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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Neurol.</journal-id>
<journal-title>Frontiers in Neurology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Neurol.</abbrev-journal-title>
<issn pub-type="epub">1664-2295</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fneur.2023.1208802</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neurology</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Exploring the relationship between patient-relevant outcomes and Alzheimer&#x2019;s disease progression assessed using the clinical dementia rating scale: a systematic literature review</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Cummings</surname>
<given-names>Jeffrey</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/264661/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Hahn-Pedersen</surname>
<given-names>Julie Hviid</given-names>
</name>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2392596/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Eichinger</surname>
<given-names>Christian Stefan</given-names>
</name>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Freeman</surname>
<given-names>Caroline</given-names>
</name>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2287225/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Clark</surname>
<given-names>Alice</given-names>
</name>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2365264/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tarazona</surname>
<given-names>Luis Rafael Sol&#x00ED;s</given-names>
</name>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2392726/bio"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lanct&#x00F4;t</surname>
<given-names>Krista</given-names>
</name>
<xref rid="aff4" ref-type="aff"><sup>4</sup></xref>
<xref rid="aff5" ref-type="aff"><sup>5</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/735292/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Chambers-Grundy Center for Transformative Neuroscience, Department of Brain Health, School of Integrated Health Sciences, University of Nevada</institution>, <addr-line>Las Vegas, NV</addr-line>, <country>United States</country></aff>
<aff id="aff2"><sup>2</sup><institution>Novo Nordisk A/S</institution>, <addr-line>S&#x00F8;borg</addr-line>, <country>Denmark</country></aff>
<aff id="aff3"><sup>3</sup><institution>Oxford PharmaGenesis</institution>, <addr-line>Oxford</addr-line>, <country>United Kingdom</country></aff>
<aff id="aff4"><sup>4</sup><institution>Hurvitz Brain Sciences Program, Sunnybrook Research Institute</institution>, <addr-line>Toronto, ON</addr-line>, <country>Canada</country></aff>
<aff id="aff5"><sup>5</sup><institution>Department of Psychiatry, University of Toronto</institution>, <addr-line>Toronto, ON</addr-line>, <country>Canada</country></aff>
<author-notes>
<fn id="fn0001" fn-type="edited-by"><p>Edited by: Maria Isabel Behrens, University of Chile, Chile</p></fn>
<fn id="fn0002" fn-type="edited-by"><p>Reviewed by: John Morris, Washington University in St. Louis, United States; Dorothee Oberdhan, Otsuka Pharmaceutical Development &#x0026; Commercialization, Inc., United States</p></fn>
<corresp id="c001">&#x002A;Correspondence: Jeffrey Cummings, <email>jcummings@cnsinnovations.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>17</day>
<month>08</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1208802</elocation-id>
<history>
<date date-type="received">
<day>19</day>
<month>04</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>21</day>
<month>07</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Cummings, Hahn-Pedersen, Eichinger, Freeman, Clark, Tarazona and Lanct&#x00F4;t.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Cummings, Hahn-Pedersen, Eichinger, Freeman, Clark, Tarazona and Lanct&#x00F4;t</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>Background</title>
<p>People with Alzheimer&#x2019;s disease (AD) have difficulties in performing activities of daily living (ADLs) as the disease progresses, commonly experience neuropsychiatric symptoms (NPS), and often have comorbidities such as cardiovascular disease. These factors all contribute to a requirement for care and considerable healthcare costs in AD. The Clinical Dementia Rating (CDR) scale is a widely used measure of dementia staging, but the correlations between scores on this scale and patient-/care partner-relevant outcomes have not been characterized fully. We conducted a systematic literature review to address this evidence gap.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>Embase, MEDLINE, and the Cochrane Library were searched September 13, 2022, to identify published studies (no restriction by date or country) in populations with mild cognitive impairment due to AD or AD dementia. Studies of interest reported data on the relationships between CDR Global or CDR&#x2013;Sum of Boxes (CDR-SB) scores and outcomes including NPS, comorbidities, ADLs, nursing home placement, healthcare costs, and resource use.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>Overall, 58 studies met the inclusion criteria (42 focusing on comorbidities, 14 on ADLs or dependence, five on nursing home placement, and six on economic outcomes). CDR/CDR-SB scores were correlated with the frequency of multiple NPS and with total scores on the Neuropsychiatric Inventory. For cardiovascular comorbidities, no single risk factor was consistently linked to AD progression. Increasing CDR/CDR-SB scores were correlated with decline in multiple different measures of ADLs and were also associated with nursing home placement and increasing costs of care.</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>NPS, ADLs, and costs of care are clearly linked to AD progression, as measured using CDR Global or CDR-SB scores, from the earliest stages of disease. This indicates that scores derived from the CDR are a meaningful way to describe the severity and burden of AD for patients and care partners across disease stages.</p>
</sec>
</abstract>
<kwd-group>
<kwd>activities of daily living</kwd>
<kwd>Alzheimer&#x2019;s disease</kwd>
<kwd>clinical dementia rating (CDR)</kwd>
<kwd>comorbidity</kwd>
<kwd>healthcare costs</kwd>
<kwd>healthcare resource use</kwd>
<kwd>neuropsychiatric inventory (NPI)</kwd>
<kwd>nursing home placement</kwd>
</kwd-group>
<contract-num rid="cn1">P20GM109025</contract-num>
<contract-num rid="cn2">U01NS093334</contract-num>
<contract-num rid="cn3">R01AG053798</contract-num>
<contract-num rid="cn3">P20AG068053</contract-num>
<contract-num rid="cn3">P30AG072959</contract-num>
<contract-num rid="cn3">R35AG71476</contract-num>
<contract-sponsor id="cn1">National Institute of General Medical Sciences (NIGMS)<named-content content-type="fundref-id">10.13039/100000057</named-content></contract-sponsor>
<contract-sponsor id="cn2">National Institute of Neurological Disorders and Stroke (NINDS)<named-content content-type="fundref-id">10.13039/100000065</named-content></contract-sponsor>
<contract-sponsor id="cn3">National Institute on Aging (NIA)<named-content content-type="fundref-id">10.13039/100000049</named-content></contract-sponsor>
<counts>
<fig-count count="4"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="99"/>
<page-count count="23"/>
<word-count count="12146"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Dementia and Neurodegenerative Diseases</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<label>1.</label>
<title>Introduction</title>
<p>In Alzheimer&#x2019;s disease (AD), ongoing cognitive decline leads to difficulties in performing instrumental activities of daily living (IADLs), such as meal preparation, shopping, and household tasks, and ultimately to inability to perform basic activities of daily living (ADLs) such as dressing, bathing, and eating (<xref ref-type="bibr" rid="ref1">1</xref>). AD is also associated with neuropsychiatric symptoms (NPS), which may manifest at early stages of the disease. Symptoms such as depression and apathy can herald the onset of the disease, with other NPS such as delusions and hallucinations typically appearing at advanced stages (<xref ref-type="bibr" rid="ref2">2</xref>).</p>
<p>With increasing impairment in ADLs and mounting behavioral changes, people with AD require more care as the disease progresses. In many cases, a family member or spouse acts as a care partner for the individual affected by AD, but there may be a requirement for formal care, particularly in later disease stages (<xref ref-type="bibr" rid="ref3">3</xref>). When care requirements cannot be met in the home, or when care partners are no longer able to act as the sole provider of care, individuals with AD may require admission to an assisted living residence, a nursing home, or other care facility (<xref ref-type="bibr" rid="ref4">4</xref>).</p>
<p>AD is associated with considerable healthcare costs (<xref ref-type="bibr" rid="ref5">5</xref>). The formal costs of AD are attributable in large part to the cost of nursing home placement; informal costs include care contributions made by care partners and employment opportunity losses (<xref ref-type="bibr" rid="ref6">6</xref>, <xref ref-type="bibr" rid="ref7">7</xref>). AD is more prevalent with advancing age (<xref ref-type="bibr" rid="ref8">8</xref>), and many patients have comorbidities, which require the use of additional healthcare resources (<xref ref-type="bibr" rid="ref9">9</xref>, <xref ref-type="bibr" rid="ref10">10</xref>). Comorbidities have been implicated in the development and progression of AD, although the causality of these relationships remain to be fully elucidated (<xref ref-type="bibr" rid="ref11">11</xref>).</p>
<p>The Clinical Dementia Rating (CDR) scale is commonly used to define AD stages and disease progression in research settings and clinical trials, but it is infrequently used in clinical practice. CDR Global and CDR-Sum of Boxes (CDR-SB) scores are derived from severity scores in six domains (see Measurement scales in the Materials and methods section), with higher scores indicating more severe AD (<xref ref-type="bibr" rid="ref12">12</xref>). The specific impacts of AD can be quantified using various patient-, physician-, or care partner-reported outcome measures, including ADL and IADL questionnaires, and the Neuropsychiatric Inventory (NPI), which is used to assess the type, severity, and number of NPS (<xref ref-type="bibr" rid="ref13">13</xref>). The relationships between these measures and the CDR scale, and their impact on costs as patients progress through AD stages, are incompletely characterized. A deeper understanding of these associations is vital to understand how CDR-SB and CDR Global scores relate to outcomes in clinical practice and costs of care, and the extrapolation of clinical trial data. Quantifying the impacts of reaching a particular AD stage may help to identify the potential benefits of interventions that slow progression and allow assessment of the economic impact of treatment-related changes.</p>
<p>We conducted a systematic literature review (SLR) to assess how comorbidities, NPS, ADL declines, nursing home placement, and economic costs are linked to AD severity and progression, as measured by CDR Global or CDR-SB scores.</p>
</sec>
<sec sec-type="materials|methods" id="sec6">
<label>2.</label>
<title>Materials and methods</title>
<sec id="sec7">
<label>2.1.</label>
<title>Systematic literature review</title>
<p>The SLR was designed to identify relevant evidence in populations with AD (both mild cognitive impairment [MCI] due to AD and AD dementia), on the relationship between CDR-SB or CDR Global scores and outcomes. All study types, including randomized controlled trials (RCTs), observational studies, and case studies and reports, were considered relevant. Following consultation with a panel of clinical experts, outcomes of specific interest were NPS, cardiovascular disease (CVD), epilepsy, bedsores, infections, incontinence, obstructive sleep apnea, falls, ADLs, dependence, nursing home placement, economic consequences, and healthcare resource use.</p>
