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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Aging Neurosci.</journal-id>
<journal-title>Frontiers in Aging Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Aging Neurosci.</abbrev-journal-title>
<issn pub-type="epub">1663-4365</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnagi.2025.1633309</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neuroscience</subject>
<subj-group>
<subject>Mini Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Seeking the neural basis of neuropsychiatric symptoms in dementia: neuroimaging findings and controversies</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Sone</surname> <given-names>Daichi</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/444698/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Shinagawa</surname> <given-names>Shunichiro</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/604733/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
</contrib-group>
<aff><institution>Department of Psychiatry, Jikei University School of Medicine</institution>, <addr-line>Tokyo</addr-line>, <country>Japan</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Quelen Iane Garlet, Federal University of Paran&#x00E1;, Brazil</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Rwei-Ling Yu, National Cheng Kung University, Taiwan</p></fn>
<corresp id="c001">&#x002A;Correspondence: Daichi Sone, <email>d-sone@jikei.ac.jp</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>12</day>
<month>08</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>17</volume>
<elocation-id>1633309</elocation-id>
<history>
<date date-type="received">
<day>22</day>
<month>05</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>31</day>
<month>07</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Sone and Shinagawa.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Sone and Shinagawa</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>
<p>The biological basis of neuropsychiatric symptoms (NPS) in individuals who have dementia is poorly understood, despite the significant burden on patients, caregivers, and communities. Recent neuroimaging advances have provided reliable and less-invasive methods to investigate human brains <italic>in vivo</italic>. However, compared to the significant progress that has been made in the fields of diagnostic values and cognitive symptoms in dementia, the neuroimaging findings of NPS are less consistent, particularly in terms of the affected brain regions. This discrepancy may be due to differences in neuroimaging modalities or analytical methods, the fact that NPS can change over time, and/or the subjective nature of NPS assessments. In this narrative review, we summarize the extant literature on neuroimaging findings of NPS in dementia. We also discuss both the controversies and potential solutions to overcome the current problems.</p>
</abstract>
<kwd-group>
<kwd>neuropsychiatric symptoms</kwd>
<kwd>behavioral psychological symptoms in dementia</kwd>
<kwd>dementia</kwd>
<kwd>neuroimaging</kwd>
<kwd>magnetic resonance imaging</kwd>
<kwd>positron emission tomography</kwd>
</kwd-group>
<contract-num rid="cn001">JP21K15720</contract-num>
<contract-num rid="cn001">JP24K10690</contract-num>
<contract-num rid="cn002">JP21dk0207056</contract-num>
<contract-sponsor id="cn001">Japan Society for the Promotion of Science<named-content content-type="fundref-id">https://doi.org/10.13039/501100001691</named-content></contract-sponsor>
<contract-sponsor id="cn002">Japan Agency for Medical Research and Development<named-content content-type="fundref-id">https://doi.org/10.13039/100009619</named-content></contract-sponsor>
<counts>
<fig-count count="0"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="74"/>
<page-count count="8"/>
<word-count count="6940"/>
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<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Neurocognitive Aging and Behavior</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>1 Introduction</title>
<p>The prevalence of dementia worldwide among individuals aged &#x2265;65 years is &#x003E;10%, and an even greater percentage of people are expected to develop dementia in the coming decades (<xref ref-type="bibr" rid="B1">Alzheimer&#x2019;s Association, 2024</xref>). It is now established that dementia is no longer just a disease of cognitive dysfunction. Neuropsychiatric symptoms (NPS) in dementia, also known as behavioral psychological symptoms in dementia (BPSD), refers to a heterogeneous group of non-cognitive symptoms and behaviors that are observed in people with dementia (<xref ref-type="bibr" rid="B7">Cerejeira et al., 2012</xref>), and NPS can be develop from the mild cognitive impairment (MCI) stage (<xref ref-type="bibr" rid="B13">David et al., 2016</xref>). Approximately 90% of individuals with Alzheimer&#x2019;s disease (AD) experience one or more NPS at some point over the course of their disease (<xref ref-type="bibr" rid="B54">Radue et al., 2019</xref>). &#x201C;Neuropsychiatric symptoms&#x201D; is also included in the diagnostic criteria used for other types of dementia, e.g., visual hallucination in dementia with Lewy bodies (DLB) and behavioral disinhibition in behavioral variant frontotemporal dementia (bvFTD).</p>
<p>The social and economic burdens of dementia are expected to increase markedly over the next few decades (<xref ref-type="bibr" rid="B18">GBD 2019 Dementia Forecasting Collaborators, 2022</xref>), and thus NPS is also important in terms of social issues. In fact, NPS is a significant factor in (i) the high burdens and burnout of the individuals who are caregivers for people with dementia, (ii) nursing home placements, and (iii) the greater risks of morbidity and mortality (<xref ref-type="bibr" rid="B65">Tampi and Jeste, 2022</xref>). Despite the negative impacts of NPS on society, the neurobiological underpinnings of NPS have not been sufficiently elucidated, and this may hinder the development of effective treatments or interventions. Neuroimaging has been utilized to diagnose and monitor various neurological disorders and to uncover the biological mechanisms that underlie brain diseases. However, neuroimaging findings of NPS are less consistent compared to significant progress in the study of cognitive symptoms in dementia. In this narrative review, we summarize the literature concerning the neuroimaging findings of NPS in dementia, and we discuss both the current controversies and potential solutions to overcome the remaining problems. Our search strategy for literature included &#x201C;neuropsychiatric symptoms in dementia&#x201D;, &#x201C;behavioral psychological symptoms in dementia&#x201D;, and &#x201C;neuroimaging&#x201D; in PubMed, but strict systematic criteria in line with the PRISMA guideline were not adopted because of the narrative style of our review.</p>
</sec>
<sec id="S2">
<title>2 Measurement of NPS</title>
<p>Several scales for NPS assessment were developed after the first application of the Behavioral Pathology in Alzheimer&#x2019;s Disease Rating Scale (BEHAVE-AD) in the late 1980s (<xref ref-type="bibr" rid="B57">Reisberg et al., 1987</xref>). The Neuropsychiatric Inventory (NPI) is widely used; its initial version included 10 items (<xref ref-type="bibr" rid="B12">Cummings et al., 1994</xref>), and two items have been added (<xref ref-type="bibr" rid="B11">Cummings, 1997</xref>). The 12-item version of the NPI consists of the following items for evaluation: delusions, hallucinations, agitation, depression, anxiety, euphoria, apathy, disinhibition, irritability, aberrant motor behavior, night-time behavior disturbances, and appetite and eating abnormalities. Many other scales are also available, including the Behavioral Syndromes Scale for Dementia (BSSD) (<xref ref-type="bibr" rid="B14">Devanand et al., 1992</xref>) and the Consortium to Establish a Registry for Alzheimer&#x2019;s Disease (CERAD)&#x2019;s Behavior Rating Scale for Dementia (BRSD) (<xref ref-type="bibr" rid="B14">Devanand et al., 1992</xref>). There are also several scales for specific symptoms, e.g., the Geriatric Depression Scale (GDS) (<xref ref-type="bibr" rid="B71">Yesavage et al., 1982</xref>) for depressive symptoms, the Apathy Evaluation Scale (AES) (<xref ref-type="bibr" rid="B38">Marin et al., 1991</xref>) for apathy symptoms, and the Aggressive Behavior Scale (ABS) (<xref ref-type="bibr" rid="B51">Perlman and Hirdes, 2008</xref>) for aggressive symptoms. A systematic review published in 2014 suggested that none of these single measures is superior to the others (<xref ref-type="bibr" rid="B20">Gitlin et al., 2014</xref>).</p>
<p>These assessment scales enable a quantitative evaluation of NPS, and this has made it possible to determine correlations between NPS and neuroimaging findings, thus greatly advancing neuroimaging research. Quantitative assessments of NPS depend largely on the measurement methodology, as is the case for many other psychiatric disorders and symptoms. Although NPS scales are useful for clinical and research purposes, scales can also be a significant limitation in investigations of the neurobiological mechanisms underlying NPS. At this time, researchers can only investigate what can be measured by scales, and scales are inevitably influenced by the subjectivity of the evaluators. Another consideration in the measurement of NPS is its multidimensional structure and socio-cultural context. It is suggested that even within a single NPS domain, there are various dimensional factors (<xref ref-type="bibr" rid="B72">Yi et al., 2024</xref>). To enhance diagnostic precision and better align observed symptoms with their underlying neural correlates, it is also important to consider the influence of the socio-cultural context on NPS, as with various other psychiatric disorders (<xref ref-type="bibr" rid="B72">Yi et al., 2024</xref>; <xref ref-type="bibr" rid="B52">Poon et al., 2025</xref>).</p>
</sec>
<sec id="S3">
<title>3 Subdomains of NPS</title>
<p>The issues of how NPS should be classified and whether NPS should be considered an individual syndrome or syndromes are also relevant to investigations of the neural mechanisms of and treatments for NPS. The rational classification of NPS symptoms is important for the practical use of treatment algorithms in clinical practice. For example, the European Alzheimer&#x2019;s Disease Consortium (EADC) recommended classifying NPS into several distinct groups that reflect the prevalence, time course, biological associations, and psychosocial factors (<xref ref-type="bibr" rid="B58">Robert et al., 2005</xref>).</p>
<p>As certain neuropsychiatric symptoms tend to co-occur with others, many studies have employed clustering or grouping strategies, such as a principal component analysis. A systematic review made available in 2022 applied a meta-analytic method for this purpose and observed a factor structure with a good model fit for the NPI-10 (<xref ref-type="bibr" rid="B22">Hiu et al., 2022</xref>). Generally, delusions and hallucinations, anxiety and depression, euphoria and disinhibition, and agitation and irritability tend to be incorporated into the same category, whereas apathy can be placed in a depression category or considered an independent item (<xref ref-type="bibr" rid="B22">Hiu et al., 2022</xref>). Whether such a research strategy using grouping factors is truly appropriate in terms of validity remains to be established.</p>
</sec>
<sec id="S4">
<title>4 Neuroimaging findings of NPS</title>
<p>Another systematic review summarized 118 studies on neuroimaging correlates of NPS in 2016 (<xref ref-type="bibr" rid="B5">Boublay et al., 2016</xref>) and suggested that delusions and apathy and depression symptoms were particularly associated with brain alterations in individuals with AD. The review&#x2019;s authors also indicated that the brain regions that are most relevant for NPS are mainly in the frontal lobes, particularly the anterior cingulate gyrus (ACG), although temporal, parietal, insula, and subcortical structures are also involved (<xref ref-type="bibr" rid="B5">Boublay et al., 2016</xref>). Following this review, many more studies made continuous efforts to clarify the brain regions associated with NPS, using newer methodologies and/or multi-center approaches. <xref ref-type="table" rid="T1">Table 1</xref> summarizes the neuroimaging research concerning the neurobiological aspects of NPS (47 studies) published since 2016.</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Neuroimaging research regarding the neurobiological aspects of neuropsychiatric symptoms (NPS) published since 2016.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Year</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">First author</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Subjects</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Imaging modalities</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Main finding(s)</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">2016</td>
<td valign="top" align="left">Bensamoun</td>
<td valign="top" align="left">119 AD, 308 MCI, 230 CN (ADNI)</td>
<td valign="top" align="left">Amyloid PET (18F-florbetapir PET)</td>
<td valign="top" align="left">Anxiety and irritability were associated with greater amyloid deposition</td>
</tr>
<tr>
<td valign="top" align="left">2016</td>
<td valign="top" align="left">Makovac</td>
