<?xml version="1.0" encoding="UTF-8" standalone="no"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Archiving and Interchange DTD v2.3 20070202//EN" "archivearticle.dtd">
<article xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="systematic-review">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Vet. Sci.</journal-id>
<journal-title>Frontiers in Veterinary Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Vet. Sci.</abbrev-journal-title>
<issn pub-type="epub">2297-1769</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fvets.2023.1135282</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Veterinary Science</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Neuroimaging findings in preclinical amyotrophic lateral sclerosis models&#x02014;How well do they mimic the clinical phenotype? A systematic review</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Cannon</surname> <given-names>Amelia Elaine</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>&#x02020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2226162/overview"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Z&#x000FC;rrer</surname> <given-names>Wolfgang Emanuel</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>&#x02020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2157203/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Zejlon</surname> <given-names>Charlotte</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Kulcsar</surname> <given-names>Zsolt</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Lewandowski</surname> <given-names>Sebastian</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/328314/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Piehl</surname> <given-names>Fredrik</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/21442/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Granberg</surname> <given-names>Tobias</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1247916/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Ineichen</surname> <given-names>Benjamin Victor</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x02021;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1030808/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Center for Reproducible Science, University of Zurich</institution>, <addr-line>Zurich</addr-line>, <country>Switzerland</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Neuroradiology, Karolinska University Hospital</institution>, <addr-line>Stockholm</addr-line>, <country>Sweden</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Neuroradiology, Clinical Neuroscience Center, University Hospital Zurich, University of Zurich</institution>, <addr-line>Zurich</addr-line>, <country>Switzerland</country></aff>
<aff id="aff4"><sup>4</sup><institution>Department of Clinical Neuroscience, Karolinska Institutet</institution>, <addr-line>Stockholm</addr-line>, <country>Sweden</country></aff>
<aff id="aff5"><sup>5</sup><institution>Center of Neurology, Academic Specialist Center, Stockholm Health Services</institution>, <addr-line>Stockholm</addr-line>, <country>Sweden</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Weiguo Li, Northwestern University, United States</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Vito Antonio Baldassarro, University of Bologna, Italy; Kejia Cai, University of Illinois at Chicago, United States</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Benjamin Victor Ineichen <email>benjaminvictor.ineichen&#x00040;uzh.ch</email></corresp>
<fn fn-type="equal" id="fn001"><p>&#x02020;These authors have contributed equally to this work and share first authorship</p></fn>
<fn fn-type="other" id="fn002"><p>&#x02021;ORCID: Benjamin Victor Ineichen <ext-link ext-link-type="uri" xlink:href="https://orcid.org/0000-0003-1362-4819">orcid.org/0000-0003-1362-4819</ext-link></p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>02</day>
<month>05</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>10</volume>
<elocation-id>1135282</elocation-id>
<history>
<date date-type="received">
<day>31</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>10</day>
<month>04</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2023 Cannon, Z&#x000FC;rrer, Zejlon, Kulcsar, Lewandowski, Piehl, Granberg and Ineichen.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Cannon, Z&#x000FC;rrer, Zejlon, Kulcsar, Lewandowski, Piehl, Granberg and Ineichen</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<sec>
<title>Background and objectives</title>
<p>Animal models for motor neuron diseases (MND) such as amyotrophic lateral sclerosis (ALS) are commonly used in preclinical research. However, it is insufficiently understood how much findings from these model systems can be translated to humans. Thus, we aimed at systematically assessing the translational value of MND animal models to probe their external validity with regards to magnetic resonance imaging (MRI) features.</p>
</sec>
<sec>
<title>Methods</title>
<p>In a comprehensive literature search in PubMed and Embase, we retrieved 201 unique publications of which 34 were deemed eligible for qualitative synthesis including risk of bias assessment.</p>
</sec>
<sec>
<title>Results</title>
<p>ALS animal models can indeed present with human ALS neuroimaging features: Similar to the human paradigm, (regional) brain and spinal cord atrophy as well as signal changes in motor systems are commonly observed in ALS animal models. Blood-brain barrier breakdown seems to be more specific to ALS models, at least in the imaging domain. It is noteworthy that the G93A-SOD1 model, mimicking a rare clinical genotype, was the most frequently used ALS proxy.</p>
</sec>
<sec>
<title>Conclusions</title>
<p>Our systematic review provides high-grade evidence that preclinical ALS models indeed show imaging features highly reminiscent of human ALS assigning them a high external validity in this domain. This opposes the high attrition of drugs during bench-to-bedside translation and thus raises concerns that phenotypic reproducibility does not necessarily render an animal model appropriate for drug development. These findings emphasize a careful application of these model systems for ALS therapy development thereby benefiting refinement of animal experiments.</p>
</sec>
<sec>
<title>Systematic review registration</title>
<p><ext-link ext-link-type="uri" xlink:href="https://www.crd.york.ac.uk/PROSPERO/">https://www.crd.york.ac.uk/PROSPERO/</ext-link>, identifier: CRD42022373146.</p>
</sec>
</abstract>
<kwd-group>
<kwd>motor neuron disease (MND)</kwd>
<kwd>magnetic resonance imaging (MRI)</kwd>
<kwd>systematic review</kwd>
<kwd>amyotrophic lateral sclerosis</kwd>
<kwd>neuroimaging</kwd>
<kwd>external validity</kwd>
<kwd>3R</kwd>
<kwd>neuroscience</kwd>
</kwd-group>
<contract-sponsor id="cn001">Schweizerischer Nationalfonds zur F&#x000F6;rderung der Wissenschaftlichen Forschung<named-content content-type="fundref-id">10.13039/501100001711</named-content></contract-sponsor>
<counts>
<fig-count count="2"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="90"/>
<page-count count="8"/>
<word-count count="6479"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Animal Behavior and Welfare</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1. Introduction</title>
<p>Preclinical neuroscience has advanced our understanding of the pathophysiology of neurological diseases, and research in animal models of these diseases has identified many putative treatment targets for human diseases. However, this progress stands in stark contrast to the high attrition rates in drug development, being among the highest in neuroscience (<xref ref-type="bibr" rid="B1">1</xref>&#x02013;<xref ref-type="bibr" rid="B4">4</xref>). This gap in bench-to-bedside translation can be attributed to multiple factors (<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B6">6</xref>), some of them inherent to the challenge of developing innovative therapies (<xref ref-type="bibr" rid="B7">7</xref>). However, the inappropriate design and conduct of preclinical studies have been flagged as major concerns (<xref ref-type="bibr" rid="B8">8</xref>&#x02013;<xref ref-type="bibr" rid="B10">10</xref>). To this end, some attention has focused on external validity (<xref ref-type="bibr" rid="B11">11</xref>), i.e., the extent to which an experimental finding can be extrapolated to other settings, e.g., translation from animals to humans (<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B13">13</xref>).</p>
<p>A neuroscience subfield with particularly low bench-to-bedside translation and only exiguous therapeutic options are motor neuron diseases (MND), including entities such as amyotrophic lateral sclerosis (ALS) (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B15">15</xref>). In these mostly fatal diseases, magnetic resonance imaging (MRI) has become among the most important paraclinical tools for diagnostic workup (<xref ref-type="bibr" rid="B16">16</xref>&#x02013;<xref ref-type="bibr" rid="B19">19</xref>). Although unspecific to MND; MRI can present with certain patterns of brain and spinal cord atrophy as well as signal changes in the corticospinal tract and motor cortex (<xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Magnetic resonance imaging signs in human amyotrophic lateral sclerosis (ALS). Magnetic resonance imaging (MRI) from two amyotrophic lateral sclerosis (ALS) patients with the &#x0201C;motor band sign,&#x0201D; i.e., motor cortex hypointensities, on susceptibility weighted imaging [SWI, <bold>(A, D)</bold>] and T2 hyperintensities along the corticospinal tract on 3T 3D T2w-FLAIR <bold>(B, C, E, F)</bold>. Image adjusted from (<xref ref-type="bibr" rid="B20">20</xref>). For comparison, T2 signal changes in rodent brain stem motor nuclei are shown in (<xref ref-type="bibr" rid="B21">21</xref>&#x02013;<xref ref-type="bibr" rid="B23">23</xref>).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fvets-10-1135282-g0001.tif"/>
</fig>
<p>A variety of MND animal models are used for pathomechanistic investigations of these disorders, most prominently transgenic rodents with mutations in the SOD1 gene, thus mimicking familial ALS (<xref ref-type="bibr" rid="B24">24</xref>). However, it is insufficiently understood how well these animal models mimic human MND imaging phenotypes, i.e., what is external validity of these animal models in the neuroimaging domain? Improved understanding of the external validity of these animal models would not only benefit researchers using these models to assess putative drug candidates for MND, but it would also help to implement refinement strategies from the 3R&#x02014;reduce, replace, refine&#x02014;within the field (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B25">25</xref>).</p>
<p>Thus, based on this shortcoming, we here aim at assessing the external validity of motor neuron disease animal models by systematically summarizing MRI features of MND animal models, and to compare these features with human MRI phenotypes. We focus our analysis on structural MRI as used in the clinical routine for MND diagnostic work-up. This study complements a recently published systematic review on structural neuroimaging findings in human MND (<xref ref-type="bibr" rid="B20">20</xref>).</p>
</sec>
<sec id="s2">
<title>2. Methods</title>
<sec>
<title>2.1. Protocol registration</title>
<p>We registered a prospective study protocol in the International Prospective Register of Systematic Reviews (PROSPERO, CRD42022373146, <ext-link ext-link-type="uri" xlink:href="https://www.crd.york.ac.uk/PROSPERO/">https://www.crd.york.ac.uk/PROSPERO/</ext-link>) and used the Preferred Reporting Items for Systematic Reviews and Meta-Analysis (PRISMA) guidelines for reporting (<xref ref-type="bibr" rid="B26">26</xref>).</p>
</sec>
<sec>
<title>2.2. Search strategy</title>
<p>We searched PubMed and Ovid EMBASE for relevant publications from inception up to December 19, 2022. See <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref> for the search strings in each of these databases.</p></sec>
<sec>
<title>2.3. Inclusion and exclusion criteria</title>
<p>We included original publications that reported on any structural brain or spinal cord MRI outcome in MND animal models. Conference abstracts, non-English articles, and publications which reiterated previously reported quantitative data were excluded. Reviews were excluded but retained as potential sources for additional records. Reference lists of these reviews were screened for additional eligible publications.</p>
</sec>
<sec>
<title>2.4. Study selection and data extraction</title>
<p>Titles and abstracts of studies were screened for their relevance in the web-based application Rayyan (<xref ref-type="bibr" rid="B27">27</xref>) by two independent reviewers followed by full-text screening. From eligible full texts, the following data was extracted by two independent reviewers: title, authors, publication year, journal, MND model, number of animals in the treatment and control groups, MRI static magnetic field strength, and main findings related to structural neuroimaging.</p>
</sec>
<sec>
<title>2.5. Quality assessment</title>
<p>Risk of bias was assessed against a 3-item checklist according to the consensus statement for good laboratory practice in the modeling of stroke (sample size calculations provided, reporting of animal welfare, statement of a potential conflict of interest) (<xref ref-type="bibr" rid="B28">28</xref>), as well as four items on reporting any measure of randomization or blinding (<xref ref-type="bibr" rid="B29">29</xref>).</p>
</sec>
</sec>
<sec id="s3">
<title>3. Results</title>
<sec>
<title>3.1. General study characteristics</title>