<p>Both journal and congress publications were considered relevant. Primary publications and SLRs or meta-analyses were included, but narrative reviews were not. Only English language publications were included, but there was no restriction by date or geography.</p>
<p>The study protocol was designed and conducted in line with the 2020 Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines (<xref ref-type="bibr" rid="ref14">14</xref>), and registered with PROSPERO (registration number: CRD42023392801). Searches of Embase, MEDLINE, and the Cochrane Library were conducted on September 13, 2022. Titles and abstracts were screened by one reviewer to determine whether they met the eligibility criteria (<xref rid="tab1" ref-type="table">Table 1</xref>). All publications meeting the criteria were obtained as full articles and reassessed against the eligibility criteria.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption><p>Eligibility criteria for the systematic literature review.</p></caption>
<table frame="hsides" rules="groups">
<tbody>
<tr>
<td align="left" valign="top">Populations</td>
<td align="left" valign="top">Patients with Alzheimer&#x2019;s disease<xref rid="tfn1" ref-type="table-fn"><sup>a</sup></xref> (from mild cognitive impairment to severe dementia of the Alzheimer&#x2019;s type); this includes (1): MCI of the Alzheimer&#x2019;s type (2); mild dementia of the Alzheimer&#x2019;s type (3); moderate dementia of the Alzheimer&#x2019;s type (4); severe dementia of the Alzheimer&#x2019;s type</td>
</tr>
<tr>
<td align="left" valign="top">Interventions</td>
<td align="left" valign="top">Any or none</td>
</tr>
<tr>
<td align="left" valign="top">Comparators</td>
<td align="left" valign="top">Any or none</td>
</tr>
<tr>
<td align="left" valign="top">Outcomes</td>
<td align="left" valign="top">Outcomes reported alongside Clinical Dementia Rating scale Sum of Boxes (CDR-SB) score:<xref rid="tfn1" ref-type="table-fn"><sup>a</sup></xref><break/>
<list list-type="bullet">
<list-item><p>Psychiatric diseases</p></list-item>
<list-item><p>Depression</p></list-item>
<list-item><p>Epilepsy</p></list-item>
<list-item><p>Bedsores</p></list-item>
<list-item><p>Cardiovascular disease</p>
<list list-type="bullet">
<list-item><p>Coronary disease</p></list-item>
<list-item><p>Myocardial infarction</p></list-item>
<list-item><p>Heart failure</p></list-item>
<list-item><p>Cerebrovascular disease</p></list-item>
<list-item><p>Stroke</p></list-item>
<list-item><p>Peripheral vascular disease</p></list-item>
</list></list-item>
<list-item><p>Infection</p></list-item>
<list-item><p>Incontinence</p></list-item>
<list-item><p>Obstructive sleep apnea</p></list-item>
<list-item><p>Any other comorbidity reported alongside CDR-SB score, <sup>a</sup> or as a risk factor for progression measured by the CDR-SB<xref rid="tfn1" ref-type="table-fn"><sup>a</sup></xref></p></list-item>
<list-item><p>Falls</p></list-item>
<list-item><p>Nursing home placement</p></list-item>
<list-item><p>Scores on the Dependence Scale</p></list-item>
<list-item><p>Activities of daily living</p></list-item>
<list-item><p>Economic outcomes, including data from economic modeling exercises</p></list-item>
<list-item><p>Healthcare resource use</p></list-item>
</list></td>
</tr>
<tr>
<td align="left" valign="top">Study design</td>
<td align="left" valign="top">All study types, including randomized controlled trials, observational studies,<xref rid="tfn2" ref-type="table-fn"><sup>b</sup></xref> and case studies and reports<break/>Exclusions: Animal/<italic>in vitro</italic> studies</td>
</tr>
<tr>
<td align="left" valign="top">Date restrictions</td>
<td align="left" valign="top">No restrictions</td>
</tr>
<tr>
<td align="left" valign="top">Language restrictions</td>
<td align="left" valign="top">English language</td>
</tr>
<tr>
<td align="left" valign="top">Publication type</td>
<td align="left" valign="top">All primary publications and systematic literature reviews/meta-analyses<break/>Exclusions: Reviews<xref rid="tfn3" ref-type="table-fn"><sup>c</sup></xref>/editorials</td>
</tr>
<tr>
<td align="left" valign="top">Country</td>
<td align="left" valign="top">Not restricted</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="tfn1"><label>a</label><p>Studies reporting CDR scores were identified using search terms for CDR-SB and were also considered relevant.</p></fn>
<fn id="tfn2"><label>b</label><p>All study designs and data sources for observational studies were considered relevant.</p></fn>
<fn id="tfn3"><label>c</label><p>Narrative reviews and opinion articles.</p></fn>
<p>CDR, Clinical Dementia Rating; CDR-SB, Clinical Dementia Rating-Sum of Boxes; MCI, mild cognitive impairment.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec8">
<label>2.2.</label>
<title>Data extraction</title>
<p>Detailed data, including study setting, methods, patient characteristics, and study results, were entered into a data extraction table, and quality checked by an independent reviewer.</p>
<p>Some studies reported longitudinal relationships between CDR-SB/CDR score progression and the progression of outcomes, whereas others reported cross-sectional data examining outcomes in different stages of AD severity. A third type of study reported how disease severity at baseline affected subsequent progression or how baseline characteristics affected AD progression.</p>
</sec>
<sec id="sec9">
<label>2.3.</label>
<title>Measurement scales</title>
<p>The CDR scale comprises six domains: memory, orientation, judgement and problem solving, community affairs, home and hobbies, and personal care (<xref ref-type="bibr" rid="ref12">12</xref>), each of which is assigned a score of 0, 0.5, 1.0, 2.0, or 3.0.</p>
<p>CDR Global scores (referred to hereafter throughout this review as CDR scores for brevity) reflecting dementia severity, are calculated from the domain scores using an algorithm, which generates the following categories of severity:</p>
<list list-type="bullet">
<list-item><p>CDR 0 &#x2013; no dementia</p></list-item>
<list-item><p>CDR 0.5 &#x2013; questionable dementia (can also be classified as MCI)</p></list-item>
<list-item><p>CDR 1.0 &#x2013; mild dementia</p></list-item>
<list-item><p>CDR 2.0 &#x2013; moderate dementia</p></list-item>
<list-item><p>CDR 3.0 &#x2013; severe dementia.</p></list-item>
</list>
<p>The CDR-SB score is derived by adding the scores of the six domains; the total score ranges between 0 and 18 (<xref ref-type="bibr" rid="ref12">12</xref>).</p>
<p>The original 10-item version of the NPI (<xref ref-type="bibr" rid="ref15">15</xref>) includes delusions, hallucinations, agitation/aggression, depression, anxiety, euphoria, apathy, disinhibition, irritability, and motor disturbances (<xref ref-type="bibr" rid="ref13">13</xref>); night-time behavior disturbances, and appetite and eating abnormalities were later added (<xref ref-type="bibr" rid="ref16">16</xref>). Each of the 12 items is scored on scales for frequency (1&#x2013;4), severity (0&#x2013;3), and distress (0&#x2013;5). Individual scores for each domain are calculated as frequency &#x00D7; severity, and the total NPI score is the sum of the domain scores (<xref ref-type="bibr" rid="ref13">13</xref>).</p>
<p>Various measures to assess ADLs and IADLs are used in AD research and clinical practice. <xref rid="tab2" ref-type="table">Table 2</xref> summarizes the scales included in this manuscript.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption><p>Summary of relevant ADL measurement scales.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Scale</th>
<th align="left" valign="top">Details</th>
<th align="left" valign="top">Score range and interpretation</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">ADL scale (<xref ref-type="bibr" rid="ref17">17</xref>)</td>
<td align="left" valign="top">Score of 1 (independence) or 0 (dependence) assigned on six functions: bathing, dressing, toileting, transferring, continence, and feeding (<xref ref-type="bibr" rid="ref18">18</xref>)</td>
<td align="left" valign="top">Total score summed from function scores<break/>6 &#x2013; full function<break/>4 &#x2013; moderate impairment<break/>&#x2264; 2 &#x2013; severe functional impairment (<xref ref-type="bibr" rid="ref18">18</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">IADL scale (<xref ref-type="bibr" rid="ref19">19</xref>)</td>
<td align="left" valign="top">Score of 1 (greater independence) or 0 (lesser independence) assigned on eight functions: ability to use telephone, shopping, food preparation, housekeeping, laundry, mode of transportation, responsibility for own medications, and ability to handle finances (<xref ref-type="bibr" rid="ref20">20</xref>)</td>
<td align="left" valign="top">Total score summed from function scores<break/>8 &#x2013; high function<break/>0 &#x2013; low function (<xref ref-type="bibr" rid="ref20">20</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">PSMS (<xref ref-type="bibr" rid="ref19">19</xref>)</td>
<td align="left" valign="top">Scores between 1 (no impairment) and 5 (severe impairment) (<xref ref-type="bibr" rid="ref21">21</xref>) assigned to six domains: toilet, feeding, dressing, grooming, physical ambulation, and bathing (<xref ref-type="bibr" rid="ref22">22</xref>)</td>
<td align="left" valign="top">Maximum total score is 30<break/>&#x2265; 6 &#x2013; intact basic ADL (<xref ref-type="bibr" rid="ref21">21</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">ADCS-ADL (<xref ref-type="bibr" rid="ref23">23</xref>)</td>
<td align="left" valign="top">Scores between 0 (total independence) and 4 (total dependence) assigned to 23 items (six basic ADLs and 17 IADLs) (<xref ref-type="bibr" rid="ref24">24</xref>)</td>
<td align="left" valign="top">Total score summed from item scores<break/>Score range of 0&#x2013;78, with a lower score indicating greater dependence (<xref ref-type="bibr" rid="ref24">24</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">A-IADL-Q (short version) (<xref ref-type="bibr" rid="ref25">25</xref>)</td>
<td align="left" valign="top">Scores between 0 (no difficulty) and 4 (cannot perform the activity) assigned to 30 everyday activities</td>
<td align="left" valign="top">Total scores, which are calculated using item response theory, are in the approximate range of 20&#x2013;80, with higher scores representing better daily functioning (<xref ref-type="bibr" rid="ref26">26</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">FAQ (<xref ref-type="bibr" rid="ref27">27</xref>)</td>
<td align="left" valign="top">Scores between 0 (normal) and 3 (dependent) assigned to 10 daily activities, such as preparing a balanced meal and keeping track of current events (<xref ref-type="bibr" rid="ref28">28</xref>)</td>
<td align="left" valign="top">Total score summed from item scores; range of 0&#x2013;30<break/>&#x2264; 9 (dependent in &#x2265;3 activities) &#x2013; impaired function and possible cognitive impairment (<xref ref-type="bibr" rid="ref28">28</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">FAST (<xref ref-type="bibr" rid="ref29">29</xref>)</td>
<td align="left" valign="top">Assessment on AD severity scale from level 1 (normal) to level 7 (most severe level of functional impairment). Level 6 has five sub-scales, and level 7 has six sub-scales (<xref ref-type="bibr" rid="ref30">30</xref>)</td>
<td align="left" valign="top">1 &#x2013; normal aging<break/>2 &#x2013; possible MCI<break/>3 &#x2013; MCI<break/>4 &#x2013; mild dementia<break/>5 &#x2013; moderate dementia<break/>6 &#x2013; moderately severe dementia<break/>7 &#x2013; severe dementia (<xref ref-type="bibr" rid="ref30">30</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Dependence scale (<xref ref-type="bibr" rid="ref31">31</xref>)</td>
<td align="left" valign="top">Scores assigned to 13 items relating to ADLs and IADLs; 11 items scored as yes (1)/no (0) and two items scored as never (0)/occasionally (1)/frequently (2) (<xref ref-type="bibr" rid="ref32">32</xref>)</td>
