<?xml version="1.0" encoding="UTF-8" standalone="no"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Neurol.</journal-id>
<journal-title>Frontiers in Neurology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Neurol.</abbrev-journal-title>
<issn pub-type="epub">1664-2295</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fneur.2023.1334004</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neurology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Elevation of inositol pyrophosphate IP<sub>7</sub> in the mammalian spinal cord of amyotrophic lateral sclerosis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Ito</surname> <given-names>Masatoshi</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c002"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2613052/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Fujii</surname> <given-names>Natsuko</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Kohara</surname> <given-names>Saori</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Tanaka</surname> <given-names>Masayuki</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Takao</surname> <given-names>Masaki</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/952763/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Mihara</surname> <given-names>Ban</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Saito</surname> <given-names>Yuko</given-names></name>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Mizuma</surname> <given-names>Atsushi</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/608169/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Nakayama</surname> <given-names>Taira</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Netsu</surname> <given-names>Shizuka</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Suzuki</surname> <given-names>Naoto</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Kakita</surname> <given-names>Akiyoshi</given-names></name>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Nagata</surname> <given-names>Eiichiro</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/594376/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Neurology, Tokai University School of Medicine</institution>, <addr-line>Isehara</addr-line>, <country>Japan</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Legal Medicine, St. Marianna University School of Medicine</institution>, <addr-line>Kawasaki</addr-line>, <country>Japan</country></aff>
<aff id="aff3"><sup>3</sup><institution>Support Center for Medical Research and Education, Tokai University</institution>, <addr-line>Isehara</addr-line>, <country>Japan</country></aff>
<aff id="aff4"><sup>4</sup><institution>Department of Clinical Laboratory, National Center of Neurology and Psychiatry, National Center Hospital</institution>, <addr-line>Tokyo</addr-line>, <country>Japan</country></aff>
<aff id="aff5"><sup>5</sup><institution>Department of Neurology, Mihara Memorial Hospital</institution>, <addr-line>Isesaki</addr-line>, <country>Japan</country></aff>
<aff id="aff6"><sup>6</sup><institution>Department of Neuropathology, Tokyo Metropolitan Geriatric Hospital and Institute of Gerontology</institution>, <addr-line>Tokyo</addr-line>, <country>Japan</country></aff>
<aff id="aff7"><sup>7</sup><institution>Department of Pathology, Brain Research Institute, Niigata University</institution>, <addr-line>Niigata</addr-line>, <country>Japan</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Elijah W. Stommel, Dartmouth College, United States</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Christiana Christodoulou, The Cyprus Institute of Neurology and Genetics, Cyprus</p>
<p>Kazumasa Saigoh, Kindai University Hospital, Japan</p>
<p>Debabrata Laha, Indian Institute of Science (IISc), India</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Eiichiro Nagata <email>enagata&#x00040;is.icc.u-tokai.ac.jp</email></corresp>
<corresp id="c002">Masatoshi Ito <email>masatoshi.ito&#x00040;marianna-u.ac.jp</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>11</day>
<month>01</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1334004</elocation-id>
<history>
<date date-type="received">
<day>06</day>
<month>11</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>15</day>
<month>12</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2024 Ito, Fujii, Kohara, Tanaka, Takao, Mihara, Saito, Mizuma, Nakayama, Netsu, Suzuki, Kakita and Nagata.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Ito, Fujii, Kohara, Tanaka, Takao, Mihara, Saito, Mizuma, Nakayama, Netsu, Suzuki, Kakita and Nagata</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<sec>
<title>Background</title>
<p>Amyotrophic lateral sclerosis (ALS) is a fatal neurodegenerative disorder associated with progressive impairment of spinal motor neurons. Continuous research endeavor is underway to fully understand the molecular mechanisms associating with this disorder. Although several studies have implied the involvement of inositol pyrophosphate IP<sub>7</sub> in ALS, there is no direct experimental evidence proving this notion. In this study, we analyzed inositol pyrophosphate IP<sub>7</sub> and its precursor IP<sub>6</sub> in the mouse and human ALS biological samples to directly assess whether IP<sub>7</sub> level and/or its metabolism are altered in ALS disease state.</p>