<td valign="top" align="left">58 AD</td>
<td valign="top" align="left">T1WI, DTI</td>
<td valign="top" align="left">Specific patterns of brain atrophy and disconnection in association with each NPS in AD</td>
</tr>
<tr>
<td valign="top" align="left">2017</td>
<td valign="top" align="left">Huey</td>
<td valign="top" align="left">57 AD (ADNI)</td>
<td valign="top" align="left">T1WI</td>
<td valign="top" align="left">Apathy showed the most robust associations in the PFC, PCG, and STS</td>
</tr>
<tr>
<td valign="top" align="left">2017</td>
<td valign="top" align="left">Kazui</td>
<td valign="top" align="left">98 aMCI</td>
<td valign="top" align="left">T1WI, perfusion SPECT</td>
<td valign="top" align="left">Apathy was associated with right caudate atrophy and hypoperfusion in the cortices</td>
</tr>
<tr>
<td valign="top" align="left">2017</td>
<td valign="top" align="left">Ng</td>
<td valign="top" align="left">33 preAD, 60 AR-AD, 22 CN (ADNI)</td>
<td valign="top" align="left">18F-FDG PET</td>
<td valign="top" align="left">Greater NPS predicted subsequent hypometabolism in the PCG in preclinical AD</td>
</tr>
<tr>
<td valign="top" align="left">2017</td>
<td valign="top" align="left">Poulin</td>
<td valign="top" align="left">181 AD</td>
<td valign="top" align="left">T1WI</td>
<td valign="top" align="left">Dorsolateral prefrontal atrophy was present in persistent NPS but not in fluctuating NPS</td>
</tr>
<tr>
<td valign="top" align="left">2017</td>
<td valign="top" align="left">Tu</td>
<td valign="top" align="left">32 AD, 24 SIVD</td>
<td valign="top" align="left">DTI</td>
<td valign="top" align="left">WM integrity showed associations with multi-domains of NPS in the CC, as well as domain-specific associations in other tracts</td>
</tr>
<tr>
<td valign="top" align="left">2018</td>
<td valign="top" align="left">Ogama</td>
<td valign="top" align="left">217 AD, 39 aMCI</td>
<td valign="top" align="left">T1WI</td>
<td valign="top" align="left">Periventricular WMH in the frontal lobe was associated with verbal aggressiveness</td>
</tr>
<tr>
<td valign="top" align="left">2018</td>
<td valign="top" align="left">Sellami</td>
<td valign="top" align="left">167 genetic FTD (GENFI)</td>
<td valign="top" align="left">T1WI</td>
<td valign="top" align="left">Different neuroanatomical correlates of NPS across major forms of genetic FTD</td>
</tr>
<tr>
<td valign="top" align="left">2019</td>
<td valign="top" align="left">Garcia-Alberca</td>
<td valign="top" align="left">46 AD</td>
<td valign="top" align="left">T1WI</td>
<td valign="top" align="left">Medial temporal atrophy was associated with apathy and disinhibition</td>
</tr>
<tr>
<td valign="top" align="left">2020</td>
<td valign="top" align="left">Boublay</td>
<td valign="top" align="left">53 AD, 40 CN</td>
<td valign="top" align="left">T1WI</td>
<td valign="top" align="left">Frontal lobe volume was the most powerful predictor of the progression of the NPI score</td>
</tr>
<tr>
<td valign="top" align="left">2020</td>
<td valign="top" align="left">Chang</td>
<td valign="top" align="left">159AD</td>
<td valign="top" align="left">rs-fMRI</td>
<td valign="top" align="left">Functional connectivity parameters were associated with affective or psychotic symptoms</td>
</tr>
<tr>
<td valign="top" align="left">2020</td>
<td valign="top" align="left">Kanemoto</td>
<td valign="top" align="left">22 DLB</td>
<td valign="top" align="left">18F-FDG PET</td>
<td valign="top" align="left">Sleep disturbance was associated with hypometabolism around the thalamus</td>
</tr>
<tr>
<td valign="top" align="left">2020</td>
<td valign="top" align="left">Misquitta</td>
<td valign="top" align="left">121 AD, 315 MCI, 225 CN (ADNI)</td>
<td valign="top" align="left">T1WI, T2WI, FLAIR</td>
<td valign="top" align="left">WMH and GM atrophy both contributed to NPS subdomains</td>
</tr>
<tr>
<td valign="top" align="left">2020</td>
<td valign="top" align="left">Serra</td>
<td valign="top" align="left">101 AD, 56 aMCI, 35 CN</td>
<td valign="top" align="left">rs-fMRI</td>
<td valign="top" align="left">Patients with NPS showed functional connectivity changes that were not seen in the patients without NPS or CN</td>
</tr>
<tr>
<td valign="top" align="left">2020</td>
<td valign="top" align="left">Tumati</td>
<td valign="top" align="left">26 AD, 61 MCI, 18 CN</td>
<td valign="top" align="left">rs-fMRI</td>
<td valign="top" align="left">Global or local network alterations were observed in patients with the apathy symptom</td>
</tr>
<tr>
<td valign="top" align="left">2021</td>
<td valign="top" align="left">Anor</td>
<td valign="top" align="left">138 AD, 114 MCI (NACC)</td>
<td valign="top" align="left">T1WI, FLAIR</td>
<td valign="top" align="left">WMH predicts increases in delusions, hallucinations, agitation, depression, and irritability</td>
</tr>
<tr>
<td valign="top" align="left">2021</td>
<td valign="top" align="left">Jaramillo-Jimenez</td>
<td valign="top" align="left">55 AD, 34 DLB</td>
<td valign="top" align="left">T1WI</td>
<td valign="top" align="left">Larger amygdala volume predicts lower agitation/aggression but higher depression</td>
</tr>
<tr>
<td valign="top" align="left">2021</td>
<td valign="top" align="left">Matuskova</td>
<td valign="top" align="left">79 MCI, 37 SCI</td>
<td valign="top" align="left">T1WI</td>
<td valign="top" align="left">Reduced entorhinal cortex was associated with behavioral impairment</td>
</tr>
<tr>
<td valign="top" align="left">2021</td>
<td valign="top" align="left">Mohamed Nour</td>
<td valign="top" align="left">105 AD (ADNI)</td>
<td valign="top" align="left">T1WI</td>
<td valign="top" align="left">GM in the left insula and hippocampus was associated with depression, anxiety, and apathy</td>
</tr>
<tr>
<td valign="top" align="left">2021</td>
<td valign="top" align="left">Nowrangi</td>
<td valign="top" align="left">72 MCI/dementia</td>
<td valign="top" align="left">T1WI</td>
<td valign="top" align="left">ACC was the region most commonly associated with agitation and delusions</td>
</tr>
<tr>
<td valign="top" align="left">2021</td>
<td valign="top" align="left">Siafarikas</td>
<td valign="top" align="left">133 AD, 102 MCI</td>
<td valign="top" align="left">T1WI</td>
<td valign="top" align="left">Associations between NPS and mainly frontotemporal brain structures</td>
</tr>
<tr>
<td valign="top" align="left">2021</td>
<td valign="top" align="left">Tissot</td>
<td valign="top" align="left">26 AD, 52 MCI, 143 CN (TRIAD)</td>
<td valign="top" align="left">tau PET (18F-MK6240 PET)</td>
<td valign="top" align="left">Correlations between NPS and tau deposition</td>
</tr>
<tr>
<td valign="top" align="left">2022</td>
<td valign="top" align="left">Ge</td>
<td valign="top" align="left">151 MCI (ADNI)</td>
<td valign="top" align="left">tau PET (18F-AV-1451 PET)</td>
<td valign="top" align="left">Association between tau deposition and dyscognition was observed only in the subjects with MCI with behavior symptom(s)</td>
</tr>
<tr>
<td valign="top" align="left">2023</td>
<td valign="top" align="left">Cannizzaro</td>
<td valign="top" align="left">175 AD, 367 MCI, 223 CN (ADNI)</td>
<td valign="top" align="left">T1WI</td>
<td valign="top" align="left">Affective and vegetative NPS were associated with prefrontal and temporal areas</td>
</tr>
<tr>
<td valign="top" align="left">2023</td>
<td valign="top" align="left">Fan</td>
<td valign="top" align="left">80 AD</td>
<td valign="top" align="left">T1WI, FLAIR</td>
<td valign="top" align="left">Total or occipital WMH was associated with delusions</td>
</tr>
<tr>
<td valign="top" align="left">2023</td>
<td valign="top" align="left">Jiang</td>
<td valign="top" align="left">153 AD</td>
<td valign="top" align="left">T1WI, ASL</td>
<td valign="top" align="left">Hyperperfusion in the right ATN was associated with NPS</td>
</tr>
<tr>
<td valign="top" align="left">2023</td>
<td valign="top" align="left">Nakase</td>
<td valign="top" align="left">102 AD, 54 aMCI</td>
<td valign="top" align="left">T1WI, perfusion SPECT</td>
<td valign="top" align="left">Hyperactivity may be affected by the functional relationship between GM and WM lesions</td>
</tr>
<tr>
<td valign="top" align="left">2023</td>
<td valign="top" align="left">Ozzoude</td>
<td valign="top" align="left">126 AD/MCI, 40 ALS, 52 FTD, 140 PD, 155 CVD</td>
<td valign="top" align="left">T1WI, proton density, T2WI, FLAIR</td>
<td valign="top" align="left">WMH and reduced CT may contribute to NPS</td>
</tr>
<tr>
<td valign="top" align="left">2024</td>
<td valign="top" align="left">El Haffaf</td>
<td valign="top" align="left">216 AD, 564 MCI, 660 CN (ADNI)</td>
<td valign="top" align="left">T1WI</td>
<td valign="top" align="left">Different correlation patterns were observed between hyperactive NPS and brain regions across AD, MCI, and CN</td>
</tr>
<tr>
<td valign="top" align="left">2024</td>
<td valign="top" align="left">Guan</td>
<td valign="top" align="left">345 MCI, 912 CN (NACC)</td>
<td valign="top" align="left">T1WI</td>
<td valign="top" align="left">MBI was associated with broader brain atrophy and more rapid cognitive decline</td>
</tr>
<tr>
<td valign="top" align="left">2024</td>
<td valign="top" align="left">Kameyama</td>
<td valign="top" align="left">121 AD (J-BIRD)</td>
<td valign="top" align="left">T1WI</td>
<td valign="top" align="left">Aggressive behavior was associated with frontal lobe asymmetry</td>
</tr>
<tr>
<td valign="top" align="left">2024</td>
<td valign="top" align="left">Kashibayashi</td>
<td valign="top" align="left">180 AD, 77 aMCI (J-BIRD)</td>
<td valign="top" align="left">Perfusion SPECT</td>
<td valign="top" align="left">Brain hypoperfusion was associated with care refusal in the right hippocampus and with violence in the right temporal pole</td>
</tr>
<tr>
<td valign="top" align="left">2024</td>
<td valign="top" align="left">Kim</td>
<td valign="top" align="left">66 PD-D, 291 PD-MCI, 123 PD-SCI</td>
<td valign="top" align="left">T2WI, 18F-FP-CIT PET</td>
<td valign="top" align="left">Enlarged periventricular spaces in the temporal lobe were associated with greater NPS in the patients with PD</td>
</tr>
<tr>
<td valign="top" align="left">2024</td>
<td valign="top" align="left">Liampas</td>
<td valign="top" align="left">3,165 MCI, 4,051 CN (NACC)</td>
<td valign="top" align="left">T1WI</td>
<td valign="top" align="left">Frontotemporal atrophy was associated with elation, aberrant motor behavior, appetite disorders, apathy, and disinhibition in MCI but not in CN</td>
</tr>
<tr>
<td valign="top" align="left">2024</td>
<td valign="top" align="left">Marin-Marin</td>
<td valign="top" align="left">81 aMCI</td>
<td valign="top" align="left">T1WI</td>
<td valign="top" align="left">Lower volumes of the left temporal pole were observed in depression, and lower volumes of right middle occipital gyrus were observed in agitation</td>
</tr>
<tr>
<td valign="top" align="left">2024</td>
<td valign="top" align="left">Pajavand</td>
<td valign="top" align="left">61 MCI, 35 CN</td>
<td valign="top" align="left">T1WI, DTI</td>
<td valign="top" align="left">WM connectivity loss around the limbic system was associated with NPS</td>
</tr>
<tr>
<td valign="top" align="left">2024</td>
<td valign="top" align="left">Rashidi-Ranjbar</td>
<td valign="top" align="left">74 MCI, 143 CVD, 137 PD (ONDRI)</td>
<td valign="top" align="left">T1WI</td>
<td valign="top" align="left">Apathy was cross-sectionally and longitudinally associated with the frontal-executive circuit</td>
</tr>
<tr>
<td valign="top" align="left">2024</td>
<td valign="top" align="left">Tachibana</td>
<td valign="top" align="left">52 MCI, 38 dementia</td>
<td valign="top" align="left">T1WI</td>
<td valign="top" align="left">Associations between apathy and the insular cortex and between eating disturbance and various brain regions were observed</td>
</tr>
<tr>
<td valign="top" align="left">2024</td>
<td valign="top" align="left">Zhao</td>
<td valign="top" align="left">192 AD, 178 CN (OASIS, ADNI)</td>
<td valign="top" align="left">rs-fMRI</td>
<td valign="top" align="left">The behavioral syndrome was associated with default-mode and somatomotor networks, and anxiety syndrome was associated with the visual network</td>
</tr>
<tr>
<td valign="top" align="left">2025</td>
<td valign="top" align="left">Kanemoto</td>
<td valign="top" align="left">281 AD, 68 DLB, 180 MCI (J-BIRD)</td>
<td valign="top" align="left">T1WI, perfusion SPECT</td>
<td valign="top" align="left">Psychosis, agitation, and affective disturbance were differently associated with GM or perfusion across AD, DLB, and MCI</td>
</tr>
<tr>
<td valign="top" align="left">2025</td>
<td valign="top" align="left">Khoury</td>
<td valign="top" align="left">752 AD (NACC)</td>
<td valign="top" align="left">T1WI</td>
<td valign="top" align="left">APOE4 status can affect the CT and NPS in women and men with AD differently</td>
</tr>
<tr>
<td valign="top" align="left">2025</td>
<td valign="top" align="left">Lu</td>
<td valign="top" align="left">40 AD, 40 MCI, 40 CN</td>
<td valign="top" align="left">T1WI, FLAIR</td>
<td valign="top" align="left">Patients with NPS showed greater hippocampal atrophy and higher AD Resemblance Atrophy Index values</td>
</tr>
<tr>
<td valign="top" align="left">2025</td>
<td valign="top" align="left">Michelutti</td>
<td valign="top" align="left">16 AD, 17 MCI</td>
<td valign="top" align="left">T1WI</td>
<td valign="top" align="left">The structural covariance network was associated with affective dysregulation, impulse dyscontrol, and social inappropriateness</td>