<td align="left" valign="top">Total score summed from item scores; range of 0&#x2013;15, with higher scores indicating greater dependence (<xref ref-type="bibr" rid="ref32">32</xref>)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>AD, Alzheimer&#x2019;s disease; ADCS-ADL, Alzheimer&#x2019;s Disease Cooperative Study&#x2013;Activities of Daily Living scale; ADL, activities of daily living; A-IADL-Q, Amsterdam Instrumental Activities of Daily Living Questionnaire; FAQ, Functional Activities Questionnaire; FAST, Functional Assessment Staging Tool; IADL, instrumental activities of daily living; MCI, mild cognitive impairment; PSMS, Physical Self-Maintenance Scale.</p>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec sec-type="results" id="sec10">
<label>3.</label>
<title>Results</title>
<sec id="sec11">
<label>3.1.</label>
<title>Search results</title>
<p>In total, 925 references were included for screening by abstract and title, resulting in 125 references included for full paper review (see <xref rid="fig1" ref-type="fig">Figure 1</xref> for PRISMA flow diagram). In total, 57 references met the inclusion criteria at full paper review and were included for data extraction, along with one additional relevant reference that was identified in supplementary searches, resulting in 58 studies in total. Overall, 42 studies reported data on comorbidities (<xref ref-type="bibr" rid="ref33">33</xref>&#x2013;<xref ref-type="bibr" rid="ref74">74</xref>), Twelve studies reported data on ADLs (<xref ref-type="bibr" rid="ref21">21</xref>, <xref ref-type="bibr" rid="ref38">38</xref>, <xref ref-type="bibr" rid="ref49">49</xref>, <xref ref-type="bibr" rid="ref53">53</xref>, <xref ref-type="bibr" rid="ref62">62</xref>, <xref ref-type="bibr" rid="ref65">65</xref>, <xref ref-type="bibr" rid="ref67">67</xref>, <xref ref-type="bibr" rid="ref68">68</xref>, <xref ref-type="bibr" rid="ref75">75</xref>&#x2013;<xref ref-type="bibr" rid="ref78">78</xref>), two reported data on dependence (<xref ref-type="bibr" rid="ref79">79</xref>, <xref ref-type="bibr" rid="ref80">80</xref>), five reported data on nursing home placement (<xref ref-type="bibr" rid="ref68">68</xref>, <xref ref-type="bibr" rid="ref81">81</xref>&#x2013;<xref ref-type="bibr" rid="ref84">84</xref>), and six reported data on economic outcomes or resource use (<xref ref-type="bibr" rid="ref68">68</xref>, <xref ref-type="bibr" rid="ref85">85</xref>&#x2013;<xref ref-type="bibr" rid="ref89">89</xref>). No studies reported data on bedsores, infections, obstructive sleep apnea, or falls.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption><p>PRISMA diagram for the SLR. AD, Alzheimer&#x2019;s disease; CDR, Clinical Dementia Rating; CDR-SB, Clinical Dementia Rating&#x2013;Sum of Boxes; MCI, mild cognitive impairment; SLR, systematic literature review.</p></caption>
<graphic xlink:href="fneur-14-1208802-g001.tif"/>
</fig>
</sec>
<sec id="sec12">
<label>3.2.</label>
<title>Data sources and study characteristics</title>
<p>Nineteen studies reported data from Asia (China, India, Japan, Singapore, South Korea, Taiwan, and Thailand) (<xref ref-type="bibr" rid="ref33">33</xref>, <xref ref-type="bibr" rid="ref38">38</xref>, <xref ref-type="bibr" rid="ref40">40</xref>&#x2013;<xref ref-type="bibr" rid="ref43">43</xref>, <xref ref-type="bibr" rid="ref57">57</xref>, <xref ref-type="bibr" rid="ref58">58</xref>, <xref ref-type="bibr" rid="ref60">60</xref>, <xref ref-type="bibr" rid="ref61">61</xref>, <xref ref-type="bibr" rid="ref63">63</xref>, <xref ref-type="bibr" rid="ref67">67</xref>, <xref ref-type="bibr" rid="ref73">73</xref>, <xref ref-type="bibr" rid="ref74">74</xref>, <xref ref-type="bibr" rid="ref76">76</xref>, <xref ref-type="bibr" rid="ref78">78</xref>, <xref ref-type="bibr" rid="ref82">82</xref>, <xref ref-type="bibr" rid="ref83">83</xref>, <xref ref-type="bibr" rid="ref87">87</xref>), 17 reported data from Europe (Finland, France, Germany, Italy, Norway, Spain, Turkey, and the UK) (<xref ref-type="bibr" rid="ref34">34</xref>&#x2013;<xref ref-type="bibr" rid="ref37">37</xref>, <xref ref-type="bibr" rid="ref39">39</xref>, <xref ref-type="bibr" rid="ref44">44</xref>, <xref ref-type="bibr" rid="ref48">48</xref>&#x2013;<xref ref-type="bibr" rid="ref50">50</xref>, <xref ref-type="bibr" rid="ref53">53</xref>, <xref ref-type="bibr" rid="ref54">54</xref>, <xref ref-type="bibr" rid="ref56">56</xref>, <xref ref-type="bibr" rid="ref62">62</xref>, <xref ref-type="bibr" rid="ref80">80</xref>, <xref ref-type="bibr" rid="ref85">85</xref>, <xref ref-type="bibr" rid="ref88">88</xref>, <xref ref-type="bibr" rid="ref89">89</xref>), and 12 reported data from North America, all of which were from the USA (<xref ref-type="bibr" rid="ref21">21</xref>, <xref ref-type="bibr" rid="ref51">51</xref>, <xref ref-type="bibr" rid="ref52">52</xref>, <xref ref-type="bibr" rid="ref55">55</xref>, <xref ref-type="bibr" rid="ref59">59</xref>, <xref ref-type="bibr" rid="ref64">64</xref>, <xref ref-type="bibr" rid="ref65">65</xref>, <xref ref-type="bibr" rid="ref68">68</xref>&#x2013;<xref ref-type="bibr" rid="ref72">72</xref>). Five studies reported data from multiple countries (<xref ref-type="bibr" rid="ref75">75</xref>, <xref ref-type="bibr" rid="ref77">77</xref>, <xref ref-type="bibr" rid="ref79">79</xref>, <xref ref-type="bibr" rid="ref81">81</xref>, <xref ref-type="bibr" rid="ref86">86</xref>), three reported data from South America (Brazil) (<xref ref-type="bibr" rid="ref45">45</xref>&#x2013;<xref ref-type="bibr" rid="ref47">47</xref>), and two publications did not report the country (<xref ref-type="bibr" rid="ref66">66</xref>, <xref ref-type="bibr" rid="ref84">84</xref>). More than two-thirds of the studies used primary data (39 studies); the remainder were conducted using secondary data, with the exception of one study with an unclear design (<xref ref-type="bibr" rid="ref80">80</xref>). Individuals with AD were typically recruited from memory clinics, neurology departments, or hospitals, or as part of cohort studies of ageing, dementia, or AD. A small number of studies analyzed data collected in RCTs.</p>
</sec>
<sec id="sec13">
<label>3.3.</label>
<title>AD diagnosis and staging</title>
<p>Most studies diagnosed AD according to standard clinical criteria, typically the National Institute of Neurological and Communicative Disorders and Stroke&#x2212;Alzheimer&#x2019;s Disease and Related Disorders Association (NINCDS-ADRDA) criteria (<xref ref-type="bibr" rid="ref90">90</xref>). However, only five studies (<xref ref-type="bibr" rid="ref34">34</xref>, <xref ref-type="bibr" rid="ref49">49</xref>, <xref ref-type="bibr" rid="ref72">72</xref>, <xref ref-type="bibr" rid="ref75">75</xref>, <xref ref-type="bibr" rid="ref77">77</xref>) confirmed the diagnosis of AD using biomarkers. Four studies measured &#x03B2;-amyloid and/or tau in cerebrospinal fluid (<xref ref-type="bibr" rid="ref34">34</xref>, <xref ref-type="bibr" rid="ref49">49</xref>, <xref ref-type="bibr" rid="ref75">75</xref>, <xref ref-type="bibr" rid="ref77">77</xref>), one of which detected amyloid deposits via positron emission tomography scans as an alternative method (<xref ref-type="bibr" rid="ref75">75</xref>). The fifth study detected amyloid deposits using immunohistochemistry <italic>post mortem</italic> (<xref ref-type="bibr" rid="ref72">72</xref>).</p>
</sec>
<sec id="sec14">
<label>3.4.</label>
<title>Comorbidities</title>
<sec id="sec15">
<label>3.4.1.</label>
<title>Neuropsychiatric symptoms</title>
<p>Increasing AD severity, as measured using CDR or CDR-SB scores, was predictably linked to greater occurrence of NPS, but there was variation in which NPS were most closely associated with progression to more advanced stages of AD. Differences may be attributable in part to sample sizes, residential setting, comorbidities and concomitant medications, and data collection strategies.</p>
<p>Overall 22 studies reported data on NPS (<xref ref-type="bibr" rid="ref33">33</xref>, <xref ref-type="bibr" rid="ref34">34</xref>, <xref ref-type="bibr" rid="ref36">36</xref>&#x2013;<xref ref-type="bibr" rid="ref39">39</xref>, <xref ref-type="bibr" rid="ref41">41</xref>, <xref ref-type="bibr" rid="ref42">42</xref>, <xref ref-type="bibr" rid="ref44">44</xref>, <xref ref-type="bibr" rid="ref53">53</xref>, <xref ref-type="bibr" rid="ref54">54</xref>, <xref ref-type="bibr" rid="ref56">56</xref>, <xref ref-type="bibr" rid="ref57">57</xref>, <xref ref-type="bibr" rid="ref62">62</xref>, <xref ref-type="bibr" rid="ref65">65</xref>&#x2013;<xref ref-type="bibr" rid="ref67">67</xref>, <xref ref-type="bibr" rid="ref69">69</xref>, <xref ref-type="bibr" rid="ref71">71</xref>&#x2013;<xref ref-type="bibr" rid="ref74">74</xref>), of which the majority used the NPI.</p>
<p><xref rid="fig2" ref-type="fig">Figure 2</xref> shows data from the studies that reported the prevalence of specific NPS by AD stage (<xref ref-type="bibr" rid="ref37">37</xref>, <xref ref-type="bibr" rid="ref44">44</xref>, <xref ref-type="bibr" rid="ref57">57</xref>, <xref ref-type="bibr" rid="ref62">62</xref>, <xref ref-type="bibr" rid="ref74">74</xref>). The frequency of these symptoms and their link to disease severity differed across studies. For delusions, hallucinations, agitation/aggression, apathy, disinhibition, aberrant motor behavior, night-time behavior disturbances, and appetite and eating abnormalities, there was a stepwise relationship between prevalence and AD severity in most studies. For depression, anxiety, euphoria, and irritability, there were smaller differences in prevalence across AD stages.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption><p>NPS frequency by AD stage. Panels <bold>(A&#x2013;L)</bold> show data for each individual NPS (see labels on y-axes). Where <italic>p</italic> values are not shown, statistical tests were not conducted. <italic>p</italic> values across multiple categories represent tests of linear trends. Zhang et al. (<xref ref-type="bibr" rid="ref74">74</xref>) used the CDR to determine disease severity, but did not specify exactly how each AD stage was defined (<xref ref-type="bibr" rid="ref74">74</xref>). AD, Alzheimer&#x2019;s disease; CDR, Clinical Dementia Rating; CI, confidence interval; MMSE, Mini Mental State Examination; NPS, neuropsychiatric symptom(s); NR, not reported; OR, odds ratio.</p></caption>
<graphic xlink:href="fneur-14-1208802-g002a.tif"/>
<graphic xlink:href="fneur-14-1208802-g002b.tif"/>
<graphic xlink:href="fneur-14-1208802-g002c.tif"/>
<graphic xlink:href="fneur-14-1208802-g002d.tif"/>
</fig>
<p>Another subset of studies reported links between NPS and disease progression (<xref rid="SM1" ref-type="supplementary-material">Supplementary Table 2</xref>). Barca et al. found that CDR-SB score and trajectories of depressive symptoms were correlated over time (<xref ref-type="bibr" rid="ref34">34</xref>). Caroline et al. found that individuals with mild-to-moderate AD dementia who experienced fast CDR-SB score progression had a higher prevalence of delusions, depression, anxiety, apathy, and aberrant motor behavior at baseline than those with slow progression (<xref ref-type="bibr" rid="ref38">38</xref>). Hallikainen et al. found that delusions and euphoria predicted AD progression, as measured using CDR-SB scores, in multivariate analyses, and AD severity during follow-up was associated with the longitudinal occurrence of hallucinations, delusions, agitation, apathy, aberrant motor behavior, and sleep and appetite disturbances (<xref ref-type="bibr" rid="ref54">54</xref>). Some inconsistencies were noted among the studies identified. Wadsworth et al. found that CDR-SB scores were associated only with apathy at baseline and were not associated with any NPS over follow-up (<xref ref-type="bibr" rid="ref71">71</xref>), and Breitve et al. found no link between CDR or CDR-SB scores and patient-or care partner-reported anxiety (<xref ref-type="bibr" rid="ref36">36</xref>).</p>
<p>Charernboon et al. found that people with higher CDR scores tended to have significantly more NPS than those with lower scores (<xref ref-type="bibr" rid="ref41">41</xref>), and Bandyopadhyay et al. found a weak positive correlation between CDR score and number of NPS (<xref rid="SM1" ref-type="supplementary-material">Supplementary Table 2</xref>) (<xref ref-type="bibr" rid="ref33">33</xref>).</p>
