly transitions from &#x201C;other/healthy&#x201D; to MCI&#x2014;age 70 to 74</td>
<td align="center" valign="bottom">1.8%</td>
<td align="left" valign="bottom">Tong et al. (<xref ref-type="bibr" rid="ref24">24</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Yearly transitions from &#x201C;other/healthy&#x201D; to MCI&#x2014;age 75 to 79</td>
<td align="center" valign="bottom">3.3%</td>
<td align="left" valign="bottom">Tong et al. (<xref ref-type="bibr" rid="ref24">24</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Yearly transitions from &#x201C;other/healthy&#x201D; to MCI&#x2014;age 80 to 84</td>
<td align="center" valign="bottom">3.2%</td>
<td align="left" valign="bottom">Tong et al. (<xref ref-type="bibr" rid="ref24">24</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Yearly transitions from &#x201C;other/healthy&#x201D; to MCI&#x2014;age 85+</td>
<td align="center" valign="bottom">2.3%</td>
<td align="left" valign="bottom">Tong et al. (<xref ref-type="bibr" rid="ref24">24</xref>)</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption><p>Quality of life.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Parameter</th>
<th align="center" valign="top">Input</th>
<th align="left" valign="top">Source</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="bottom" colspan="3"><bold>Quality of life</bold></td>
</tr>
<tr>
<td align="left" valign="bottom">Utility for &#x201C;healthy/other&#x201D; health state</td>
<td align="center" valign="bottom">0.749 to 0.645</td>
<td align="left" valign="bottom">Kind et al. (<xref ref-type="bibr" rid="ref31">31</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Utility decrement for MCI</td>
<td align="center" valign="bottom">&#x2212;0.06</td>
<td align="left" valign="bottom">Handels et al. (<xref ref-type="bibr" rid="ref32">32</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Utility decrements for diagnosed dementia&#x2014;mild</td>
<td align="center" valign="bottom">&#x2212;0.125</td>
<td align="left" valign="middle" rowspan="2">Orgeta et al. (<xref ref-type="bibr" rid="ref33">33</xref>)<xref rid="tfn2" ref-type="table-fn"><sup>a</sup></xref></td>
</tr>
<tr>
<td align="left" valign="bottom">Utility decrements for diagnosed dementia&#x2014;moderate</td>
<td align="center" valign="bottom">&#x2212;0.235</td>
</tr>
<tr>
<td align="left" valign="bottom">Utility decrements for diagnosed dementia&#x2014;severe</td>
<td align="center" valign="bottom">&#x2212;0.305</td>
<td align="left" valign="bottom">Wimo et al. (<xref ref-type="bibr" rid="ref34">34</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Utility decrements for undiagnosed dementia&#x2014;mild</td>
<td align="center" valign="bottom">&#x2212;0.129</td>
<td align="left" valign="bottom" rowspan="3">Gomes et al. (<xref ref-type="bibr" rid="ref35">35</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Utility decrements for undiagnosed dementia&#x2014;moderate</td>
<td align="center" valign="bottom">&#x2212;0.242</td>
</tr>
<tr>
<td align="left" valign="bottom">Utility decrements for undiagnosed dementia&#x2014;severe</td>
<td align="center" valign="bottom">&#x2212;0.314</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="tfn2"><label>a</label><p>The disutility values were assumed to be the same for both males and females in our model, due to a lack of gender-specific disutility data in Orgeta et al. (<xref ref-type="bibr" rid="ref33">33</xref>).</p></fn>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption><p>Cost of testing.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Parameter</th>
<th align="center" valign="top">Input</th>
<th align="left" valign="top">Source</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="bottom">Cost of GP time (per minute)</td>
<td align="center" valign="bottom">&#x00A3;3.60</td>
<td align="left" valign="bottom"><ext-link xlink:href="https://PSSRU.ac.uk" ext-link-type="uri">PSSRU.ac.uk</ext-link> (<xref ref-type="bibr" rid="ref36">36</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Cost of practice nurse (per minute)</td>
<td align="center" valign="bottom">&#x00A3;0.62</td>
<td align="left" valign="bottom"><ext-link xlink:href="https://PSSRU.ac.uk" ext-link-type="uri">PSSRU.ac.uk</ext-link> (<xref ref-type="bibr" rid="ref36">36</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Total cost of laboratory dementia screening tests per patient</td>
<td align="center" valign="bottom">&#x00A3;8.31</td>
<td align="left" valign="bottom"><ext-link xlink:href="https://PSSRU.ac.uk" ext-link-type="uri">PSSRU.ac.uk</ext-link> (<xref ref-type="bibr" rid="ref36">36</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">GP time taken to undertake/interpret ICA tool test (minutes)</td>
<td align="center" valign="bottom">2</td>
<td align="left" valign="bottom">Data on file</td>
</tr>
<tr>
<td align="left" valign="bottom">GP time taken to undertake/interpret standard care tests&#x2014;weighted average (minutes)</td>
<td align="center" valign="bottom">8</td>
<td align="left" valign="bottom">Tong et al. (<xref ref-type="bibr" rid="ref24">24</xref>), Sheehan (<xref ref-type="bibr" rid="ref25">25</xref>), Yokomizo et al. (<xref ref-type="bibr" rid="ref37">37</xref>), Tumas et al. (<xref ref-type="bibr" rid="ref38">38</xref>) and Cordell et al. (<xref ref-type="bibr" rid="ref39">39</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Practice nurse time to undertake ICA tool test (minutes)</td>
<td align="center" valign="bottom">10</td>
<td align="left" valign="bottom">Data on file</td>
</tr>
<tr>
<td align="left" valign="bottom">Practice nurse time to undertake standard care test&#x2014;weighted average (minutes)</td>
<td align="center" valign="bottom">0</td>
<td align="left" valign="bottom">Tong et al. (<xref ref-type="bibr" rid="ref24">24</xref>), Sheehan (<xref ref-type="bibr" rid="ref25">25</xref>), Yokomizo et al. (<xref ref-type="bibr" rid="ref37">37</xref>), Tumas et al. (<xref ref-type="bibr" rid="ref38">38</xref>) and Cordell et al. (<xref ref-type="bibr" rid="ref39">39</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">ICA tool cost per test</td>
<td align="center" valign="bottom">&#x00A3;10</td>
<td align="left" valign="bottom">Data on file</td>
</tr>
<tr>
<td align="left" valign="bottom">Standard care cost per test&#x2014;weighted average</td>
<td align="center" valign="bottom">&#x00A3;0.26</td>
<td align="left" valign="bottom">Tong et al. (<xref ref-type="bibr" rid="ref24">24</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Total cost of ICA tool</td>
<td align="center" valign="bottom">&#x00A3;31.67</td>
<td align="left" valign="bottom">Calculated using above inputs</td>
</tr>
<tr>
<td align="left" valign="bottom">Total cost of standard care tests</td>
<td align="center" valign="bottom">&#x00A3;36.72</td>
<td align="left" valign="bottom">Calculated using above inputs</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap position="float" id="tab5">
<label>Table 5</label>
<caption><p>Health state costs.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Parameter</th>
<th align="center" valign="top">Input value</th>
<th align="left" valign="top">Source</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="bottom" colspan="3"><bold>Diagnosed dementia</bold></td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Mild</td>