</tr>
<tr>
<td valign="top" align="left">2025</td>
<td valign="top" align="left">Rashidi-Ranjbar</td>
<td valign="top" align="left">73 MCI, 144 CVD, 132 PD (ONDRI)</td>
<td valign="top" align="left">rs-fMRI</td>
<td valign="top" align="left">Associations between NPS and functional connectivity within the DMN, ECN, and SN were observed</td>
</tr>
<tr>
<td valign="top" align="left">2025</td>
<td valign="top" align="left">Sone</td>
<td valign="top" align="left">258 AD, 56 DLB, 185 aMCI (J-BIRD), 694 CN</td>
<td valign="top" align="left">T1WI</td>
<td valign="top" align="left">Apathy was associated with older age of the brain derived from MRI</td>
</tr>
<tr>
<td valign="top" align="left">2025</td>
<td valign="top" align="left">Wright</td>
<td valign="top" align="left">28 MCI-LB, 29 PD-MCI</td>
<td valign="top" align="left">rs-fMRI</td>
<td valign="top" align="left">Altered networks were associated with mood symptoms in PD-MCI</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>18F-FP-CIT PET, N-3-[18F]fluoropropyl-2&#x03B2;-carbomethoxy-3&#x03B2;-4-iodophenyl nortropane; ACC, anterior cingulate cortex; AD, Alzheimer&#x2019;s disease; ADNI, Alzheimer&#x2019;s disease neuroimaging initiative; ALS, amyotrophic lateral sclerosis; aMCI, amnestic mild cognitive impairment; ARAD, asymptomatic at risk for Alzheimer disease; ASL, arterial spin labeling; ATN, anterior thalamic nuclei; CC, corpus callosum; CN, cognitively normal; CT, cortical thickness; CVD, cardiovascular disease; DLB, dementia with Lewy bodies; DMN, default mode network; DTI, diffusion tensor imaging; ECN, executive control network; FLAIR, fluid-attenuated inversion recovery; FTD, fronto-temporal dementia; GENFI, genetic frontotemporal initiative; GM, gray matter; J-BIRD, a Japan multicenter study: behavioral and psychological symptoms integrated research in dementia; MBI, mild behavioral impairment; MCI, mild cognitive impairment; MCI-LB, mild cognitive impairment with Lewy bodies; MRI, magnetic resonance imaging; NACC, National Alzheimer&#x2019;s Coordinating Center; NPI, neuropsychiatric inventory; ONDRI, Ontario Neurodegenerative Research Initiative; PCG, posterior cingulate gyrus; PD, Parkinson&#x2019;s disease; PD-D, Parkinson&#x2019;s disease with dementia; PD-MCI, Parkinson&#x2019;s disease with mild cognitive impairment; PD-SCI, Parkinson&#x2019;s disease with subjective cognitive impairment; PFC, prefrontal cortex; rs-fMRI, resting-state functional magnetic resonance imaging; SCI, subjective cognitive impairment; SIVD, subcortical ischemic vascular dementia; SN, salience network; SPECT, single-photon emission computed tomography; STS, superior temporal sulcus; TRIAD, translational biomarkers in aging and dementia; WM, white matter; WMH, white matter hyperintensity.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>Brain morphometric imaging investigations using T1-weighted magnetic resonance imaging (MRI) account for the majority of these studies (<xref ref-type="bibr" rid="B23">Huey et al., 2017</xref>; <xref ref-type="bibr" rid="B53">Poulin et al., 2017</xref>; <xref ref-type="bibr" rid="B48">Ogama et al., 2018</xref>; <xref ref-type="bibr" rid="B59">Sellami et al., 2018</xref>; <xref ref-type="bibr" rid="B17">Garcia-Alberca et al., 2019</xref>; <xref ref-type="bibr" rid="B4">Boublay et al., 2020</xref>; <xref ref-type="bibr" rid="B25">Jaramillo-Jimenez et al., 2021</xref>; <xref ref-type="bibr" rid="B41">Matuskova et al., 2021</xref>; <xref ref-type="bibr" rid="B44">Mohamed Nour et al., 2021</xref>; <xref ref-type="bibr" rid="B47">Nowrangi et al., 2021</xref>; <xref ref-type="bibr" rid="B61">Siafarikas et al., 2021</xref>; <xref ref-type="bibr" rid="B6">Cannizzaro et al., 2023</xref>; <xref ref-type="bibr" rid="B15">El Haffaf et al., 2024</xref>; <xref ref-type="bibr" rid="B21">Guan et al., 2024</xref>; <xref ref-type="bibr" rid="B27">Kameyama et al., 2024</xref>; <xref ref-type="bibr" rid="B35">Liampas et al., 2024</xref>; <xref ref-type="bibr" rid="B39">Marin-Marin et al., 2024</xref>; <xref ref-type="bibr" rid="B56">Rashidi-Ranjbar et al., 2024</xref>; <xref ref-type="bibr" rid="B64">Tachibana et al., 2024</xref>; <xref ref-type="bibr" rid="B33">Khoury et al., 2025</xref>), with many reports implicating limbic structures such as the cingulate gyrus, entorhinal cortex, hippocampus, and amygdala as brain regions associated with NPS such as depression, apathy, agitation, and delusions (<xref ref-type="bibr" rid="B23">Huey et al., 2017</xref>; <xref ref-type="bibr" rid="B17">Garcia-Alberca et al., 2019</xref>; <xref ref-type="bibr" rid="B25">Jaramillo-Jimenez et al., 2021</xref>; <xref ref-type="bibr" rid="B41">Matuskova et al., 2021</xref>; <xref ref-type="bibr" rid="B44">Mohamed Nour et al., 2021</xref>; <xref ref-type="bibr" rid="B47">Nowrangi et al., 2021</xref>). Abnormalities in the prefrontal cortex (PFC) have also been reported (<xref ref-type="bibr" rid="B23">Huey et al., 2017</xref>; <xref ref-type="bibr" rid="B53">Poulin et al., 2017</xref>; <xref ref-type="bibr" rid="B6">Cannizzaro et al., 2023</xref>). Given the involvement of limbic structures and the PFC in emotional regulation and executive function, these findings may have some neuroscientific validity. However, there is variability across the studies regarding more detailed brain structures and symptom domains. Two recent studies reported associations between NPS and the insular cortex (<xref ref-type="bibr" rid="B44">Mohamed Nour et al., 2021</xref>; <xref ref-type="bibr" rid="B64">Tachibana et al., 2024</xref>). The role of the insular cortex in NPS may be of interest, as the insular cortex has recently received considerable attention for its involvement in a variety of functions, including somatosensory perception, emotion processing, and decision-making.</p>
<p>Considering that neuropathological changes in AD begin &#x003E;10 years before the appearance of symptoms (<xref ref-type="bibr" rid="B10">Counts et al., 2017</xref>), the mechanism of NPS might not be elucidated by brain morphological changes alone. Several research groups have thus used multimodal neuroimaging (<xref ref-type="bibr" rid="B37">Makovac et al., 2016</xref>; <xref ref-type="bibr" rid="B32">Kazui et al., 2017</xref>; <xref ref-type="bibr" rid="B43">Misquitta et al., 2020</xref>; <xref ref-type="bibr" rid="B2">Anor et al., 2021</xref>; <xref ref-type="bibr" rid="B16">Fan et al., 2023</xref>; <xref ref-type="bibr" rid="B26">Jiang et al., 2023</xref>; <xref ref-type="bibr" rid="B45">Nakase et al., 2023</xref>; <xref ref-type="bibr" rid="B49">Ozzoude et al., 2023</xref>; <xref ref-type="bibr" rid="B34">Kim et al., 2024</xref>; <xref ref-type="bibr" rid="B50">Pajavand et al., 2024</xref>; <xref ref-type="bibr" rid="B28">Kanemoto et al., 2025</xref>; <xref ref-type="bibr" rid="B36">Lu et al., 2025</xref>). Assessments of white matter hyperintensity (WMH) in particular with the use of T2-weighted and fluid-attenuated inversion recovery (FLAIR) images have been continuous (<xref ref-type="bibr" rid="B43">Misquitta et al., 2020</xref>; <xref ref-type="bibr" rid="B2">Anor et al., 2021</xref>; <xref ref-type="bibr" rid="B16">Fan et al., 2023</xref>; <xref ref-type="bibr" rid="B49">Ozzoude et al., 2023</xref>), and it has been demonstrated that both WMH and gray matter loss contribute to NPS, which would justify a research approach combining multimodality images. Studies combining T1-weighted and diffusion tensor imaging (DTI) have also been attempted (<xref ref-type="bibr" rid="B37">Makovac et al., 2016</xref>; <xref ref-type="bibr" rid="B50">Pajavand et al., 2024</xref>). DTI can non-invasively assess white matter fibers in the brain and has been widely applied to elucidate the mechanisms of NPS (<xref ref-type="bibr" rid="B67">Tu et al., 2017</xref>; <xref ref-type="bibr" rid="B74">Zhou et al., 2023</xref>).</p>
<p>Cerebral blood flow and glucose metabolism are also important clinical and research targets that have been used to assess brain functions in dementia research (<xref ref-type="bibr" rid="B32">Kazui et al., 2017</xref>; <xref ref-type="bibr" rid="B46">Ng et al., 2017</xref>; <xref ref-type="bibr" rid="B29">Kanemoto et al., 2020</xref>; <xref ref-type="bibr" rid="B26">Jiang et al., 2023</xref>; <xref ref-type="bibr" rid="B45">Nakase et al., 2023</xref>; <xref ref-type="bibr" rid="B31">Kashibayashi et al., 2024</xref>; <xref ref-type="bibr" rid="B28">Kanemoto et al., 2025</xref>). Perfusion single-photon emission computed tomography (SPECT) is a relatively common modality in brain functional studies of NPS (<xref ref-type="bibr" rid="B32">Kazui et al., 2017</xref>; <xref ref-type="bibr" rid="B45">Nakase et al., 2023</xref>; <xref ref-type="bibr" rid="B31">Kashibayashi et al., 2024</xref>; <xref ref-type="bibr" rid="B28">Kanemoto et al., 2025</xref>). For example, cortical and hippocampal hypoperfusion has been associated with apathy or care refusal (<xref ref-type="bibr" rid="B32">Kazui et al., 2017</xref>; <xref ref-type="bibr" rid="B31">Kashibayashi et al., 2024</xref>), but given the heterogeneous results across studies, it may be necessary to confirm the reproducibility of some of these findings. Arterial spin labeling (ASL), which is an MRI technique used to non-invasively assess cerebral blood flow, has also been applied to NPS research (<xref ref-type="bibr" rid="B26">Jiang et al., 2023</xref>). 18F-Fludeoxyglucose positron emission tomography (FDG-PET), a nuclear medicine imaging modality that can measure cerebral glucose metabolism and is an essential modality in the treatment of dementia, is also used to study NPS, including in studies showing that the presence of NPS predicts hypometabolism in the posterior cingulate gyrus (PCG) and that sleep disturbances are associated with hypometabolism around the thalamus (<xref ref-type="bibr" rid="B46">Ng et al., 2017</xref>; <xref ref-type="bibr" rid="B29">Kanemoto et al., 2020</xref>).</p>
<p>Molecular imaging is an emerging topic in dementia research, and it has become a pivotal modality when coupled with disease-modifying therapies (<xref ref-type="bibr" rid="B69">van Dyck et al., 2022</xref>). This technique, which visualizes the deposition of proteins associated with neurodegeneration (e.g., amyloid and tau proteins), has also been applied to NPS research in recent years. It has generally been observed that NPS is more likely to be seen in individuals with greater depositions of tau or amyloid (<xref ref-type="bibr" rid="B3">Bensamoun et al., 2016</xref>; <xref ref-type="bibr" rid="B66">Tissot et al., 2021</xref>; <xref ref-type="bibr" rid="B19">Ge et al., 2022</xref>), but the number of such studies is limited.</p>
<p>The implementation of analyses of brain networks has been advocated in light of the complexity of the human brain with trillions of connections and interactions among the many regions of the brain. Several research groups have performed a brain network analysis concerning NPS, based on the functional connectivity derived from resting-state functional MRI (rs-fMRI) (<xref ref-type="bibr" rid="B8">Chang et al., 2020</xref>; <xref ref-type="bibr" rid="B60">Serra et al., 2020</xref>; <xref ref-type="bibr" rid="B68">Tumati et al., 2020</xref>; <xref ref-type="bibr" rid="B73">Zhao et al., 2024</xref>; <xref ref-type="bibr" rid="B55">Rashidi-Ranjbar et al., 2025</xref>; <xref ref-type="bibr" rid="B70">Wright et al., 2025</xref>). Associations between NPS and various networks (including the default-mode network) have been reported, but these need further validation. There are also a few reports about structural networks that were observed with DTI or morphological MRI (<xref ref-type="bibr" rid="B50">Pajavand et al., 2024</xref>; <xref ref-type="bibr" rid="B42">Michelutti et al., 2025</xref>). Decreased white matter networks around the limbic system and changes in the anatomical covariance networks are reported to be associated with NPS.</p>
<p>The use of artificial intelligence (AI), including machine learning, in the field of medicine has become a major trend in recent years, in brain imaging studies as well as many other fields. Nevertheless, few studies have used machine learning in NPS imaging research. Neuroimaging-based brain-age prediction is an advanced machine learning application that has been applied to calculate the age of individuals&#x2019; brains, and the gap between brain age and actual age is expected to be a novel biomarker for various neuropsychiatric disorders (<xref ref-type="bibr" rid="B62">Sone and Beheshti, 2022</xref>). A recent investigation of the relationship between brain-age and NPS indicates that apathy is associated with abnormal brain aging (<xref ref-type="bibr" rid="B63">Sone et al., 2025</xref>). Considering the advantages of machine learning analyses, these AI methods are expected to be applied to future NPS research.</p>