<p>Both Hallikainen et al. (<xref ref-type="bibr" rid="ref53">53</xref>) and Naurhashemi et al. (<xref ref-type="bibr" rid="ref62">62</xref>) found that people with higher CDR scores tended to have higher NPI scores, but Jenner et al. (<xref ref-type="bibr" rid="ref56">56</xref>) found no correlation between CDR scores and NPI severity scores. Tschanz et al. reported only a weak correlation between CDR-SB and NPI scores over a mean of 3.8&#x2009;years&#x2019; follow-up (<xref ref-type="bibr" rid="ref69">69</xref>), Caroline et al. found that baseline NPI score was a significant predictor of fast CDR-SB score progression over 1&#x2009;year (<xref ref-type="bibr" rid="ref38">38</xref>). In contrast, Tay et al. found no significant differences in baseline NPI score between people who did and did not progress in terms of CDR-SB score over 1&#x2009;year; those who progressed experienced significantly greater changes in their NPI score over this time (<xref ref-type="bibr" rid="ref67">67</xref>).</p>
<p>The CDR/CDR-SB assesses cognition and function but does not include any measures or questions regarding behavior. Collecting behavioral and NPS data with alternative tools such as the NPI assists in a more robust characterization of the patient&#x2019;s clinical status.</p>
</sec>
<sec id="sec16">
<label>3.4.2.</label>
<title>CVD</title>
<p>In total, 17 studies reported data on CVD or cardiovascular risk factors (<xref ref-type="bibr" rid="ref35">35</xref>, <xref ref-type="bibr" rid="ref42">42</xref>, <xref ref-type="bibr" rid="ref43">43</xref>, <xref ref-type="bibr" rid="ref45">45</xref>&#x2013;<xref ref-type="bibr" rid="ref47">47</xref>, <xref ref-type="bibr" rid="ref49">49</xref>, <xref ref-type="bibr" rid="ref50">50</xref>, <xref ref-type="bibr" rid="ref55">55</xref>, <xref ref-type="bibr" rid="ref58">58</xref>&#x2013;<xref ref-type="bibr" rid="ref60">60</xref>, <xref ref-type="bibr" rid="ref64">64</xref>, <xref ref-type="bibr" rid="ref67">67</xref>, <xref ref-type="bibr" rid="ref68">68</xref>, <xref ref-type="bibr" rid="ref72">72</xref>, <xref ref-type="bibr" rid="ref73">73</xref>) (<xref rid="SM1" ref-type="supplementary-material">Supplementary Table 3</xref>). These studies present some evidence that the presence of cardiovascular risk factors can influence AD progression, but there was little concordance across studies in terms of which particular risk factors are associated with more severe AD stages or with faster disease progression.</p>
<p><xref rid="fig3" ref-type="fig">Figure 3</xref> shows data from studies that reported the prevalence of various comorbidities by AD stage, as denoted by categories of CDR or CDR-SB scores (<xref ref-type="bibr" rid="ref50">50</xref>, <xref ref-type="bibr" rid="ref68">68</xref>, <xref ref-type="bibr" rid="ref72">72</xref>). The only clear difference between stages was in the study conducted by Ton et al. in which people with more severe AD dementia were relatively more likely to have experienced stroke; other conditions did not appear to be linked to AD stage (<xref ref-type="bibr" rid="ref68">68</xref>). Of the other studies that reported data on multiple comorbidities, Lee et al. found no link between individual vascular risk factors and CDR-SB progression, but found that having three or more vascular risk factors (coronary heart disease, cardiac arrhythmia, cerebrovascular accident, hypertension, diabetes mellitus, obesity, smoking, or physical inactivity) was linked to progression (<xref ref-type="bibr" rid="ref58">58</xref>). Mielke et al. found that baseline atrial fibrillation, high systolic blood pressure (as a categorical variable), angina, coronary artery bypass graft, diabetes, or receipt of antihypertensive medication, but not myocardial infarction or stroke, were linked to CDR-SB score progression (<xref ref-type="bibr" rid="ref59">59</xref>).</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption><p>Prevalence of comorbidities by AD stage in Ton et al. (<xref ref-type="bibr" rid="ref68">68</xref>) and Eldholm et al. (<xref ref-type="bibr" rid="ref50">50</xref>) <bold>(A)</bold> and Yang et al. (<xref ref-type="bibr" rid="ref72">72</xref>) <bold>(B)</bold>. <italic>p</italic> values across multiple categories represent tests of linear trends. Tests of statistical significance in Ton et al. (<xref ref-type="bibr" rid="ref68">68</xref>) also include a group with normal cognition (data not shown). AD, Alzheimer&#x2019;s disease; CDR, Clinical Dementia Rating; CDR-SB, Clinical Dementia Rating&#x2013;Sum of Boxes; TIA, transient ischemic attack.</p></caption>
<graphic xlink:href="fneur-14-1208802-g003.tif"/>
</fig>
</sec>
<sec id="sec17">
<label>3.4.3.</label>
<title>Other comorbidities of interest</title>
<p>Three publications reported cross-sectional data on AD severity and urinary incontinence. Na et al. conducted analyses adjusted for age and various AD severity and symptom scores, and found that urinary incontinence was significantly associated with CDR-SB score (odds ratio [OR], 1.56; 95% CI, 1.21&#x2013;2.01; <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05) among 464 people with AD dementia in South Korea (<xref ref-type="bibr" rid="ref61">61</xref>); similar results were reported in a previous abstract by the same authors (<xref ref-type="bibr" rid="ref63">63</xref>). Chang et al. found that scores on the Overactive Bladder Symptom Score questionnaire were not significantly associated with CDR or CDR-SB score in 43 people from Taiwan with AD dementia, but the individual symptom score of urge incontinence was highly correlated with CDR-SB score (<italic>r</italic>&#x2009;=&#x2009;0.314; <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05) (<xref ref-type="bibr" rid="ref40">40</xref>).</p>
<p>Only one study that assessed epilepsy was identified; Voglein et al. assessed US National Alzheimer&#x2019;s Coordinating Center data from 20,745 individuals, and found that those who experienced seizures had a higher mean CDR-SB score than those who did not (9.3 vs. 6.8; <italic>p</italic>&#x2009;&#x003C;&#x2009;0.0001) in a model adjusted for age and disease duration (<xref ref-type="bibr" rid="ref70">70</xref>).</p>
</sec>
</sec>
<sec id="sec18">
<label>3.5.</label>
<title>ADLs and dependence</title>
<p>Twelve studies assessed ADLs (<xref rid="tab3" ref-type="table">Table 3</xref>), and these data demonstrated, not surprisingly, that CDR and CDR-SB scores were reliably correlated with decline in ADLs and IADLs, irrespective of the ADL measurement instrument used in the study.</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption><p>Studies reporting ADL data.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Study and country</th>
<th align="left" valign="top">Population</th>
<th align="left" valign="top">AD severity/staging measure</th>
<th align="left" valign="top">ADL measure</th>
<th align="left" valign="top">Results</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" colspan="5">Studies with longitudinal data</td>
</tr>
<tr>
<td align="left" valign="top">Hotta et al. (<xref ref-type="bibr" rid="ref76">76</xref>)<break/>Japan</td>
<td align="left" valign="top">N&#x2009;=&#x2009;671 with AD dementia (stage NR)</td>
<td align="left" valign="top">CDR</td>
<td align="left" valign="top">PSMS<break/>IADL</td>
<td align="left" valign="top">&#x201C;Tendency to decrease gently was seen in ADLs according to decline of CDR score in AD&#x201D;<xref rid="tfn4" ref-type="table-fn"><sup>a</sup></xref></td>
</tr>
<tr>
<td align="left" valign="top">Hallikainen et al. (<xref ref-type="bibr" rid="ref53">53</xref>)<break/>Finland</td>
<td align="left" valign="top"><italic>N</italic> =&#x2009;115 with AD (CDR 0.5 or CDR 1.0)</td>
<td align="left" valign="top">CDR and CDR-SB</td>
<td align="left" valign="top">ADCS-ADL</td>
<td align="left" valign="top"><bold>Longitudinal progression of CDR-SB score and ADCS-ADL score</bold><break/>Correlation between CDR-SB score and ADCS-ADL score after 3&#x2009;years: &#x2212;0.817 (<italic>p</italic> &#x003C;&#x2009;0.001)<break/><bold>ADCS-ADL progression by baseline CDR score group</bold><break/>ADCS-ADL score, mean (SEM)<break/>Baseline<break/>CDR 0.5: 70.3 (0.6)<break/>CDR 1.0: 62.0 (1.1)<break/><italic>p</italic> &#x003C;&#x2009;0.001<break/>1&#x2009;year<break/>CDR 0.5: 66.1 (0.9)<break/>CDR 1.0: 55.3 (1.6)<break/><italic>p</italic> &#x003C;&#x2009;0.001<break/>2&#x2009;years<break/>CDR 0.5: 60.2 (1.4)<break/>CDR 1.0: 50.0 (1.9)<break/><italic>p</italic> &#x003C;&#x2009;0.001<break/>3&#x2009;years<break/>CDR 0.5: 54.0 (1.9)<break/>CDR 1.0: 40.6 (2.3)<break/><italic>p</italic> &#x003C;&#x2009;0.001</td>
</tr>
<tr>
<td align="left" valign="top">McDougall et al. (<xref ref-type="bibr" rid="ref77">77</xref>)<break/>Multinational</td>
<td align="left" valign="top"><italic>N</italic> =&#x2009;797 with AD (CDR 0.5 and MMSE &#x2265;24)<break/><italic>n</italic> =&#x2009;104 with follow-up data</td>
<td align="left" valign="top">CDR-SB</td>
<td align="left" valign="top">FAQ</td>
<td align="left" valign="top">Correlation coefficient between CDR-SB and FAQ<break/>Baseline: 0.6<break/>Change from baseline to week 104: 0.6</td>
</tr>
<tr>
<td align="left" valign="top">Tay et al. (<xref ref-type="bibr" rid="ref67">67</xref>)<break/>Singapore</td>
<td align="left" valign="top"><italic>N</italic> =&#x2009;96 (14 with MCI; 74 with AD dementia)<break/><italic>n</italic> =&#x2009;88 with follow-up</td>
<td align="left" valign="top">CDR-SB</td>
<td align="left" valign="top">IADL</td>
<td align="left" valign="top">IADL, mean (SD)<break/>Baseline<break/>Progressors<xref rid="tfn5" ref-type="table-fn"><sup>b</sup></xref>: 12.5 (3.4)<break/>Non-progressors: 15.6 (5.4)<break/><italic>p</italic> =&#x2009;0.008<break/>1&#x2009;year<break/>Progressors<xref rid="tfn5" ref-type="table-fn"><sup>b</sup></xref>: 9.1 (4.3)<break/>Non-progressors: 14.5 (5.5)<break/><italic>p</italic> =&#x2009;0.001<break/>Change over 1&#x2009;year&#x2019;s follow-up<break/>Progressors<xref rid="tfn5" ref-type="table-fn"><sup>b</sup></xref>: &#x2212;3.4 (4.3)<break/>Non-progressors: &#x2212;8.2 (1.1)<break/><italic>p</italic> =&#x2009;0.059</td>
</tr>
<tr>
<td align="left" valign="top">Eldholm et al. (<xref ref-type="bibr" rid="ref49">49</xref>)<break/>Norway</td>
<td align="left" valign="top"><italic>N</italic> =&#x2009;282 with CDR 0.5, 1.0, or 2.0 (very mild, mild, or moderate AD dementia)</td>
<td align="left" valign="top">CDR and CDR-SB</td>
<td align="left" valign="top">IADL</td>
<td align="left" valign="top"><bold>Longitudinal progression of CDR-SB score and IADL score</bold><break/>Correlation between change in IADL score and change in CDR-SB: &#x2212;0.614<break/><bold>Baseline IADL score, mean (SD), by subsequent CDR-SB progression</bold><break/>Intermediate or rapid progressors<xref rid="tfn6" ref-type="table-fn"><sup>c</sup></xref> (<italic>n</italic> =&#x2009;145): 0.76 (0.22)<break/>Slow progressors<xref rid="tfn7" ref-type="table-fn"><sup>d</sup></xref> (<italic>n</italic> =&#x2009;127): 0.82 (0.21)<break/><italic>p</italic> =&#x2009;0.030<break/><bold>IADL scores and score changes by CDR group at baseline</bold><break/>IADL score, mean (SD)<break/>CDR 0.5: 0.90 (0.15)<break/>CDR 1.0: 0.69 (0.20)<break/>CDR 2.0: 0.45 (0.22)<break/><italic>p</italic> &#x003C;&#x2009;0.001<break/>Change in IADL score over follow-up (mean: 24&#x2009;months), mean (SD)<break/>CDR 0.5: &#x2212;0.12 (0.14)<break/>CDR 1.0: &#x2212;0.14 (0.14)<break/>CDR 2.0: &#x2212;0.13 (0.15)<break/><italic>p</italic> =&#x2009;0.472</td>
</tr>
<tr>
<td align="left" valign="top">Park et al. (<xref ref-type="bibr" rid="ref21">21</xref>)<break/>USA</td>
<td align="left" valign="top"><italic>N</italic> =&#x2009;267 with mild AD dementia (MMSE &#x2265;20)</td>
<td align="left" valign="top">CDR-SB</td>
<td align="left" valign="top">PSMS<break/>IADL</td>