<td align="center" valign="bottom">&#x00A3;9,699</td>
<td align="left" valign="bottom">Alzheimer&#x2019;s Society (<xref ref-type="bibr" rid="ref40">40</xref>) and Getsios et al. (<xref ref-type="bibr" rid="ref41">41</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Moderate</td>
<td align="center" valign="bottom">&#x00A3;32,418</td>
<td align="left" valign="bottom">Alzheimer&#x2019;s Society (<xref ref-type="bibr" rid="ref40">40</xref>) and Getsios et al. (<xref ref-type="bibr" rid="ref41">41</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Severe</td>
<td align="center" valign="bottom">&#x00A3;34,301</td>
<td align="left" valign="bottom">Alzheimer&#x2019;s Society (<xref ref-type="bibr" rid="ref40">40</xref>) and Getsios et al. (<xref ref-type="bibr" rid="ref41">41</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom" colspan="3"><bold>Undiagnosed dementia</bold></td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Mild</td>
<td align="center" valign="bottom">&#x00A3;8,973</td>
<td align="left" valign="bottom">Alzheimer&#x2019;s Society (<xref ref-type="bibr" rid="ref40">40</xref>) and Getsios et al. (<xref ref-type="bibr" rid="ref41">41</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Moderate</td>
<td align="center" valign="bottom">&#x00A3;31,692</td>
<td align="left" valign="bottom">Alzheimer&#x2019;s Society (<xref ref-type="bibr" rid="ref40">40</xref>) and Getsios et al. (<xref ref-type="bibr" rid="ref41">41</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Severe</td>
<td align="center" valign="bottom">&#x00A3;34,055</td>
<td align="left" valign="bottom">Alzheimer&#x2019;s Society (<xref ref-type="bibr" rid="ref40">40</xref>) and Getsios et al. (<xref ref-type="bibr" rid="ref41">41</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Mild cognitive impairment (ICA tool)</td>
<td align="center" valign="bottom">&#x00A3;0.00</td>
<td align="left" valign="bottom">Anderson et al. (<xref ref-type="bibr" rid="ref42">42</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Mild cognitive impairment (standard care)</td>
<td align="center" valign="bottom">&#x00A3;0.00</td>
<td align="left" valign="bottom">Anderson et al. (<xref ref-type="bibr" rid="ref42">42</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">Other/healthy</td>
<td align="center" valign="bottom">&#x00A3;0.00</td>
<td align="left" valign="bottom">Anderson et al. (<xref ref-type="bibr" rid="ref42">42</xref>)</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap position="float" id="tab6">
<label>Table 6</label>
<caption><p>Scenario (memory clinic setting).</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Parameter</th>
<th align="center" valign="top">Input value</th>
<th align="left" valign="top">Source</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="bottom" colspan="3"><bold>Epidemiology</bold></td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Proportion of patients attending the GP with symptoms</td>
<td align="center" valign="bottom">0.6%</td>
<td align="left" valign="bottom">NHS Digital (<xref ref-type="bibr" rid="ref21">21</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Referral rate to memory clinic</td>
<td align="center" valign="bottom">9.8%</td>
<td align="left" valign="bottom">Assumption</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Proportion of patients declining referral to memory clinic</td>
<td align="center" valign="bottom">6.7%</td>
<td align="left" valign="bottom">Assumption</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Prevalence of dementia in those attending the memory clinic</td>
<td align="center" valign="bottom">63%</td>
<td align="left" valign="bottom">Cook et al. (<xref ref-type="bibr" rid="ref43">43</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Prevalence of MCI in those attending the memory clinic</td>
<td align="center" valign="bottom">18%</td>
<td align="left" valign="bottom">Assumption</td>
</tr>
<tr>
<td align="left" valign="bottom" colspan="3"><bold>Testing outcomes</bold></td>
</tr>
<tr>
<td align="left" valign="bottom" colspan="3"><italic>ICA tool</italic></td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Sensitivity for MCI</td>
<td align="center" valign="bottom">83%</td>
<td align="left" valign="bottom">Kalafatis et al. (<xref ref-type="bibr" rid="ref11">11</xref>) and Modarres et al. (<xref ref-type="bibr" rid="ref19">19</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Specificity for MCI</td>
<td align="center" valign="bottom">80%</td>
<td align="left" valign="bottom">Kalafatis et al. (<xref ref-type="bibr" rid="ref11">11</xref>) and Modarres et al. (<xref ref-type="bibr" rid="ref19">19</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Sensitivity for dementia</td>
<td align="center" valign="bottom">93%</td>
<td align="left" valign="bottom">Kalafatis et al. (<xref ref-type="bibr" rid="ref11">11</xref>) and Modarres et al. (<xref ref-type="bibr" rid="ref19">19</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Specificity for dementia</td>
<td align="center" valign="bottom">80%</td>
<td align="left" valign="bottom">Kalafatis et al. (<xref ref-type="bibr" rid="ref11">11</xref>) and Modarres et al. (<xref ref-type="bibr" rid="ref19">19</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom" colspan="3"><bold>Standard care cognitive tests</bold></td>
</tr>
<tr>
<td align="left" valign="bottom" colspan="3"><italic>The Addenbrooke&#x2019;s cognitive examination-III (ACE-III)</italic></td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Sensitivity for MCI</td>
<td align="center" valign="bottom">75%</td>
<td align="left" valign="bottom">Beishon et al. (<xref ref-type="bibr" rid="ref44">44</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Specificity for MCI</td>
<td align="center" valign="bottom">89%</td>
<td align="left" valign="bottom">Beishon et al. (<xref ref-type="bibr" rid="ref44">44</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Sensitivity for dementia</td>
<td align="center" valign="bottom">94%</td>
<td align="left" valign="bottom">Beishon et al. (<xref ref-type="bibr" rid="ref44">44</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Specificity for dementia</td>
<td align="center" valign="bottom">83%</td>
<td align="left" valign="bottom">Beishon et al. (<xref ref-type="bibr" rid="ref44">44</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Proportion of patients receiving test</td>
<td align="center" valign="bottom">50%</td>
<td align="left" valign="bottom">Assumption</td>
</tr>
<tr>
<td align="left" valign="bottom" colspan="3"><italic>Montreal cognitive assessment (MoCA)</italic></td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Sensitivity for MCI</td>
<td align="center" valign="bottom">80%</td>
<td align="left" valign="bottom">Ciesielska et al. (<xref ref-type="bibr" rid="ref26">26</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Specificity for MCI</td>
<td align="center" valign="bottom">81%</td>
<td align="left" valign="bottom">Ciesielska et al. (<xref ref-type="bibr" rid="ref26">26</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Sensitivity for dementia</td>
<td align="center" valign="bottom">91%</td>
<td align="left" valign="bottom">Tsoi et al. (<xref ref-type="bibr" rid="ref27">27</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Specificity for dementia</td>