<sec>
<title>3.1.1. Eligible publications</title>
<p>In total, 364 publications were retrieved from our database search, and an additional 2 publications from reference lists of reviews on related topics. After abstract and title screening, 46 publications were eligible for full-text search. After screening the full text of these records, 34 publications (17% of deduplicated references) were included for the qualitative synthesis (<xref ref-type="fig" rid="F2">Figure 2</xref>).</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>PRISMA flow chart for study inclusion. A total of 34 publications were eligible for the qualitative synthesis. MND, motor neuron disease; MRI, magnetic resonance imaging.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fvets-10-1135282-g0002.tif"/>
</fig>
</sec>
<sec>
<title>3.1.2. Experimental parameters of eligible publications</title>
<p>The most frequently used MND animal model was the <italic>SOD1</italic><sup><italic>G</italic>93<italic>A</italic></sup> transgenic model, mimicking familial ALS (26 publications, 76%, we will refer to these models as ALS animal models in the remainder of the manuscript). The B6SJL-Tg(SOD1<sup>G93A</sup>)1Gur/J was the most commonly used mutant (15 publications, 58%), the B6.Cg-Tg(SOD1<sup>G93A</sup>)1Gur/J was only used in one publication, the remaining publications did not further specify the mutant.</p>
<p>Only mice and rats were used in the eligible publications (30 [88%] and 4, [12%], respectively). The employed static magnetic field strengths ranged from 1.5T to 17.6T, with most publications employing 7T (16, 47%). The median sample size of animals was 10 and 5.5 animals for the experimental and control groups, respectively (interquartile range, IQR [7&#x02013;21.75] and [0.75&#x02013;7.75], respectively). Four publications did not report the number of used animals.</p>
<p>Seven publications (21%) tested a therapeutic intervention for MND, among them mostly stem cell-based approaches (4 publications, 12%) (<xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B30">30</xref>&#x02013;<xref ref-type="bibr" rid="B32">32</xref>). One study each investigated liposomal encapsulated glucocorticoid (<xref ref-type="bibr" rid="B33">33</xref>), davunetide (an intranasal neuropeptide therapy) (<xref ref-type="bibr" rid="B34">34</xref>), and deferiprone (an iron chelator) (<xref ref-type="bibr" rid="B35">35</xref>).</p>
<p>More detailed data on experimental parameters can be found in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 2</xref>.</p>
</sec>
<sec>
<title>3.1.3. Risk of bias assessment</title>
<p>Most publications showed a low risk of bias in the animal welfare (reported by 29/34 publications, 85%) and conflict of interest domain (19/34, 56%). Yet only few publications reported randomization (7/34, 21%), blinding (6/34, 18%) or sample size calculations for their study (3/34, 9%) (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 3</xref>).</p>
</sec>
</sec>
<sec>
<title>3.2. Neuroimaging findings in motor neuron disease animal models</title>
<sec>
<title>3.2.1. Atrophy of brain and spinal cord</title>
<p>Neuroimaging has consistently shown local central nervous system (CNS) tissue volume loss in MND animal models. Yet the affected anatomical CNS regions show a high degree of variability between reports. 1-year old mice overexpressing both <italic>APP</italic> and <italic>SOD1</italic> mutations exhibited gray matter atrophy, most pronounced in the hippocampi as well as in entorhinal and cingulate cortices (<xref ref-type="bibr" rid="B36">36</xref>). In contrast, mice only overexpressing SOD1 exhibited atrophy specifically in cortical regions (cingulate, retrosplenial, and temporoparietal cortex) but not in the hippocampi (<xref ref-type="bibr" rid="B36">36</xref>). A loss in motor cortex volume has also been observed in the murine <italic>SOD1</italic><sup><italic>G</italic>93<italic>A</italic></sup> model at postnatal day 100 (<xref ref-type="bibr" rid="B37">37</xref>). However, such motor cortex atrophy has not been consistent in other study using mice of similar age (<xref ref-type="bibr" rid="B38">38</xref>). Along these lines, a report using the <italic>TARDBP</italic><sup><italic>Q</italic>331<italic>K</italic></sup> transgenic mouse strain, i.e., a model for ALS-FTD, found a more prominent atrophy in the entorhinal cortex compared to the motor cortex (<xref ref-type="bibr" rid="B39">39</xref>). Mice fed with cycad toxins (resulting in motor neuron loss) show lower volumes in the substantia nigra, striatum, basal nucleus/internal capsule, and olfactory bulb (<xref ref-type="bibr" rid="B40">40</xref>). A more recent study using a conditional TDP-43 mouse model found progressive volume loss of the gray matter in the olfactory bulb, frontal association cortices, lateral and dorsolateral orbital cortices, agranular insular cortices, globus pallidus, hippocampi, dorsal subiculum, secondary visual cortices, as well as in the cerebellum (<xref ref-type="bibr" rid="B41">41</xref>). Finally, several studies described atrophy of brain stem nuclei (<xref ref-type="bibr" rid="B42">42</xref>), particularly of motor nuclei, e.g., trigeminal, facial, and hypoglossal nuclei (<xref ref-type="bibr" rid="B34">34</xref>, <xref ref-type="bibr" rid="B38">38</xref>).</p>
<p>Spinal cord volume loss has been observed in the murine <italic>SOD1</italic><sup><italic>G</italic>93<italic>A</italic></sup> model (<xref ref-type="bibr" rid="B37">37</xref>, <xref ref-type="bibr" rid="B43">43</xref>), but also in the cycad toxin animal model (<xref ref-type="bibr" rid="B40">40</xref>).</p>
</sec>
<sec>
<title>3.2.2. Signal changes of brain and spinal cord</title>
<p>T2w hyperintensities have been described in rodent ALS models in the brain stem (<xref ref-type="bibr" rid="B21">21</xref>&#x02013;<xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B44">44</xref>, <xref ref-type="bibr" rid="B45">45</xref>). These hyperintensities seem to parallel or even precede first behavioral ALS symptoms (<xref ref-type="bibr" rid="B46">46</xref>, <xref ref-type="bibr" rid="B47">47</xref>). Histopathological correlations found associated vacuolar degeneration (<xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B45">45</xref>&#x02013;<xref ref-type="bibr" rid="B49">49</xref>) as well as micro- and astroglial activation (<xref ref-type="bibr" rid="B42">42</xref>). Interestingly, magnetic resonance microscopy was able to also detect hyperintensities in the ventral motor tracts within the murine spinal cord (<xref ref-type="bibr" rid="B50">50</xref>). Higher T2 values, mainly in the ventral portions of the spinal cord, have also been observed using conventional sequences at 7T (<xref ref-type="bibr" rid="B51">51</xref>).</p>
<p>One study found iron accumulation in the cervical spinal cord (based on T2<sup>&#x0002A;</sup> contrast), that, however, disappeared with progressing disease (<xref ref-type="bibr" rid="B37">37</xref>). Iron changes have also been observed in the medulla oblongata and motor cortex (<xref ref-type="bibr" rid="B35">35</xref>).</p>
</sec>
<sec>
<title>3.2.3. Contrast enhancement patterns</title>
<p>Overt breakdown of the blood-brain barrier adjacent to lateral ventricles and in the hippocampal region was described in a rat ALS model (<xref ref-type="bibr" rid="B22">22</xref>). Such breakdown of the BBB was consistent in another study which also employed Ultrasmall superparamagnetic iron oxide (USPIO) enhanced MRI (<xref ref-type="bibr" rid="B52">52</xref>). Here, BBB breakdown was congruent with T cell infiltration. Finally, a study using dynamic contrast-enhanced MRI upon intracisternal injection of gadolinium found altered contrast medium clearance in ALS model mice compared to controls (<xref ref-type="bibr" rid="B41">41</xref>).</p>
</sec>
</sec>
</sec>
<sec id="s4">
<title>4. Discussion</title>
<sec>
<title>4.1. Main findings</title>
<p>The main objective of this study was to systematically summarize the available evidence on structural CNS MRI features in ALS animal models. Frequent MRI features include brain and spinal cord atrophy, signal changes in brain stem motor nuclei and the motor cortex as well as breakdown of the blood-brain barrier (<xref ref-type="table" rid="T1">Table 1</xref>). In the following paragraphs, we will compare this phenotype with MRI features of human ALS.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Synopsis of brain and spinal cord magnetic resonance imaging findings in amyotrophic lateral sclerosis (ALS) animal models.</p></caption> 
<table frame="box" rules="all">
<thead>
<tr style="background-color:&#x00023;919498;color:&#x00023;ffffff">
<th valign="top" align="left"><bold>MRI phenotype in ALS rodent models</bold></th>
<th valign="top" align="left"><bold>MRI phenotype in human ALS</bold></th>
</tr>
</thead>
<tbody>
<tr style="background-color:#e0e1e3">
<td valign="top" align="left" colspan="2"><bold>Atrophy of brain and spinal cord</bold></td>
</tr> <tr style="background-color:#e0e1e3">
<td valign="top" align="left" colspan="2"><bold>Cortical gray matter</bold></td>
</tr> <tr>
<td valign="top" align="left">Entorhinal (<xref ref-type="bibr" rid="B39">39</xref>), cingulate, retrosplenial, temporoparietal (<xref ref-type="bibr" rid="B36">36</xref>), motor (<xref ref-type="bibr" rid="B37">37</xref>), frontal association, lateral/dorsolateral orbital, agranular insular, and secondary visual cortices (<xref ref-type="bibr" rid="B41">41</xref>). No motor cortex atrophy (<xref ref-type="bibr" rid="B38">38</xref>)</td>
<td valign="top" align="left">Motor cortex (<xref ref-type="bibr" rid="B53">53</xref>&#x02013;<xref ref-type="bibr" rid="B56">56</xref>); pre- and postcentral gyrus (<xref ref-type="bibr" rid="B57">57</xref>). No cortical thinning (<xref ref-type="bibr" rid="B58">58</xref>&#x02013;<xref ref-type="bibr" rid="B62">62</xref>)</td>
</tr> <tr style="background-color:#e0e1e3">
<td valign="top" align="left" colspan="2"><bold>Subcortical gray matter</bold></td>
</tr> <tr>
<td valign="top" align="left">Hippocampi (<xref ref-type="bibr" rid="B39">39</xref>), substantia nigra, striatum, and basal nucleus (<xref ref-type="bibr" rid="B40">40</xref>, <xref ref-type="bibr" rid="B41">41</xref>) as well as brain stem motor nuclei (<xref ref-type="bibr" rid="B34">34</xref>, <xref ref-type="bibr" rid="B38">38</xref>, <xref ref-type="bibr" rid="B42">42</xref>)</td>
<td valign="top" align="left">Hippocampi (<xref ref-type="bibr" rid="B57">57</xref>, <xref ref-type="bibr" rid="B58">58</xref>, <xref ref-type="bibr" rid="B63">63</xref>, <xref ref-type="bibr" rid="B64">64</xref>), thalamus (<xref ref-type="bibr" rid="B65">65</xref>&#x02013;<xref ref-type="bibr" rid="B67">67</xref>), caudate nucleus, putamen, amygdala (<xref ref-type="bibr" rid="B68">68</xref>), and basal ganglia (<xref ref-type="bibr" rid="B69">69</xref>). No subcortical volume loss (<xref ref-type="bibr" rid="B58">58</xref>&#x02013;<xref ref-type="bibr" rid="B61">61</xref>)</td>
</tr> <tr style="background-color:#e0e1e3">
<td valign="top" align="left" colspan="2"><bold>White matter structures</bold></td>
</tr> <tr>
<td valign="top" align="left">Internal capsule (<xref ref-type="bibr" rid="B41">41</xref>)</td>
<td valign="top" align="left">Overall white matter (<xref ref-type="bibr" rid="B70">70</xref>); corpus callosum (<xref ref-type="bibr" rid="B69">69</xref>, <xref ref-type="bibr" rid="B71">71</xref>)</td>
</tr> <tr style="background-color:#e0e1e3">
<td valign="top" align="left" colspan="2"><bold>Other brain structures</bold></td>
</tr> <tr>
<td valign="top" align="left">Olfactory bulb (<xref ref-type="bibr" rid="B40">40</xref>, <xref ref-type="bibr" rid="B41">41</xref>); cerebellum (<xref ref-type="bibr" rid="B41">41</xref>)</td>
<td valign="top" align="left">Total brain volume (<xref ref-type="bibr" rid="B62">62</xref>, <xref ref-type="bibr" rid="B72">72</xref>); cerebellum (<xref ref-type="bibr" rid="B73">73</xref>, <xref ref-type="bibr" rid="B74">74</xref>). No cerebellar atrophy (<xref ref-type="bibr" rid="B75">75</xref>)</td>
</tr> <tr style="background-color:#e0e1e3">
<td valign="top" align="left" colspan="2"><bold>Spinal cord</bold></td>
</tr> <tr>
<td valign="top" align="left">Spinal cord atrophy (<xref ref-type="bibr" rid="B37">37</xref>, <xref ref-type="bibr" rid="B40">40</xref>, <xref ref-type="bibr" rid="B43">43</xref>)</td>
<td valign="top" align="left">Spinal cord atrophy (<xref ref-type="bibr" rid="B63">63</xref>, <xref ref-type="bibr" rid="B76">76</xref>)</td>
</tr> <tr style="background-color:#e0e1e3">
<td valign="top" align="left" colspan="2"><bold>Signal changes of brain and spinal cord</bold></td>
</tr> <tr style="background-color:#e0e1e3">
<td valign="top" align="left" colspan="2"><bold>T2 hyperintensities</bold></td>
</tr> <tr>
<td valign="top" align="left">T2 hyperintensities in the brain stem (<xref ref-type="bibr" rid="B21">21</xref>&#x02013;<xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B44">44</xref>, <xref ref-type="bibr" rid="B45">45</xref>) and ventral motor tracts of the spinal cord (<xref ref-type="bibr" rid="B50">50</xref>, <xref ref-type="bibr" rid="B51">51</xref>)</td>
<td valign="top" align="left">CST hyperintensity in T2w-FLAIR, but also T2w, PDw, T2&#x0002A;w (<xref ref-type="bibr" rid="B77">77</xref>, <xref ref-type="bibr" rid="B78">78</xref>)</td>
</tr> <tr style="background-color:#e0e1e3">
<td valign="top" align="left" colspan="2"><bold>Iron accumulation/motor cortex hypointensity</bold></td>
</tr> <tr>
<td valign="top" align="left">Iron accumulation in the cervical spinal cord (<xref ref-type="bibr" rid="B37">37</xref>), medulla oblongata, and motor cortex (<xref ref-type="bibr" rid="B35">35</xref>)</td>