<td align="left" valign="top"><bold>CDR-SB scores, mean (SD), according to ADLs at baseline</bold><break/>Unimpaired ADLs (<italic>n</italic> =&#x2009;40)<break/>Baseline: 3.0 (1.2)<break/>1&#x2009;year follow-up: 4.2 (1.4)<break/>Annualized difference: 0.9 (0.95)<break/>Impaired ADLs<xref rid="tfn8" ref-type="table-fn"><sup>e</sup></xref> (<italic>n</italic> =&#x2009;227)<break/>Baseline: 5.1 (2.3)<break/>1&#x2009;year follow-up: 7.2 (3.6)<break/>Annualized difference: 1.7 (2.5)<break/><italic>p</italic> =&#x2009;0.11</td>
</tr>
<tr>
<td align="left" valign="top">Naurhashemi et al. (<xref ref-type="bibr" rid="ref62">62</xref>)<break/>France</td>
<td align="left" valign="top"><italic>N</italic> =&#x2009;682 with AD (CDR 0.5&#x2013;3.0)</td>
<td align="left" valign="top">CDR</td>
<td align="left" valign="top">ADL<break/>IADL</td>
<td align="left" valign="top"><bold>Rate of progression over follow-up, mean (SD), by CDR score at baseline</bold><break/>ADL score<break/>CDR 0.5: &#x2212;0.51 (0.98)<break/>CDR&#x2009;&#x2265;&#x2009;1.0: &#x2212;1.34 (1.47)<break/><italic>p</italic> &#x003C;&#x2009;0.0001<break/>IADL score<break/>CDR 0.5: &#x2212;1.30 (1.27)<break/>CDR&#x2009;&#x2265;&#x2009;1.0: &#x2212;1.18 (1.11)<break/><italic>p</italic> =&#x2009;0.4848<break/><bold>Baseline data</bold><break/>ADL score, mean (SD)<break/>CDR 0.5: 5.85 (0.4)<break/>CDR&#x2009;&#x2265;&#x2009;1.0: 5.22 (1.01)<break/><italic>p</italic> &#x003C;&#x2009;0.0001<break/>IADL score, mean (SD)<break/>CDR 0.5: 6.04 (1.67)<break/>CDR&#x2009;&#x2265;&#x2009;1.0: 3.40 (1.91)<break/><italic>p</italic> &#x003C;&#x2009;0.0001</td>
</tr>
<tr>
<td align="left" valign="top">Caroline et al. (<xref ref-type="bibr" rid="ref38">38</xref>)<break/>China</td>
<td align="left" valign="top"><italic>N</italic> =&#x2009;101 with mild/moderate AD dementia<break/><italic>n</italic> =&#x2009;94 with follow-up data</td>
<td align="left" valign="top">CDR-SB</td>
<td align="left" valign="top">IADL</td>
<td align="left" valign="top">In univariate analyses, IADL score at baseline was a significant predictor (<italic>p</italic> &#x003C;&#x2009;0.05) of fast progression<xref rid="tfn9" ref-type="table-fn"><sup>f</sup></xref> over 1&#x2009;year&#x2019;s follow-up</td>
</tr>
<tr>
<td align="left" valign="top" colspan="5">Studies with cross-sectional data only</td>
</tr>
<tr>
<td align="left" valign="top">Ton et al. (<xref ref-type="bibr" rid="ref68">68</xref>)<break/>USA</td>
<td align="left" valign="top"><italic>n</italic> =&#x2009;121 with amnestic MCI<break/><italic>n</italic> =&#x2009;174 with AD dementia</td>
<td align="left" valign="top">CDR-SB</td>
<td align="left" valign="top">ADL<break/>IADL</td>
<td align="left" valign="top">Difficulties with any ADL, %<break/>Amnestic MCI (CDR-SB 0.5&#x2013;4.0): 29<break/>Mild AD dementia (CDR-SB 4.5&#x2013;9.0<xref rid="tfn10" ref-type="table-fn"><sup>g</sup></xref>): 36<break/>Moderate AD dementia (CDR-SB 9.5&#x2013;15.5): 73<break/>Severe AD dementia (CDR-SB&#x2009;&#x2265;&#x2009;16.0): 94<break/><italic>p</italic> &#x003C;&#x2009;0.01 (also includes group with normal cognition)<break/>Difficulties with any IADL, %<break/>Amnestic MCI (CDR-SB 0.5&#x2013;4.0): 11<break/>Mild AD dementia (CDR-SB 4.5&#x2013;9.0): 57<break/>Moderate AD dementia (CDR-SB 9.5&#x2013;15.5): 78<break/>Severe AD dementia (CDR-SB&#x2009;&#x2265;&#x2009;16.0): 100<break/><italic>p</italic> &#x003C;&#x2009;0.01 (also includes group with normal cognition)</td>
</tr>
<tr>
<td align="left" valign="top">Royall et al. (<xref ref-type="bibr" rid="ref65">65</xref>)<break/>USA</td>
<td align="left" valign="top"><italic>N</italic> =&#x2009;70 with MCI or AD dementia (CDR 0.5, <italic>n</italic> =&#x2009;47; CDR 1.0, <italic>n</italic> =&#x2009;23)</td>
<td align="left" valign="top">CDR-SB</td>
<td align="left" valign="top">IADL</td>
<td align="left" valign="top">The coefficient d, a latent construct of IADL, was a predictor of CDR-SB score (<italic>r</italic> =&#x2009;&#x2212;0.91; <italic>p</italic> &#x2264;&#x2009;0.001)</td>
</tr>
<tr>
<td align="left" valign="top">Dubbelman et al. (<xref ref-type="bibr" rid="ref75">75</xref>)<break/>Multinational</td>
<td align="left" valign="top"><italic>N</italic> =&#x2009;799 with AD dementia</td>
<td align="left" valign="top">CDR</td>
<td align="left" valign="top">A-IADL-Q</td>
<td align="left" valign="top">A-IADL-Q scores were moderately correlated with CDR-SB<xref rid="tfn11" ref-type="table-fn"><sup>h</sup></xref> scores (<italic>r</italic> =&#x2009;&#x2212;0.55; 95% CI, &#x2212;0.60 to &#x2212;0.49)</td>
</tr>
<tr>
<td align="left" valign="top">Na et al. (<xref ref-type="bibr" rid="ref78">78</xref>)<break/>South Korea</td>
<td align="left" valign="top"><italic>N</italic> =&#x2009;464 with mild, moderate, or severe AD dementia</td>
<td align="left" valign="top">CDR and CDR-SB</td>
<td align="left" valign="top">FAST</td>
<td align="left" valign="top">Pearson correlation coefficients<break/>FAST and CDR<break/>Total sample: 0.83<break/>Mild-to-moderate: 0.76<break/>Severe: 0.70<break/><italic>p</italic> &#x003C;&#x2009;0.001<break/>FAST and CDR-SB<break/>Total sample: 0.86<break/>Mild-to-moderate: 0.83<break/>Severe: 0.74<break/><italic>p</italic> &#x003C;&#x2009;0.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>AD, Alzheimer&#x2019;s disease; ADCS-ADL, Alzheimer&#x2019;s Disease Cooperative Study&#x2013;Activities of Daily Living scale; ADL, activities of daily living; A-IADL-Q, Amsterdam Instrumental Activities of Daily Living Questionnaire; CDR, Clinical Dementia Rating; CDR-SB, Clinical Dementia Rating&#x2013;Sum of Boxes; FAQ, Functional Activities Questionnaire; FAST, Functional Assessment Staging Tool; IADL, instrumental activities of daily living; MCI, mild cognitive impairment; MMSE, Mini Mental State Examination; PSMS, Physical Self-Maintenance Scale; SD, standard deviation; SEM, standard error of the mean.</p>
<fn id="tfn4"><label>a</label><p>This is the exact wording used in the congress abstract; no supporting data are provided.</p></fn>
<fn id="tfn5"><label>b</label><p>Disease progression was defined as an increase&#x2009;&#x2265;&#x2009;2 points from baseline on CDR-SB score.</p></fn>
<fn id="tfn6"><label>c</label><p>Intermediate or rapid progression was defined as&#x2009;&#x003E;&#x2009;1 change in CDR-SB score per year over follow-up.</p></fn>
<fn id="tfn7"><label>d</label><p>Slow progression was defined as&#x2009;&#x003C;&#x2009;1 change in CDR-SB score per year over follow-up.</p></fn>
<fn id="tfn8"><label>e</label><p>Impaired ADLs was defined as a total score on the PSMS&#x2009;&#x003E;&#x2009;6 and a total score on the IADL Scale&#x2009;&#x003E;&#x2009;9.</p></fn>
<fn id="tfn9"><label>f</label><p>Fast progression was defined as a decline of CDR-SB score of&#x2009;&#x2265;&#x2009;2 points.</p></fn>
<fn id="tfn10"><label>g</label><p>Mild dementia is defined instead as CDR-SB 3.0&#x2013;9.0 in figure legends in the publication; we have assumed that this is an error, because this overlaps with the CDR-SB score range for amnestic MCI (0.5&#x2013;4.0).</p></fn>
<fn id="tfn11"><label>h</label><p>The score is separately referred to as CDR-SB and CDR in different places in the study publication (congress abstract).</p></fn>
</table-wrap-foot>
</table-wrap>
<p>Five studies assessed AD progression and ADLs longitudinally. Hotta et al. found that the ability to perform ADLs, assessed using the Physical Self-Maintenance Scale (PSMS) and the IADL Scale, decreased with increasing CDR score over time (<xref ref-type="bibr" rid="ref76">76</xref>). Eldholm et al. (<xref ref-type="bibr" rid="ref49">49</xref>), Hallikainen et al. (<xref ref-type="bibr" rid="ref53">53</xref>), and McDougall et al. (<xref ref-type="bibr" rid="ref77">77</xref>) found correlations between changes in CDR-SB scores and decline in ADLs as measured using the IADL Scale, the Alzheimer&#x2019;s Disease Cooperative Study (ADCS)-ADL scale, and the Functional Activities Questionnaire (FAQ), respectively. Tay et al. found that IADL scores were significantly worse at both baseline and follow-up for people who progressed by 2 CDR-SB points or more from baseline over 1&#x2009;year than for those who did not progress, although no significant differences were detected in terms of the extent of IADL score change (<xref ref-type="bibr" rid="ref67">67</xref>).</p>
<p>Four studies used cross-sectional data. Royall et al. (<xref ref-type="bibr" rid="ref65">65</xref>), Dubbelman et al. (<xref ref-type="bibr" rid="ref75">75</xref>), and Ton et al. (<xref ref-type="bibr" rid="ref68">68</xref>) found that IADL scores were correlated with CDR or CDR-SB scores; the latter study also found that ADL scores were correlated with CDR-SB scores. Na et al. found that both CDR and CDR-SB scores were correlated with Functional Assessment Staging Tool (FAST) stage (<xref ref-type="bibr" rid="ref78">78</xref>).</p>
<p>Five studies assessed correlations at baseline and subsequent progression. Hallikainen et al. found that patients with a CDR score of 0.5 at baseline maintained better ADCS-ADL scores each year over 3&#x2009;years of follow-up than those with a baseline CDR score of 1.0 (<xref ref-type="bibr" rid="ref53">53</xref>). Naurhashemi et al. found that individuals with AD who had a CDR score of 1.0 or greater at baseline experienced significantly greater ADL decrements over the following 2&#x2009;years than those with a baseline score of CDR 0.5; however, there was no significant difference between the groups in terms of changes in the ability to perform IADLs (<xref ref-type="bibr" rid="ref62">62</xref>). Similarly, Eldholm et al. found no significant differences between annual IADL score changes in patients with baseline CDR scores of 0.5, 1.0, or 2.0, which correspond to MCI due to AD, mild AD dementia, and moderate AD dementia, respectively (<xref ref-type="bibr" rid="ref49">49</xref>). Caroline et al. found that baseline IADLs were a predictor of fast CDR-SB score progression (<xref ref-type="bibr" rid="ref38">38</xref>), but Park et al. classified patients as having impaired or unimpaired ADLs at baseline using the PSMS and IADL Scale, and found no difference between groups in terms of CDR-SB score decline over the following year (<xref ref-type="bibr" rid="ref21">21</xref>).</p>
<p>Two studies reported a correlation between scores on the Dependence Scale and CDR-SB scores, using cross-sectional data. Cohen et al. found that a 1-point change in CDR-SB score corresponded to a change of 0.68 points on the Dependence Scale in a multinational cohort with MCI or mild-to-moderate AD dementia (<xref ref-type="bibr" rid="ref79">79</xref>), whereas Jones et al. found a Dependence Scale score increase of 0.47 for a 1-point increase in CDR-SB score in a UK population with AD dementia (<xref ref-type="bibr" rid="ref80">80</xref>). For context, total score ranges are broadly similar for the CDR-SB and the Dependence Scale (0&#x2013;18 and 0&#x2013;15, respectively; <xref rid="tab2" ref-type="table">Table 2</xref>).</p>
</sec>
<sec id="sec19">
<label>3.6.</label>
<title>Nursing home placement</title>
<p>Five studies examined associations between the risk of nursing home placement and CDR-SB or CDR scores (<xref ref-type="bibr" rid="ref68">68</xref>, <xref ref-type="bibr" rid="ref81">81</xref>&#x2013;<xref ref-type="bibr" rid="ref84">84</xref>). AD severity, denoted using CDR or CDR-SB scores, was linked to nursing home placement in studies reporting cross-sectional and short-term longitudinal data.</p>