<td align="center" valign="bottom">81%</td>
<td align="left" valign="bottom">Tsoi et al. (<xref ref-type="bibr" rid="ref27">27</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Proportion of patients receiving test</td>
<td align="center" valign="bottom">50%</td>
<td align="left" valign="bottom">Assumption</td>
</tr>
<tr>
<td align="left" valign="bottom" colspan="3"><italic>Weighted average of standard care tests used in model</italic></td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Sensitivity for MCI</td>
<td align="center" valign="bottom">78%</td>
<td align="left" valign="bottom">Calculated using information above</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Specificity for MCI</td>
<td align="center" valign="bottom">85%</td>
<td align="left" valign="bottom">Calculated using information above</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Sensitivity for dementia</td>
<td align="center" valign="bottom">93%</td>
<td align="left" valign="bottom">Calculated using information above</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Specificity for dementia</td>
<td align="center" valign="bottom">82%</td>
<td align="left" valign="bottom">Calculated using information above</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap position="float" id="tab7">
<label>Table 7</label>
<caption><p>Cost of testing-memory clinic.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Parameter</th>
<th align="center" valign="top">Input value</th>
<th align="left" valign="top">Source</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="bottom">&#x2003;Cost of nurse time per minute (weighted average of bands 5 to 7)</td>
<td align="center" valign="bottom">&#x00A3;1.13</td>
<td align="left" valign="bottom">Assumed 80% at band 5, 10% at band 6 and 10% at band 7. <ext-link xlink:href="https://PSSRU.ac.uk" ext-link-type="uri">PSSRU.ac.uk</ext-link> (<xref ref-type="bibr" rid="ref36">36</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Nurse time taken to undertake ICA test (minutes)</td>
<td align="center" valign="bottom">10</td>
<td align="left" valign="bottom">Data on file</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Nurse time taken to undertake standard care cognitive tests (minutes)&#x2014;weighted average</td>
<td align="center" valign="bottom">16.25</td>
<td align="left" valign="bottom">Bradford et al. (<xref ref-type="bibr" rid="ref30">30</xref>), Molloy et al. (<xref ref-type="bibr" rid="ref45">45</xref>), Yokomizo et al. (<xref ref-type="bibr" rid="ref37">37</xref>), Tumas et al. (<xref ref-type="bibr" rid="ref38">38</xref>) and Cordell et al. (<xref ref-type="bibr" rid="ref39">39</xref>)</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;ICA tool cost per test</td>
<td align="center" valign="bottom">&#x00A3;10</td>
<td align="left" valign="bottom">Data on file</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Total cost of ICA testing</td>
<td align="center" valign="bottom">&#x00A3;21.27</td>
<td align="left" valign="bottom">Calculated using above inputs</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Total cost of standard care cognitive testing</td>
<td align="center" valign="bottom">&#x00A3;18.31</td>
<td align="left" valign="bottom">Assumption</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x2003;Cost of further tests and scans in a memory clinic</td>
<td align="center" valign="bottom">&#x00A3;961</td>
<td align="left" valign="bottom"><ext-link xlink:href="https://PSSRU.ac.uk" ext-link-type="uri">PSSRU.ac.uk</ext-link> (<xref ref-type="bibr" rid="ref36">36</xref>)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>GP, general practitioner; ICA, integrated cognitive assessment; MCI: mild cognitive impairment.</p>
</table-wrap-foot>
</table-wrap>
<p>Sensitivity and specificity of the ICA tool for diagnosing mild cognitive impairment (MCI) and dementia were derived from the results of the ADePT study (<xref ref-type="bibr" rid="ref11">11</xref>, <xref ref-type="bibr" rid="ref19">19</xref>). The results from this study informed the performance of the ICA tool in comparison with specialist diagnosis obtained at the memory clinic, i.e., the accuracy of ICA for referral of patients to a memory clinic.</p>
<p>Underlying dementia severity in year 1 (i.e., at the point of testing) was based on the Teipel et al. (<xref ref-type="bibr" rid="ref29">29</xref>) model assessing the cost-effectiveness of donepezil for AD and was assumed to be the same regardless of diagnosis status (i.e., in people with dementia who are diagnosed vs. undiagnosed). The proportions of the modelled population that were diagnosed with mild, moderate, and severe dementia in subsequent years were taken from the literature and assumed to be equal between the two testing arms. Progression of undiagnosed and diagnosed dementia was derived from Teipel et al. (<xref ref-type="bibr" rid="ref29">29</xref>) Transition probabilities from MCI to mild undiagnosed dementia and between the &#x201C;other/healthy&#x201D; health state and MCI were sourced from a study by Tong et al. (<xref ref-type="bibr" rid="ref24">24</xref>) assessing the cost-effectiveness of different cognitive screening tests for use in the primary care setting.</p>
<p>Mortality was modelled using UK general population data for individuals in the &#x201C;healthy/other&#x201D; health state and relative risks were applied for people with dementia to capture increased risk of death. The relative risk of death with dementia was assumed to be the same regardless of whether the condition was diagnosed or undiagnosed, in line with a previous study (<xref ref-type="bibr" rid="ref28">28</xref>). People with MCI were assumed to die at the same rate as the general population, based on the study by Tong et al. (<xref ref-type="bibr" rid="ref24">24</xref>).</p>
<p>Utility values were estimated using UK population norms (<xref ref-type="bibr" rid="ref31">31</xref>) with literature-derived decrements applied to dementia health states.</p>
<p>In our Markov model, mortality risks are specifically tailored to the age and health state of the individuals in the cohort. Mortality rates are derived for the general population, those with mild cognitive impairment (MCI), undiagnosed dementia, and diagnosed dementia. These rates are adjusted according to the age of the cohort, starting from 77&#x2009;years and extending onwards. This allows the model to capture the nuanced mortality risks associated with both the progression of cognitive decline and aging. For example, the death rate for the general population at age 77 is 3.5%, whereas for those with diagnosed or undiagnosed dementia, it is 6%. These rates change as the cohort ages, reflecting the increased mortality risk associated with older age and the progression of the disease. This nuanced approach ensures a more accurate representation of long-term outcomes.</p>
</sec>
<sec id="sec10">
<title>Cost and resource use inputs</title>