<td valign="top" align="left">Motor cortex hypointensity (motor band sign) on T2w, T2&#x0002A;w, T2w-FLAIR, or SWI (<xref ref-type="bibr" rid="B79">79</xref>&#x02013;<xref ref-type="bibr" rid="B82">82</xref>). Iron deposition in deep subcortical gray matter structures (<xref ref-type="bibr" rid="B83">83</xref>)</td>
</tr> <tr style="background-color:#e0e1e3">
<td valign="top" align="left" colspan="2"><bold>Contrast enhancement patterns</bold></td>
</tr> <tr>
<td valign="top" align="left">Blood-brain barrier breakdown adjacent to lateral ventricles and in the hippocampal region (<xref ref-type="bibr" rid="B37">37</xref>, <xref ref-type="bibr" rid="B47">47</xref>). Altered CSF gadolinium clearance (<xref ref-type="bibr" rid="B33">33</xref>)</td>
<td valign="top" align="left">No imaging data</td>
</tr></tbody>
</table>
<table-wrap-foot>
<p>Comparing magnetic resonance imaging (MRI) findings between amyotrophic lateral sclerosis (ALS) animal models and human ALS. Most commonly reported MRI findings in ALS animal models are brain and spinal cord volume loss, T2 and T2<sup>&#x0002A;</sup> signal changes as well as contrast-enhancement indicating breakdown of the blood-brain barrier.</p>
<p>ALS, amyotrophic lateral sclerosis; CSF, cerebrospinal fluid; CST, corticospinal tract; FLAIR, fluid-attenuated inversion recovery; FTD, frontotemporal dementia; MND, motor neuron disease; MRI, magnetic resonance imaging; PDw, proton density-weighted; SWI, susceptibility weighted imaging.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec>
<title>4.2. Findings in the context of existing evidence</title>
<p>Based on the findings of our systematic review, ALS animal models seem to feature several imaging signs reminiscent of human ALS (<xref ref-type="table" rid="T1">Table 1</xref>). Among these features is the volume loss of CNS structures with progressive disease. Atrophy in both the motor cortex (<xref ref-type="bibr" rid="B37">37</xref>) and the spinal cord (<xref ref-type="bibr" rid="B37">37</xref>, <xref ref-type="bibr" rid="B40">40</xref>, <xref ref-type="bibr" rid="B43">43</xref>) has been reported in ALS animal models, similar to the human imaging phenotype (<xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B53">53</xref>, <xref ref-type="bibr" rid="B54">54</xref>), which could correspond to the underlying decline of the upper and lower motor neurons (<xref ref-type="bibr" rid="B14">14</xref>). These similarities between the human and animal imaging phenotype are particularly interesting since most eligible animal studies used the G93A-SOD1 model thus mimicking familial ALS, a rare clinical phenotype constituting around 10% of ALS patients. It is also noteworthy that, similar to the human population (<xref ref-type="bibr" rid="B20">20</xref>), a wide and not always consistent array of CNS structures have been reported to be affected by volume loss in animal models. For example, motor cortex atrophy has not been consistently shown in ALS animal models (<xref ref-type="bibr" rid="B38">38</xref>). It is likely that different methodological approaches for the quantification of atrophy patterns between animal studies is in part responsible for these inconsistencies: This has been emphasized by a human study in ALS-FTD patients which found variable atrophy patterns when comparing different software to assess cortical volumes (FSL, FreeSurfer, and SPM) (<xref ref-type="bibr" rid="B84">84</xref>). Further confounders could be technical parameters such as intra-/inter-scanner variability and physiological factors such as hydration state of animals during imaging [reviewed in (<xref ref-type="bibr" rid="B85">85</xref>)].</p>
<p>ALS rodent models can present with T2 signal changes in the CNS, potentially corresponding to axonal degeneration (<xref ref-type="bibr" rid="B23">23</xref>). In rodents, these signal alterations seem to commonly affect brain stem motor nuclei (<xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B22">22</xref>). In ALS patients, T2 signal changes are also commonly observed (<xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B77">77</xref>), albeit at different locations, i.e., mostly along the corticospinal tract (<xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
<p>Abnormal iron deposition in the motor cortex and spinal cord has been reported by some rodent ALS studies, measured by T2<sup>&#x0002A;</sup>-based MRI approaches (<xref ref-type="bibr" rid="B35">35</xref>, <xref ref-type="bibr" rid="B37">37</xref>). Although respective publications did not include pictorial examples of iron deposition within the motor cortex, this feature could correspond to the &#x0201C;motor band sign&#x0201D; (linear motor cortex hypointensity) which is commonly observed in the motor cortex of ALS patients on T2<sup>&#x0002A;</sup>-based sequences (<xref ref-type="fig" rid="F1">Figure 1</xref>). In ALS, these signal drops seem to correspond to astro- and microglia iron deposition within deep layers of the motor cortex (<xref ref-type="bibr" rid="B86">86</xref>).</p>
<p>One imaging feature which seems more specific to rodent ALS models is breakdown of the blood-brain barrier, as visualized by gadolinium enhancement in periventricular and hippocampal regions (<xref ref-type="bibr" rid="B22">22</xref>). However, although gadolinium enhancement is not observed in the clinical setting in ALS, several lines of evidence demonstrate damage to the blood&#x02013;brain and blood-spinal cord barrier in ALS [reviewed in (<xref ref-type="bibr" rid="B87">87</xref>)]. Such vascular changes seem to include alterations of tight junction proteins (<xref ref-type="bibr" rid="B88">88</xref>) and can be observed already early in the disease process (<xref ref-type="bibr" rid="B89">89</xref>). Structural MRI features of preclinical ALS models are summarized in <xref ref-type="table" rid="T1">Table 1</xref>, alongside with MRI features of human ALS.</p>
</sec>
<sec>
<title>4.3. Limitations</title>
<p>To assess the external validity of ALS animal models, we focused our analysis on structural brain and spinal cord MRI features. However, other disease aspects such as patterns of physical disability or also more advanced MRI methods like diffusion-tensor imaging, which are able to more specifically reflect pathogenic disease processes, might enable a more comprehensive comparison between experimental and human phenotypes.</p>
<p>A genuine limitation of this systematic review is that only a limited number of studies employing MRI in ALS animal models was eligible. As a result, it is difficult to map imaging phenotypes of less commonly used ALS models such as cycad toxins or wobbler mice or even for different SOD1<sup>G93A</sup> mutants. It is possible that certain ALS rodent models might mimic specific human imaging phenotypes better than others (<xref ref-type="bibr" rid="B36">36</xref>), similarly to the situation in experimental autoimmune encephalomyelitis (EAE)&#x02014;a commonly used animal model for multiple sclerosis (<xref ref-type="bibr" rid="B90">90</xref>).</p>
<p>Finally, although seven of the eligible publications tested a putative therapeutic intervention for ALS, no corresponding human MRI studies could be identified. Correlating the impact of therapeutic interventions on neuroimaging phenotypes between rodent models and humans would further enhance understanding of the translational value of experimental ALS models.</p>
</sec>
</sec>
<sec id="s5">
<title>5. Conclusions</title>
<p>Our systematic review provides high-grade evidence that preclinical ALS models do show imaging features highly reminiscent of human ALS, including certain brain and spinal cord atrophy patterns and signal changes in motor systems (<xref ref-type="table" rid="T1">Table 1</xref>). Certain imaging features such as breakdown of the BBB are only partly reflected by these experimental models. Thus, ALS rodent models show a high external validity in the neuroimaging domain. This contrasts the high attrition of drugs in clinical ALS trials which have shown promising results in ALS animal models; and this raises concerns that a mere phenotypic comparability between experimental models and corresponding human diseases does not necessarily render an animal model appropriate for drug development. These findings emphasize a careful application of these model systems for ALS drug development thereby benefiting refinement of animal experiments.</p>
</sec>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s10">Supplementary material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="s7">
<title>Author contributions</title>
<p>CZ, TG, and BVI conceived the study. AC, WZ, CZ, and BVI performed the literature review and data extraction. BVI wrote the manuscript. All authors provided critical input on the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>This study was supported by the <italic>Swiss National Science Foundation</italic> (Grant Nr. P400PM_183884, to BVI) as well as <italic>Region Stockholm</italic> and <italic>CIMED</italic> (to TG). None of the funders had any role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.</p>
</sec>
<ack><p>We cordially thank Emma-Lotta S&#x000E4;&#x000E4;tel&#x000E4; and Carl Gornitzki for competent help with the comprehensive medical library database search. We thank Thijs van Leer (Focus) and Claude Debussy for help with data analysis.</p>
</ack>
<sec sec-type="COI-statement" id="conf1">
<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 sec-type="disclaimer" id="s9">
<title>Publisher&#x00027;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec sec-type="supplementary-material" id="s10">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fvets.2023.1135282/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fvets.2023.1135282/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<fn-group>
<title>Abbreviations</title>
<fn fn-type="abbr"><p>ALS, amyotrophic lateral sclerosis; BBB; blood-brain barrier; CNS, central nervous system; CST, corticospinal tract; FTD, frontotemporal dementia; MND, motor neuron disease; MRI, magnetic resonance imaging; SWI, susceptibility-weighted imaging.</p></fn>
</fn-group>
<ref-list>
<title>References</title>
<ref id="B1">
<label>1.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wong</surname> <given-names>CH</given-names></name> <name><surname>Siah</surname> <given-names>KW</given-names></name> <name><surname>Lo</surname> <given-names>AW</given-names></name></person-group>. <article-title>Estimation of clinical trial success rates and related parameters</article-title>. <source>Biostatistics.</source> (<year>2019</year>) <volume>20</volume>:<fpage>273</fpage>&#x02013;<lpage>86</lpage>. <pub-id pub-id-type="doi">10.1093/biostatistics/kxx069</pub-id><pub-id pub-id-type="pmid">30445524</pub-id></citation></ref>
<ref id="B2">
<label>2.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>I Kola</surname> <given-names>I</given-names></name> <name><surname>Landis</surname> <given-names>J</given-names></name></person-group>. <article-title>Can the pharmaceutical industry reduce attrition rates?</article-title> <source>Nat Rev Drug Disc</source>. (<year>2004</year>) <volume>3</volume>:<fpage>711</fpage>. <pub-id pub-id-type="doi">10.1038/nrd1470</pub-id><pub-id pub-id-type="pmid">15286737</pub-id></citation></ref>
<ref id="B3">
<label>3.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bespalov</surname> <given-names>A</given-names></name> <name><surname>Steckler</surname> <given-names>T</given-names></name> <name><surname>Altevogt</surname> <given-names>B</given-names></name> <name><surname>Koustova</surname> <given-names>E</given-names></name> <name><surname>Skolnick</surname> <given-names>P</given-names></name> <name><surname>Deaver D et</surname> <given-names>al</given-names></name></person-group>. <article-title>Failed trials for central nervous system disorders do not necessarily invalidate preclinical models and drug targets</article-title>. <source>Nat Rev Drug Disc.</source> (<year>2016</year>) <volume>15</volume>:<fpage>516</fpage>&#x02013;<lpage>516</lpage>. <pub-id pub-id-type="doi">10.1038/nrd.2016.88</pub-id><pub-id pub-id-type="pmid">27312728</pub-id></citation></ref>
<ref id="B4">
<label>4.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Scott</surname> <given-names>S</given-names></name> <name><surname>Kranz</surname> <given-names>JE</given-names></name> <name><surname>Cole</surname> <given-names>J</given-names></name> <name><surname>Lincecum</surname> <given-names>JM</given-names></name> <name><surname>Thompson</surname> <given-names>K</given-names></name> <name><surname>Kelly N et</surname> <given-names>al</given-names></name></person-group>. <article-title>Design, power, and interpretation of studies in the standard murine model of ALS</article-title>. <source>Amyotrophic Lateral Scleros.</source> (<year>2008</year>) <volume>9</volume>:<fpage>4</fpage>&#x02013;<lpage>15</lpage>. <pub-id pub-id-type="doi">10.1080/17482960701856300</pub-id><pub-id pub-id-type="pmid">18273714</pub-id></citation></ref>
<ref id="B5">
<label>5.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Waring</surname> <given-names>MJ</given-names></name> <name><surname>Arrowsmith</surname> <given-names>J</given-names></name> <name><surname>Leach</surname> <given-names>AR</given-names></name> <name><surname>Leeson</surname> <given-names>PD</given-names></name> <name><surname>Mandrell</surname> <given-names>S</given-names></name> <name><surname>Owen</surname> <given-names>RM</given-names></name> <etal/></person-group>. <article-title>An analysis of the attrition of drug candidates from four major pharmaceutical companies</article-title>. <source>Nat Rev Drug Disc.</source> (<year>2015</year>) <volume>14</volume>:<fpage>475</fpage>&#x02013;<lpage>86</lpage>. <pub-id pub-id-type="doi">10.1038/nrd4609</pub-id><pub-id pub-id-type="pmid">26091267</pub-id></citation></ref>