<p>Park et al. assessed the risk of nursing home placement over approximately 3&#x2009;years&#x2019; follow-up in people recently diagnosed with AD in South Korea (<italic>n</italic>&#x2009;=&#x2009;2,470 with baseline data; <italic>n</italic>&#x2009;=&#x2009;816 with follow-up data) (<xref ref-type="bibr" rid="ref83">83</xref>). According to the results of Cox proportional hazards models to identify predictors of nursing home placement, baseline CDR-SB score was not a significant predictor (hazard ratio [HR], 1.04; 95% CI, 0.99&#x2013;1.09; <italic>p&#x2009;=</italic> 0.05), but annual CDR-SB score change was a predictor (HR, 1.15; 95% CI, 1.06&#x2013;1.23; <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01) (<xref ref-type="bibr" rid="ref21">21</xref>). Knopman et al. analyzed data from the multinational ADCS trial of tocopherol and selegiline, comparing people with AD dementia who moved to a nursing home (<italic>n</italic>&#x2009;=&#x2009;114) with those who did not (<italic>n</italic>&#x2009;=&#x2009;227) (<xref ref-type="bibr" rid="ref81">81</xref>). While baseline CDR-SB scores were not linked to nursing home placement, there was a significant link between reaching CDR 3.0 over 2&#x2009;years&#x2019; follow-up, versus not reaching CDR 3.0, and nursing home placement (OR adjusted for baseline Mini Mental State Examination [MMSE] and total Behavior Rating Scale for Dementia scores, 7.0; 95% CI, 3.99&#x2013;12.37; HR adjusted for baseline MMSE, 4.8; <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001) (<xref ref-type="bibr" rid="ref81">81</xref>). Ota et al. analyzed data from 633 people with MCI (etiology not specified) or AD dementia in Japan (<xref ref-type="bibr" rid="ref82">82</xref>). Baseline CDR score was linked to the risk of nursing home placement during follow-up, although the duration of follow-up was not stated. Relative to a CDR score of 0.5, HRs were 1.40 (95% CI, 0.78&#x2013;2.53; <italic>p</italic>&#x2009;=&#x2009;0.269) for CDR 1.0, 2.82 (1.52&#x2013;5.22; <italic>p</italic>&#x2009;=&#x2009;0.001) for CDR 2.0, and 6.13 (2.47&#x2013;15.24; <italic>p</italic>&#x2009;&#x003C;&#x2009;0.000) for CDR 3.0 (<xref ref-type="bibr" rid="ref82">82</xref>). However, Rountree et al. followed 500 people with AD dementia (country not reported) for 20&#x2009;years, and found that change in CDR-SB score was not related to the time to nursing home placement (<xref ref-type="bibr" rid="ref84">84</xref>).</p>
<p>One study included only cross-sectional data. Ton et al. analyzed secondary data from 121 people with amnestic MCI and 174 with mild, moderate, or severe AD in the US Ageing, Demographics and Memory Study (ADAMS), with normal cognition as the reference group. Higher baseline disease severity, as determined via CDR-SB score category, was associated with use of nursing homes during the preceding 2&#x2009;years (OR from linear trend tests across all five cognitive states, 2.28; 95% CI, 1.64&#x2013;3.17; <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001) (<xref ref-type="bibr" rid="ref68">68</xref>).</p>
</sec>
<sec id="sec20">
<label>3.7.</label>
<title>Costs and healthcare resource use</title>
<p>Six studies reported data on costs and/or healthcare resource use (<xref ref-type="bibr" rid="ref68">68</xref>, <xref ref-type="bibr" rid="ref85">85</xref>&#x2013;<xref ref-type="bibr" rid="ref89">89</xref>) (<xref rid="SM1" ref-type="supplementary-material">Supplementary Table 4</xref>). These data clearly demonstrated a strong relationship between the increasing requirement for formal and informal care with AD progression as assessed by CDR/CDR-SB scores. Direct medical costs also increased in the later stages of AD and were linked to the cost of residential care.</p>
<p>Two analyses used data from the Alzheimer&#x2019;s disease Follow-Up Study (ALSOVA) study in Finland. Ruokostenpohja et al. assessed the likelihood of receiving the Finnish care partner&#x2019; allowance (<xref ref-type="bibr" rid="ref89">89</xref>), which is a fee paid to family care partners providing care at home to a person with reduced functional capacity, illness, or disability. The allowance is not an automatic entitlement, and the value varies according to region (<xref ref-type="bibr" rid="ref91">91</xref>). CDR-SB score was significantly associated with the likelihood of receiving the care partners&#x2019; allowance (<xref ref-type="bibr" rid="ref89">89</xref>). Declining ADCS-ADL score was also a significant predictor of receiving the care partners&#x2019; allowance, but increasing NPI score was not a predictor (<xref ref-type="bibr" rid="ref89">89</xref>). Jetsonen et al. found that people in higher baseline CDR-SB score categories incurred significantly higher annual costs for both formal and informal care during 5&#x2009;years&#x2019; of follow-up, relative to those with lower CDR-SB scores (<xref ref-type="bibr" rid="ref88">88</xref>).</p>
<p>In the analysis of data from the US ADAMS study reported by Ton et al. individuals in higher CDR-SB score categories had a relatively higher chance of using home care, as well as higher direct medical costs and lower household income (<xref ref-type="bibr" rid="ref68">68</xref>). In an analysis of baseline multinational RCT data by Gustavsson et al., CDR-SB score was correlated with the following cost categories: total informal care (value of lost productivity for care partners younger than 65&#x2009;years, and value of lost leisure time for those 65&#x2009;years or older, not including time spent on supervision), patient accommodation, and community services (<xref ref-type="bibr" rid="ref86">86</xref>). In this study, declining ADCS-ADL score was also correlated with these cost categories, and increasing total NPI score was correlated with use of informal care and community services. ADLs were identified as the largest cost driver in the analyses, with a 1-point decrease in ADCS-ADL score translating into a 3.6% increase in total costs of care (<xref ref-type="bibr" rid="ref86">86</xref>).</p>
<p>Two studies reported cross-sectional data by CDR score. Darba et al. found that direct medical care costs increased with CDR score in a Spanish population, particularly at CDR 3.0. There were also notable increases in informal care costs (contributed by time spent on ADLs, IADLs and supervision) at CDR 2.0 and 3.0, compared with earlier stages. Social care costs and indirect costs arising from lost productivity of the care partner were highest at CDR 0.5, and lowest at CDR 1.0 (<xref rid="fig4" ref-type="fig">Figures 4A</xref>,<xref rid="fig4" ref-type="fig">B</xref>) (<xref ref-type="bibr" rid="ref85">85</xref>). Ikeda et al. conducted a targeted literature review in Japan, finding that higher public long-term care costs and total medical costs (excluding AD medications) were linked to higher CDR scores (<xref rid="fig4" ref-type="fig">Figure 4C</xref>) (<xref ref-type="bibr" rid="ref87">87</xref>).</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption><p>Economic costs associated with CDR score categories in Darba et al. (<xref ref-type="bibr" rid="ref85">85</xref>) <bold>(A,B)</bold> and Ikeda et al. (<xref ref-type="bibr" rid="ref87">87</xref>) <bold>(C)</bold>. Statistical significance in Darba et al. (<xref ref-type="bibr" rid="ref85">85</xref>). Direct medical costs: <italic>p</italic>&#x2009;=&#x2009;0.02 (CDR 1.0 and CDR 3.0). Social care costs <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001 (CDR 1.0 and CDR 2.0; CDR 1.0 and CDR 3.0). Indirect costs: <italic>p</italic>&#x2009;=&#x2009;0.9. Informal care costs and total care costs: <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001 (CDR 0.5 and CDR 2.0, CDR 0.5 and CDR 3.0, CDR 1.0 and CDR 2.0, CDR 1.0 and CDR 3.0, and CDR 2.0 and CDR 3.0). Sample sizes in Ikeda et al. (<xref ref-type="bibr" rid="ref87">87</xref>) refer to estimated patient numbers for the whole of Japan. Statistical significance was not tested. Estimated per-person costs are also included in the study publication but are not presented here because an estimate for total per-person healthcare costs for CDR 0.5 was not available. ADD, Alzheimer&#x2019;s disease dementia; CDR, Clinical Dementia Rating; JPY, Japanese Yen.</p></caption>
<graphic xlink:href="fneur-14-1208802-g004.tif"/>
</fig>
<p>Data on resource use were mixed. Gustavsson et al. found no significant association between CDR-SB score and hospitalization (<xref ref-type="bibr" rid="ref86">86</xref>); however Ton et al. reported that increasing CDR-SB score was associated with a higher likelihood of hospitalization but a decreasing chance of outpatient visits (<xref ref-type="bibr" rid="ref68">68</xref>). There was a linear but less pronounced relationship between increasing CDR-SB score and visits to a doctor and the same was true of drug utilization (<xref ref-type="bibr" rid="ref68">68</xref>).</p>
</sec>
<sec id="sec21">
<label>3.8.</label>
<title>Summary of outcomes by CDR score</title>
<p><xref rid="fig2" ref-type="fig">Figures 2</xref>&#x2013;<xref rid="fig4" ref-type="fig">4</xref> and <xref rid="tab4" ref-type="table">Table 4</xref> summarize the 12 studies that reported outcomes by CDR score category (<xref ref-type="bibr" rid="ref37">37</xref>, <xref ref-type="bibr" rid="ref41">41</xref>, <xref ref-type="bibr" rid="ref49">49</xref>, <xref ref-type="bibr" rid="ref53">53</xref>, <xref ref-type="bibr" rid="ref54">54</xref>, <xref ref-type="bibr" rid="ref57">57</xref>, <xref ref-type="bibr" rid="ref62">62</xref>, <xref ref-type="bibr" rid="ref65">65</xref>, <xref ref-type="bibr" rid="ref72">72</xref>, <xref ref-type="bibr" rid="ref82">82</xref>, <xref ref-type="bibr" rid="ref85">85</xref>, <xref ref-type="bibr" rid="ref87">87</xref>). These studies suggest that NPI score increases with progression from MCI due to AD to mild AD dementia (CDR 0.5 to CDR 1.0) (<xref ref-type="bibr" rid="ref53">53</xref>, <xref ref-type="bibr" rid="ref54">54</xref>). Both the number of NPS and the frequency of specific NPS increased across CDR score categories (<xref ref-type="bibr" rid="ref37">37</xref>, <xref ref-type="bibr" rid="ref41">41</xref>, <xref ref-type="bibr" rid="ref57">57</xref>, <xref ref-type="bibr" rid="ref62">62</xref>, <xref ref-type="bibr" rid="ref65">65</xref>, <xref ref-type="bibr" rid="ref72">72</xref>). Caputo et al. found that hallucinations, and apathy were significantly more common at CDR 2.0 and CDR 3.0 than at CDR 1.0, and disinhibition and aberrant motor behavior were significantly more common at CDR 3.0 than at CDR 1.0 (<xref ref-type="bibr" rid="ref37">37</xref>). Most CVD comorbidities had no clear relationship with CDR score, but people with a score of CDR 2.0 were slightly more likely to have experienced previous hypertension or heart disease than those at CDR 0.5 or CDR 1.0 (<xref ref-type="bibr" rid="ref50">50</xref>). A steady decline in ADL scores was observed across CDR score categories, including between CDR 0.5 and CDR 1.0 (<xref ref-type="bibr" rid="ref49">49</xref>, <xref ref-type="bibr" rid="ref53">53</xref>, <xref ref-type="bibr" rid="ref62">62</xref>). The likelihood of nursing home placement increased across CDR score categories (<xref ref-type="bibr" rid="ref82">82</xref>). Accordingly, both Darba et al. (<xref ref-type="bibr" rid="ref85">85</xref>) and Ikeda et al. (<xref ref-type="bibr" rid="ref87">87</xref>) found that care costs increased with CDR score, with the largest increases being seen at CDR 3.0. However, there was no clear linear relationship between CDR score and healthcare costs in these studies. Darba et al. found that direct medical costs were higher at CDR 0.5 than at CDR 1.0, and increased again at CDR 2.0 and CDR 3.0, and in Ikeda et al. total healthcare costs did not increase notably until CDR 3.0.</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption><p>Outcomes by CDR score.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Study and country</th>
<th align="left" valign="top" rowspan="2">Population</th>
<th align="left" valign="top" rowspan="2">Outcome/measure</th>
<th align="center" valign="top" colspan="4">Baseline CDR score<xref rid="tfn12" ref-type="table-fn"><sup>a</sup></xref></th>
<th align="left" valign="top" rowspan="2"><italic>p</italic> value</th>
</tr>
<tr>
<th align="center" valign="top">0.5</th>
<th align="center" valign="top">1.0</th>
<th align="center" valign="top">2.0</th>
<th align="center" valign="top">3.0</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" colspan="8">NPI score</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="4">Hallikainen et al. (<xref ref-type="bibr" rid="ref53">53</xref>)<break/>Finland</td>
<td align="left" valign="top" rowspan="4"><italic>N</italic> =&#x2009;115 with AD</td>
<td align="left" valign="top" rowspan="4">NPI score, mean (SEM)</td>