<p>The model was populated using epidemiological and cost and resource use data from official NHS and PSS data sources, wherever available (cost year 2019). Costs of testing included in the model comprised staff time to conduct the cognitive tests, laboratory testing, and the costs of further assessment and scans at a memory clinic, in addition to the cost of the ICA. The costs were not inflated to the current year of the analysis/publication, which may affect the accuracy of the economic evaluations. This is a limitation that will be considered in future updates to the model.</p>
<p>The cost of ICA comprised a one-off implementation fee of &#x00A3;2,000, followed by a minimum monthly fee of &#x00A3;1,000 for 100 tests with each test thereafter charged at &#x00A3;10. Implementation fees were charged per trust and annuitised in the model. Sourcing of iPads or tablets, which are required for ICA to operate, were not included assuming these would be already available at the primary care practice or memory clinic settings. Staff time for training on the use if the ICA tool was also not included in the model.</p>
<p>Based on the methods used by Getsios et al. (<xref ref-type="bibr" rid="ref41">41</xref>), the costs of undiagnosed and diagnosed dementia were assumed to be the same, except for the cost of treatment which was applied only to those who had been diagnosed. This assumption can be considered conservative, since potential cost savings associated with earlier diagnosis (e.g., due to delay in admission to care homes) have been reported in the literature (<xref ref-type="bibr" rid="ref46">46</xref>, <xref ref-type="bibr" rid="ref47">47</xref>). Treatment costs were based on NICE guidelines and costed using the BNF (<xref ref-type="bibr" rid="ref10">10</xref>, <xref ref-type="bibr" rid="ref48">48</xref>).</p>
</sec>
<sec id="sec11">
<title>Model outputs</title>
<p>The following outcomes were assessed for each testing arm of the model and compared between arms: total costs per person, total QALYs per person, total number of diagnoses per modelled population, total number of unnecessary referrals per modelled population, and total number of scans/assessments at a memory clinic per modelled population. Head-to-head incremental comparison between the ICA tool and standard care was based on the incremental cost-effectiveness ratio (ICER), the incremental net health benefit (NHB); and the incremental net monetary benefit (NMB).</p>
</sec>
<sec id="sec12">
<title>Sensitivity analysis</title>
<p>In order to account for uncertainty around the input parameter values, one-way deterministic sensitivity analysis (DSA) was included in the model. The ranges used to vary the parameters were based on confidence intervals, or assumptions were made where these were not available. A probabilistic sensitivity analysis (PSA) was also implemented, whereby, depending on the parameter of interest, Dirichlet, gamma, lognormal or beta distributions were fitted to uncertain parameters to generate the input values for each iteration. The standard errors used to generate probabilistic values were derived from reported 95% confidence intervals wherever possible. Where this information was not available (e.g., for some costs), the standard error was assumed to be equal to 25% of the mean value. The appropriate number of iterations for PSA was determined by observing the number of iterations required for the average results to stabilize.</p>
</sec>
<sec id="sec13">
<title>Scenario analysis</title>
<p>For the sensitivity and specificity of ICA used for initial triage in the memory clinic, the tool was assessed in a scenario analysis assuming equivalent sensitivity and specificity as in the base case analysis, except when real-world data from deployments of the ICA in memory clinics were available. Model inputs specific to this scenario are listed in <xref rid="tab1" ref-type="table">Tables 1</xref>&#x2013;<xref rid="tab7" ref-type="table">7</xref> below the base case inputs.</p>
<p>Two additional scenarios are presented in the <xref rid="sec26" ref-type="sec">Supplementary material</xref>: a scenario considering the use of the ICA tool for remote initial assessment of patients with symptoms of dementia and a scenario considering the use of the ICA tool for remote monitoring of MCI patients.</p>
</sec>
</sec>
<sec sec-type="results" id="sec14">
<title>Results</title>
<sec id="sec15">
<title>Base case model results (primary care setting)</title>
<p>The ICA tool dominated standard care comprising currently used cognitive tests, with an estimated NMB of &#x00A3;154 per person (<xref rid="tab8" ref-type="table">Table 8</xref>). The use of the ICA tool in the primary care setting to facilitate preliminary diagnosis of dementia and referral to memory clinics resulted in cost savings of around &#x00A3;123 per person over a lifetime time horizon. This equated to a cost saving to the NHS of approximately &#x2212;&#x00A3;37,122,839. when considering the total population in a given year who may benefit from the introduction of the ICA tool. A small incremental QALY benefit of 0.0016 per person was also estimated as a result of earlier dementia diagnosis.</p>
<table-wrap position="float" id="tab8">
<label>Table 8</label>
<caption><p>Summary of base case results (primary care setting).</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top">ICA tool</th>
<th align="center" valign="top">Standard care</th>
<th align="center" valign="top">Incremental</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" colspan="4"><bold>Costs</bold></td>
</tr>
<tr>
<td align="left" valign="middle">Total costs</td>
<td align="center" valign="top">&#x00A3;7,791,733,892</td>
<td align="center" valign="top">&#x00A3;7,828,856,731</td>
<td align="center" valign="top">&#x2212;&#x00A3;37,122,839</td>
</tr>
<tr>
<td align="left" valign="middle">Cost per patient</td>
<td align="center" valign="top">&#x00A3;25,902</td>
<td align="center" valign="top">&#x00A3;26,026</td>
<td align="center" valign="top">&#x2212;&#x00A3;123</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="4"><italic>QALYs</italic></td>
</tr>
<tr>
<td align="left" valign="middle">Total QALYs</td>
<td align="center" valign="top">1,673,720</td>
<td align="center" valign="top">1,673,252</td>
<td align="center" valign="top">467.51</td>
</tr>
<tr>
<td align="left" valign="middle">QALYs per patient</td>
<td align="center" valign="top">5.5640</td>
<td align="center" valign="top">5.5624</td>
<td align="center" valign="top">0.0016</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="4"><bold>Other outcomes</bold></td>
</tr>
<tr>
<td align="left" valign="middle">ICER</td>
<td align="center" valign="top" colspan="3">Dominant</td>
</tr>
<tr>
<td align="left" valign="middle">NMB</td>
<td align="center" valign="top" colspan="3">&#x00A3;154</td>
</tr>
<tr>
<td align="left" valign="middle">NHB</td>
<td align="center" valign="top" colspan="3">0.01</td>
</tr>
<tr>
<td align="left" valign="middle">Total number of referrals</td>
<td align="center" valign="middle">127,043</td>
<td align="center" valign="middle">121,020</td>
<td align="center" valign="middle">6,023</td>
</tr>
<tr>
<td align="left" valign="middle">Total number of diagnoses</td>
<td align="center" valign="middle">15,974</td>
<td align="center" valign="middle">12,584</td>
<td align="center" valign="middle">3,391</td>
</tr>
<tr>
<td align="left" valign="middle">Number of unnecessary referrals</td>
<td align="center" valign="middle">89,356</td>
<td align="center" valign="middle">90,883</td>