<ref id="B6">
<label>6.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Honkala</surname> <given-names>A</given-names></name> <name><surname>Malhotra</surname> <given-names>SV</given-names></name> <name><surname>Kummar</surname> <given-names>S</given-names></name> <name><surname>Junttila</surname> <given-names>MR</given-names></name></person-group>. <article-title>Harnessing the predictive power of preclinical models for oncology drug development</article-title>. <source>Nat Rev Drug Disc.</source> (<year>2021</year>) <volume>3</volume>:<fpage>1</fpage>&#x02013;<lpage>16</lpage>. <pub-id pub-id-type="doi">10.1038/s41573-021-00301-6</pub-id><pub-id pub-id-type="pmid">34702990</pub-id></citation></ref>
<ref id="B7">
<label>7.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bespalov</surname> <given-names>A</given-names></name> <name><surname>Bernard</surname> <given-names>R</given-names></name> <name><surname>Gilis</surname> <given-names>A</given-names></name> <name><surname>Gerlach</surname> <given-names>B</given-names></name> <name><surname>Guillen</surname> <given-names>J</given-names></name> <name><surname>Castagne</surname> <given-names>V</given-names></name> <etal/></person-group>. <article-title>Introduction to the EQIPD quality system</article-title>. <source>Elife.</source> (<year>2021</year>) <volume>10</volume>:<fpage>12</fpage>. <pub-id pub-id-type="doi">10.7554/eLife.63294.sa2</pub-id></citation>
</ref>
<ref id="B8">
<label>8.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ritskes&#x02013;Hoitinga</surname> <given-names>M</given-names></name> <name><surname>van Luijk</surname> <given-names>J</given-names></name></person-group>. <article-title>How can systematic reviews teach us more about the implementation of the 3Rs and animal welfare?</article-title> <source>Animals</source>. (<year>2019</year>) <volume>9</volume>:<fpage>1163</fpage>. <pub-id pub-id-type="doi">10.3390/ani9121163</pub-id><pub-id pub-id-type="pmid">31861205</pub-id></citation></ref>
<ref id="B9">
<label>9.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ioannidis</surname> <given-names>JP</given-names></name> <name><surname>Greenland</surname> <given-names>S</given-names></name> <name><surname>Hlatky</surname> <given-names>MA</given-names></name> <name><surname>Khoury</surname> <given-names>MJ</given-names></name> <name><surname>Macleod</surname> <given-names>MR</given-names></name> <name><surname>Moher</surname> <given-names>D</given-names></name> <etal/></person-group>. <article-title>Increasing value and reducing waste in research design, conduct, and analysis</article-title>. <source>Lancet.</source> (<year>2014</year>) <volume>383</volume>:<fpage>166</fpage>&#x02013;<lpage>75</lpage>. <pub-id pub-id-type="doi">10.1016/S0140-6736(13)62227-8</pub-id><pub-id pub-id-type="pmid">24411645</pub-id></citation></ref>
<ref id="B10">
<label>10.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vollert</surname> <given-names>J</given-names></name> <name><surname>Schenker</surname> <given-names>E</given-names></name> <name><surname>Macleod</surname> <given-names>M</given-names></name> <name><surname>Bespalov</surname> <given-names>A</given-names></name> <name><surname>Wuerbel</surname> <given-names>H</given-names></name> <name><surname>Michel</surname> <given-names>M</given-names></name> <etal/></person-group>. <article-title>Systematic review of guidelines for internal validity in the design, conduct and analysis of preclinical biomedical experiments involving laboratory animals</article-title>. <source>BMJ open science.</source> (<year>2020</year>) <volume>4</volume>:<fpage>e100046</fpage>. <pub-id pub-id-type="doi">10.1136/bmjos-2019-100046</pub-id><pub-id pub-id-type="pmid">35047688</pub-id></citation></ref>
<ref id="B11">
<label>11.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Van der Worp</surname> <given-names>HB</given-names></name> <name><surname>Howells</surname> <given-names>DW</given-names></name> <name><surname>Sena</surname> <given-names>ES</given-names></name> <name><surname>Porritt</surname> <given-names>MJ</given-names></name> <name><surname>Rewell</surname> <given-names>S</given-names></name> <name><surname>O&#x00027;Collins</surname> <given-names>V</given-names></name> <etal/></person-group>. <article-title>Macleod. Can animal models of disease reliably inform human studies?</article-title> <source>PLoS Med.</source> (<year>2010</year>) <volume>7</volume>:<fpage>e1000245</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pmed.1000245</pub-id><pub-id pub-id-type="pmid">20361020</pub-id></citation></ref>
<ref id="B12">
<label>12.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ferreira</surname> <given-names>G</given-names></name> <name><surname>Veening&#x02013;Griffioen</surname> <given-names>DH</given-names></name> <name><surname>Boon</surname> <given-names>WP</given-names></name> <name><surname>Moors</surname> <given-names>EH</given-names></name> <name><surname>Gispen&#x02013;de Wied</surname> <given-names>CC</given-names></name> <name><surname>Schellekens</surname> <given-names>H</given-names></name> <etal/></person-group>. <article-title>A standardised framework to identify optimal animal models for efficacy assessment in drug development</article-title>. <source>PLoS ONE.</source> (<year>2019</year>) <volume>14</volume>:<fpage>e0218014</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0218014</pub-id><pub-id pub-id-type="pmid">31329650</pub-id></citation></ref>
<ref id="B13">
<label>13.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ferreira</surname> <given-names>GS</given-names></name> <name><surname>Veening&#x02013;Griffioen</surname> <given-names>DH</given-names></name> <name><surname>Boon</surname> <given-names>WP</given-names></name> <name><surname>Moors</surname> <given-names>EH</given-names></name> <name><surname>van Meer</surname> <given-names>PJ</given-names></name></person-group>. <article-title>Levelling the translational gap for animal to human efficacy data</article-title>. <source>Animals.</source> (<year>2020</year>) <volume>10</volume>:<fpage>1199</fpage>. <pub-id pub-id-type="doi">10.3390/ani10071199</pub-id><pub-id pub-id-type="pmid">32679706</pub-id></citation></ref>
<ref id="B14">
<label>14.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kiernan</surname> <given-names>MC</given-names></name> <name><surname>Vucic</surname> <given-names>S</given-names></name> <name><surname>Cheah</surname> <given-names>BC</given-names></name> <name><surname>Turner</surname> <given-names>MR</given-names></name> <name><surname>Eisen</surname> <given-names>A</given-names></name> <name><surname>Hardiman</surname> <given-names>O</given-names></name> <etal/></person-group>. <article-title>Amyotrophic lateral sclerosis</article-title>. <source>Nat Rev Dis Prim.</source> (<year>2017</year>) <volume>3</volume>:<fpage>17071</fpage>. <pub-id pub-id-type="doi">10.1038/nrdp.2017.72</pub-id></citation>
</ref>
<ref id="B15">
<label>15.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rosenfeld</surname> <given-names>J</given-names></name> <name><surname>Strong</surname> <given-names>MJ</given-names></name></person-group>. <article-title>Challenges in the understanding and treatment of amyotrophic lateral sclerosis/motor neuron disease</article-title>. <source>Neurotherapeutics.</source> (<year>2015</year>) <volume>12</volume>:<fpage>317</fpage>&#x02013;<lpage>25</lpage>. <pub-id pub-id-type="doi">10.1007/s13311-014-0332-8</pub-id><pub-id pub-id-type="pmid">25572957</pub-id></citation></ref>
<ref id="B16">
<label>16.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Goodin</surname> <given-names>DS</given-names></name> <name><surname>Rowley</surname> <given-names>HA</given-names></name> <name><surname>Olney</surname> <given-names>RK</given-names></name></person-group>. <article-title>Magnetic resonance imaging in amyotrophic lateral sclerosis</article-title>. <source>Neurol Res Int.</source> (<year>2012</year>) <volume>2012</volume>:<fpage>165</fpage>.</citation>
</ref>
<ref id="B17">
<label>17.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kassubek</surname> <given-names>J</given-names></name> <name><surname>Pagani</surname> <given-names>M</given-names></name></person-group>. <article-title>Imaging in amyotrophic lateral sclerosis: MRI and PET</article-title>. <source>Curr Opin Neurol.</source> (<year>2019</year>) <volume>32</volume>:<fpage>740</fpage>&#x02013;<lpage>6</lpage>. <pub-id pub-id-type="doi">10.1097/WCO.0000000000000728</pub-id><pub-id pub-id-type="pmid">31335337</pub-id></citation></ref>
<ref id="B18">
<label>18.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kassubek</surname> <given-names>J</given-names></name> <name><surname>M&#x000FC;ller</surname> <given-names>HP</given-names></name></person-group>. <article-title>Computer&#x02013;based magnetic resonance imaging as a tool in clinical diagnosis in neurodegenerative diseases</article-title>. <source>Expert Rev Neurother.</source> (<year>2016</year>) <volume>16</volume>:<fpage>295</fpage>&#x02013;<lpage>306</lpage>. <pub-id pub-id-type="doi">10.1586/14737175.2016.1146590</pub-id><pub-id pub-id-type="pmid">26807776</pub-id></citation></ref>
<ref id="B19">
<label>19.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bede</surname> <given-names>P</given-names></name> <name><surname>Hardiman</surname> <given-names>O</given-names></name></person-group>. <article-title>Lessons of ALS imaging: pitfalls and future directions&#x02014;a critical review</article-title>. <source>NeuroImage: Clinical.</source> (<year>2014</year>) <volume>4</volume>:<fpage>436</fpage>&#x02013;<lpage>43</lpage>. <pub-id pub-id-type="doi">10.1016/j.nicl.2014.02.011</pub-id><pub-id pub-id-type="pmid">24624329</pub-id></citation></ref>
<ref id="B20">
<label>20.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zejlon</surname> <given-names>C</given-names></name> <name><surname>Nakhostin</surname> <given-names>D</given-names></name> <name><surname>Winklhofer</surname> <given-names>S</given-names></name> <name><surname>Pangalu</surname> <given-names>A</given-names></name> <name><surname>Kulcsar</surname> <given-names>Z</given-names></name> <name><surname>Lewandowski</surname> <given-names>S</given-names></name> <etal/></person-group>. <article-title>Structural magnetic resonance imaging findings and histopathological correlations in motor neuron diseases&#x02014;A systematic review and meta&#x02013;analysis</article-title>. <source>Front Neurol.</source> (<year>2022</year>) <volume>13</volume>:<fpage>947347</fpage>. <pub-id pub-id-type="doi">10.3389/fneur.2022.947347</pub-id><pub-id pub-id-type="pmid">36110394</pub-id></citation></ref>
<ref id="B21">
<label>21.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bontempi</surname> <given-names>P</given-names></name> <name><surname>Busato</surname> <given-names>A</given-names></name> <name><surname>Bonafede</surname> <given-names>R</given-names></name> <name><surname>Schiaffino</surname> <given-names>L</given-names></name> <name><surname>Scambi</surname> <given-names>I</given-names></name> <name><surname>Sbarbati</surname> <given-names>A</given-names></name> <etal/></person-group>. <article-title>MRI reveals therapeutical efficacy of stem cells: an experimental study on the SOD1(G93A) animal model</article-title>. <source>Mag Res Med.</source> (<year>2018</year>) <volume>79</volume>:<fpage>459</fpage>&#x02013;<lpage>69</lpage>. <pub-id pub-id-type="doi">10.1002/mrm.26685</pub-id><pub-id pub-id-type="pmid">28370153</pub-id></citation></ref>
<ref id="B22">
<label>22.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Andjus</surname> <given-names>PR</given-names></name> <name><surname>Batavelji&#x00107;</surname> <given-names>D</given-names></name> <name><surname>Vanhoutte</surname> <given-names>G</given-names></name> <name><surname>Mitrecic</surname> <given-names>D</given-names></name> <name><surname>Pizzolante</surname> <given-names>F</given-names></name> <name><surname>Djogo</surname> <given-names>N</given-names></name> <etal/></person-group>. <article-title>In vivo morphological changes in animal models of amyotrophic lateral sclerosis and Alzheimer&#x00027;s&#x02013;like disease: MRI approach</article-title>. <source>Anat Record</source>. (<year>2009</year>) <volume>292</volume>:<fpage>1882</fpage>&#x02013;<lpage>92</lpage>. <pub-id pub-id-type="doi">10.1002/ar.20995</pub-id><pub-id pub-id-type="pmid">19943341</pub-id></citation></ref>
<ref id="B23">
<label>23.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zang</surname> <given-names>DW</given-names></name> <name><surname>Yang</surname> <given-names>Q</given-names></name> <name><surname>Wang</surname> <given-names>HX</given-names></name> <name><surname>Egan</surname> <given-names>G</given-names></name> <name><surname>Lopes</surname> <given-names>EC</given-names></name> <name><surname>Cheema</surname> <given-names>SS</given-names></name></person-group>. <article-title>Magnetic resonance imaging reveals neuronal degeneration in the brainstem of the superoxide dismutase 1 transgenic mouse model of amyotrophic lateral sclerosis</article-title>. <source>Eur J Neurosci.</source> (<year>2004</year>) <volume>20</volume>:<fpage>1745</fpage>&#x02013;<lpage>51</lpage>. <pub-id pub-id-type="doi">10.1111/j.1460-9568.2004.03648.x</pub-id><pub-id pub-id-type="pmid">15379995</pub-id></citation></ref>
<ref id="B24">