<td align="left" valign="top">Baseline: 6.1 (0.9)</td>
<td align="left" valign="top">Baseline: 10.2 (1.2)</td>
<td align="left" valign="top" rowspan="4">NR</td>
<td align="left" valign="top" rowspan="4">NR</td>
<td align="left" valign="top"><italic>p&#x2009;=</italic> 0.005</td>
</tr>
<tr>
<td align="left" valign="top">1&#x2009;year: 7.7 (1.1)</td>
<td align="left" valign="top">1&#x2009;year: 10.6 (1.4)</td>
<td align="left" valign="top"><italic>p</italic> =&#x2009;0.057</td>
</tr>
<tr>
<td align="left" valign="top">2&#x2009;years: 9.7 (1.2)</td>
<td align="left" valign="top">2&#x2009;years: 14.4 (1.7)</td>
<td align="left" valign="top"><italic>p</italic> =&#x2009;0.044</td>
</tr>
<tr>
<td align="left" valign="top">3&#x2009;years: 11.6 (1.6)</td>
<td align="left" valign="top">3&#x2009;years: 16.6 (1.7)</td>
<td align="left" valign="top"><italic>p</italic> =&#x2009;0.006</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="6">Hallikainen et al. (<xref ref-type="bibr" rid="ref54">54</xref>)<break/>Finland</td>
<td align="left" valign="top" rowspan="6"><italic>N</italic> =&#x2009;236 with AD</td>
<td align="left" valign="top" rowspan="6">NPI score, mean (SD)</td>
<td align="left" valign="top">Baseline: 7.7 (8.3)</td>
<td align="left" valign="top">Baseline: 10.3 (11.0)</td>
<td align="left" valign="top" rowspan="6">NR</td>
<td align="left" valign="top" rowspan="6">NR</td>
<td align="left" valign="top" rowspan="6">NR</td>
</tr>
<tr>
<td align="left" valign="top">1&#x2009;year: 9.6 (10.0)</td>
<td align="left" valign="top">1&#x2009;year: 14.0 (13.8)</td>
</tr>
<tr>
<td align="left" valign="top">2&#x2009;years: 11.3 (11.4)</td>
<td align="left" valign="top">2&#x2009;years: 17.2 (14.4)</td>
</tr>
<tr>
<td align="left" valign="top">3&#x2009;years: 12.2 (13.2)</td>
<td align="left" valign="top">3&#x2009;years: 18.7 (13.1)</td>
</tr>
<tr>
<td align="left" valign="top">4&#x2009;years: 13.4 (12.4)</td>
<td align="left" valign="top">4&#x2009;years: 23.0 (17.8)</td>
</tr>
<tr>
<td align="left" valign="top">5&#x2009;years: 13.3 (11.9)</td>
<td align="left" valign="top">5&#x2009;years: 22.5 (16.5)</td>
</tr>
<tr>
<td align="left" valign="top">Naurhashemi et al. (<xref ref-type="bibr" rid="ref62">62</xref>)<break/>France</td>
<td align="left" valign="top"><italic>N</italic> =&#x2009;682 with AD</td>
<td align="left" valign="top">NPI score, mean (SD)</td>
<td align="left" valign="top">Baseline: 11.2 (12.9)</td>
<td align="center" valign="top" colspan="3">Baseline: 11.5 (16.0)</td>
<td align="left" valign="top"><italic>p</italic> &#x003C;&#x2009;0.0001</td>
</tr>
<tr>
<td align="left" valign="top" colspan="8">Number of NPS</td>
</tr>
<tr>
<td align="left" valign="top">Charernboon et al. (<xref ref-type="bibr" rid="ref41">41</xref>)<break/>(Thailand)</td>
<td align="left" valign="top"><italic>N</italic> =&#x2009;62 with AD dementia</td>
<td align="left" valign="top">Number of NPS, mean (SD)</td>
<td align="left" valign="top">NR</td>
<td align="left" valign="top">4.3 (1.9)</td>
<td align="left" valign="top">6.4 (2.2)</td>
<td align="left" valign="top">7.3 (2.8)</td>
<td align="left" valign="top"><italic>p</italic> &#x003C;&#x2009;0.001</td>
</tr>
<tr>
<td align="left" valign="top" colspan="8">Specific NPS</td>
</tr>
<tr>
<td align="left" valign="top">Naurhashemi et al. (<xref ref-type="bibr" rid="ref62">62</xref>)<break/>France</td>
<td align="left" valign="top"><italic>N</italic> =&#x2009;682 with AD</td>
<td align="left" valign="top">Frequency of NPS, %</td>
<td align="left" valign="top">See <xref rid="fig2" ref-type="fig">Figure 2</xref></td>
<td align="left" valign="top" colspan="3">See <xref rid="fig2" ref-type="fig">Figure 2</xref>; NPS frequency was generally higher for CDR&#x2009;&#x2265;&#x2009;1.0 than for CDR 0.5</td>
<td align="left" valign="top">See <xref rid="fig2" ref-type="fig">Figure 2</xref></td>
</tr>
<tr>
<td align="left" valign="top">Kabeshita et al. (<xref ref-type="bibr" rid="ref57">57</xref>)<break/>Japan</td>
<td align="left" valign="top"><italic>N</italic> =&#x2009;684 with AD</td>
<td align="left" valign="top">Frequency of NPS, %</td>
<td align="left" valign="top" colspan="4">See <xref rid="fig2" ref-type="fig">Figure 2</xref>; patterns varied by specific NPS</td>
<td align="left" valign="top">NR</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Caputo et al. (<xref ref-type="bibr" rid="ref37">37</xref>)<break/>Italy</td>
<td align="left" valign="top" rowspan="2"><italic>N</italic> =&#x2009;690 with AD dementia</td>
<td align="left" valign="top">Frequency of NPS, %</td>
<td align="left" valign="top" rowspan="2">NR</td>
<td align="left" valign="top" colspan="4">See <xref rid="fig2" ref-type="fig">Figure 2</xref>; patterns varied by specific NPS</td>
</tr>
<tr>
<td align="left" valign="top">Association between clinically relevant NPS (frequency &#x00D7; severity &#x2265;4) vs. CDR 1.0, OR (95% CI)</td>
<td align="left" valign="top">Ref.</td>
<td align="left" valign="top">Hallucinations: 3.0 (1.3&#x2013;7.3)<break/>Depression: 1.5 (1.1&#x2013;2.2)<break/>Apathy: 1.8 (1.2&#x2013;2.6)</td>
<td align="left" valign="top">Delusions: 1.9 (1.1&#x2013;3.3)<break/>Hallucinations: 4.8 (1.9&#x2013;12.1)<break/>Apathy: 1.7 (1.1&#x2013;2.7)<break/>Disinhibition: 3.4 (1.5&#x2013;7.8)<break/>Aberrant motor behavior: 3.5 (2.1&#x2013;5.9)</td>
<td align="left" valign="top">NA</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">Royall et al. (<xref ref-type="bibr" rid="ref65">65</xref>)<break/>USA</td>
<td align="left" valign="top" rowspan="3"><italic>N</italic> =&#x2009;70 with MCI due to AD or AD dementia</td>
<td align="left" valign="top">GDS score (subject-rated), mean (SD)</td>
<td align="left" valign="top">1.9 (1.6)</td>
<td align="left" valign="top">1.7 (1.4)</td>
<td align="left" valign="top" rowspan="3">NR</td>
<td align="left" valign="top" rowspan="3">NR</td>
<td align="left" valign="top" rowspan="3">NR</td>
</tr>
<tr>
<td align="left" valign="top">GDS score (care partner-rated), mean (SD)</td>
<td align="left" valign="top">3.2 (2.8)</td>
<td align="left" valign="top">4.0 (3.3)</td>
</tr>
<tr>
<td align="left" valign="top">Self-reported history of depression, %</td>
<td align="left" valign="top">29.8</td>
<td align="left" valign="top">34.8</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Yang et al. (<xref ref-type="bibr" rid="ref72">72</xref>)<break/>USA</td>
<td align="left" valign="top"><italic>n</italic> =&#x2009;203 with AD</td>
<td align="left" valign="top" rowspan="2">Frequency of depression at baseline, <italic>n</italic> (%)</td>
<td align="left" valign="top">48 (37.5)</td>
<td align="left" valign="top">70 (44.9)</td>
<td align="left" valign="top" rowspan="2">NR</td>
<td align="left" valign="top" rowspan="2">NR</td>
<td align="left" valign="top" rowspan="2">NR</td>
</tr>
<tr>
<td align="left" valign="top"><italic>n</italic> =&#x2009;158 with AD and arteriolosclerosis</td>
<td align="left" valign="top">28 (26.2)</td>
<td align="left" valign="top">36 (30.0)</td>
</tr>
<tr>
<td align="left" valign="top" colspan="8">CVD and cardiovascular risk factors</td>
</tr>
<tr>
<td align="left" valign="top">Eldholm et al. (<xref ref-type="bibr" rid="ref49">49</xref>)<break/>Norway</td>
<td align="left" valign="top"><italic>N</italic> =&#x2009;282 with very mild, mild, or moderate AD dementia</td>
<td align="left" valign="top">Frequency of comorbidities at baseline, %</td>
<td align="left" valign="top" colspan="3">See <xref rid="fig3" ref-type="fig">Figure 3</xref>; patterns varied by specific comorbidity</td>
<td align="left" valign="top">NR</td>
<td align="left" valign="top">See <xref rid="fig3" ref-type="fig">Figure 3</xref></td>
</tr>
<tr>
<td align="left" valign="top">Yang et al. (<xref ref-type="bibr" rid="ref72">72</xref>)<break/>USA</td>
<td align="left" valign="top"><italic>n</italic> =&#x2009;203 with AD<break/><italic>n</italic> =&#x2009;158 with AD and arteriolosclerosis</td>
<td align="left" valign="top">Frequency of comorbidities at baseline, %</td>
<td align="left" valign="top" colspan="2">See <xref rid="fig3" ref-type="fig">Figure 3</xref>; no clear patterns observed</td>
<td align="left" valign="top">NR</td>
<td align="left" valign="top">NR</td>
<td align="left" valign="top">NR</td>
</tr>
<tr>
<td align="left" valign="top" colspan="8">ADLs</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Naurhashemi et al. (<xref ref-type="bibr" rid="ref62">62</xref>)<break/>France</td>
<td align="left" valign="top" rowspan="2"><italic>N&#x2009;=</italic> 682 with AD</td>
<td align="left" valign="top">ADL score, mean (SD)</td>
<td align="left" valign="top">5.85 (0.4)</td>
<td align="left" valign="top" colspan="3">5.22 (1.01)</td>
<td align="left" valign="top"><italic>p</italic> &#x003C;&#x2009;0.0001</td>
</tr>
<tr>
<td align="left" valign="top">IADL score, mean (SD)</td>
<td align="left" valign="top">6.04 (1.67)</td>
<td align="left" valign="top" colspan="3">3.40 (1.91)</td>
<td align="left" valign="top"><italic>p</italic> &#x003C;&#x2009;0.0001</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="4">Hallikainen et al. (<xref ref-type="bibr" rid="ref53">53</xref>)<break/>Finland</td>
<td align="left" valign="top" rowspan="4"><italic>N</italic> =&#x2009;115 with AD</td>
<td align="left" valign="top" rowspan="4">ADCS-ADL score, mean (SEM)</td>
<td align="left" valign="top">Baseline: 70.3 (0.6)</td>
<td align="left" valign="top">Baseline: 62.0 (1.1)</td>
<td align="left" valign="top" rowspan="4">NR</td>
<td align="left" valign="top" rowspan="4">NR</td>
<td align="left" valign="top"><italic>p</italic> &#x003C;&#x2009;0.001</td>
</tr>
<tr>
<td align="left" valign="top">1&#x2009;year: 66.1 (0.9)</td>
<td align="left" valign="top">1&#x2009;year: 55.3 (1.6)</td>
<td align="left" valign="top"><italic>p</italic> &#x003C;&#x2009;0.001</td>
</tr>
<tr>
<td align="left" valign="top">2&#x2009;years: 60.2 (1.4)</td>
<td align="left" valign="top">2&#x2009;years: 50.0 (1.9)</td>
<td align="left" valign="top"><italic>p</italic> &#x003C;&#x2009;0.001</td>
</tr>
<tr>
<td align="left" valign="top">3&#x2009;years: 54.0 (1.9)</td>
<td align="left" valign="top">3&#x2009;years: 40.6 (2.3)</td>
<td align="left" valign="top"><italic>p</italic> &#x003C;&#x2009;0.001</td>
</tr>
<tr>
<td align="left" valign="top">Eldholm et al. (<xref ref-type="bibr" rid="ref49">49</xref>)<break/>Norway</td>
<td align="left" valign="top"><italic>N</italic> =&#x2009;282 with very mild, mild, or moderate AD dementia</td>
<td align="left" valign="top">IADL score, mean (SD)</td>
<td align="left" valign="top">0.90 (0.15)</td>
<td align="left" valign="top">0.69 (0.20)</td>
<td align="left" valign="top">0.45 (0.22)</td>
<td align="left" valign="top">NR</td>
<td align="left" valign="top"><italic>p</italic> &#x003C;&#x2009;0.001</td>
</tr>
<tr>
<td align="left" valign="top" colspan="8">Nursing home placement</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Ota et al. (<xref ref-type="bibr" rid="ref82">82</xref>)<break/>Japan</td>
<td align="left" valign="top" rowspan="2"><italic>N</italic> =&#x2009;633 with MCI or AD dementia</td>
<td align="left" valign="top">Individuals who had experienced nursing home placement by the end of follow-up, <italic>n</italic> (%)</td>
<td align="left" valign="top">107 (64.1)</td>
<td align="left" valign="top">181 (68.8)</td>
<td align="left" valign="top">155 (85.6)</td>
<td align="left" valign="top">22 (100)</td>
<td align="left" valign="top">NR</td>
</tr>
<tr>
<td align="left" valign="top">Cox HR (95% CI) for risk of placement, relative to CDR 0.5 in multivariate analysis</td>
<td align="left" valign="top">Ref.</td>
<td align="left" valign="top">1.40 (0.78&#x2013;2.53)</td>
<td align="left" valign="top">2.82 (1.52&#x2013;5.22)</td>
<td align="left" valign="top">6.13 (2.47&#x2013;15.24)</td>
<td align="left" valign="top">CDR 1.0: <italic>p</italic> =&#x2009;0.269<break/>CDR 2.0: <italic>p</italic> =&#x2009;0.001<break/>CDR 3.0: <italic>p</italic> &#x003C;&#x2009;0.000</td>
</tr>
<tr>
<td align="left" valign="top" colspan="8">Economic outcomes</td>
</tr>
<tr>
<td align="left" valign="top">Darba et al. (<xref ref-type="bibr" rid="ref85">85</xref>)<break/>Spain</td>