<td align="center" valign="middle">&#x2212;1,528</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>ICA, integrated cognitive assessment; ICER, incremental cost effectiveness ratio; NHB, net health benefit; NMB, net monetary benefit; QALYs, quality-adjusted life-years.</p>
</table-wrap-foot>
</table-wrap>
<p>Although there were additional costs associated with introducing the tool (implementation costs and test fees for ICA and increased costs to memory clinics for increased referrals), these costs were outweighed by the reduction in staff costs associated with conducting the initial cognitive tests and a reduction in dementia care costs associated with earlier diagnosis and therefore delayed progression to more severe dementia states (<xref rid="tab9" ref-type="table">Table 9</xref>).</p>
<table-wrap position="float" id="tab9">
<label>Table 9</label>
<caption><p>Detailed cost breakdown in the primary care setting.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Cost breakdown (total costs)</th>
<th align="center" valign="top">ICA tool</th>
<th align="center" valign="top">Standard care</th>
<th align="center" valign="top">Incremental</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Implementation costs</td>
<td align="center" valign="middle">&#x00A3;57,778</td>
<td align="center" valign="middle">&#x00A3;0</td>
<td align="center" valign="middle">&#x00A3;57,778</td>
</tr>
<tr>
<td align="left" valign="middle">Cost of initial testing</td>
<td align="center" valign="middle">&#x00A3;9,528,113</td>
<td align="center" valign="middle">&#x00A3;11,045,037</td>
<td align="center" valign="middle">&#x2212;&#x00A3;1,516,925</td>
</tr>
<tr>
<td align="left" valign="middle">Cost of referral and memory clinic triage</td>
<td align="center" valign="middle">&#x00A3;1,789,186</td>
<td align="center" valign="middle">&#x00A3;1,704,366</td>
<td align="center" valign="middle">&#x00A3;84,820</td>
</tr>
<tr>
<td align="left" valign="middle">Cost of further assessments at memory clinic</td>
<td align="center" valign="middle">&#x00A3;54,834,592</td>
<td align="center" valign="middle">&#x00A3;48,745,905</td>
<td align="center" valign="middle">&#x00A3;6,088,687</td>
</tr>
<tr>
<td align="left" valign="middle">Other/healthy</td>
<td align="center" valign="middle">&#x00A3;0</td>
<td align="center" valign="middle">&#x00A3;0</td>
<td align="center" valign="middle">&#x00A3;0</td>
</tr>
<tr>
<td align="left" valign="middle">MCI</td>
<td align="center" valign="middle">&#x00A3;0</td>
<td align="center" valign="middle">&#x00A3;0</td>
<td align="center" valign="middle">&#x00A3;0</td>
</tr>
<tr>
<td align="left" valign="middle">Undiagnosed dementia mild</td>
<td align="center" valign="middle">&#x00A3;1,142,544,575</td>
<td align="center" valign="middle">&#x00A3;1,188,128,893</td>
<td align="center" valign="middle">&#x2212;&#x00A3;45,584,319</td>
</tr>
<tr>
<td align="left" valign="middle">Undiagnosed dementia moderate</td>
<td align="center" valign="middle">&#x00A3;1,788,197,563</td>
<td align="center" valign="middle">&#x00A3;1,940,889,563</td>
<td align="center" valign="middle">&#x2212;&#x00A3;152,692,000</td>
</tr>
<tr>
<td align="left" valign="middle">Undiagnosed dementia severe</td>
<td align="center" valign="middle">&#x00A3;318,269,427</td>
<td align="center" valign="middle">&#x00A3;355,334,234</td>
<td align="center" valign="middle">&#x2212;&#x00A3;37,064,807</td>
</tr>
<tr>
<td align="left" valign="middle">Diagnosed dementia mild</td>
<td align="center" valign="middle">&#x00A3;648,668,086</td>
<td align="center" valign="middle">&#x00A3;579,875,947</td>
<td align="center" valign="middle">&#x00A3;68,792,139</td>
</tr>
<tr>
<td align="left" valign="middle">Diagnosed dementia moderate</td>
<td align="center" valign="middle">&#x00A3;1,984,647,618</td>
<td align="center" valign="middle">&#x00A3;1,832,211,993</td>
<td align="center" valign="middle">&#x00A3;152,435,625</td>
</tr>
<tr>
<td align="left" valign="middle">Diagnosed dementia severe</td>
<td align="center" valign="middle">&#x00A3;1,843,196,955</td>
<td align="center" valign="middle">&#x00A3;1,870,920,793</td>
<td align="center" valign="middle">&#x2212;&#x00A3;27,723,837</td>
</tr>
<tr>
<td align="left" valign="middle">Total</td>
<td align="center" valign="middle">&#x00A3;7,791,733,892</td>
<td align="center" valign="middle">&#x00A3;7,828,856,731</td>
<td align="center" valign="middle">&#x2212;&#x00A3;37,122,839</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>ICA, integrated cognitive assessment; MCI, mild cognitive impairment.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec16">
<title>Sensitivity analysis</title>
<p>Detailed results of the sensitivity analysis are presented in the <xref rid="SM1" ref-type="supplementary-material">Supplementary Figure S1</xref>. Key cost-effectiveness drivers included the progression of undiagnosed dementia (transition from undiagnosed mild to undiagnosed moderate dementia), and the relative risk of death for people with undiagnosed dementia vs. the general population. Each of these parameters could change the direction of the results when varied alone. PSA results indicated that the probability of the ICA tool being cost-effective was 72% at the &#x00A3;20,000 per QALY threshold [see <xref rid="SM1" ref-type="supplementary-material">Supplementary Figure S3</xref> for the cost-effectiveness acceptability curve (CEAC)].</p>
</sec>
<sec id="sec17">
<title>Scenario analysis (memory clinic setting)</title>
<p>When introduced as a triage tool in memory clinic services, ICA dominated standard care and NMB was estimated at &#x00A3;281 per person. Employing the ICA tool saved approximately &#x00A3;226 per person over a lifetime time horizon, which equated to an overall cost saving to the NHS of around &#x2212;&#x00A3;6,613,614 (<xref rid="tab10" ref-type="table">Table 10</xref>). Similar to the primary care setting, there was a small QALY gain of 0.0027 per person associated with earlier diagnosis of dementia.</p>
<table-wrap position="float" id="tab10">
<label>Table 10</label>
<caption><p>Summary of scenario analysis results (memory clinic setting).</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top">ICA tool</th>
<th align="center" valign="top">Standard care</th>
<th align="center" valign="top">Incremental</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" colspan="4"><bold>Costs</bold></td>
</tr>
<tr>
<td align="left" valign="middle">Total costs</td>
<td align="center" valign="middle">&#x00A3;3,039,648,934</td>
<td align="center" valign="middle">&#x00A3;3,046,262,548</td>
<td align="center" valign="middle">&#x2212;&#x00A3;6,613,614</td>
</tr>
<tr>
<td align="left" valign="middle">Cost per patient</td>
<td align="center" valign="middle">&#x00A3;104,005</td>
<td align="center" valign="middle">&#x00A3;104,231</td>
<td align="center" valign="middle">&#x2212;&#x00A3;226</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="4"><italic>QALYs</italic></td>
</tr>
<tr>
<td align="left" valign="middle">Total QALYs</td>
<td align="center" valign="middle">121,699</td>
<td align="center" valign="middle">121,620</td>
<td align="center" valign="middle">79.27</td>
</tr>
<tr>
<td align="left" valign="middle">QALYs per patient</td>
<td align="center" valign="middle">4.1641</td>
<td align="center" valign="middle">4.1614</td>