<label>24.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Philips</surname> <given-names>T</given-names></name> <name><surname>Rothstein</surname> <given-names>JD</given-names></name></person-group>. <article-title>Rodent Models of Amyotrophic Lateral Sclerosis</article-title>. <source>Curr. Prot. Pharmacol</source>. (<year>2015</year>) <volume>69</volume>:<fpage>5.67.1</fpage>&#x02013;<lpage>5.67.21</lpage>. <pub-id pub-id-type="doi">10.1002/0471141755.ph0567s69</pub-id><pub-id pub-id-type="pmid">26344214</pub-id></citation></ref>
<ref id="B25">
<label>25.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Macleod</surname> <given-names>M</given-names></name> <name><surname>Mohan</surname> <given-names>S</given-names></name></person-group>. <article-title>Reproducibility and rigor in animal&#x02013;based research</article-title>. <source>ILAR J.</source> (<year>2019</year>) <volume>60</volume>:<fpage>17</fpage>&#x02013;<lpage>23</lpage>. <pub-id pub-id-type="doi">10.1093/ilar/ilz015</pub-id><pub-id pub-id-type="pmid">31687758</pub-id></citation></ref>
<ref id="B26">
<label>26.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Moher</surname> <given-names>D</given-names></name> <name><surname>Shamseer</surname> <given-names>L</given-names></name> <name><surname>Clarke</surname> <given-names>M</given-names></name> <name><surname>Ghersi</surname> <given-names>D</given-names></name> <name><surname>Liberati</surname> <given-names>A</given-names></name> <name><surname>Petticrew</surname> <given-names>M</given-names></name> <etal/></person-group>. <article-title>Preferred reporting items for systematic review and meta&#x02013;analysis protocols. (PRISMA&#x02013;P) 2015 statement</article-title>. <source>Syst Rev</source>. (<year>2015</year>) <volume>4</volume>:<fpage>1</fpage>. <pub-id pub-id-type="doi">10.1186/2046-4053-4-1</pub-id><pub-id pub-id-type="pmid">25554246</pub-id></citation></ref>
<ref id="B27">
<label>27.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ouzzani</surname> <given-names>M</given-names></name> <name><surname>Hammady</surname> <given-names>H</given-names></name> <name><surname>Fedorowicz</surname> <given-names>Z</given-names></name> <name><surname>Elmagarmid</surname> <given-names>A</given-names></name></person-group>. <article-title>Rayyan&#x02014;a web and mobile app for systematic reviews</article-title>. <source>Syst Rev.</source> (<year>2016</year>) <volume>5</volume>:<fpage>210</fpage>. <pub-id pub-id-type="doi">10.1186/s13643-016-0384-4</pub-id><pub-id pub-id-type="pmid">27919275</pub-id></citation></ref>
<ref id="B28">
<label>28.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Macleod</surname> <given-names>MR</given-names></name> <name><surname>Fisher</surname> <given-names>M</given-names></name></person-group>. <article-title>O&#x00027;collins V, Sena ES, Dirnagl U, Bath PM. Good laboratory practice: preventing introduction of bias at the bench</article-title>. <source>J Int Soc Cereb Blood Flow Metabol.</source> (<year>2009</year>) <volume>29</volume>:<fpage>221</fpage>&#x02013;<lpage>3</lpage>. <pub-id pub-id-type="doi">10.1038/jcbfm.2008.101</pub-id><pub-id pub-id-type="pmid">18797473</pub-id></citation></ref>
<ref id="B29">
<label>29.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hooijmans</surname> <given-names>CR</given-names></name> <name><surname>Hlavica</surname> <given-names>M</given-names></name> <name><surname>Schuler</surname> <given-names>FA</given-names></name> <name><surname>Good</surname> <given-names>N</given-names></name> <name><surname>Good</surname> <given-names>A</given-names></name> <name><surname>Baumgartner</surname> <given-names>L</given-names></name> <etal/></person-group>. <article-title>Remyelination promoting therapies in multiple sclerosis animal models: a systematic review and meta&#x02013;analysis</article-title>. <source>Sci Rep.</source> (<year>2019</year>) <volume>9</volume>:<fpage>822</fpage>. <pub-id pub-id-type="doi">10.1038/s41598-018-35734-4</pub-id><pub-id pub-id-type="pmid">30696832</pub-id></citation></ref>
<ref id="B30">
<label>30.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bigini</surname> <given-names>P</given-names></name> <name><surname>Diana</surname> <given-names>V</given-names></name> <name><surname>Barbera</surname> <given-names>S</given-names></name> <name><surname>Fumagalli</surname> <given-names>E</given-names></name> <name><surname>Micotti</surname> <given-names>E</given-names></name> <name><surname>Sitia</surname> <given-names>L</given-names></name> <etal/></person-group>. <article-title>Longitudinal tracking of human fetal cells labeled with super paramagnetic iron oxide nanoparticles in the brain of mice with motor neuron disease</article-title>. <source>PLoS ONE.</source> (<year>2012</year>) <volume>7</volume>:<fpage>e32326</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0032326</pub-id><pub-id pub-id-type="pmid">22384217</pub-id></citation></ref>
<ref id="B31">
<label>31.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bonafede</surname> <given-names>R</given-names></name> <name><surname>Turano</surname> <given-names>E</given-names></name> <name><surname>Scambi</surname> <given-names>I</given-names></name> <name><surname>Busato</surname> <given-names>A</given-names></name> <name><surname>Bontempi</surname> <given-names>P</given-names></name> <name><surname>Virla</surname> <given-names>F</given-names></name> <etal/></person-group>. <article-title>ASC&#x02013;Exosomes ameliorate the disease progression in SOD1(G93A) murine model underlining their potential therapeutic use in human ALS</article-title>. <source>Int J Mol Sci.</source> (<year>2020</year>) <volume>21</volume>:<fpage>15</fpage>. <pub-id pub-id-type="doi">10.3390/ijms21103651</pub-id><pub-id pub-id-type="pmid">32455791</pub-id></citation></ref>
<ref id="B32">
<label>32.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Canzi</surname> <given-names>L</given-names></name> <name><surname>Castellaneta</surname> <given-names>V</given-names></name> <name><surname>Navone</surname> <given-names>S</given-names></name> <name><surname>Nava</surname> <given-names>S</given-names></name> <name><surname>Dossena</surname> <given-names>M</given-names></name> <name><surname>Zucca</surname> <given-names>I</given-names></name> <etal/></person-group>. <article-title>Human skeletal muscle stem cell antiinflammatory activity ameliorates clinical outcome in amyotrophic lateral sclerosis models</article-title>. <source>Mol Med.</source> (<year>2012</year>) <volume>18</volume>:<fpage>401</fpage>&#x02013;<lpage>11</lpage>. <pub-id pub-id-type="doi">10.2119/molmed.2011.00123</pub-id><pub-id pub-id-type="pmid">22076467</pub-id></citation></ref>
<ref id="B33">
<label>33.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Evans</surname> <given-names>MC</given-names></name> <name><surname>Gaillard</surname> <given-names>PJ</given-names></name> <name><surname>de Boer</surname> <given-names>M</given-names></name> <name><surname>Appeldoorn</surname> <given-names>C</given-names></name> <name><surname>Dorland</surname> <given-names>R</given-names></name> <name><surname>Sibson</surname> <given-names>NR</given-names></name> <etal/></person-group>. <article-title>CNS&#x02013;targeted glucocorticoid reduces pathology in mouse model of amyotrophic lateral sclerosis</article-title>. <source>Acta Neuropathol Commun.</source> (<year>2014</year>) <volume>2</volume>:<fpage>66</fpage>. <pub-id pub-id-type="doi">10.1186/2051-5960-2-66</pub-id><pub-id pub-id-type="pmid">24923195</pub-id></citation></ref>
<ref id="B34">
<label>34.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jouroukhin</surname> <given-names>Y</given-names></name> <name><surname>Ostritsky</surname> <given-names>R</given-names></name> <name><surname>Assaf</surname> <given-names>Y</given-names></name> <name><surname>Pelled</surname> <given-names>G</given-names></name> <name><surname>Giladi</surname> <given-names>E</given-names></name> <name><surname>Gozes</surname> <given-names>INAP</given-names></name></person-group>. <article-title>(davunetide) modifies disease progression in a mouse model of severe neurodegeneration: protection against impairments in axonal transport</article-title>. <source>Neurobiol Dis.</source> (<year>2013</year>) <volume>56</volume>:<fpage>79</fpage>&#x02013;<lpage>94</lpage>. <pub-id pub-id-type="doi">10.1016/j.nbd.2013.04.012</pub-id><pub-id pub-id-type="pmid">23631872</pub-id></citation></ref>
<ref id="B35">
<label>35.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Moreau</surname> <given-names>C</given-names></name> <name><surname>Danel</surname> <given-names>V</given-names></name> <name><surname>Devedjian</surname> <given-names>JC</given-names></name> <name><surname>Grolez</surname> <given-names>G</given-names></name> <name><surname>Timmerman</surname> <given-names>K</given-names></name> <name><surname>Laloux</surname> <given-names>C</given-names></name> <etal/></person-group>. <article-title>Could Conservative iron chelation lead to neuroprotection in amyotrophic lateral sclerosis?</article-title> <source>Antioxid Redox Signal.</source> (<year>2018</year>) <volume>29</volume>:<fpage>742</fpage>&#x02013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1089/ars.2017.7493</pub-id><pub-id pub-id-type="pmid">29287521</pub-id></citation></ref>
<ref id="B36">
<label>36.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Borg</surname> <given-names>J</given-names></name> <name><surname>Chereul</surname> <given-names>E</given-names></name></person-group>. <article-title>Differential MRI patterns of brain atrophy in double or single transgenic mice for APP and/or SOD</article-title>. <source>J Neurosci Res.</source> (<year>2008</year>) <volume>86</volume>:<fpage>3275</fpage>&#x02013;<lpage>84</lpage>. <pub-id pub-id-type="doi">10.1002/jnr.21778</pub-id><pub-id pub-id-type="pmid">18646206</pub-id></citation></ref>
<ref id="B37">
<label>37.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Grolez</surname> <given-names>G</given-names></name> <name><surname>Kyheng</surname> <given-names>M</given-names></name> <name><surname>Lopes</surname> <given-names>R</given-names></name> <name><surname>Moreau</surname> <given-names>C</given-names></name> <name><surname>Timmerman</surname> <given-names>K</given-names></name> <name><surname>Auger</surname> <given-names>F</given-names></name> <etal/></person-group>. <article-title>MRI of the cervical spinal cord predicts respiratory dysfunction in ALS</article-title>. <source>Sci Rep.</source> (<year>2018</year>) <volume>8</volume>:<fpage>1828</fpage>. <pub-id pub-id-type="doi">10.1038/s41598-018-19938-2</pub-id><pub-id pub-id-type="pmid">29379040</pub-id></citation></ref>
<ref id="B38">
<label>38.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Marcuzzo</surname> <given-names>S</given-names></name> <name><surname>Zucca</surname> <given-names>I</given-names></name> <name><surname>Mastropietro</surname> <given-names>A</given-names></name> <name><surname>de Rosbo</surname> <given-names>NK</given-names></name> <name><surname>Cavalcante</surname> <given-names>P</given-names></name> <name><surname>Tartari</surname> <given-names>S</given-names></name> <etal/></person-group>. <article-title>Hind limb muscle atrophy precedes cerebral neuronal degeneration in G93A&#x02013;SOD1 mouse model of amyotrophic lateral sclerosis: a longitudinal MRI study</article-title>. <source>Exp Neurol.</source> (<year>2011</year>) <volume>231</volume>:<fpage>30</fpage>&#x02013;<lpage>7</lpage>. <pub-id pub-id-type="doi">10.1016/j.expneurol.2011.05.007</pub-id><pub-id pub-id-type="pmid">21620832</pub-id></citation></ref>
<ref id="B39">
<label>39.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>White</surname> <given-names>MA</given-names></name> <name><surname>Lin</surname> <given-names>Z</given-names></name> <name><surname>Kim</surname> <given-names>E</given-names></name> <name><surname>Henstridge</surname> <given-names>CM</given-names></name> <name><surname>Pena Altamira</surname> <given-names>E</given-names></name> <name><surname>Hunt</surname> <given-names>CK</given-names></name> <etal/></person-group>. <article-title>Sarm1 deletion suppresses TDP&#x02212;43&#x02013;linked motor neuron degeneration and cortical spine loss</article-title>. <source>Acta Neuropathol Commun</source>. (<year>2019</year>) <volume>7</volume>:<fpage>166</fpage>. <pub-id pub-id-type="doi">10.1186/s40478-019-0800-9</pub-id><pub-id pub-id-type="pmid">31661035</pub-id></citation></ref>
<ref id="B40">
<label>40.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wilson</surname> <given-names>JM</given-names></name> <name><surname>Petrik</surname> <given-names>MS</given-names></name> <name><surname>Grant</surname> <given-names>SC</given-names></name> <name><surname>Blackband</surname> <given-names>SJ</given-names></name> <name><surname>Lai</surname> <given-names>J</given-names></name> <name><surname>Shaw</surname> <given-names>CA</given-names></name></person-group>. <article-title>Quantitative measurement of neurodegeneration in an ALS&#x02013;PDC model using MR microscopy</article-title>. <source>Neuroimage.</source> (<year>2004</year>) <volume>23</volume>:<fpage>336</fpage>&#x02013;<lpage>43</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuroimage.2004.05.026</pub-id><pub-id pub-id-type="pmid">15325381</pub-id></citation></ref>
<ref id="B41">
<label>41.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zamani</surname> <given-names>A</given-names></name> <name><surname>Walker</surname> <given-names>AK</given-names></name> <name><surname>Rollo</surname> <given-names>B</given-names></name> <name><surname>Ayers</surname> <given-names>KL</given-names></name> <name><surname>Farah</surname> <given-names>R</given-names></name> <name><surname>O&#x00027;Brien</surname> <given-names>TJ</given-names></name> <etal/></person-group>. <article-title>Impaired glymphatic function in the early stages of disease in a TDP&#x02212;43 mouse model of amyotrophic lateral sclerosis</article-title>. <source>Transl Neurodegener.</source> (<year>2022</year>) <volume>11</volume>:<fpage>17</fpage>. <pub-id pub-id-type="doi">10.1186/s40035-022-00291-4</pub-id><pub-id pub-id-type="pmid">35287738</pub-id></citation></ref>