<p>As can be seen in <xref ref-type="table" rid="T1">Table 1</xref>, AD and amnestic MCI have been the most common targets of NPS studies. This may be due not only to the high prevalence of these two disorders but also to the availability of multicenter public databases, including the Alzheimer&#x2019;s Disease Neuroimaging Initiative (ADNI). Other studies targeted FTD, cerebrovascular disease, or cognitive dysfunctions in Lewy body disease (<xref ref-type="bibr" rid="B59">Sellami et al., 2018</xref>; <xref ref-type="bibr" rid="B29">Kanemoto et al., 2020</xref>; <xref ref-type="bibr" rid="B25">Jaramillo-Jimenez et al., 2021</xref>; <xref ref-type="bibr" rid="B49">Ozzoude et al., 2023</xref>; <xref ref-type="bibr" rid="B34">Kim et al., 2024</xref>; <xref ref-type="bibr" rid="B56">Rashidi-Ranjbar et al., 2024</xref>; <xref ref-type="bibr" rid="B28">Kanemoto et al., 2025</xref>; <xref ref-type="bibr" rid="B55">Rashidi-Ranjbar et al., 2025</xref>; <xref ref-type="bibr" rid="B63">Sone et al., 2025</xref>; <xref ref-type="bibr" rid="B70">Wright et al., 2025</xref>). Other multicenter databases have also been accessed, including the National Alzheimer&#x2019;s Coordinating Center (NACC) database, Translational Biomarkers in Aging and Dementia (TRIAD), the Genetic Frontotemporal Initiative (GENFI), the Ontario Neurodegenerative Research Initiative (ONDRI), and the J-BIRD (Japan multicenter study: Behavioral and psychological symptoms Integrated Research in Dementia). Some of these databases allow public access and some do not, which may lead to a high level of evidence in the future. In contrast, the targeted or reported subdomains of NPS are highly heterogeneous (<xref ref-type="table" rid="T1">Table 1</xref>), and thus a more unified research methodology is desired in this respect.</p>
</sec>
<sec id="S5">
<title>5 Integration of multimodal neuroimaging findings</title>
<p>Given the heterogeneity of research methods and targeted participants, it may be difficult at present to establish a unified view on the neural basis of NPS. However, focusing on studies with larger samples (<italic>N</italic> &#x003E; 100), structural MRI studies consistently report abnormalities in the frontal and temporal lobes in NPS (<xref ref-type="bibr" rid="B53">Poulin et al., 2017</xref>; <xref ref-type="bibr" rid="B48">Ogama et al., 2018</xref>; <xref ref-type="bibr" rid="B44">Mohamed Nour et al., 2021</xref>; <xref ref-type="bibr" rid="B61">Siafarikas et al., 2021</xref>; <xref ref-type="bibr" rid="B6">Cannizzaro et al., 2023</xref>; <xref ref-type="bibr" rid="B27">Kameyama et al., 2024</xref>; <xref ref-type="bibr" rid="B35">Liampas et al., 2024</xref>). At a subdomain level, for aggression, frontal lobe abnormalities have been consistently reported (<xref ref-type="bibr" rid="B48">Ogama et al., 2018</xref>; <xref ref-type="bibr" rid="B27">Kameyama et al., 2024</xref>), whereas for depression and anxiety, atrophy of limbic structures was reported (<xref ref-type="bibr" rid="B44">Mohamed Nour et al., 2021</xref>; <xref ref-type="bibr" rid="B6">Cannizzaro et al., 2023</xref>). An FDG-PET study has shown that NPS predicts hypometabolism in the posterior cingulate gyrus (<xref ref-type="bibr" rid="B46">Ng et al., 2017</xref>), which may indicate that brain structure and metabolism in NPS are associated through the limbic circuit. Regarding other types of dementia than AD, there are still limited number of studies with relatively small sample size (mostly <italic>N</italic> &#x003C; 100). Thus, it is not clear whether we can assume a similar neural basis of NPS in DLB or FTD to that in AD.</p>
</sec>
<sec id="S6">
<title>6 Future directions</title>
<p>Neuroimaging research that applies molecular imaging, multimodal imaging, multicenter or longitudinal data, network analyses, and machine learning are expected to play further significant roles in the future. More unified research methods are also important in terms of the reproducibility and generalizability of findings, and the same goes for the evaluations of NPS and its sub-domains.</p>
<p>The concept of mild behavioral impairment (MBI) has been proposed as a category of psychiatric and behavioral disturbance prior to the onset of typical cognitive symptoms in dementia (<xref ref-type="bibr" rid="B24">Ismail et al., 2016</xref>). Indeed, an increasing number of neuroimaging studies of MBI have been conducted (<xref ref-type="bibr" rid="B40">Matsuoka et al., 2023</xref>), and the expansion of the concepts of NPS may provide new insights into the relationship between psychiatric symptoms and neurodegeneration. Moreover, in addition to socio-cultural contextualization (<xref ref-type="bibr" rid="B72">Yi et al., 2024</xref>; <xref ref-type="bibr" rid="B52">Poon et al., 2025</xref>), it is also important to take into account the real-world functional impact of NPS on daily lives of patients and caregivers to advance precision medicine in this field (<xref ref-type="bibr" rid="B30">Karttunen et al., 2011</xref>; <xref ref-type="bibr" rid="B9">Chen et al., 2022</xref>).</p>
<p>In conclusion, although much imaging research has revealed aspects of the neural mechanisms of NPS, challenges remain, particularly in terms of the heterogeneity in methodologies and results. It is hoped that the further development of research methods will benefit both the individuals affected by neuropsychiatric symptoms and society.</p>
</sec>
</body>
<back>
<sec id="S7" sec-type="author-contributions">
<title>Author contributions</title>
<p>DS: Conceptualization, Writing &#x2013; original draft. SS: Conceptualization, Supervision, Writing &#x2013; review and editing.</p>
</sec>
<sec id="S8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This work was supported by grants from the Japan Society for the Promotion of Science (KAKENHI) (nos. JP21K15720 and JP24K10690) and the Japan Agency for Medical Research and Development (AMED) (no. JP21dk0207056).</p>
</sec>
<sec id="S9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="S10" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The authors declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec id="S11" 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>
<ref-list>
<title>References</title>
<ref id="B1"><citation citation-type="journal"><collab>Alzheimer&#x2019;s Association</collab> (<year>2024</year>). <article-title>2024 Alzheimer&#x2019;s disease facts and figures.</article-title> <source><italic>Alzheimers Dement.</italic></source> <volume>20</volume> <fpage>3708</fpage>&#x2013;<lpage>3821</lpage>. <pub-id pub-id-type="doi">10.1002/alz.13809</pub-id> <pub-id pub-id-type="pmid">38689398</pub-id></citation></ref>
<ref id="B2"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Anor</surname> <given-names>C. J.</given-names></name> <name><surname>Dadar</surname> <given-names>M.</given-names></name> <name><surname>Collins</surname> <given-names>D. L.</given-names></name> <name><surname>Tartaglia</surname> <given-names>M. C.</given-names></name></person-group> (<year>2021</year>). <article-title>The longitudinal assessment of neuropsychiatric symptoms in mild cognitive impairment and Alzheimer&#x2019;s disease and their association with white matter hyperintensities in the national Alzheimer&#x2019;s coordinating center&#x2019;s uniform data set.</article-title> <source><italic>Biol. Psychiatry Cogn. Neurosci. Neuroimaging</italic></source> <volume>6</volume> <fpage>70</fpage>&#x2013;<lpage>78</lpage>. <pub-id pub-id-type="doi">10.1016/j.bpsc.2020.03.006</pub-id> <pub-id pub-id-type="pmid">32389747</pub-id></citation></ref>
<ref id="B3"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bensamoun</surname> <given-names>D.</given-names></name> <name><surname>Guignard</surname> <given-names>R.</given-names></name> <name><surname>Furst</surname> <given-names>A. J.</given-names></name> <name><surname>Derreumaux</surname> <given-names>A.</given-names></name> <name><surname>Manera</surname> <given-names>V.</given-names></name> <name><surname>Darcourt</surname> <given-names>J.</given-names></name><etal/></person-group> (<year>2016</year>). <article-title>Associations between neuropsychiatric symptoms and cerebral amyloid deposition in cognitively impaired elderly people.</article-title> <source><italic>J. Alzheimers Dis.</italic></source> <volume>49</volume> <fpage>387</fpage>&#x2013;<lpage>398</lpage>. <pub-id pub-id-type="doi">10.3233/JAD-150181</pub-id> <pub-id pub-id-type="pmid">26484900</pub-id></citation></ref>
<ref id="B4"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Boublay</surname> <given-names>N.</given-names></name> <name><surname>Bouet</surname> <given-names>R.</given-names></name> <name><surname>Dorey</surname> <given-names>J. M.</given-names></name> <name><surname>Padovan</surname> <given-names>C.</given-names></name> <name><surname>Makaroff</surname> <given-names>Z.</given-names></name> <name><surname>Federico</surname> <given-names>D.</given-names></name><etal/></person-group> (<year>2020</year>). <article-title>Brain volume predicts behavioral and psychological symptoms in Alzheimer&#x2019;s disease.</article-title> <source><italic>J. Alzheimers Dis.</italic></source> <volume>73</volume> <fpage>1343</fpage>&#x2013;<lpage>1353</lpage>. <pub-id pub-id-type="doi">10.3233/JAD-190612</pub-id> <pub-id pub-id-type="pmid">31903989</pub-id></citation></ref>
<ref id="B5"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Boublay</surname> <given-names>N.</given-names></name> <name><surname>Schott</surname> <given-names>A. M.</given-names></name> <name><surname>Krolak-Salmon</surname> <given-names>P.</given-names></name></person-group> (<year>2016</year>). <article-title>Neuroimaging correlates of neuropsychiatric symptoms in Alzheimer&#x2019;s disease: A review of 20 years of research.</article-title> <source><italic>Eur. J. Neurol.</italic></source> <volume>23</volume> <fpage>1500</fpage>&#x2013;<lpage>1509</lpage>. <pub-id pub-id-type="doi">10.1111/ene.13076</pub-id> <pub-id pub-id-type="pmid">27435186</pub-id></citation></ref>
<ref id="B6"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cannizzaro</surname> <given-names>A.</given-names></name> <name><surname>Ronat</surname> <given-names>L.</given-names></name> <name><surname>El Haffaf</surname> <given-names>L. M.</given-names></name> <name><surname>Hanganu</surname> <given-names>A.</given-names></name></person-group> <collab>Adni.</collab> (<year>2023</year>). <article-title>Associations between neuropsychiatric symptoms of affective and vegetative domains and brain morphology in aging people with mild cognitive impairment and Alzheimer&#x2019;s disease.</article-title> <source><italic>Int. J. Geriatr. Psychiatry</italic></source> <volume>38</volume>:<fpage>e5952</fpage>. <pub-id pub-id-type="doi">10.1002/gps.5952</pub-id> <pub-id pub-id-type="pmid">37351584</pub-id></citation></ref>
<ref id="B7"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cerejeira</surname> <given-names>J.</given-names></name> <name><surname>Lagarto</surname> <given-names>L.</given-names></name> <name><surname>Mukaetova-Ladinska</surname> <given-names>E. B.</given-names></name></person-group> (<year>2012</year>). <article-title>Behavioral and psychological symptoms of dementia.</article-title> <source><italic>Front. Neurol.</italic></source> <volume>3</volume>:<fpage>73</fpage>. <pub-id pub-id-type="doi">10.3389/fneur.2012.00073</pub-id> <pub-id pub-id-type="pmid">22586419</pub-id></citation></ref>
<ref id="B8"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chang</surname> <given-names>Y. T.</given-names></name> <name><surname>Hsu</surname> <given-names>J. L.</given-names></name> <name><surname>Huang</surname> <given-names>S. H.</given-names></name> <name><surname>Hsu</surname> <given-names>S. W.</given-names></name> <name><surname>Lee</surname> <given-names>C. C.</given-names></name> <name><surname>Chang</surname> <given-names>C. C.</given-names></name></person-group> (<year>2020</year>). <article-title>Functional connectome and neuropsychiatric symptom clusters of Alzheimer&#x2019;s disease.</article-title> <source><italic>J. Affect. Disord.</italic></source> <volume>273</volume> <fpage>48</fpage>&#x2013;<lpage>54</lpage>. <pub-id pub-id-type="doi">10.1016/j.jad.2020.04.054</pub-id> <pub-id pub-id-type="pmid">32421622</pub-id></citation></ref>
<ref id="B9"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chen</surname> <given-names>Y. R.</given-names></name> <name><surname>Tan</surname> <given-names>C. H.</given-names></name> <name><surname>Su</surname> <given-names>H. C.</given-names></name> <name><surname>Chien</surname> <given-names>C. Y.</given-names></name> <name><surname>Sung</surname> <given-names>P. S.</given-names></name> <name><surname>Lin</surname> <given-names>T. Y.</given-names></name><etal/></person-group> (<year>2022</year>). <article-title>Investigating the interaction between neuropsychiatry features and daily activities on social function in patients with Parkinson&#x2019;s disease with mild cognitive impairment.</article-title> <source><italic>BJPsych Open</italic></source> <volume>8</volume>:<fpage>e205</fpage>. <pub-id pub-id-type="doi">10.1192/bjo.2022.611</pub-id> <pub-id pub-id-type="pmid">36426564</pub-id></citation></ref>
<ref id="B10"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Counts</surname> <given-names>S. E.</given-names></name> <name><surname>Ikonomovic</surname> <given-names>M. D.</given-names></name> <name><surname>Mercado</surname> <given-names>N.</given-names></name> <name><surname>Vega</surname> <given-names>I. E.</given-names></name> <name><surname>Mufson</surname> <given-names>E. J.</given-names></name></person-group> (<year>2017</year>). <article-title>Biomarkers for the early detection and progression of Alzheimer&#x2019;s disease.</article-title> <source><italic>Neurotherapeutics</italic></source> <volume>14</volume> <fpage>35</fpage>&#x2013;<lpage>53</lpage>. <pub-id pub-id-type="doi">10.1007/s13311-016-0481-z</pub-id> <pub-id pub-id-type="pmid">27738903</pub-id></citation></ref>