<td align="center" valign="middle">0.0027</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="4"><bold>Other outcomes</bold></td>
</tr>
<tr>
<td align="left" valign="middle">ICER</td>
<td align="center" valign="middle" colspan="3">Dominant</td>
</tr>
<tr>
<td align="left" valign="middle">NMB</td>
<td align="center" valign="middle" colspan="3">&#x00A3;281</td>
</tr>
<tr>
<td align="left" valign="middle">NHB</td>
<td align="center" valign="middle" colspan="3">0.01</td>
</tr>
<tr>
<td align="left" valign="middle">Total number of scans/assessment</td>
<td align="center" valign="middle">24,041</td>
<td align="center" valign="middle">22,799</td>
<td align="center" valign="middle">1,242</td>
</tr>
<tr>
<td align="left" valign="middle">Total number of diagnoses</td>
<td align="center" valign="middle">17,676</td>
<td align="center" valign="middle">17,031</td>
<td align="center" valign="middle">644</td>
</tr>
<tr>
<td align="left" valign="middle">Number of unnecessary referrals</td>
<td align="center" valign="middle">1,872</td>
<td align="center" valign="middle">1,572</td>
<td align="center" valign="middle">300</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The increase in initial costs due to the increased number of individuals being tested for dementia was outweighed by savings due to diagnosing dementia earlier and therefore delaying progression to more severe states of the disease (<xref rid="tab11" ref-type="table">Table 11</xref>). The costs in the memory clinic setting were much higher compared with the primary care setting, due to substantially higher prevalence of dementia in this setting.</p>
<table-wrap position="float" id="tab11">
<label>Table 11</label>
<caption><p>Detailed cost breakdown in the memory clinic setting.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Cost breakdown (total costs)</th>
<th align="center" valign="top">ICA tool</th>
<th align="center" valign="top">Standard care</th>
<th align="center" valign="top">Incremental</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Implementation costs</td>
<td align="center" valign="middle">&#x00A3;57,778</td>
<td align="center" valign="middle">&#x00A3;0</td>
<td align="center" valign="middle">&#x00A3;57,778</td>
</tr>
<tr>
<td align="left" valign="middle">Cost of triage</td>
<td align="center" valign="middle">&#x00A3;621,540</td>
<td align="center" valign="middle">&#x00A3;535,079</td>
<td align="center" valign="middle">&#x00A3;86,460</td>
</tr>
<tr>
<td align="left" valign="middle">Cost of further testing</td>
<td align="center" valign="middle">&#x00A3;23,103,697</td>
<td align="center" valign="middle">&#x00A3;21,910,146</td>
<td align="center" valign="middle">&#x00A3;1,193,551</td>
</tr>
<tr>
<td align="left" valign="middle">Other/healthy</td>
<td align="center" valign="middle">&#x00A3;0</td>
<td align="center" valign="middle">&#x00A3;0</td>
<td align="center" valign="middle">&#x00A3;0</td>
</tr>
<tr>
<td align="left" valign="middle">MCI</td>
<td align="center" valign="middle">&#x00A3;0</td>
<td align="center" valign="middle">&#x00A3;0</td>
<td align="center" valign="middle">&#x00A3;0</td>
</tr>
<tr>
<td align="left" valign="middle">Undiagnosed dementia mild</td>
<td align="center" valign="middle">&#x00A3;59,465,260</td>
<td align="center" valign="middle">&#x00A3;68,128,825</td>
<td align="center" valign="middle">&#x2212;&#x00A3;8,663,565</td>
</tr>
<tr>
<td align="left" valign="middle">Undiagnosed dementia moderate</td>
<td align="center" valign="middle">&#x00A3;110,749,823</td>
<td align="center" valign="middle">&#x00A3;139,769,825</td>
<td align="center" valign="middle">&#x2212;&#x00A3;29,020,002</td>
</tr>
<tr>
<td align="left" valign="middle">Undiagnosed dementia severe</td>
<td align="center" valign="middle">&#x00A3;21,754,545</td>
<td align="center" valign="middle">&#x00A3;28,798,927</td>
<td align="center" valign="middle">&#x2212;&#x00A3;7,044,382</td>
</tr>
<tr>
<td align="left" valign="middle">Diagnosed dementia mild</td>
<td align="center" valign="middle">&#x00A3;464,960,532</td>
<td align="center" valign="middle">&#x00A3;451,886,186</td>
<td align="center" valign="middle">&#x00A3;13,074,346</td>
</tr>
<tr>
<td align="left" valign="middle">Diagnosed dementia moderate</td>
<td align="center" valign="middle">&#x00A3;1,361,288,859</td>
<td align="center" valign="middle">&#x00A3;1,332,317,582</td>
<td align="center" valign="middle">&#x00A3;28,971,277</td>
</tr>
<tr>
<td align="left" valign="middle">Diagnosed dementia severe</td>
<td align="center" valign="middle">&#x00A3;997,646,902</td>
<td align="center" valign="middle">&#x00A3;1,002,915,979</td>
<td align="center" valign="middle">&#x2212;&#x00A3;5,269,076</td>
</tr>
<tr>
<td align="left" valign="middle">Total</td>
<td align="center" valign="middle">&#x00A3;3,039,648,934</td>
<td align="center" valign="middle">&#x00A3;3,046,262,548</td>
<td align="center" valign="middle">&#x2212;&#x00A3;6,613,614</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>DSA results revealed that the most influential parameter was the sensitivity of the ICA tool for diagnosing dementia in the memory clinic setting, which was varied by an arbitrary range of &#x00B1;20% pending availability of the relevant data from the ADePT study. This parameter, alongside the two parameters already described as influential in the base case analysis (transition probability from undiagnosed mild dementia to undiagnosed moderate dementia and the relative risk of death for people with undiagnosed dementia vs. the general population) could alter the direction of the results when each of them was varied alone. In terms of PSA results, the probability of the ICA tool being cost-effective in the memory clinic setting was 63% at the &#x00A3;20,000 per QALY threshold [see <xref rid="SM1" ref-type="supplementary-material">Supplementary Figure S4</xref> for the cost-effectiveness acceptability curve (CEAC)].</p>
</sec>
</sec>
<sec sec-type="discussions" id="sec18">
<title>Discussion</title>
<p>The ICA tool dominated cognitive assessment tests currently used in both the primary care and memory clinic settings. Introduction of the ICA tool was estimated to result in a lifetime cost saving to the NHS of approximately &#x00A3;123 per person undergoing cognitive assessment in the primary care setting and &#x00A3;226 per person being triaged in the memory clinic setting. Although the model predicted an increase in costs from increased referrals and specialist assessments, these were outweighed by a reduction in the staff costs associated with initial cognitive testing and a reduction in the costs of treatment and care for people with dementia achieved through earlier diagnosis. Increasing referrals and improving diagnosis rates is in line with the Department of Health national dementia strategy (<xref ref-type="bibr" rid="ref49">49</xref>).</p>