<ref id="B42">
<label>42.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Evans</surname> <given-names>MC</given-names></name> <name><surname>Serres</surname> <given-names>S</given-names></name> <name><surname>Khrapitchev</surname> <given-names>AA</given-names></name> <name><surname>Stolp</surname> <given-names>HB</given-names></name> <name><surname>Anthony</surname> <given-names>DC</given-names></name> <name><surname>Talbot</surname> <given-names>K</given-names></name> <etal/></person-group>. <article-title>T<sub>2</sub>-weighted MRI detects presymptomatic pathology in the SOD1 mouse model of ALS</article-title>. <source>J Cereb Blood Flow Metab.</source> (<year>2014</year>) <volume>34</volume>:<fpage>785</fpage>&#x02013;<lpage>93</lpage>. <pub-id pub-id-type="doi">10.1038/jcbfm.2014.19</pub-id><pub-id pub-id-type="pmid">24496176</pub-id></citation></ref>
<ref id="B43">
<label>43.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Marcuzzo</surname> <given-names>S</given-names></name> <name><surname>Bonanno</surname> <given-names>S</given-names></name> <name><surname>Figini</surname> <given-names>M</given-names></name> <name><surname>Scotti</surname> <given-names>A</given-names></name> <name><surname>Zucca</surname> <given-names>I</given-names></name> <name><surname>Minati</surname> <given-names>L</given-names></name> <etal/></person-group>. <article-title>A longitudinal DTI and histological study of the spinal cord reveals early pathological alterations in G93A&#x02013;SOD1 mouse model of amyotrophic lateral sclerosis</article-title>. <source>Exp Neurol.</source> (<year>2017</year>) <volume>293</volume>:<fpage>43</fpage>&#x02013;<lpage>52</lpage>. <pub-id pub-id-type="doi">10.1016/j.expneurol.2017.03.018</pub-id><pub-id pub-id-type="pmid">28351750</pub-id></citation></ref>
<ref id="B44">
<label>44.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Grant</surname> <given-names>RA</given-names></name> <name><surname>Sharp</surname> <given-names>PS</given-names></name> <name><surname>Kennerley</surname> <given-names>AJ</given-names></name> <name><surname>Berwick</surname> <given-names>J</given-names></name> <name><surname>Grierson</surname> <given-names>A</given-names></name> <name><surname>Ramesh</surname> <given-names>T</given-names></name> <etal/></person-group>. <article-title>Abnormalities in whisking behaviour are associated with lesions in brain stem nuclei in a mouse model of amyotrophic lateral sclerosis</article-title>. <source>Behav Brain Res.</source> (<year>2014</year>) <volume>259</volume>:<fpage>274</fpage>&#x02013;<lpage>83</lpage>. <pub-id pub-id-type="doi">10.1016/j.bbr.2013.11.002</pub-id><pub-id pub-id-type="pmid">24239688</pub-id></citation></ref>
<ref id="B45">
<label>45.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Batavelji&#x00107;</surname> <given-names>D</given-names></name> <name><surname>Djogo</surname> <given-names>N</given-names></name> <name><surname>Zupunski</surname> <given-names>L</given-names></name> <name><surname>Baji&#x00107;</surname> <given-names>A</given-names></name> <name><surname>Nicaise</surname> <given-names>C</given-names></name> <name><surname>Pochet</surname> <given-names>R</given-names></name> <etal/></person-group>. <article-title>Live monitoring of brain damage in the rat model of amyotrophic lateral sclerosis</article-title>. <source>Gen Physiol Biophys.</source> (<year>2009</year>) <volume>28</volume>:<fpage>212</fpage>&#x02013;<lpage>8</lpage>.<pub-id pub-id-type="pmid">19893103</pub-id></citation></ref>
<ref id="B46">
<label>46.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Angenstein</surname> <given-names>F</given-names></name> <name><surname>Niessen</surname> <given-names>HG</given-names></name> <name><surname>Goldschmidt</surname> <given-names>J</given-names></name> <name><surname>Vielhaber</surname> <given-names>S</given-names></name> <name><surname>Ludolph</surname> <given-names>AC</given-names></name> <name><surname>Scheich</surname> <given-names>H</given-names></name></person-group>. <article-title>Age&#x02013;dependent changes in MRI of motor brain stem nuclei in a mouse model of ALS</article-title>. <source>Neuroreport</source>. (<year>2004</year>) <volume>15</volume>:<fpage>2271</fpage>&#x02013;<lpage>4</lpage>. <pub-id pub-id-type="doi">10.1097/00001756-200410050-00026</pub-id><pub-id pub-id-type="pmid">15371748</pub-id></citation></ref>
<ref id="B47">
<label>47.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Majchrzak</surname> <given-names>M</given-names></name> <name><surname>Drela</surname> <given-names>K</given-names></name> <name><surname>Andrzejewska</surname> <given-names>A</given-names></name> <name><surname>Rogujski</surname> <given-names>P</given-names></name> <name><surname>Figurska</surname> <given-names>S</given-names></name> <name><surname>Fiedorowicz</surname> <given-names>M</given-names></name> <etal/></person-group>. <article-title>SOD1/Rag2 mice with low copy number of SOD1 gene as a new long&#x02013;living immunodeficient model of ALS</article-title>. <source>Sci Rep.</source> (<year>2019</year>) <volume>9</volume>:<fpage>799</fpage>. <pub-id pub-id-type="doi">10.1038/s41598-018-37235-w</pub-id><pub-id pub-id-type="pmid">30692571</pub-id></citation></ref>
<ref id="B48">
<label>48.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bucher</surname> <given-names>S</given-names></name> <name><surname>Braunstein</surname> <given-names>KE</given-names></name> <name><surname>Niessen</surname> <given-names>HG</given-names></name> <name><surname>Kaulisch</surname> <given-names>T</given-names></name> <name><surname>Neumaier</surname> <given-names>M</given-names></name> <name><surname>Boeckers</surname> <given-names>TM</given-names></name> <etal/></person-group>. <article-title>Vacuolization correlates with spin&#x02013;spin relaxation time in motor brainstem nuclei and behavioural tests in the transgenic G93A&#x02013;SOD1 mouse model of ALS</article-title>. <source>Eur J Neurosci.</source> (<year>2007</year>) <volume>26</volume>:<fpage>1895</fpage>&#x02013;<lpage>901</lpage>. <pub-id pub-id-type="doi">10.1111/j.1460-9568.2007.05831.x</pub-id><pub-id pub-id-type="pmid">17868365</pub-id></citation></ref>
<ref id="B49">
<label>49.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Caron</surname> <given-names>I</given-names></name> <name><surname>Micotti</surname> <given-names>E</given-names></name> <name><surname>Paladini</surname> <given-names>A</given-names></name> <name><surname>Merlino</surname> <given-names>G</given-names></name> <name><surname>Plebani</surname> <given-names>L</given-names></name> <name><surname>Forloni</surname> <given-names>G</given-names></name> <etal/></person-group>. <article-title>Comparative magnetic resonance imaging and histopathological correlates in Two SOD1 transgenic mouse models of amyotrophic lateral sclerosis</article-title>. <source>PLoS ONE.</source> (<year>2015</year>) <volume>10</volume>:<fpage>e0132159</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0132159</pub-id><pub-id pub-id-type="pmid">26132656</pub-id></citation></ref>
<ref id="B50">
<label>50.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cowin</surname> <given-names>GJ</given-names></name> <name><surname>Butler</surname> <given-names>TJ</given-names></name> <name><surname>Kurniawan</surname> <given-names>ND</given-names></name> <name><surname>Watson</surname> <given-names>C</given-names></name> <name><surname>Wallace</surname> <given-names>RH</given-names></name></person-group>. <article-title>Magnetic resonance microimaging of the spinal cord in the SOD1 mouse model of amyotrophic lateral sclerosis detects motor nerve root degeneration</article-title>. <source>Neuroimage.</source> (<year>2011</year>) <volume>58</volume>:<fpage>69</fpage>&#x02013;<lpage>74</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuroimage.2011.06.003</pub-id><pub-id pub-id-type="pmid">21689764</pub-id></citation></ref>
<ref id="B51">
<label>51.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Niessen</surname> <given-names>HG</given-names></name> <name><surname>Angenstein</surname> <given-names>F</given-names></name> <name><surname>Sander</surname> <given-names>K</given-names></name> <name><surname>Kunz</surname> <given-names>WS</given-names></name> <name><surname>Teuchert</surname> <given-names>M</given-names></name> <name><surname>Ludolph</surname> <given-names>AC</given-names></name> <etal/></person-group>. <article-title>In vivo quantification of spinal and bulbar motor neuron degeneration in the G93A&#x02013;SOD1 transgenic mouse model of ALS by T2 relaxation time and apparent diffusion coefficient</article-title>. <source>Exp Neurol.</source> (<year>2006</year>) <volume>201</volume>:<fpage>293</fpage>&#x02013;<lpage>300</lpage>. <pub-id pub-id-type="doi">10.1016/j.expneurol.2006.04.007</pub-id><pub-id pub-id-type="pmid">16740261</pub-id></citation></ref>
<ref id="B52">
<label>52.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Batavelji&#x00107;</surname> <given-names>D</given-names></name> <name><surname>Stamenkovi&#x00107;</surname> <given-names>S</given-names></name> <name><surname>Ba&#x0010D;i&#x00107;</surname> <given-names>G</given-names></name> <name><surname>Andjus</surname> <given-names>P</given-names></name></person-group>. <article-title>Imaging cellular markers of neuroinflammation in the brain of the rat model of amyotrophic lateral sclerosis</article-title>. <source>Acta Physiol Hung.</source> (<year>2011</year>) <volume>98</volume>:<fpage>27</fpage>&#x02013;<lpage>31</lpage>. <pub-id pub-id-type="doi">10.1556/APhysiol.98.2011.1.4</pub-id><pub-id pub-id-type="pmid">21388928</pub-id></citation></ref>
<ref id="B53">
<label>53.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Verstraete</surname> <given-names>E</given-names></name> <name><surname>Veldink</surname> <given-names>JH</given-names></name> <name><surname>Hendrikse</surname> <given-names>J</given-names></name> <name><surname>Schelhaas</surname> <given-names>HJ</given-names></name> <name><surname>Van Den Heuvel</surname> <given-names>MP</given-names></name> <etal/></person-group>. <article-title>Structural MRI reveals cortical thinning in amyotrophic lateral sclerosis</article-title>. <source>J Neurol Neurosurg Psychiatry.</source> (<year>2012</year>) <volume>83</volume>:<fpage>383</fpage>&#x02013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1136/jnnp-2011-300909</pub-id><pub-id pub-id-type="pmid">21965521</pub-id></citation></ref>
<ref id="B54">
<label>54.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Menke</surname> <given-names>RA</given-names></name> <name><surname>Proudfoot</surname> <given-names>M</given-names></name> <name><surname>Talbot</surname> <given-names>K</given-names></name> <name><surname>Turner</surname> <given-names>MR</given-names></name></person-group>. <article-title>The two&#x02013;year progression of structural and functional cerebral MRI in amyotrophic lateral sclerosis</article-title>. <source>NeuroImage Clin.</source> (<year>2018</year>) <volume>17</volume>:<fpage>953</fpage>&#x02013;<lpage>61</lpage>. <pub-id pub-id-type="doi">10.1016/j.nicl.2017.12.025</pub-id><pub-id pub-id-type="pmid">29321969</pub-id></citation></ref>
<ref id="B55">
<label>55.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Butman</surname> <given-names>JA</given-names></name> <name><surname>Floeter</surname> <given-names>MK</given-names></name></person-group>. <article-title>Decreased thickness of primary motor cortex in primary lateral sclerosis</article-title>. <source>Ajnr: Am J Neuroradiol.</source> (<year>2007</year>) <volume>28</volume>:<fpage>87</fpage>&#x02013;<lpage>91</lpage>.<pub-id pub-id-type="pmid">17213431</pub-id></citation></ref>
<ref id="B56">
<label>56.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Schuster</surname> <given-names>C</given-names></name> <name><surname>Kasper</surname> <given-names>E</given-names></name> <name><surname>Machts</surname> <given-names>J</given-names></name> <name><surname>Bittner</surname> <given-names>D</given-names></name> <name><surname>Kaufmann</surname> <given-names>J</given-names></name> <name><surname>Benecke</surname> <given-names>R</given-names></name> <etal/></person-group>. <article-title>Longitudinal course of cortical thickness decline in amyotrophic lateral sclerosis</article-title>. <source>J Neurol.</source> (<year>2014</year>) <volume>261</volume>:<fpage>1871</fpage>&#x02013;<lpage>80</lpage>. <pub-id pub-id-type="doi">10.1007/s00415-014-7426-4</pub-id><pub-id pub-id-type="pmid">25022938</pub-id></citation></ref>
<ref id="B57">
<label>57.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cosottini</surname> <given-names>M</given-names></name> <name><surname>Pesaresi</surname> <given-names>I</given-names></name> <name><surname>Piazza</surname> <given-names>S</given-names></name> <name><surname>Diciotti</surname> <given-names>S</given-names></name> <name><surname>Cecchi</surname> <given-names>P</given-names></name> <name><surname>Fabbri</surname> <given-names>S</given-names></name> <etal/></person-group>. <article-title>Structural and functional evaluation of cortical motor areas in Amyotrophic Lateral Sclerosis</article-title>. <source>Exp Neurol.</source> (<year>2012</year>) <volume>234</volume>:<fpage>169</fpage>&#x02013;<lpage>80</lpage>. <pub-id pub-id-type="doi">10.1016/j.expneurol.2011.12.024</pub-id><pub-id pub-id-type="pmid">22226599</pub-id></citation></ref>