<ref id="B11"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cummings</surname> <given-names>J. L.</given-names></name></person-group> (<year>1997</year>). <article-title>The neuropsychiatric inventory: Assessing psychopathology in dementia patients.</article-title> <source><italic>Neurology</italic></source> <volume>48</volume> <fpage>S10</fpage>&#x2013;<lpage>S16</lpage>. <pub-id pub-id-type="doi">10.1212/wnl.48.5_suppl_6.10s</pub-id> <pub-id pub-id-type="pmid">9153155</pub-id></citation></ref>
<ref id="B12"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cummings</surname> <given-names>J. L.</given-names></name> <name><surname>Mega</surname> <given-names>M.</given-names></name> <name><surname>Gray</surname> <given-names>K.</given-names></name> <name><surname>Rosenberg-Thompson</surname> <given-names>S.</given-names></name> <name><surname>Carusi</surname> <given-names>D. A.</given-names></name> <name><surname>Gornbein</surname> <given-names>J.</given-names></name></person-group> (<year>1994</year>). <article-title>The neuropsychiatric inventory: Comprehensive assessment of psychopathology in dementia.</article-title> <source><italic>Neurology</italic></source> <volume>44</volume> <fpage>2308</fpage>&#x2013;<lpage>2314</lpage>. <pub-id pub-id-type="doi">10.1212/wnl.44.12.2308</pub-id> <pub-id pub-id-type="pmid">7991117</pub-id></citation></ref>
<ref id="B13"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>David</surname> <given-names>N. D.</given-names></name> <name><surname>Lin</surname> <given-names>F.</given-names></name> <name><surname>Porsteinsson</surname> <given-names>A. P.</given-names></name></person-group> <collab>Alzheimer&#x2019;s Disease Neuroimaging Initiative.</collab> (<year>2016</year>). <article-title>Trajectories of neuropsychiatric symptoms and cognitive decline in mild cognitive impairment.</article-title> <source><italic>Am. J. Geriatr. Psychiatry</italic></source> <volume>24</volume> <fpage>70</fpage>&#x2013;<lpage>80</lpage>. <pub-id pub-id-type="doi">10.1016/j.jagp.2015.06.001</pub-id> <pub-id pub-id-type="pmid">26525995</pub-id></citation></ref>
<ref id="B14"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Devanand</surname> <given-names>D. P.</given-names></name> <name><surname>Brockington</surname> <given-names>C. D.</given-names></name> <name><surname>Moody</surname> <given-names>B. J.</given-names></name> <name><surname>Brown</surname> <given-names>R. P.</given-names></name> <name><surname>Mayeux</surname> <given-names>R.</given-names></name> <name><surname>Endicott</surname> <given-names>J.</given-names></name><etal/></person-group> (<year>1992</year>). <article-title>Behavioral syndromes in Alzheimer&#x2019;s disease.</article-title> <source><italic>Int. Psychogeriatr.</italic></source> <volume>4</volume> <fpage>161</fpage>&#x2013;<lpage>184</lpage>. <pub-id pub-id-type="doi">10.1017/S104161029200125X</pub-id></citation></ref>
<ref id="B15"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>El Haffaf</surname> <given-names>L. M.</given-names></name> <name><surname>Ronat</surname> <given-names>L.</given-names></name> <name><surname>Cannizzaro</surname> <given-names>A.</given-names></name> <name><surname>Hanganu</surname> <given-names>A.</given-names></name></person-group> <collab>Alzheimer&#x2019;s Disease Neuroimaging Initiative.</collab> (<year>2024</year>). <article-title>Associations between hyperactive neuropsychiatric symptoms and brain morphology in mild cognitive impairment and Alzheimer&#x2019;s disease.</article-title> <source><italic>J. Alzheimers Dis.</italic></source> <volume>97</volume> <fpage>841</fpage>&#x2013;<lpage>853</lpage>. <pub-id pub-id-type="doi">10.3233/JAD-220857</pub-id> <pub-id pub-id-type="pmid">38143342</pub-id></citation></ref>
<ref id="B16"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fan</surname> <given-names>W.</given-names></name> <name><surname>Ma</surname> <given-names>S.</given-names></name> <name><surname>Wang</surname> <given-names>Z.</given-names></name> <name><surname>Han</surname> <given-names>Y.</given-names></name> <name><surname>Liu</surname> <given-names>X.</given-names></name> <name><surname>Gu</surname> <given-names>R.</given-names></name><etal/></person-group> (<year>2023</year>). <article-title>Correlation between white matter hyperintensity and delusional symptoms in Alzheimer&#x2019;s disease.</article-title> <source><italic>BMC Psychiatry</italic></source> <volume>23</volume>:<fpage>914</fpage>. <pub-id pub-id-type="doi">10.1186/s12888-023-05420-5</pub-id> <pub-id pub-id-type="pmid">38057778</pub-id></citation></ref>
<ref id="B17"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Garcia-Alberca</surname> <given-names>J. M.</given-names></name> <name><surname>Florido</surname> <given-names>M.</given-names></name> <name><surname>Caceres</surname> <given-names>M.</given-names></name> <name><surname>Sanchez-Toro</surname> <given-names>A.</given-names></name> <name><surname>Lara</surname> <given-names>J. P.</given-names></name> <name><surname>Garcia-Casares</surname> <given-names>N.</given-names></name></person-group> (<year>2019</year>). <article-title>Medial temporal lobe atrophy is independently associated with behavioural and psychological symptoms in Alzheimer&#x2019;s disease.</article-title> <source><italic>Psychogeriatrics</italic></source> <volume>19</volume> <fpage>46</fpage>&#x2013;<lpage>54</lpage>. <pub-id pub-id-type="doi">10.1111/psyg.12363</pub-id> <pub-id pub-id-type="pmid">30084177</pub-id></citation></ref>
<ref id="B18"><citation citation-type="journal"><collab>GBD 2019 Dementia Forecasting Collaborators</collab> (<year>2022</year>). <article-title>Estimation of the global prevalence of dementia in 2019 and forecasted prevalence in 2050: An analysis for the Global Burden of Disease Study 2019.</article-title> <source><italic>Lancet Public Health</italic></source> <volume>7</volume> <fpage>e105</fpage>&#x2013;<lpage>e125</lpage>. <pub-id pub-id-type="doi">10.1016/S2468-2667(21)00249-8</pub-id> <pub-id pub-id-type="pmid">34998485</pub-id></citation></ref>
<ref id="B19"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ge</surname> <given-names>X.</given-names></name> <name><surname>Qiao</surname> <given-names>Y.</given-names></name> <name><surname>Choi</surname> <given-names>J.</given-names></name> <name><surname>Raman</surname> <given-names>R.</given-names></name> <name><surname>Ringman</surname> <given-names>J. M.</given-names></name> <name><surname>Shi</surname> <given-names>Y.</given-names></name><etal/></person-group> (<year>2022</year>). <article-title>Enhanced association of tau pathology and cognitive impairment in mild cognitive impairment subjects with behavior symptoms.</article-title> <source><italic>J. Alzheimers Dis.</italic></source> <volume>87</volume> <fpage>557</fpage>&#x2013;<lpage>568</lpage>. <pub-id pub-id-type="doi">10.3233/JAD-215555</pub-id> <pub-id pub-id-type="pmid">35342088</pub-id></citation></ref>
<ref id="B20"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gitlin</surname> <given-names>L. N.</given-names></name> <name><surname>Marx</surname> <given-names>K. A.</given-names></name> <name><surname>Stanley</surname> <given-names>I. H.</given-names></name> <name><surname>Hansen</surname> <given-names>B. R.</given-names></name> <name><surname>Van Haitsma</surname> <given-names>K. S.</given-names></name></person-group> (<year>2014</year>). <article-title>Assessing neuropsychiatric symptoms in people with dementia: A systematic review of measures.</article-title> <source><italic>Int. Psychogeriatr.</italic></source> <volume>26</volume> <fpage>1805</fpage>&#x2013;<lpage>1848</lpage>. <pub-id pub-id-type="doi">10.1017/S1041610214001537</pub-id> <pub-id pub-id-type="pmid">25096416</pub-id></citation></ref>
<ref id="B21"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Guan</surname> <given-names>D. X.</given-names></name> <name><surname>Rehman</surname> <given-names>T.</given-names></name> <name><surname>Nathan</surname> <given-names>S.</given-names></name> <name><surname>Durrani</surname> <given-names>R.</given-names></name> <name><surname>Potvin</surname> <given-names>O.</given-names></name> <name><surname>Duchesne</surname> <given-names>S.</given-names></name><etal/></person-group> (<year>2024</year>). <article-title>Neuropsychiatric symptoms: Risk factor or disease marker? A study of structural imaging biomarkers of Alzheimer&#x2019;s disease and incident cognitive decline.</article-title> <source><italic>Hum. Brain Mapp.</italic></source> <volume>45</volume>:<fpage>e70016</fpage>. <pub-id pub-id-type="doi">10.1002/hbm.70016</pub-id> <pub-id pub-id-type="pmid">39254167</pub-id></citation></ref>
<ref id="B22"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hiu</surname> <given-names>S. K. W.</given-names></name> <name><surname>Bigirumurame</surname> <given-names>T.</given-names></name> <name><surname>Kunonga</surname> <given-names>P.</given-names></name> <name><surname>Bryant</surname> <given-names>A.</given-names></name> <name><surname>Pillai</surname> <given-names>M.</given-names></name></person-group> (<year>2022</year>). <article-title>Neuropsychiatric Inventory domains cluster into neuropsychiatric syndromes in Alzheimer&#x2019;s disease: A systematic review and meta-analysis.</article-title> <source><italic>Brain Behav.</italic></source> <volume>12</volume>:<fpage>e2734</fpage>. <pub-id pub-id-type="doi">10.1002/brb3.2734</pub-id> <pub-id pub-id-type="pmid">35939055</pub-id></citation></ref>
<ref id="B23"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Huey</surname> <given-names>E. D.</given-names></name> <name><surname>Lee</surname> <given-names>S.</given-names></name> <name><surname>Cheran</surname> <given-names>G.</given-names></name> <name><surname>Grafman</surname> <given-names>J.</given-names></name> <name><surname>Devanand</surname> <given-names>D. P.</given-names></name></person-group> <collab>Alzheimer&#x2019;s Disease Neuroimaging Initiative.</collab> (<year>2017</year>). <article-title>Brain regions involved in arousal and reward processing are associated with apathy in Alzheimer&#x2019;s disease and frontotemporal dementia.</article-title> <source><italic>J. Alzheimers Dis.</italic></source> <volume>55</volume> <fpage>551</fpage>&#x2013;<lpage>558</lpage>. <pub-id pub-id-type="doi">10.3233/JAD-160107</pub-id> <pub-id pub-id-type="pmid">27802220</pub-id></citation></ref>
<ref id="B24"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ismail</surname> <given-names>Z.</given-names></name> <name><surname>Smith</surname> <given-names>E. E.</given-names></name> <name><surname>Geda</surname> <given-names>Y.</given-names></name> <name><surname>Sultzer</surname> <given-names>D.</given-names></name> <name><surname>Brodaty</surname> <given-names>H.</given-names></name> <name><surname>Smith</surname> <given-names>G.</given-names></name><etal/></person-group> (<year>2016</year>). <article-title>Neuropsychiatric symptoms as early manifestations of emergent dementia: Provisional diagnostic criteria for mild behavioral impairment.</article-title> <source><italic>Alzheimers Dement.</italic></source> <volume>12</volume> <fpage>195</fpage>&#x2013;<lpage>202</lpage>. <pub-id pub-id-type="doi">10.1016/j.jalz.2015.05.017</pub-id> <pub-id pub-id-type="pmid">26096665</pub-id></citation></ref>
<ref id="B25"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jaramillo-Jimenez</surname> <given-names>A.</given-names></name> <name><surname>Giil</surname> <given-names>L. M.</given-names></name> <name><surname>Tovar-Rios</surname> <given-names>D. A.</given-names></name> <name><surname>Borda</surname> <given-names>M. G.</given-names></name> <name><surname>Ferreira</surname> <given-names>D.</given-names></name> <name><surname>Bronnick</surname> <given-names>K.</given-names></name><etal/></person-group> (<year>2021</year>). <article-title>Association between amygdala volume and trajectories of neuropsychiatric symptoms in Alzheimer&#x2019;s disease and dementia with lewy bodies.</article-title> <source><italic>Front. Neurol.</italic></source> <volume>12</volume>:<fpage>679984</fpage>. <pub-id pub-id-type="doi">10.3389/fneur.2021.679984</pub-id> <pub-id pub-id-type="pmid">34305791</pub-id></citation></ref>
<ref id="B26"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jiang</surname> <given-names>J.</given-names></name> <name><surname>Wang</surname> <given-names>A.</given-names></name> <name><surname>Liu</surname> <given-names>Y.</given-names></name> <name><surname>Yao</surname> <given-names>Z.</given-names></name> <name><surname>Sun</surname> <given-names>M.</given-names></name> <name><surname>Jiang</surname> <given-names>T.</given-names></name><etal/></person-group> (<year>2023</year>). <article-title>Spatiotemporal characteristics of regional brain perfusion associated with neuropsychiatric symptoms in patients with Alzheimer&#x2019;s disease.</article-title> <source><italic>J. Alzheimers Dis.</italic></source> <volume>95</volume> <fpage>981</fpage>&#x2013;<lpage>993</lpage>. <pub-id pub-id-type="doi">10.3233/JAD-230499</pub-id> <pub-id pub-id-type="pmid">37638444</pub-id></citation></ref>