<td align="left" valign="top"><italic>N</italic> =&#x2009;343 with AD</td>
<td align="left" valign="top">Direct medical, social care, indirect (lost productivity of care partner), and care costs</td>
<td align="left" valign="top" colspan="4">See <xref rid="fig4" ref-type="fig">Figure 4</xref>; direct medical costs and care costs increased with CDR score; patterns were more complex for other costs</td>
<td align="left" valign="top">NR</td>
</tr>
<tr>
<td align="left" valign="top">Ikeda et al. (<xref ref-type="bibr" rid="ref87">87</xref>)<break/>Japan</td>
<td align="left" valign="top"><italic>N</italic> =&#x2009;3.6 million with AD (estimated population with AD in Japan)</td>
<td align="left" valign="top">Total healthcare costs and total public long-term care costs</td>
<td align="left" valign="top" colspan="4">See <xref rid="fig4" ref-type="fig">Figure 4</xref>; both types of costs increased with CDR score</td>
<td align="left" valign="top">NR</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>AD, Alzheimer&#x2019;s disease; ADCS-ADL, Alzheimer&#x2019;s Disease Cooperative Study&#x2013;Activities of Daily Living scale; ADLs, activities of daily living; CDR, Clinical Dementia Rating; CI, confidence interval; CVD, cardiovascular disease; GDS, Global Deterioration Scale; HR, hazard ratio; IADL, instrumental activities of daily living; MCI, mild cognitive impairment; NA, not applicable; NPI, Neuropsychiatric Inventory; NPS, neuropsychiatric symptom(s); NR, not reported; Ref., reference; SD, standard deviation; SEM, standard error of the mean.</p>
<fn id="tfn12"><label>a</label><p>CDR score categories indicate score at baseline, except where other time points are indicated.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec sec-type="discussions" id="sec22">
<label>4.</label>
<title>Discussion</title>
<p>In this comprehensive SLR, we included a broad range of outcomes. We found strong evidence for a link between CDR or CDR-SB scores and NPS, although there was variation across the studies in terms of the specific symptoms linked to AD severity or progression. The relationships between AD progression and CVD were highly inconsistent across studies: although there was some evidence for an association between individual cardiovascular conditions, such as stroke, or risk factors such as diabetes, and CDR or CDR-SB scores, other studies found no such links. There were strong correlations between CDR-SB or CDR scores and a wide range of different ADL measures, indicating that the functional measures included in the CDR scale align closely with ability to perform ADLs. This may also be explained by close overlap between the categories included in the CDR scale and the functional categories in many ADL scales. Multiple studies found that both NPS and ADLs worsen even in the early stages of AD, with decline apparent from CDR 0.5 (MCI due to AD) and CDR 1.0 (mild AD dementia).</p>
<p>Nursing home placement was linked to AD severity and progression, although not all studies found significant correlations, and the study with the longest time horizon found no association between CDR-SB score change and time to placement (<xref ref-type="bibr" rid="ref84">84</xref>). The use of nursing homes is likely to be particularly dependent on multiple factors that differ across studies and may be difficult to control for, such as the involvement of care partners (<xref ref-type="bibr" rid="ref92">92</xref>), cultural, ethnic or socioeconomic disparities (<xref ref-type="bibr" rid="ref93">93</xref>, <xref ref-type="bibr" rid="ref94">94</xref>), and the nature and extent of formal care available (<xref ref-type="bibr" rid="ref95">95</xref>). Therefore, likelihood and timing of placement may differ between countries and geographical regions. However, economic data from Europe, Asia, and the USA indicated that higher CDR-SB or CDR scores are linked to increased requirements for both formal and informal care in all regions, with a stepwise progression of costs across AD stages and a large increase observed at CDR 3.0. Increasing AD severity was also linked to reductions in household income in one study (<xref ref-type="bibr" rid="ref68">68</xref>), highlighting the broader impact of AD on affected individuals and their care partners. Declining ability to perform ADLs was identified as a driver of care requirements in two studies (<xref ref-type="bibr" rid="ref86">86</xref>, <xref ref-type="bibr" rid="ref89">89</xref>). The first of these two studies found that increasing NPI scores can drive care costs, although less so than declining ADCS-ADL scores (<xref ref-type="bibr" rid="ref86">86</xref>), but the second study found that NPI score did not predict receipt of a care partners&#x2019; allowance (<xref ref-type="bibr" rid="ref89">89</xref>). A relationship between NPI score and the requirement for care is well recognized, and higher NPI scores have been linked to increases in unpaid care, long-term care, prescription medication use, and physician visits (<xref ref-type="bibr" rid="ref96">96</xref>). However, the impacts of specific NPS on care requirements and costs differ: an analysis using data from the Cache County Dementia Progression Study found that aggression, psychotic symptoms (delusions and hallucinations), and affective symptoms (depression, anxiety, and irritability) had greater impacts on informal care costs than apathy, sleep disturbances, or appetite disturbances (<xref ref-type="bibr" rid="ref97">97</xref>).</p>
<p>Direct medical costs typically increased with increasing CDR-SB or CDR score in the studies identified in this SLR, but this was most apparent at later stages of AD dementia. This can be contrasted with the results of a recent analysis of US data, in which the costs of unpaid care increased steadily with AD stage, but direct medical costs, which were assumed to be identical for people receiving care at home and those receiving care in an institution, were similar for all stages of AD (<xref ref-type="bibr" rid="ref98">98</xref>).</p>
<p>With the exception of some comorbidities, the SLR identified a number of relevant studies for each outcome of interest. There was also good geographical coverage and representation of Asia, Europe, and North America in the studies identified, although other regions, notably South America, Africa, and the Middle East, were not well represented in the data. Some countries were over-represented within particular regions, such as wealthier Asian countries (South Korea and Japan), and Nordic countries with ongoing cohort studies that have generated multiple publications, such as ALSOVA in Finland and the Progression of AD and Resource use (PADR) study in Norway. Disparities among study populations and designs, particularly in terms of demographic factors, AD dementia stage and/or adjustment for these factors, mean that the collation of data should be carried out with caution. For example, studies focused only on patients with a care partner will not be representative of patients with AD living in different circumstances, and the subsets of studies in this SLR that included only patients with MCI due to AD or mild AD dementia may not detect associations between CDR-SB/CDR progression and outcomes that occur predominantly at more severe stages, such as nursing home placement. Economic and healthcare resource utilization data should be interpreted in the context of the healthcare system in each relevant country. As the majority of studies did not confirm AD diagnosis via the assessment of biomarkers, it is highly likely that some patients did not have AD, which may have introduced bias into the findings.</p>
<p>The design of the SLR required that there must be an indication in the title or abstract that relevant outcomes are reported alongside CDR-SB or CDR score. Therefore, it is likely that some excluded publications reported relevant data as baseline characteristics, which were not identified. Comorbidity search terms in the SLR were not exhaustive, and there are additional outcomes that may be relevant to AD, such as cancer, weight loss, and use of antidementia or psychotropic medications, that were not included as search terms. Our searches primarily identified studies that used formal NPS and ADL scales, and more qualitative assessments of factors that are important to patients and care partners, such as the US What Matters Most survey, which highlighted memory and communication problems as key issues (<xref ref-type="bibr" rid="ref99">99</xref>), were not included in the review.</p>
<p>In conclusion, NPS, ADLs, and costs of care are clearly linked to AD severity and progression, as measured using CDR or CDR-SB scores, beginning at the earliest stages of AD. Although data are available on the links between cardiovascular comorbidities and AD progression, the results of published studies are not consistent, and further investigation is warranted. Future studies on nursing home placement, healthcare costs and resource use, and the relationships between these outcomes, ADLs and NPI, ideally using biomarkers to confirm AD diagnosis, would be highly valuable to indicate how the effects of AD on patients, care partners, and healthcare systems might be mitigated. Further assessments of correlations between rating scales commonly used in AD and dementia should be conducted, to determine what degree of change is clinically meaningful in different populations. Our findings indicate that CDR and CDR-SB scores correlate with multiple patient-and care partner-relevant measures and are a reliable proxy measure for the burden of AD.</p>
</sec>
<sec id="sec23">
<title>Author contributions</title>
<p>All authors contributed to design of the systematic literature review and data interpretation. CF conducted the systematic literature review. All authors contributed to review and revision of the manuscript, and approved it for publication.</p>
</sec>
<sec sec-type="funding-information" id="sec24">
<title>Funding</title>
<p>This systematic literature review was funded by Novo Nordisk A/S. Medical writing support was provided by Oxford PharmaGenesis, Oxford, UK with funding from Novo Nordisk A/S.</p>
</sec>
<sec sec-type="COI-statement" id="sec25">
<title>Conflict of interest</title>
<p>KL has acted as an advisor/consultant for BioXcel Therapeutics, Bright Minds Biosciences, Cerevel Therapeutics, Eisai, GW Pharmaceuticals, IGCPharma, Kondor Pharma, Lundbeck, Merck, Novo Nordisk A/S, Praxis Precision Medicines, and Sumitomo Pharma. JH-P, AC, and LT are employed by Novo Nordisk A/S, which funded the systematic literature review. They contributed to design of the systematic literature review, data interpretation, review and revision of the manuscript, and approval for publication. CE and CF are employed by Oxford PharmaGenesis, which received funding for conducting the systematic literature review. JC has provided consultation to Acadia, Alkahest, AlphaCognition, AriBio, Biogen, Cassava, Cortexyme, Diadem, EIP Pharma, Eisai, GemVax, Genentech, Green Valley, Grifols, Janssen, Karuna, Lilly, LSP, Merck, NervGen, Novo Nordisk A/S, Oligomerix, Ono, Otsuka, PRODEO, Prothena, ReMYND, Resverlogix, Roche, Signant Health, Suven, and United Neuroscience pharmaceutical, assessment, and investment companies. He is supported by US National Institute of General Medical Sciences (NIGMS) grant P20GM109025; National Institute of Neurological Disorders and Stroke (NINDS) grant U01NS093334; National Institute on Aging (NIA) grants R01AG053798, P20AG068053, P30AG072959, and R35AG71476; the Alzheimer&#x2019;s Disease Drug Discovery Foundation (ADDF); the Ted and Maria Quirk Endowment; and the Joy Chambers-Grundy Endowment.</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>
</body>
<back>
<sec sec-type="supplementary-material" id="sec16a">
<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/fneur.2023.1208802/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fneur.2023.1208802/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"/>
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