<ref id="B58">
<label>58.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Acosta&#x02013;Cabronero</surname> <given-names>J</given-names></name> <name><surname>Machts</surname> <given-names>J</given-names></name> <name><surname>Schreiber</surname> <given-names>S</given-names></name> <name><surname>Abdulla</surname> <given-names>S</given-names></name> <name><surname>Kollewe</surname> <given-names>K</given-names></name> <name><surname>Petri</surname> <given-names>S</given-names></name> <etal/></person-group>. <article-title>Quantitative susceptibility MRI to detect brain iron in amyotrophic lateral sclerosis</article-title>. <source>Radiology</source>. (<year>2018</year>) <volume>289</volume>:<fpage>195</fpage>&#x02013;<lpage>203</lpage>. <pub-id pub-id-type="doi">10.1148/radiol.2018180112</pub-id><pub-id pub-id-type="pmid">30040038</pub-id></citation></ref>
<ref id="B59">
<label>59.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Agosta</surname> <given-names>F</given-names></name> <name><surname>Spinelli</surname> <given-names>EG</given-names></name> <name><surname>Riva</surname> <given-names>N</given-names></name> <name><surname>Fontana</surname> <given-names>A</given-names></name> <name><surname>Basaia</surname> <given-names>S</given-names></name> <name><surname>Canu</surname> <given-names>E</given-names></name> <etal/></person-group>. <article-title>Survival prediction models in motor neuron disease</article-title>. <source>Eur J Neurol.</source> (<year>2019</year>) <volume>26</volume>:<fpage>1143</fpage>&#x02013;<lpage>52</lpage>. <pub-id pub-id-type="doi">10.1111/ene.13957</pub-id><pub-id pub-id-type="pmid">30920076</pub-id></citation></ref>
<ref id="B60">
<label>60.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cardenas&#x02013;Blanco</surname> <given-names>A</given-names></name> <name><surname>Machts</surname> <given-names>J</given-names></name> <name><surname>Acosta&#x02013;Cabronero</surname> <given-names>J</given-names></name> <name><surname>Kaufmann</surname> <given-names>J</given-names></name> <name><surname>Abdulla</surname> <given-names>S</given-names></name> <name><surname>Kollewe</surname> <given-names>K</given-names></name> <etal/></person-group>. <article-title>Structural and diffusion imaging versus clinical assessment to monitor amyotrophic lateral sclerosis</article-title>. <source>NeuroImage Clin</source>. (<year>2016</year>) <volume>11</volume>:<fpage>408</fpage>&#x02013;<lpage>414</lpage>. <pub-id pub-id-type="doi">10.1016/j.nicl.2016.03.011</pub-id><pub-id pub-id-type="pmid">27104135</pub-id></citation></ref>
<ref id="B61">
<label>61.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Duning</surname> <given-names>T</given-names></name> <name><surname>Schiffbauer</surname> <given-names>H</given-names></name> <name><surname>Warnecke</surname> <given-names>T</given-names></name> <name><surname>Mohammadi</surname> <given-names>S</given-names></name> <name><surname>Floel</surname> <given-names>A</given-names></name> <name><surname>Kolpatzik</surname> <given-names>K</given-names></name> <etal/></person-group>. <article-title>G&#x02013;CSF prevents the progression of structural disintegration of white matter tracts in amyotrophic lateral sclerosis: a pilot trial</article-title>. <source>PLoS ONE.</source> (<year>2011</year>) <volume>6</volume>:<fpage>e17770</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0017770</pub-id><pub-id pub-id-type="pmid">21423758</pub-id></citation></ref>
<ref id="B62">
<label>62.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ellis</surname> <given-names>CM</given-names></name> <name><surname>Suckling</surname> <given-names>J</given-names></name> <name><surname>Amaro</surname> <given-names>E</given-names> <suffix>Jr</suffix></name> <name><surname>Bullmore</surname> <given-names>ET</given-names></name> <name><surname>Simmons</surname> <given-names>A</given-names></name> <name><surname>Williams</surname> <given-names>SC</given-names></name> <etal/></person-group>. <article-title>Volumetric analysis reveals corticospinal tract degeneration and extramotor involvement in ALS</article-title>. <source>Neurology.</source> (<year>2001</year>) <volume>57</volume>:<fpage>1571</fpage>&#x02013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1212/WNL.57.9.1571</pub-id><pub-id pub-id-type="pmid">11706094</pub-id></citation></ref>
<ref id="B63">
<label>63.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Piaggio</surname> <given-names>N</given-names></name> <name><surname>Pardini</surname> <given-names>M</given-names></name> <name><surname>Roccatagliata</surname> <given-names>L</given-names></name> <name><surname>Scial&#x000F2;</surname> <given-names>C</given-names></name> <name><surname>Cabona</surname> <given-names>C</given-names></name> <name><surname>Bonzano</surname> <given-names>L</given-names></name> <etal/></person-group>. <article-title>Cord cross&#x02013;sectional area at foramen magnum as a correlate of disability in amyotrophic lateral sclerosis</article-title>. <source>Eur Radiol Exp.</source> (<year>2018</year>) <volume>2</volume>:<fpage>13</fpage>. <pub-id pub-id-type="doi">10.1186/s41747-018-0045-6</pub-id><pub-id pub-id-type="pmid">29984352</pub-id></citation></ref>
<ref id="B64">
<label>64.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Thorns</surname> <given-names>J</given-names></name> <name><surname>Jansma</surname> <given-names>H</given-names></name> <name><surname>Peschel</surname> <given-names>T</given-names></name> <name><surname>Grosskreutz</surname> <given-names>J</given-names></name> <name><surname>Mohammadi</surname> <given-names>B</given-names></name> <name><surname>Dengler</surname> <given-names>R</given-names></name> <etal/></person-group>. <article-title>Extent of cortical involvement in amyotrophic lateral sclerosis&#x02013;an analysis based on cortical thickness</article-title>. <source>BMC Neurol.</source> (<year>2013</year>) <volume>13</volume>:<fpage>148</fpage>. <pub-id pub-id-type="doi">10.1186/1471-2377-13-148</pub-id><pub-id pub-id-type="pmid">24138960</pub-id></citation></ref>
<ref id="B65">
<label>65.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Buhour</surname> <given-names>MS</given-names></name> <name><surname>Doidy</surname> <given-names>F</given-names></name> <name><surname>Mondou</surname> <given-names>A</given-names></name> <name><surname>P&#x000E9;lerin</surname> <given-names>A</given-names></name> <name><surname>Carluer</surname> <given-names>L</given-names></name> <name><surname>Eustache</surname> <given-names>F</given-names></name> <etal/></person-group>. <article-title>Voxel&#x02013;based mapping of grey matter volume and glucose metabolism profiles in amyotrophic lateral sclerosis</article-title>. <source>EJNMMI Res.</source> (<year>2017</year>) <volume>7</volume>:<fpage>21</fpage>. <pub-id pub-id-type="doi">10.1186/s13550-017-0267-2</pub-id><pub-id pub-id-type="pmid">28266002</pub-id></citation></ref>
<ref id="B66">
<label>66.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Agosta</surname> <given-names>F</given-names></name> <name><surname>Basaia</surname> <given-names>S</given-names></name> <name><surname>Trojsi</surname> <given-names>F</given-names></name> <name><surname>Riva</surname> <given-names>N</given-names></name> <name><surname>Cividini</surname> <given-names>C</given-names></name> <name><surname>Femiano</surname> <given-names>C</given-names></name> <etal/></person-group>. <article-title>Structrural and functional organization of the brain connectome in patients with different motor neuron disease: a multicenter study</article-title>. <source>Neurology.</source> (<year>2019</year>) <volume>92</volume>:<fpage>3</fpage>.</citation>
</ref>
<ref id="B67">
<label>67.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bocchetta</surname> <given-names>M</given-names></name> <name><surname>Gordon</surname> <given-names>E</given-names></name> <name><surname>Cardoso</surname> <given-names>MJ</given-names></name> <name><surname>Modat</surname> <given-names>M</given-names></name> <name><surname>Ourselin</surname> <given-names>S</given-names></name> <name><surname>Warren</surname> <given-names>JD</given-names></name> <etal/></person-group>. <article-title>Thalamic atrophy in frontotemporal dementia &#x02014; Not just a C9orf72 problem</article-title>. <source>NeuroImage: Clinical.</source> (<year>2018</year>) <volume>18</volume>:<fpage>675</fpage>&#x02013;<lpage>81</lpage>. <pub-id pub-id-type="doi">10.1016/j.nicl.2018.02.019</pub-id><pub-id pub-id-type="pmid">17493637</pub-id></citation></ref>
<ref id="B68">
<label>68.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pallebage&#x02013;Gamarallage</surname> <given-names>M</given-names></name> <name><surname>Foxley</surname> <given-names>S</given-names></name> <name><surname>Menke</surname> <given-names>RA</given-names></name> <name><surname>Huszar</surname> <given-names>IN</given-names></name> <name><surname>Jenkinson</surname> <given-names>M</given-names></name> <name><surname>Tendler</surname> <given-names>BC</given-names></name> <etal/></person-group>. <article-title>Dissecting the pathobiology of altered MRI signal in amyotrophic lateral sclerosis: A post mortem whole brain sampling strategy for the integration of ultra&#x02013;high&#x02013;field MRI and quantitative neuropathology</article-title>. <source>BMC Neurosci</source>. (<year>2018</year>) <volume>19</volume>:<fpage>11</fpage>. <pub-id pub-id-type="doi">10.1186/s12868-018-0416-1</pub-id><pub-id pub-id-type="pmid">29529995</pub-id></citation></ref>
<ref id="B69">
<label>69.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Menke</surname> <given-names>RA</given-names></name> <name><surname>K&#x000F6;rner</surname> <given-names>S</given-names></name> <name><surname>Filippini</surname> <given-names>N</given-names></name> <name><surname>Douaud</surname> <given-names>G</given-names></name> <name><surname>Knight</surname> <given-names>S</given-names></name> <name><surname>Talbot</surname> <given-names>K</given-names></name> <etal/></person-group>. <article-title>Widespread grey matter pathology dominates the longitudinal cerebral MRI and clinical landscape of amyotrophic lateral sclerosis</article-title>. <source>Brain.</source> (<year>2014</year>) <volume>137</volume>:<fpage>2546</fpage>&#x02013;<lpage>55</lpage>. <pub-id pub-id-type="doi">10.1093/brain/awu162</pub-id><pub-id pub-id-type="pmid">24951638</pub-id></citation></ref>
<ref id="B70">
<label>70.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Senda</surname> <given-names>J</given-names></name> <name><surname>Kato</surname> <given-names>S</given-names></name> <name><surname>Kaga</surname> <given-names>T</given-names></name> <name><surname>Ito</surname> <given-names>M</given-names></name> <name><surname>Atsuta</surname> <given-names>N</given-names></name> <name><surname>Nakamura</surname> <given-names>T</given-names></name> <etal/></person-group>. <article-title>Progressive and widespread brain damage in ALS: MRI voxel&#x02013;based morphometry and diffusion tensor imaging study</article-title>. <source>Amyotrophic Lat Scler.</source> (<year>2011</year>) <volume>12</volume>:<fpage>59</fpage>&#x02013;<lpage>69</lpage>. <pub-id pub-id-type="doi">10.3109/17482968.2010.517850</pub-id><pub-id pub-id-type="pmid">21271792</pub-id></citation></ref>
<ref id="B71">
<label>71.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>M&#x000FC;ller</surname> <given-names>HP</given-names></name> <name><surname>Dreyhaupt</surname> <given-names>J</given-names></name> <name><surname>Roselli</surname> <given-names>F</given-names></name> <name><surname>Schlecht</surname> <given-names>M</given-names></name> <name><surname>Ludolph</surname> <given-names>AC</given-names></name> <name><surname>Huppertz</surname> <given-names>HJ</given-names></name> <etal/></person-group>. <article-title>Focal alterations of the callosal area III in primary lateral sclerosis: an MRI planimetry and texture analysis</article-title>. <source>NeuroImage Clin.</source> (<year>2020</year>) <volume>26</volume>:<fpage>102223</fpage>. <pub-id pub-id-type="doi">10.1016/j.nicl.2020.102223</pub-id><pub-id pub-id-type="pmid">32114375</pub-id></citation></ref>
<ref id="B72">
<label>72.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mahoney</surname> <given-names>CJ</given-names></name> <name><surname>Downey</surname> <given-names>LE</given-names></name> <name><surname>Ridgway</surname> <given-names>GR</given-names></name> <name><surname>Beck</surname> <given-names>J</given-names></name> <name><surname>Clegg</surname> <given-names>S</given-names></name> <name><surname>Blair</surname> <given-names>M</given-names></name> <etal/></person-group>. <article-title>Longitudinal neuroimaging and neuropsychological profiles of frontotemporal dementia with C9ORF72 expansions</article-title>. <source>Alzheimer&#x00027;s Res Therapy.</source> (<year>2012</year>) <volume>4</volume>:<fpage>41</fpage>. <pub-id pub-id-type="doi">10.1186/alzrt144</pub-id><pub-id pub-id-type="pmid">23006986</pub-id></citation></ref>
<ref id="B73">
<label>73.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Agosta</surname> <given-names>F</given-names></name> <name><surname>Ferraro</surname> <given-names>PM</given-names></name> <name><surname>Riva</surname> <given-names>N</given-names></name> <name><surname>Spinelli</surname> <given-names>EG</given-names></name> <name><surname>Domi</surname> <given-names>T</given-names></name> <name><surname>Carrera</surname> <given-names>P</given-names></name> <etal/></person-group>. <article-title>Structural and functional brain signatures of C9orf72 in motor neuron disease</article-title>. <source>Neurobiol Aging.</source> (<year>2017</year>) <volume>57</volume>:<fpage>206</fpage>&#x02013;<lpage>19</lpage>. <pub-id pub-id-type="doi">10.1016/j.neurobiolaging.2017.05.024</pub-id><pub-id pub-id-type="pmid">28666709</pub-id></citation></ref>