<ref id="B27"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kameyama</surname> <given-names>H.</given-names></name> <name><surname>Tagai</surname> <given-names>K.</given-names></name> <name><surname>Takasaki</surname> <given-names>E.</given-names></name> <name><surname>Kashibayashi</surname> <given-names>T.</given-names></name> <name><surname>Takahashi</surname> <given-names>R.</given-names></name> <name><surname>Kanemoto</surname> <given-names>H.</given-names></name><etal/></person-group> (<year>2024</year>). <article-title>Examining frontal lobe asymmetry and its potential role in aggressive behaviors in early Alzheimer&#x2019;s disease.</article-title> <source><italic>J. Alzheimers Dis.</italic></source> <volume>98</volume> <fpage>539</fpage>&#x2013;<lpage>547</lpage>. <pub-id pub-id-type="doi">10.3233/JAD-231306</pub-id> <pub-id pub-id-type="pmid">38393911</pub-id></citation></ref>
<ref id="B28"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kanemoto</surname> <given-names>H.</given-names></name> <name><surname>Kashibayashi</surname> <given-names>T.</given-names></name> <name><surname>Takahashi</surname> <given-names>R.</given-names></name> <name><surname>Suehiro</surname> <given-names>T.</given-names></name> <name><surname>Satake</surname> <given-names>Y.</given-names></name> <name><surname>Taomoto</surname> <given-names>D.</given-names></name><etal/></person-group> (<year>2025</year>). <article-title>Neuroimaging of psychosis, agitation, and affective disturbance in Alzheimer&#x2019;s disease, dementia with Lewy bodies, and mild cognitive impairment.</article-title> <source><italic>Int. Psychogeriatr.</italic></source> <volume>37</volume>:<fpage>100059</fpage>. <pub-id pub-id-type="doi">10.1016/j.inpsyc.2025.100059</pub-id> <pub-id pub-id-type="pmid">40107929</pub-id></citation></ref>
<ref id="B29"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kanemoto</surname> <given-names>H.</given-names></name> <name><surname>Kazui</surname> <given-names>H.</given-names></name> <name><surname>Adachi</surname> <given-names>H.</given-names></name> <name><surname>Yoshiyama</surname> <given-names>K.</given-names></name> <name><surname>Wada</surname> <given-names>T.</given-names></name> <name><surname>Nomura</surname> <given-names>K. T.</given-names></name><etal/></person-group> (<year>2020</year>). <article-title>Thalamic pulvinar metabolism, sleep disturbances, and hallucinations in dementia with Lewy bodies: Positron emission tomography and actigraphy study.</article-title> <source><italic>Int. J. Geriatr. Psychiatry</italic></source> <volume>35</volume> <fpage>934</fpage>&#x2013;<lpage>943</lpage>. <pub-id pub-id-type="doi">10.1002/gps.5315</pub-id> <pub-id pub-id-type="pmid">32346907</pub-id></citation></ref>
<ref id="B30"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Karttunen</surname> <given-names>K.</given-names></name> <name><surname>Karppi</surname> <given-names>P.</given-names></name> <name><surname>Hiltunen</surname> <given-names>A.</given-names></name> <name><surname>Vanhanen</surname> <given-names>M.</given-names></name> <name><surname>Valimaki</surname> <given-names>T.</given-names></name> <name><surname>Martikainen</surname> <given-names>J.</given-names></name><etal/></person-group> (<year>2011</year>). <article-title>Neuropsychiatric symptoms and quality of life in patients with very mild and mild Alzheimer&#x2019;s disease.</article-title> <source><italic>Int. J. Geriatr. Psychiatry</italic></source> <volume>26</volume> <fpage>473</fpage>&#x2013;<lpage>482</lpage>. <pub-id pub-id-type="doi">10.1002/gps.2550</pub-id> <pub-id pub-id-type="pmid">21445998</pub-id></citation></ref>
<ref id="B31"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kashibayashi</surname> <given-names>T.</given-names></name> <name><surname>Kanemoto</surname> <given-names>H.</given-names></name> <name><surname>Takahashi</surname> <given-names>R.</given-names></name> <name><surname>Fujito</surname> <given-names>R.</given-names></name> <name><surname>Chadani</surname> <given-names>Y.</given-names></name> <name><surname>Tagai</surname> <given-names>K.</given-names></name><etal/></person-group> (<year>2024</year>). <article-title>Neural basis of agitated behaviors in patients with amnestic mild cognitive impairment and Alzheimer&#x2019;s disease.</article-title> <source><italic>J. Alzheimers Dis.</italic></source> <volume>100</volume> <fpage>1399</fpage>&#x2013;<lpage>1406</lpage>. <pub-id pub-id-type="doi">10.3233/JAD-240256</pub-id> <pub-id pub-id-type="pmid">39093072</pub-id></citation></ref>
<ref id="B32"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kazui</surname> <given-names>H.</given-names></name> <name><surname>Takahashi</surname> <given-names>R.</given-names></name> <name><surname>Yamamoto</surname> <given-names>Y.</given-names></name> <name><surname>Yoshiyama</surname> <given-names>K.</given-names></name> <name><surname>Kanemoto</surname> <given-names>H.</given-names></name> <name><surname>Suzuki</surname> <given-names>Y.</given-names></name><etal/></person-group> (<year>2017</year>). <article-title>Neural basis of apathy in patients with amnestic mild cognitive impairment.</article-title> <source><italic>J. Alzheimers Dis.</italic></source> <volume>55</volume> <fpage>1403</fpage>&#x2013;<lpage>1416</lpage>. <pub-id pub-id-type="doi">10.3233/JAD-160223</pub-id> <pub-id pub-id-type="pmid">27858707</pub-id></citation></ref>
<ref id="B33"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Khoury</surname> <given-names>M. A.</given-names></name> <name><surname>Valcic</surname> <given-names>M.</given-names></name> <name><surname>Churchill</surname> <given-names>N. W.</given-names></name> <name><surname>Di Battista</surname> <given-names>A.</given-names></name> <name><surname>De Luca</surname> <given-names>V.</given-names></name> <name><surname>Fornazzari</surname> <given-names>L. R.</given-names></name><etal/></person-group> (<year>2025</year>). <article-title>Sex differences in cortical thickness and neuropsychiatric symptom burden based on APOE4 Homozygosity in Alzheimer&#x2019;s disease.</article-title> <source><italic>Am. J. Med. Genet. B Neuropsychiatr. Genet.</italic></source> <volume>198</volume>:<fpage>e33008</fpage>. <pub-id pub-id-type="doi">10.1002/ajmg.b.33008</pub-id> <pub-id pub-id-type="pmid">39350506</pub-id></citation></ref>
<ref id="B34"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kim</surname> <given-names>S.</given-names></name> <name><surname>Na</surname> <given-names>H. K.</given-names></name> <name><surname>Sun</surname> <given-names>Y.</given-names></name> <name><surname>Yoon</surname> <given-names>Y. J.</given-names></name> <name><surname>Chung</surname> <given-names>S. J.</given-names></name> <name><surname>Sohn</surname> <given-names>Y. H.</given-names></name><etal/></person-group> (<year>2024</year>). <article-title>Regional burden of enlarged perivascular spaces and cognition and neuropsychiatric symptoms in drug-naive patients with Parkinson disease.</article-title> <source><italic>Neurology</italic></source> <volume>102</volume>:<fpage>e209483</fpage>. <pub-id pub-id-type="doi">10.1212/WNL.0000000000209483</pub-id> <pub-id pub-id-type="pmid">38833653</pub-id></citation></ref>
<ref id="B35"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liampas</surname> <given-names>I.</given-names></name> <name><surname>Siokas</surname> <given-names>V.</given-names></name> <name><surname>Stamati</surname> <given-names>P.</given-names></name> <name><surname>Kyriakoulopoulou</surname> <given-names>P.</given-names></name> <name><surname>Tsouris</surname> <given-names>Z.</given-names></name> <name><surname>Zoupa</surname> <given-names>E.</given-names></name><etal/></person-group> (<year>2024</year>). <article-title>Neuropsychiatric symptoms associated with frontotemporal atrophy in older adults without dementia.</article-title> <source><italic>Int. J. Geriatr Psychiatry</italic></source> <volume>39</volume>:<fpage>e70008</fpage>. <pub-id pub-id-type="doi">10.1002/gps.70008</pub-id> <pub-id pub-id-type="pmid">39617744</pub-id></citation></ref>
<ref id="B36"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lu</surname> <given-names>H.</given-names></name> <name><surname>Xu</surname> <given-names>C.</given-names></name> <name><surname>Liang</surname> <given-names>J.</given-names></name></person-group> (<year>2025</year>). <article-title>Evaluation of AccuBrain-based MRI quantitative analysis in diagnosing Alzheimer&#x2019;s disease and assessing behavioral and psychological symptoms of dementia.</article-title> <source><italic>Aging Clin. Exp. Res.</italic></source> <volume>37</volume>:<fpage>126</fpage>. <pub-id pub-id-type="doi">10.1007/s40520-025-03023-6</pub-id> <pub-id pub-id-type="pmid">40244500</pub-id></citation></ref>
<ref id="B37"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Makovac</surname> <given-names>E.</given-names></name> <name><surname>Serra</surname> <given-names>L.</given-names></name> <name><surname>Spano</surname> <given-names>B.</given-names></name> <name><surname>Giulietti</surname> <given-names>G.</given-names></name> <name><surname>Torso</surname> <given-names>M.</given-names></name> <name><surname>Cercignani</surname> <given-names>M.</given-names></name><etal/></person-group> (<year>2016</year>). <article-title>different patterns of correlation between grey and white matter integrity account for behavioral and psychological symptoms in Alzheimer&#x2019;s disease.</article-title> <source><italic>J. Alzheimers Dis.</italic></source> <volume>50</volume> <fpage>591</fpage>&#x2013;<lpage>604</lpage>. <pub-id pub-id-type="doi">10.3233/JAD-150612</pub-id> <pub-id pub-id-type="pmid">26836635</pub-id></citation></ref>
<ref id="B38"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Marin</surname> <given-names>R. S.</given-names></name> <name><surname>Biedrzycki</surname> <given-names>R. C.</given-names></name> <name><surname>Firinciogullari</surname> <given-names>S.</given-names></name></person-group> (<year>1991</year>). <article-title>Reliability and validity of the apathy evaluation scale.</article-title> <source><italic>Psychiatry Res.</italic></source> <volume>38</volume> <fpage>143</fpage>&#x2013;<lpage>162</lpage>. <pub-id pub-id-type="doi">10.1016/0165-1781(91)90040-v</pub-id> <pub-id pub-id-type="pmid">1754629</pub-id></citation></ref>
<ref id="B39"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Marin-Marin</surname> <given-names>L.</given-names></name> <name><surname>Renau-Lagranja</surname> <given-names>J.</given-names></name> <name><surname>Avila</surname> <given-names>C.</given-names></name> <name><surname>Costumero</surname> <given-names>V.</given-names></name></person-group> (<year>2024</year>). <article-title>Depression and agitation factors are related to regional brain atrophy and faster longitudinal cognitive decline in mild cognitive impairment.</article-title> <source><italic>J. Alzheimers Dis.</italic></source> <volume>97</volume> <fpage>1341</fpage>&#x2013;<lpage>1351</lpage>. <pub-id pub-id-type="doi">10.3233/JAD-230929</pub-id> <pub-id pub-id-type="pmid">38217601</pub-id></citation></ref>
<ref id="B40"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Matsuoka</surname> <given-names>T.</given-names></name> <name><surname>Imai</surname> <given-names>A.</given-names></name> <name><surname>Narumoto</surname> <given-names>J.</given-names></name></person-group> (<year>2023</year>). <article-title>Neuroimaging of mild behavioral impairment: A systematic review.</article-title> <source><italic>PCN Rep.</italic></source> <volume>2</volume>:<fpage>e81</fpage>. <pub-id pub-id-type="doi">10.1002/pcn5.81</pub-id> <pub-id pub-id-type="pmid">38868411</pub-id></citation></ref>
<ref id="B41"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Matuskova</surname> <given-names>V.</given-names></name> <name><surname>Ismail</surname> <given-names>Z.</given-names></name> <name><surname>Nikolai</surname> <given-names>T.</given-names></name> <name><surname>Markova</surname> <given-names>H.</given-names></name> <name><surname>Cechova</surname> <given-names>K.</given-names></name> <name><surname>Nedelska</surname> <given-names>Z.</given-names></name><etal/></person-group> (<year>2021</year>). <article-title>Mild behavioral impairment is associated with atrophy of entorhinal cortex and hippocampus in a memory clinic cohort.</article-title> <source><italic>Front. Aging Neurosci.</italic></source> <volume>13</volume>:<fpage>643271</fpage>. <pub-id pub-id-type="doi">10.3389/fnagi.2021.643271</pub-id> <pub-id pub-id-type="pmid">34108874</pub-id></citation></ref>
<ref id="B42"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Michelutti</surname> <given-names>M.</given-names></name> <name><surname>Urso</surname> <given-names>D.</given-names></name> <name><surname>Tafuri</surname> <given-names>B.</given-names></name> <name><surname>Gnoni</surname> <given-names>V.</given-names></name> <name><surname>Giugno</surname> <given-names>A.</given-names></name> <name><surname>Zecca</surname> <given-names>C.</given-names></name><etal/></person-group> (<year>2025</year>). <article-title>Structural covariance network patterns linked to neuropsychiatric symptoms in biologically defined Alzheimer&#x2019;s disease: Insights from the mild behavioral impairment checklist.</article-title> <source><italic>J. Alzheimers Dis.</italic></source> <volume>104</volume> <fpage>338</fpage>&#x2013;<lpage>350</lpage>. <pub-id pub-id-type="doi">10.1177/13872877251316794</pub-id> <pub-id pub-id-type="pmid">39956966</pub-id></citation></ref>