<p>The potential for earlier diagnosis of dementia through the use of the ICA tool is particularly important given that the first DMTs for AD were approved in 2021 and 2023 (i.e., Aduhelm and Leqembi) by the Food and Drug Administration (FDA) (<xref ref-type="bibr" rid="ref9">9</xref>). Furthermore, the AD pipeline appears rich with other DMT candidates likely to also receive approvals and becoming available (<xref ref-type="bibr" rid="ref50">50</xref>). Potential introduction of cost-effective DMTs for AD and other types of dementia would further improve the case for early diagnosis of the condition and therefore increase the cost-effectiveness of more accurate screening (<xref ref-type="bibr" rid="ref51">51</xref>, <xref ref-type="bibr" rid="ref52">52</xref>) using tools such as the ICA. The progression of dementia for those who have mild undiagnosed dementia in relation to those who have been diagnosed (i.e., they are assumed to be receiving treatment) is a key driver in the model and could change the direction of the results if there is no difference in progression of dementia with treatment. Therefore, further research in this area will also improve the robustness of the model results.</p>
<p>The results from the present study align reasonably well with previous UK-based analyses of similar decision problems published in recent years. Tong et al. (<xref ref-type="bibr" rid="ref24">24</xref>) reported on a cost-effectiveness analysis undertaken to assess the use of different cognitive screening tests for diagnosing dementia and MCI in primary care. The results of Tong et al. (<xref ref-type="bibr" rid="ref24">24</xref>) employing the health and social care perspective were similar to this analysis, ranging from a cost of &#x00A3;6.93 to a saving of &#x00A3;185 per person over a lifetime horizon, depending on the cognitive test used. However, the incremental QALYs reported were more optimistic than in the present analysis (<xref ref-type="bibr" rid="ref24">24</xref>), potentially due to the differences in sources informing utility data. Getsios et al. (<xref ref-type="bibr" rid="ref41">41</xref>) conducted an economic evaluation comparing early assessment and treatment for AD with early assessment and no treatment, as well as treatment without early assessment. Although the estimated cost savings from early assessment and treatment were much higher than that in this analysis (&#x00A3;2,135 per person when compared to treatment without early assessment and &#x00A3;3,593 when compared to no early assessment and no treatment) (<xref ref-type="bibr" rid="ref41">41</xref>), some important differences in model design and assumptions between the Getsios et al. model and the present study could explain these differences. The Getsios et al. analysis estimated the potential savings from assessing and treating all individuals with dementia early and assumed 100% assessment accuracy, whereas this study estimated cost savings resulting from only a proportion of individuals benefiting from earlier diagnosis and treatment, i.e., those diagnosed with the ICA tool that would have not been diagnosed with standard cognitive tests. Therefore, the cost savings estimated in this analysis could be expected to be more modest.</p>
<p>Although the present model concerns a highly relevant issue considering the ageing UK population and the potential advent of DMTs for dementia, it should be noted that the analysis was subject to several limitations. Firstly, the ADePT study which informed inputs related to ICA accuracy did not include a comparison between ICA and other cognitive assessment instruments, although it did compare the outputs from the ICA tool with further testing undertaken in a memory clinic which can be considered the gold standard. Since the sensitivity and specificity inputs for standard cognitive tests were based on information extracted from the literature with no attempts to validate them, the current study should be considered a na&#x00EF;ve comparison. Additionally, the ADePT study did not include participants who were not referred by their GPs to memory clinics, so its population is somewhat different than the population included in the model.</p>
<p>There is a paucity of data around the influence of diagnosis on the health care costs and quality of life associated with dementia. Therefore, the health care costs associated with diagnosed and undiagnosed dementia for each severity level were assumed to be the same, except for treatment costs assigned only to individuals who had received a dementia diagnosis. The potential benefits associated with earlier diagnosis of dementia have been described in the literature (<xref ref-type="bibr" rid="ref8">8</xref>), however, no studies generalizable to the UK NHS that quantify these benefits in terms of the relative difference in health care costs between individuals with and without a diagnosis could be identified. Similarly, the quality-of-life benefits associated with diagnosis do not seem to be widely reported across prior cost-effectiveness analyses and literature reviews (<xref ref-type="bibr" rid="ref41">41</xref>, <xref ref-type="bibr" rid="ref46">46</xref>, <xref ref-type="bibr" rid="ref47">47</xref>, <xref ref-type="bibr" rid="ref53">53</xref>). The base case utility value employed in the present study was based on Gomes et al. (<xref ref-type="bibr" rid="ref35">35</xref>), who reported EQ-5D data at baseline and 6&#x2009;months following diagnosis. However, 6&#x2009;months after diagnosis can be considered a short time frame in a chronic condition, so employing this value would lead the model to understate quality of life benefits if quality of life gains were made past the first 6&#x2009;months following diagnosis. The uncertainty associated with the cost and quality of life impact of dementia diagnosis could affect the cost-effectiveness of the ICA tool, as there were fewer individuals with undiagnosed dementia in the ICA arm of the model, so that increasing the cost or disutility applied to undiagnosed dementia would improve the cost-effectiveness of the ICA tool, while reducing these costs or utility decrements would decrease the cost-effectiveness of the tool.</p>
<p>The model also did not account for all potential costs. The cost of supplying iPads or tablets, which would be required for the ICA tool to be used in practice, was not included, assuming that these would be available at GP practices and/or memory clinics. In reality, most clinics and practices can be expected to have access to such devices, so that the costs of any additional purchases would likely be negligible. In addition, no costs were assigned to individuals in the MCI health states who were assumed to receive no regular monitoring or treatment in line with current treatment pathways. If such costs were included, they would be higher in the ICA tool arm of the model, so any benefits associated with monitoring would need to outweigh these additional costs.</p>