<ref id="B74">
<label>74.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mahoney</surname> <given-names>CJ</given-names></name> <name><surname>Beck</surname> <given-names>J</given-names></name> <name><surname>Rohrer</surname> <given-names>JD</given-names></name> <name><surname>Lashley</surname> <given-names>T</given-names></name> <name><surname>Mok</surname> <given-names>K</given-names></name> <name><surname>Shakespeare</surname> <given-names>T</given-names></name> <etal/></person-group>. <article-title>Frontotemporal dementia with the C9ORF72 hexanucleotide repeat expansion: clinical, neuroanatomical and neuropathological features</article-title>. <source>Brain.</source> (<year>2012</year>) <volume>135</volume>:<fpage>736</fpage>&#x02013;<lpage>50</lpage>. <pub-id pub-id-type="doi">10.1093/brain/awr361</pub-id><pub-id pub-id-type="pmid">22366791</pub-id></citation></ref>
<ref id="B75">
<label>75.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Consonni</surname> <given-names>M</given-names></name> <name><surname>Dalla Bella</surname> <given-names>E</given-names></name> <name><surname>Nigri</surname> <given-names>A</given-names></name> <name><surname>Pinardi</surname> <given-names>C</given-names></name> <name><surname>Demichelis</surname> <given-names>G</given-names></name> <name><surname>Porcu</surname> <given-names>L</given-names></name> <etal/></person-group>. <article-title>Cognitive syndromes and C9orf72 mutation are not related to cerebellar degeneration in amyotrophic lateral sclerosis</article-title>. <source>Front Neurosci.</source> (<year>2019</year>) <volume>13</volume>:<fpage>25</fpage>. <pub-id pub-id-type="doi">10.3389/fnins.2019.00440</pub-id><pub-id pub-id-type="pmid">31133784</pub-id></citation></ref>
<ref id="B76">
<label>76.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>El Mendili</surname> <given-names>MM</given-names></name> <name><surname>Cohen&#x02013;Adad</surname> <given-names>J</given-names></name> <name><surname>Pelegrini&#x02013;Issac</surname> <given-names>M</given-names></name> <name><surname>Rossignol</surname> <given-names>S</given-names></name> <name><surname>Morizot&#x02013;Koutlidis</surname> <given-names>R</given-names></name> <name><surname>Marchand&#x02013;Pauvert</surname> <given-names>V</given-names></name> <etal/></person-group>. <article-title>Multi&#x02013;parametric spinal cord MRI as potential progression marker in amyotrophic lateral sclerosis</article-title>. <source>PLoS ONE.</source> (<year>2014</year>) <volume>9</volume>:<fpage>e95516</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0095516</pub-id><pub-id pub-id-type="pmid">24755826</pub-id></citation></ref>
<ref id="B77">
<label>77.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fabes</surname> <given-names>J</given-names></name> <name><surname>Matthews</surname> <given-names>L</given-names></name> <name><surname>Filippini</surname> <given-names>N</given-names></name> <name><surname>Talbot</surname> <given-names>K</given-names></name> <name><surname>Jenkinson</surname> <given-names>M</given-names></name> <name><surname>Turner</surname> <given-names>MR</given-names></name></person-group>. <article-title>Quantitative FLAIR MRI in amyotrophic lateral sclerosis</article-title>. <source>Acad Radiol.</source> (<year>2017</year>) <volume>24</volume>:<fpage>1187</fpage>&#x02013;<lpage>94</lpage>. <pub-id pub-id-type="doi">10.1016/j.acra.2017.04.008</pub-id><pub-id pub-id-type="pmid">28572001</pub-id></citation></ref>
<ref id="B78">
<label>78.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Goodin</surname> <given-names>DS</given-names></name> <name><surname>Rowley</surname> <given-names>HA</given-names></name> <name><surname>Olney</surname> <given-names>RK</given-names></name></person-group>. <article-title>Magnetic resonance imaging in amyotrophic lateral sclerosis</article-title>. <source>Ann Neurol.</source> (<year>1988</year>) <volume>23</volume>:<fpage>418</fpage>&#x02013;<lpage>20</lpage>. <pub-id pub-id-type="doi">10.1002/ana.410230424</pub-id><pub-id pub-id-type="pmid">3382182</pub-id></citation></ref>
<ref id="B79">
<label>79.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Boll</surname> <given-names>MC</given-names></name> <name><surname>Mel&#x000E9;ndez</surname> <given-names>OR</given-names></name> <name><surname>Rios</surname> <given-names>C</given-names></name> <name><surname>Zenil</surname> <given-names>JM</given-names></name> <name><surname>de Alba</surname> <given-names>Y</given-names></name></person-group>. <article-title>Is the hypointensity in motor cortex the hallmark of amyotrophic lateral sclerosis?</article-title> <source>Can J Neurol Sci.</source> (<year>2019</year>) <volume>46</volume>:<fpage>166</fpage>&#x02013;<lpage>73</lpage>. <pub-id pub-id-type="doi">10.1017/cjn.2018.382</pub-id><pub-id pub-id-type="pmid">30724145</pub-id></citation></ref>
<ref id="B80">
<label>80.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hecht</surname> <given-names>MJ</given-names></name> <name><surname>Fellner</surname> <given-names>C</given-names></name> <name><surname>Schmid</surname> <given-names>A</given-names></name> <name><surname>Neund&#x000F6;rfer</surname> <given-names>B</given-names></name> <name><surname>Fellner</surname> <given-names>FA</given-names></name></person-group>. <article-title>Cortical T2 signal shortening in amyotrophic lateral sclerosis is not due to iron deposits</article-title>. <source>Neuroradiology.</source> (<year>2005</year>) <volume>47</volume>:<fpage>805</fpage>&#x02013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1007/s00234-005-1421-5</pub-id><pub-id pub-id-type="pmid">16175348</pub-id></citation></ref>
<ref id="B81">
<label>81.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Goodin</surname> <given-names>DS</given-names></name> <name><surname>Rowley</surname> <given-names>HA</given-names></name> <name><surname>Olney</surname> <given-names>RK</given-names></name></person-group>. <article-title>Magnetic resonance imaging in amyotrophic lateral sclerosis</article-title>. <source>Acta Neurol Scand.</source> (<year>2002</year>) <volume>105</volume>:<fpage>395</fpage>&#x02013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.1034/j.1600-0404.2002.01321.x</pub-id><pub-id pub-id-type="pmid">11982492</pub-id></citation></ref>
<ref id="B82">
<label>82.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Graham</surname> <given-names>JM</given-names></name> <name><surname>Papadakis</surname> <given-names>N</given-names></name> <name><surname>Evans</surname> <given-names>J</given-names></name> <name><surname>Widjaja</surname> <given-names>E</given-names></name> <name><surname>Romanowski</surname> <given-names>CA</given-names></name> <name><surname>Paley</surname> <given-names>MN</given-names></name> <etal/></person-group>. <article-title>Diffusion tensor imaging for the assessment of upper motor neuron integrity in ALS</article-title>. <source>Neurology.</source> (<year>2004</year>) <volume>63</volume>:<fpage>2111</fpage>&#x02013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.1212/01.WNL.0000145766.03057.E7</pub-id><pub-id pub-id-type="pmid">15596758</pub-id></citation></ref>
<ref id="B83">
<label>83.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>De Reuck</surname> <given-names>JL</given-names></name> <name><surname>Deramecourt</surname> <given-names>V</given-names></name> <name><surname>Auger</surname> <given-names>F</given-names></name> <name><surname>Durieux</surname> <given-names>N</given-names></name> <name><surname>Cordonnier</surname> <given-names>C</given-names></name> <name><surname>Devos</surname> <given-names>D</given-names></name> <etal/></person-group>. <article-title>Iron deposits in post&#x02013;mortem brains of patients with neurodegenerative and cerebrovascular diseases: a semi&#x02013;quantitative 70 T magnetic resonance imaging study</article-title>. <source>Eur J Neurol.</source> (<year>2014</year>) <volume>21</volume>:<fpage>1026</fpage>&#x02013;<lpage>31</lpage>. <pub-id pub-id-type="doi">10.1111/ene.12432</pub-id><pub-id pub-id-type="pmid">24698410</pub-id></citation></ref>
<ref id="B84">
<label>84.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rajagopalan</surname> <given-names>V</given-names></name> <name><surname>Pioro</surname> <given-names>EP</given-names></name></person-group>. <article-title>Disparate voxel based morphometry. (VBM) results between SPM and FSL softwares in ALS patients with frontotemporal dementia: which VBM results to consider?</article-title> <source>BMC Neurol.</source> (<year>2015</year>) <volume>15</volume>:<fpage>1</fpage>&#x02013;<lpage>7</lpage>. <pub-id pub-id-type="doi">10.1186/s12883-015-0274-8</pub-id><pub-id pub-id-type="pmid">25879588</pub-id></citation></ref>
<ref id="B85">
<label>85.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sastre&#x02013;Garriga</surname> <given-names>J</given-names></name> <name><surname>Pareto</surname> <given-names>D</given-names></name> <name><surname>Battaglini</surname> <given-names>M</given-names></name> <name><surname>Rocca</surname> <given-names>MA</given-names></name> <name><surname>Ciccarelli</surname> <given-names>O</given-names></name> <name><surname>Enzinger</surname> <given-names>C</given-names></name> <etal/></person-group>. <article-title>MAGNIMS consensus recommendations on the use of brain and spinal cord atrophy measures in clinical practice. Nature reviews</article-title>. <source>Neurology</source>. (<year>2020</year>) <volume>16</volume>:<fpage>171</fpage>&#x02013;<lpage>182</lpage>. <pub-id pub-id-type="doi">10.1038/s41582-020-0314-x</pub-id><pub-id pub-id-type="pmid">32094485</pub-id></citation></ref>
<ref id="B86">
<label>86.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>J Kwan</surname> <given-names>JY</given-names></name> <name><surname>Jeong</surname> <given-names>SY</given-names></name> <name><surname>Van Gelderen</surname> <given-names>P</given-names></name> <name><surname>Deng</surname> <given-names>HX</given-names></name> <name><surname>Quezado</surname> <given-names>MM</given-names></name> <name><surname>Danielian</surname> <given-names>LE</given-names></name> <etal/></person-group>. <article-title>Iron accumulation in deep cortical layers accounts for MRI signal abnormalities in ALS: correlating 7 tesla MRI and pathology</article-title>. <source>PLoS ONE</source>. (<year>2012</year>) <volume>7</volume>:<fpage>e35241</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0035241</pub-id><pub-id pub-id-type="pmid">22529995</pub-id></citation></ref>
<ref id="B87">
<label>87.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sweeney</surname> <given-names>MD</given-names></name> <name><surname>Sagare</surname> <given-names>AP</given-names></name> <name><surname>Zlokovic</surname> <given-names>BV</given-names></name></person-group>. <article-title>Blood&#x02013;brain barrier breakdown in Alzheimer disease and other neurodegenerative disorders</article-title>. <source>Nat Rev Neurol.</source> (<year>2018</year>) <volume>14</volume>:<fpage>133</fpage>. <pub-id pub-id-type="doi">10.1038/nrneurol.2017.188</pub-id><pub-id pub-id-type="pmid">29377008</pub-id></citation></ref>
<ref id="B88">
<label>88.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhong</surname> <given-names>Z</given-names></name> <name><surname>Deane</surname> <given-names>R</given-names></name> <name><surname>Ali</surname> <given-names>Z</given-names></name> <name><surname>Parisi</surname> <given-names>M</given-names></name> <name><surname>Shapovalov</surname> <given-names>Y</given-names></name> <name><surname>O&#x00027;Banion</surname> <given-names>MK</given-names></name> <etal/></person-group>. <article-title>ALS&#x02013;causing SOD1 mutants generate vascular changes prior to motor neuron degeneration</article-title>. <source>Nat Neurosci.</source> (<year>2008</year>) <volume>11</volume>:<fpage>420</fpage>&#x02013;<lpage>2</lpage>. <pub-id pub-id-type="doi">10.1038/nn2073</pub-id><pub-id pub-id-type="pmid">18344992</pub-id></citation></ref>
<ref id="B89">
<label>89.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lewandowski</surname> <given-names>SA</given-names></name> <name><surname>Nilsson</surname> <given-names>I</given-names></name> <name><surname>Fredriksson</surname> <given-names>L</given-names></name> <name><surname>L&#x000F6;nnerberg</surname> <given-names>P</given-names></name> <name><surname>Muhl</surname> <given-names>L</given-names></name> <name><surname>Zeitelhofer</surname> <given-names>M</given-names></name> <etal/></person-group>. <article-title>Presymptomatic activation of the PDGF&#x02013;CC pathway accelerates onset of ALS neurodegeneration</article-title>. <source>Acta Neuropathol.</source> (<year>2016</year>) <volume>131</volume>:<fpage>453</fpage>&#x02013;<lpage>64</lpage>. <pub-id pub-id-type="doi">10.1007/s00401-015-1520-2</pub-id><pub-id pub-id-type="pmid">26687981</pub-id></citation></ref>
<ref id="B90">
<label>90.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lassmann</surname> <given-names>H</given-names></name> <name><surname>Bradl</surname> <given-names>M</given-names></name></person-group>. <article-title>Multiple sclerosis: experimental models and reality</article-title>. <source>Acta Neuropathol.</source> (<year>2016</year>) <volume>3</volume>:<fpage>14</fpage>. <pub-id pub-id-type="doi">10.1007/s00401-016-1631-4</pub-id><pub-id pub-id-type="pmid">27766432</pub-id></citation></ref>
</ref-list>
</back>
</article>