<ref id="B43"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Misquitta</surname> <given-names>K.</given-names></name> <name><surname>Dadar</surname> <given-names>M.</given-names></name> <name><surname>Louis Collins</surname> <given-names>D.</given-names></name> <name><surname>Tartaglia</surname> <given-names>M. C.</given-names></name></person-group> <collab>Alzheimer&#x2019;s Disease Neuroimaging Initiative.</collab> (<year>2020</year>). <article-title>White matter hyperintensities and neuropsychiatric symptoms in mild cognitive impairment and Alzheimer&#x2019;s disease.</article-title> <source><italic>Neuroimage Clin.</italic></source> <volume>28</volume>:<fpage>102367</fpage>. <pub-id pub-id-type="doi">10.1016/j.nicl.2020.102367</pub-id> <pub-id pub-id-type="pmid">32798911</pub-id></citation></ref>
<ref id="B44"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mohamed Nour</surname> <given-names>A. E. A.</given-names></name> <name><surname>Jiao</surname> <given-names>Y.</given-names></name> <name><surname>Teng</surname> <given-names>G. J.</given-names></name></person-group> <collab>Alzheimer&#x2019;s Disease Neuroimaging Initiative.</collab> (<year>2021</year>). <article-title>Neuroanatomical associations of depression, anxiety and apathy neuropsychiatric symptoms in patients with Alzheimer&#x2019;s disease.</article-title> <source><italic>Acta Neurol. Belg.</italic></source> <volume>121</volume> <fpage>1469</fpage>&#x2013;<lpage>1480</lpage>. <pub-id pub-id-type="doi">10.1007/s13760-020-01349-8</pub-id> <pub-id pub-id-type="pmid">32319015</pub-id></citation></ref>
<ref id="B45"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nakase</surname> <given-names>T.</given-names></name> <name><surname>Thyreau</surname> <given-names>B.</given-names></name> <name><surname>Tatewaki</surname> <given-names>Y.</given-names></name> <name><surname>Tomita</surname> <given-names>N.</given-names></name> <name><surname>Takano</surname> <given-names>Y.</given-names></name> <name><surname>Muranaka</surname> <given-names>M.</given-names></name><etal/></person-group> (<year>2023</year>). <article-title>Association between gray and white matter lesions and its involvement in clinical symptoms of Alzheimer&#x2019;s-type dementia.</article-title> <source><italic>J. Clin. Med.</italic></source> <volume>12</volume>:<fpage>7642</fpage>. <pub-id pub-id-type="doi">10.3390/jcm12247642</pub-id> <pub-id pub-id-type="pmid">38137710</pub-id></citation></ref>
<ref id="B46"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ng</surname> <given-names>K. P.</given-names></name> <name><surname>Pascoal</surname> <given-names>T. A.</given-names></name> <name><surname>Mathotaarachchi</surname> <given-names>S.</given-names></name> <name><surname>Chung</surname> <given-names>C. O.</given-names></name> <name><surname>Benedet</surname> <given-names>A. L.</given-names></name> <name><surname>Shin</surname> <given-names>M.</given-names></name><etal/></person-group> (<year>2017</year>). <article-title>Neuropsychiatric symptoms predict hypometabolism in preclinical Alzheimer disease.</article-title> <source><italic>Neurology</italic></source> <volume>88</volume> <fpage>1814</fpage>&#x2013;<lpage>1821</lpage>. <pub-id pub-id-type="doi">10.1212/WNL.0000000000003916</pub-id> <pub-id pub-id-type="pmid">28404803</pub-id></citation></ref>
<ref id="B47"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nowrangi</surname> <given-names>M. A.</given-names></name> <name><surname>Marano</surname> <given-names>C.</given-names></name> <name><surname>Oishi</surname> <given-names>K.</given-names></name> <name><surname>Mori</surname> <given-names>S.</given-names></name> <name><surname>Sair</surname> <given-names>H. I.</given-names></name> <name><surname>Outen</surname> <given-names>J.</given-names></name><etal/></person-group> (<year>2021</year>). <article-title>The association of neuropsychiatric symptoms with regional brain volumes from patients in a tertiary multi-disciplinary memory clinic.</article-title> <source><italic>Int. Psychogeriatr.</italic></source> <volume>33</volume> <fpage>233</fpage>&#x2013;<lpage>244</lpage>. <pub-id pub-id-type="doi">10.1017/S1041610220000113</pub-id> <pub-id pub-id-type="pmid">32106897</pub-id></citation></ref>
<ref id="B48"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ogama</surname> <given-names>N.</given-names></name> <name><surname>Sakurai</surname> <given-names>T.</given-names></name> <name><surname>Saji</surname> <given-names>N.</given-names></name> <name><surname>Nakai</surname> <given-names>T.</given-names></name> <name><surname>Niida</surname> <given-names>S.</given-names></name> <name><surname>Toba</surname> <given-names>K.</given-names></name><etal/></person-group> (<year>2018</year>). <article-title>Frontal White matter hyperintensity is associated with verbal aggressiveness in elderly women with Alzheimer disease and amnestic mild cognitive impairment.</article-title> <source><italic>Dement. Geriatr. Cogn. Dis. Extra</italic></source> <volume>8</volume> <fpage>138</fpage>&#x2013;<lpage>150</lpage>. <pub-id pub-id-type="doi">10.1159/000486826</pub-id> <pub-id pub-id-type="pmid">29805380</pub-id></citation></ref>
<ref id="B49"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ozzoude</surname> <given-names>M.</given-names></name> <name><surname>Varriano</surname> <given-names>B.</given-names></name> <name><surname>Beaton</surname> <given-names>D.</given-names></name> <name><surname>Ramirez</surname> <given-names>J.</given-names></name> <name><surname>Adamo</surname> <given-names>S.</given-names></name> <name><surname>Holmes</surname> <given-names>M. F.</given-names></name><etal/></person-group> (<year>2023</year>). <article-title>White matter hyperintensities and smaller cortical thickness are associated with neuropsychiatric symptoms in neurodegenerative and cerebrovascular diseases.</article-title> <source><italic>Alzheimers Res. Ther.</italic></source> <volume>15</volume>:<fpage>114</fpage>. <pub-id pub-id-type="doi">10.1186/s13195-023-01257-y</pub-id> <pub-id pub-id-type="pmid">37340319</pub-id></citation></ref>
<ref id="B50"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pajavand</surname> <given-names>A. M.</given-names></name> <name><surname>Grothe</surname> <given-names>M. J.</given-names></name> <name><surname>De Schotten</surname> <given-names>M. T.</given-names></name> <name><surname>Giorgi</surname> <given-names>F. S.</given-names></name> <name><surname>Vergallo</surname> <given-names>A.</given-names></name> <name><surname>Hampel</surname> <given-names>H.</given-names></name><etal/></person-group> (<year>2024</year>). <article-title>Structural white matter connectivity differences independent of gray matter loss in mild cognitive impairment with neuropsychiatric symptoms: Early indicators of Alzheimer&#x2019;s disease using network-based statistics.</article-title> <source><italic>J. Alzheimers Dis.</italic></source> <volume>102</volume> <fpage>1042</fpage>&#x2013;<lpage>1056</lpage>. <pub-id pub-id-type="doi">10.1177/13872877241288710</pub-id> <pub-id pub-id-type="pmid">39574327</pub-id></citation></ref>
<ref id="B51"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Perlman</surname> <given-names>C. M.</given-names></name> <name><surname>Hirdes</surname> <given-names>J. P.</given-names></name></person-group> (<year>2008</year>). <article-title>The aggressive behavior scale: A new scale to measure aggression based on the minimum data set.</article-title> <source><italic>J. Am. Geriatr. Soc.</italic></source> <volume>56</volume> <fpage>2298</fpage>&#x2013;<lpage>2303</lpage>. <pub-id pub-id-type="doi">10.1111/j.1532-5415.2008.02048.x</pub-id> <pub-id pub-id-type="pmid">19093929</pub-id></citation></ref>
<ref id="B52"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Poon</surname> <given-names>S. F.</given-names></name> <name><surname>Tan</surname> <given-names>C. H.</given-names></name> <name><surname>Hong</surname> <given-names>W. P.</given-names></name> <name><surname>Chen</surname> <given-names>K. C.</given-names></name> <name><surname>Yu</surname> <given-names>R. L.</given-names></name></person-group> (<year>2025</year>). <article-title>Tailoring anxiety assessment for Parkinson&#x2019;s disease: The Chinese Parkinson anxiety scale with cultural and situational anxiety considerations.</article-title> <source><italic>Soc. Sci. Med.</italic></source> <volume>381</volume>:<fpage>118284</fpage>. <pub-id pub-id-type="doi">10.1016/j.socscimed.2025.118284</pub-id> <pub-id pub-id-type="pmid">40513505</pub-id></citation></ref>
<ref id="B53"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Poulin</surname> <given-names>S. P.</given-names></name> <name><surname>Bergeron</surname> <given-names>D.</given-names></name> <name><surname>Dickerson</surname> <given-names>B. C.</given-names></name></person-group> <collab>Alzheimer&#x2019;s Disease Neuroimaging Initiative.</collab> (<year>2017</year>). <article-title>Risk factors, neuroanatomical correlates, and outcome of neuropsychiatric symptoms in Alzheimer&#x2019;s disease.</article-title> <source><italic>J. Alzheimers Dis.</italic></source> <volume>60</volume> <fpage>483</fpage>&#x2013;<lpage>493</lpage>. <pub-id pub-id-type="doi">10.3233/JAD-160767</pub-id> <pub-id pub-id-type="pmid">28869463</pub-id></citation></ref>
<ref id="B54"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Radue</surname> <given-names>R.</given-names></name> <name><surname>Walaszek</surname> <given-names>A.</given-names></name> <name><surname>Asthana</surname> <given-names>S.</given-names></name></person-group> (<year>2019</year>). <article-title>Neuropsychiatric symptoms in dementia.</article-title> <source><italic>Handb. Clin. Neurol.</italic></source> <volume>167</volume> <fpage>437</fpage>&#x2013;<lpage>454</lpage>. <pub-id pub-id-type="doi">10.1016/B978-0-12-804766-8.00024-8</pub-id> <pub-id pub-id-type="pmid">31753148</pub-id></citation></ref>
<ref id="B55"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rashidi-Ranjbar</surname> <given-names>N.</given-names></name> <name><surname>Churchill</surname> <given-names>N. W.</given-names></name> <name><surname>Black</surname> <given-names>S. E.</given-names></name> <name><surname>Kumar</surname> <given-names>S.</given-names></name> <name><surname>Tartaglia</surname> <given-names>M. C.</given-names></name> <name><surname>Freedman</surname> <given-names>M.</given-names></name><etal/></person-group> (<year>2025</year>). <article-title>A cross sectional and longitudinal assessment of neuropsychiatric symptoms and brain functional connectivity in patients with mild cognitive impairment, cerebrovascular disease and parkinson disease.</article-title> <source><italic>Int. J. Geriatr. Psychiatry</italic></source> <volume>40</volume>:<fpage>e70075</fpage>. <pub-id pub-id-type="doi">10.1002/gps.70075</pub-id> <pub-id pub-id-type="pmid">40246706</pub-id></citation></ref>
<ref id="B56"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rashidi-Ranjbar</surname> <given-names>N.</given-names></name> <name><surname>Churchill</surname> <given-names>N. W.</given-names></name> <name><surname>Black</surname> <given-names>S. E.</given-names></name> <name><surname>Kumar</surname> <given-names>S.</given-names></name> <name><surname>Tartaglia</surname> <given-names>M. C.</given-names></name> <name><surname>Freedman</surname> <given-names>M.</given-names></name><etal/></person-group> (<year>2024</year>). <article-title>Neuropsychiatric symptoms and brain morphology in patients with mild cognitive impairment, cerebrovascular disease and Parkinson disease: A cross sectional and longitudinal study.</article-title> <source><italic>Int. J. Geriatr. Psychiatry</italic></source> <volume>39</volume>:<fpage>e6074</fpage>. <pub-id pub-id-type="doi">10.1002/gps.6074</pub-id> <pub-id pub-id-type="pmid">38491809</pub-id></citation></ref>
<ref id="B57"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Reisberg</surname> <given-names>B.</given-names></name> <name><surname>Borenstein</surname> <given-names>J.</given-names></name> <name><surname>Salob</surname> <given-names>S. P.</given-names></name> <name><surname>Ferris</surname> <given-names>S. H.</given-names></name> <name><surname>Franssen</surname> <given-names>E.</given-names></name> <name><surname>Georgotas</surname> <given-names>A.</given-names></name></person-group> (<year>1987</year>). <article-title>Behavioral symptoms in Alzheimer&#x2019;s disease: Phenomenology and treatment.</article-title> <source><italic>J. Clin. Psychiatry</italic></source> <volume>48</volume> <fpage>9</fpage>&#x2013;<lpage>15</lpage>. <pub-id pub-id-type="doi">10.1037/t13385-000</pub-id></citation></ref>
<ref id="B58"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Robert</surname> <given-names>P. H.</given-names></name> <name><surname>Verhey</surname> <given-names>F. R.</given-names></name> <name><surname>Byrne</surname> <given-names>E. J.</given-names></name> <name><surname>Hurt</surname> <given-names>C.</given-names></name> <name><surname>De Deyn</surname> <given-names>P. P.</given-names></name> <name><surname>Nobili</surname> <given-names>F.</given-names></name><etal/></person-group> (<year>2005</year>). <article-title>Grouping for behavioral and psychological symptoms in dementia: Clinical and biological aspects. Consensus paper of the European Alzheimer disease consortium.</article-title> <source><italic>Eur. Psychiatry</italic></source> <volume>20</volume> <fpage>490</fpage>&#x2013;<lpage>496</lpage>. <pub-id pub-id-type="doi">10.1016/j.eurpsy.2004.09.031</pub-id> <pub-id pub-id-type="pmid">16310680</pub-id></citation></ref>