<p>The model employed the NHS and PSS perspective; consequently, the costs associated with informal care and other out-of-pocket costs were not included, even though much of the cost and burden of care falls on the person with dementia and their family (<xref ref-type="bibr" rid="ref54">54</xref>). Anderson et al. (<xref ref-type="bibr" rid="ref42">42</xref>) estimated that the costs of unpaid care and other costs falling on individuals vary between &#x00A3;9,711 for individuals with severe dementia to &#x00A3;17,917 for those with milder dementia. This equates to anywhere between approximately 25% of the total costs estimated per year for individuals with moderate and severe dementia up to 70% for those with milder dementia who may receive less formal care (<xref ref-type="bibr" rid="ref42">42</xref>). However, there is substantial uncertainty associated with costing informal care. The aforementioned analysis by Tong et al. (<xref ref-type="bibr" rid="ref24">24</xref>) estimated only a small change in results when informal care costs were included. It should also be noted that, in addition to informal care costs, the costs of lost productivity (for people with dementia or their caregivers) were also not considered, even though by 2040 these costs are estimated to reach &#x00A3;1.3 billion to businesses in England (<xref ref-type="bibr" rid="ref40">40</xref>). If informal care costs and productivity costs were to be included in this analysis this would further improve the cost-effectiveness of the ICA tool.</p>
<p>Regarding the generalizability of the model, it is also worth noting that our model focuses on a specific setting and cohort. While the results provide valuable insights for that particular context, caution should be exercised when generalizing these findings to other settings or populations. We acknowledge the importance of using large and representative real-world data sets to inform and validate health-economic models. Our model incorporates data from only one study [i.e., Modarres et al. (<xref ref-type="bibr" rid="ref19">19</xref>)], which may limit the generalizability of our findings.</p>
<p>Quality of life of caregivers or family members was also not considered, despite the substantial impact that caring for people with dementia has on them (<xref ref-type="bibr" rid="ref55">55</xref>). Including these costs and quality of life benefits would likely improve the case for the adoption of the ICA tool because higher costs associated with dementia, particularly more severe states, could be expected to result in higher cost savings (provided the costs for diagnosed individuals are not substantially higher than those for undiagnosed individuals). It should be noted, however, that the cost-effectiveness threshold used in this analysis would no longer be relevant when considering the societal perspective because it is intended to represent the opportunity cost of funding an intervention using NHS and PSS budgets. Therefore, interpretation of the cost-effectiveness results is more difficult when considering this wider perspective.</p>
<p>A further limitation of the model is that it does not consider the wider impact of introducing the ICA tool on health care system capacity. Introducing a cognitive test that has increased sensitivity but decreased specificity compared with standard care would lead to increased number of referrals to memory clinics, thus having an impact on the clinic capacity. Similarly, introducing a test with increased sensitivity but reduced specificity in memory clinics as a triage tool would likely lead to more patients being routed to further testing. The costs of expanding the capacity of these services or any other services that may be impacted by an increase in diagnosed cases of dementia has not been considered in this analysis, nor has the impact of the likely increase in waiting times to access the services.</p>
<p>Finally, this model only considers the use of the ICA tool in place of current cognitive tests used in clinical practice. The ICA tool may have potential other uses including remote testing or monitoring of patients, although further clinical evidence and economic analyses would be needed to evaluate this.</p>
</sec>
<sec sec-type="conclusions" id="sec19">
<title>Conclusion</title>
<p>Introduction of the ICA tool within the NHS as a diagnostic tool for cognitive impairment and dementia in place of cognitive assessment tools currently used in primary care could be cost saving to the NHS. The potential cost savings were even greater when the tool was evaluated as a triage tool in memory clinics; future studies are needed to collect more real-world data in memory clinic settings to investigate the generalization of the results across wider populations in such settings.</p>
<sec id="sec20">
<title>Precis</title>
<p>The ICA Tool is estimated to be cost-effective compared with standard cognitive assessments for dementia screening in primary care and memory clinic settings.</p>
</sec>
</sec>
<sec sec-type="data-availability" id="sec21">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref rid="sec26" ref-type="sec">Supplementary material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="sec22" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The studies involving humans were approved by Approved 27/02/2020, North of Scotland Research Ethics Committee (Summerfield House, 2 Eday Road, Aberdeen, AB15 6RE, UK; +44 (0)1224 558458; <email>nosres@nhs.net</email>), ref.: 20/NS/0029. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="sec23" sec-type="author-contributions">
<title>Author contributions</title>
<p>JS developed the model and wrote the manuscript. CK, MM, and S-MK-R led the study design, commented on the model, and edit/revised the manuscript. AS helped with the revisions of the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="sec24">
<title>Funding</title>
<p>This work was supported by development of the model and preparation of this manuscript was funded by Alzheimer&#x2019;s Research UK (ARUK) via Innovate UK. The ADePT study was funded by Innovate UK in the form of a grant to Cognetivity Ltd., in collaboration with ARUK and Sussex NHS partnership (project number: 105837).</p>
</sec>
<ack>
<p>Medical writing and editorial assistance with the preparation of this manuscript was provided by Karolina Badora, PhD. Development of the model was overseen by Michelle Green, MSc. Assistance with designing for the ADePT study protocol was provided by Dr. Naji Tabet and Panos Apostolou.</p>
</ack>
<sec sec-type="COI-statement" id="sec25">
<title>Conflict of interest</title>
<p>JS: funding for development of the economic analysis and manuscript was provided to York Health Economics Consortium (employer). CK: director and shareholder at Cognetivity Ltd. (developer of the ICA tool). S-MK-R: chief innovation officer and stock options holder at Cognetivity Ltd. MM: previous employee and stock options holder at Cognetivity Ltd.</p>
<p>The remaining author declares 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="sec100" 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>
<sec sec-type="supplementary-material" id="sec26">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fpubh.2023.1240901/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fpubh.2023.1240901/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.PDF" id="SM1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<fn-group>
<fn id="fn0001"><p><sup>1</sup><ext-link xlink:href="https://pard.mhra.gov.uk/manufacturer-details/22053" ext-link-type="uri">https://pard.mhra.gov.uk/manufacturer-details/22053</ext-link></p></fn>
<fn id="fn0002"><p><sup>2</sup><ext-link xlink:href="https://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfRL/rl.cfm?lid=755440&#x0026;lpcd=PTY" ext-link-type="uri">https://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfRL/rl.cfm?lid=755440&#x0026;lpcd=PTY</ext-link></p></fn>
</fn-group>
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