<ref id="B59"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sellami</surname> <given-names>L.</given-names></name> <name><surname>Bocchetta</surname> <given-names>M.</given-names></name> <name><surname>Masellis</surname> <given-names>M.</given-names></name> <name><surname>Cash</surname> <given-names>D. M.</given-names></name> <name><surname>Dick</surname> <given-names>K. M.</given-names></name> <name><surname>van Swieten</surname> <given-names>J.</given-names></name><etal/></person-group> (<year>2018</year>). <article-title>Distinct neuroanatomical correlates of neuropsychiatric symptoms in the three main forms of genetic frontotemporal dementia in the GENFI cohort.</article-title> <source><italic>J. Alzheimers Dis.</italic></source> <volume>65</volume> <fpage>147</fpage>&#x2013;<lpage>163</lpage>. <pub-id pub-id-type="doi">10.3233/JAD-180053</pub-id> <pub-id pub-id-type="pmid">30010122</pub-id></citation></ref>
<ref id="B60"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Serra</surname> <given-names>L.</given-names></name> <name><surname>Bruschini</surname> <given-names>M.</given-names></name> <name><surname>Di Domenico</surname> <given-names>C.</given-names></name> <name><surname>Mancini</surname> <given-names>M.</given-names></name> <name><surname>Bechi Gabrielli</surname> <given-names>G.</given-names></name> <name><surname>Bonarota</surname> <given-names>S.</given-names></name><etal/></person-group> (<year>2020</year>). <article-title>Behavioral psychological symptoms of dementia and functional connectivity changes: A network-based study.</article-title> <source><italic>Neurobiol. Aging</italic></source> <volume>94</volume> <fpage>196</fpage>&#x2013;<lpage>206</lpage>. <pub-id pub-id-type="doi">10.1016/j.neurobiolaging.2020.06.009</pub-id> <pub-id pub-id-type="pmid">32645548</pub-id></citation></ref>
<ref id="B61"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Siafarikas</surname> <given-names>N.</given-names></name> <name><surname>Alnaes</surname> <given-names>D.</given-names></name> <name><surname>Monereo-Sanchez</surname> <given-names>J.</given-names></name> <name><surname>Lund</surname> <given-names>M. J.</given-names></name> <name><surname>Selbaek</surname> <given-names>G.</given-names></name> <name><surname>Stylianou-Korsnes</surname> <given-names>M.</given-names></name><etal/></person-group> (<year>2021</year>). <article-title>Neuropsychiatric symptoms and brain morphology in patients with mild cognitive impairment and Alzheimer&#x2019;s disease with dementia.</article-title> <source><italic>Int. Psychogeriatr.</italic></source> <volume>33</volume> <fpage>1217</fpage>&#x2013;<lpage>1228</lpage>. <pub-id pub-id-type="doi">10.1017/S1041610221000934</pub-id> <pub-id pub-id-type="pmid">34399870</pub-id></citation></ref>
<ref id="B62"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sone</surname> <given-names>D.</given-names></name> <name><surname>Beheshti</surname> <given-names>I.</given-names></name></person-group> (<year>2022</year>). <article-title>Neuroimaging-based brain age estimation: A promising personalized biomarker in neuropsychiatry.</article-title> <source><italic>J. Pers. Med.</italic></source> <volume>12</volume>:<fpage>1850</fpage>. <pub-id pub-id-type="doi">10.3390/jpm12111850</pub-id> <pub-id pub-id-type="pmid">36579560</pub-id></citation></ref>
<ref id="B63"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sone</surname> <given-names>D.</given-names></name> <name><surname>Beheshti</surname> <given-names>I.</given-names></name> <name><surname>Tagai</surname> <given-names>K.</given-names></name> <name><surname>Kameyama</surname> <given-names>H.</given-names></name> <name><surname>Takasaki</surname> <given-names>E.</given-names></name> <name><surname>Kashibayashi</surname> <given-names>T.</given-names></name><etal/></person-group> (<year>2025</year>). <article-title>Neuropsychiatric symptoms and neuroimaging-based brain age in mild cognitive impairment and early dementia: A multicenter study.</article-title> <source><italic>Psychiatry Clin. Neurosci.</italic></source> <volume>79</volume> <fpage>158</fpage>&#x2013;<lpage>164</lpage>. <pub-id pub-id-type="doi">10.1111/pcn.13777</pub-id> <pub-id pub-id-type="pmid">39821434</pub-id></citation></ref>
<ref id="B64"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tachibana</surname> <given-names>A.</given-names></name> <name><surname>Iga</surname> <given-names>J. I.</given-names></name> <name><surname>Ozaki</surname> <given-names>T.</given-names></name> <name><surname>Yoshino</surname> <given-names>Y.</given-names></name> <name><surname>Yamazaki</surname> <given-names>K.</given-names></name> <name><surname>Ochi</surname> <given-names>S.</given-names></name><etal/></person-group> (<year>2024</year>). <article-title>Behavioral and psychological symptoms and brain volumes in community-dwelling older persons from the Nakayama Study.</article-title> <source><italic>Sci. Rep.</italic></source> <volume>14</volume>:<fpage>26097</fpage>. <pub-id pub-id-type="doi">10.1038/s41598-024-77477-5</pub-id> <pub-id pub-id-type="pmid">39478058</pub-id></citation></ref>
<ref id="B65"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tampi</surname> <given-names>R. R.</given-names></name> <name><surname>Jeste</surname> <given-names>D. V.</given-names></name></person-group> (<year>2022</year>). <article-title>Dementia is more than memory loss: Neuropsychiatric symptoms of dementia and their nonpharmacological and pharmacological management.</article-title> <source><italic>Am. J. Psychiatry</italic></source> <volume>179</volume> <fpage>528</fpage>&#x2013;<lpage>543</lpage>. <pub-id pub-id-type="doi">10.1176/appi.ajp.20220508</pub-id> <pub-id pub-id-type="pmid">35921394</pub-id></citation></ref>
<ref id="B66"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tissot</surname> <given-names>C.</given-names></name> <name><surname>Therriault</surname> <given-names>J.</given-names></name> <name><surname>Pascoal</surname> <given-names>T. A.</given-names></name> <name><surname>Chamoun</surname> <given-names>M.</given-names></name> <name><surname>Lussier</surname> <given-names>F. Z.</given-names></name> <name><surname>Savard</surname> <given-names>M.</given-names></name><etal/></person-group> (<year>2021</year>). <article-title>Association between regional tau pathology and neuropsychiatric symptoms in aging and dementia due to Alzheimer&#x2019;s disease.</article-title> <source><italic>Alzheimers Dement.</italic></source> <volume>7</volume>:<fpage>e12154</fpage>. <pub-id pub-id-type="doi">10.1002/trc2.12154</pub-id> <pub-id pub-id-type="pmid">33816761</pub-id></citation></ref>
<ref id="B67"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tu</surname> <given-names>M. C.</given-names></name> <name><surname>Huang</surname> <given-names>W. H.</given-names></name> <name><surname>Hsu</surname> <given-names>Y. H.</given-names></name> <name><surname>Lo</surname> <given-names>C. P.</given-names></name> <name><surname>Deng</surname> <given-names>J. F.</given-names></name> <name><surname>Huang</surname> <given-names>C. F.</given-names></name></person-group> (<year>2017</year>). <article-title>Comparison of neuropsychiatric symptoms and diffusion tensor imaging correlates among patients with subcortical ischemic vascular disease and Alzheimer&#x2019;s disease.</article-title> <source><italic>BMC Neurol.</italic></source> <volume>17</volume>:<fpage>144</fpage>. <pub-id pub-id-type="doi">10.1186/s12883-017-0911-5</pub-id> <pub-id pub-id-type="pmid">28754095</pub-id></citation></ref>
<ref id="B68"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tumati</surname> <given-names>S.</given-names></name> <name><surname>Marsman</surname> <given-names>J. C.</given-names></name> <name><surname>De Deyn</surname> <given-names>P. P.</given-names></name> <name><surname>Martens</surname> <given-names>S.</given-names></name> <name><surname>Aleman</surname> <given-names>A.</given-names></name></person-group> <collab>Alzheimer&#x2019;s Disease Neuroimaging Initiative.</collab> (<year>2020</year>). <article-title>Functional network topology associated with apathy in Alzheimer&#x2019;s disease.</article-title> <source><italic>J. Affect. Disord.</italic></source> <volume>266</volume> <fpage>473</fpage>&#x2013;<lpage>481</lpage>. <pub-id pub-id-type="doi">10.1016/j.jad.2020.01.158</pub-id> <pub-id pub-id-type="pmid">32056915</pub-id></citation></ref>
<ref id="B69"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>van Dyck</surname> <given-names>C. H.</given-names></name> <name><surname>Swanson</surname> <given-names>C. J.</given-names></name> <name><surname>Aisen</surname> <given-names>P.</given-names></name> <name><surname>Bateman</surname> <given-names>R. J.</given-names></name> <name><surname>Chen</surname> <given-names>C.</given-names></name> <name><surname>Gee</surname> <given-names>M.</given-names></name><etal/></person-group> (<year>2022</year>). <article-title>Lecanemab in early Alzheimer&#x2019;s disease.</article-title> <source><italic>N. Engl. J. Med.</italic></source> <volume>388</volume> <fpage>9</fpage>&#x2013;<lpage>21</lpage>. <pub-id pub-id-type="doi">10.1056/NEJMoa2212948</pub-id> <pub-id pub-id-type="pmid">36449413</pub-id></citation></ref>
<ref id="B70"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wright</surname> <given-names>L. M.</given-names></name> <name><surname>Donaghy</surname> <given-names>P. C.</given-names></name> <name><surname>Burn</surname> <given-names>D. J.</given-names></name> <name><surname>Taylor</surname> <given-names>J. P.</given-names></name> <name><surname>O&#x2019;Brien</surname> <given-names>J. T.</given-names></name> <name><surname>Yarnall</surname> <given-names>A. J.</given-names></name><etal/></person-group> (<year>2025</year>). <article-title>Brain network connectivity underlying neuropsychiatric symptoms in prodromal Lewy body dementia.</article-title> <source><italic>Neurobiol. Aging</italic></source> <volume>151</volume> <fpage>95</fpage>&#x2013;<lpage>106</lpage>. <pub-id pub-id-type="doi">10.1016/j.neurobiolaging.2025.04.007</pub-id> <pub-id pub-id-type="pmid">40267731</pub-id></citation></ref>
<ref id="B71"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yesavage</surname> <given-names>J. A.</given-names></name> <name><surname>Brink</surname> <given-names>T. L.</given-names></name> <name><surname>Rose</surname> <given-names>T. L.</given-names></name> <name><surname>Lum</surname> <given-names>O.</given-names></name> <name><surname>Huang</surname> <given-names>V.</given-names></name> <name><surname>Adey</surname> <given-names>M.</given-names></name><etal/></person-group> (<year>1982</year>). <article-title>Development and validation of a geriatric depression screening scale: A preliminary report.</article-title> <source><italic>J. Psychiatr. Res.</italic></source> <volume>17</volume> <fpage>37</fpage>&#x2013;<lpage>49</lpage>. <pub-id pub-id-type="doi">10.1016/0022-3956(82)90033-4</pub-id> <pub-id pub-id-type="pmid">7183759</pub-id></citation></ref>
<ref id="B72"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yi</surname> <given-names>H. J.</given-names></name> <name><surname>Tan</surname> <given-names>C. H.</given-names></name> <name><surname>Hong</surname> <given-names>W. P.</given-names></name> <name><surname>Yu</surname> <given-names>R. L.</given-names></name></person-group> (<year>2024</year>). <article-title>Development and validation of the geriatric apathy scale: Examining multi-dimensional apathy profiles in a neurodegenerative population with cultural considerations.</article-title> <source><italic>Asian J. Psychiatr.</italic></source> <volume>93</volume>:<fpage>103924</fpage>. <pub-id pub-id-type="doi">10.1016/j.ajp.2024.103924</pub-id> <pub-id pub-id-type="pmid">38232445</pub-id></citation></ref>
<ref id="B73"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhao</surname> <given-names>K.</given-names></name> <name><surname>Xie</surname> <given-names>H.</given-names></name> <name><surname>Fonzo</surname> <given-names>G. A.</given-names></name> <name><surname>Carlisle</surname> <given-names>N. B.</given-names></name> <name><surname>Osorio</surname> <given-names>R. S.</given-names></name> <name><surname>Zhang</surname> <given-names>Y.</given-names></name></person-group> (<year>2024</year>). <article-title>Dementia subtypes defined through neuropsychiatric symptom-associated brain connectivity patterns.</article-title> <source><italic>JAMA Netw. Open</italic></source> <volume>7</volume>:<fpage>e2420479</fpage>. <pub-id pub-id-type="doi">10.1001/jamanetworkopen.2024.20479</pub-id> <pub-id pub-id-type="pmid">38976268</pub-id></citation></ref>
<ref id="B74"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhou</surname> <given-names>Y.</given-names></name> <name><surname>Wei</surname> <given-names>L.</given-names></name> <name><surname>Gao</surname> <given-names>S.</given-names></name> <name><surname>Wang</surname> <given-names>J.</given-names></name> <name><surname>Hu</surname> <given-names>Z.</given-names></name></person-group> (<year>2023</year>). <article-title>Characterization of diffusion magnetic resonance imaging revealing relationships between white matter disconnection and behavioral disturbances in mild cognitive impairment: A systematic review.</article-title> <source><italic>Front. Neurosci.</italic></source> <volume>17</volume>:<fpage>1209378</fpage>. <pub-id pub-id-type="doi">10.3389/fnins.2023.1209378</pub-id> <pub-id pub-id-type="pmid">37360170</pub-id></citation></ref>
</ref-list>
</back>
</article>