</sec>
<sec>
<title>Methods</title>
<p>We used a liquid chromatography-mass spectrometry (LC-MS) protocol originally-designed for mammalian IP<sub>6</sub> and IP<sub>7</sub> analysis. We measured the abundance of these molecules in the central nervous system (CNS) of ALS mouse model <italic>SOD1</italic>(G93A) transgenic (TG) mice as well as postmortem spinal cord of ALS patients. Cerebrospinal fluid (CSF) and peripheral blood mononuclear cells (PBMCs) from ALS patients were also analyzed to assess if IP<sub>7</sub> status in these biofluids is associated with ALS disease state.</p>
</sec>
<sec>
<title>Results</title>
<p><italic>SOD1</italic>(G93A) TG mice showed significant increase of IP<sub>7</sub> level in the spinal cord compared with control mice at the late stage of disease progression, while its level in cerebrum and cerebellum remains constant. We also observed significantly elevated IP<sub>7</sub> level and its product-to-precursor ratio (IP<sub>7</sub>/IP<sub>6</sub>) in the postmortem spinal cord of ALS patients, suggesting enhanced enzymatic activity of IP<sub>7</sub>-synthesizing kinases in the human ALS spinal cord. In contrast, human CSF did not contain detectable level of IP<sub>6</sub> and IP<sub>7</sub>, and neither the IP<sub>7</sub> level nor the IP<sub>7</sub>/IP<sub>6</sub> ratio in human PBMCs differentiated ALS patients from age-matched healthy individuals.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>By directly analyzing IP<sub>7</sub> in the CNS of ALS mice and humans, the findings of this study provide direct evidence that IP<sub>7</sub> level and/or the enzymatic activity of IP<sub>7</sub>-generating kinases IP6Ks are elevated in ALS spinal cord. On the other hand, this study also showed that IP<sub>7</sub> is not suitable for biofluid-based ALS diagnosis. Further investigation is required to elucidate a role of IP<sub>7</sub> in ALS pathology and utilize IP<sub>7</sub> metabolism on the diagnostic application of ALS.</p>
</sec></abstract>
<kwd-group>
<kwd>amyotrophic lateral sclerosis</kwd>
<kwd>inositol pyrophosphate</kwd>
<kwd>diphosphoinositol pentakisphosphate</kwd>
<kwd>inositol hexakisphosphate</kwd>
<kwd>liquid chromatography-tandem mass spectrometry</kwd>
</kwd-group>
<counts>
<fig-count count="3"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="35"/>
<page-count count="8"/>
<word-count count="5857"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Neuromuscular Disorders and Peripheral Neuropathies</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Amyotrophic lateral sclerosis (ALS) is an incurable neurodegenerative disorder categorized to the progressive motor neuron disease, and its incident is most frequent in sexagenarians and septuagenarians (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). An epidemiological study showed that 1.68 per 100,000 person-years suffered from this disease in worldwide with substantial variations in region (<xref ref-type="bibr" rid="B3">3</xref>). Sporadic ALS where the ALS onset is independently of hereditary traits accounts for 70&#x02013;80% of all of the ALS cases, confounding the genetic prediction of future ALS onset (<xref ref-type="bibr" rid="B4">4</xref>). Due to the absence of effective biomarkers for ALS, its diagnosis hinges on the indirect approaches by checking clinical symptoms and measuring muscle action potential amplitudes, which results in the delayed therapeutic intervention with limited number of medical options (<xref ref-type="bibr" rid="B5">5</xref>). To tackle these issues, a number of ALS-causative proteins including C9orf72, TDP-43 and FUS have been identified and studied for the development of ALS therapeutic agents selectively targeting these molecules (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B7">7</xref>). In addition, the discovery of potentially diagnostic biomarkers for ALS such as Neurofilament L (NfL) facilitates the biofluid-based noninvasive approaches for ALS diagnosis (<xref ref-type="bibr" rid="B8">8</xref>&#x02013;<xref ref-type="bibr" rid="B10">10</xref>). Yet, there is still a lack of molecular information with regard to the ALS pathology, and thus its features in molecular machinery should be elucidated more clearly for liberating humanity from the agony of this disease.</p>
<p>Inositol pyrophosphate exists in a wide variety of organisms from slime molds and fungi to mammals and is involved in numerous cellular processes including intracellular signaling (<xref ref-type="bibr" rid="B11">11</xref>&#x02013;<xref ref-type="bibr" rid="B13">13</xref>). Diphosphoinositol pentakisphosphate (a.k.a. IP<sub>7</sub>), a representative inositol pyrophosphate in mammals, is synthesized from the precursor molecule inositol hexakisphosphate (a.k.a. IP<sub>6</sub>) by inositol hexakisphosphate kinases (IP6Ks). So far, several lines of evidence suggested pathological roles of IP6Ks and IP<sub>7</sub> in stress response and neurodegeneration. IP6K2, one of the major IP<sub>7</sub>-synthesizing kinase in mammals, was characterized as a cell death mediator (<xref ref-type="bibr" rid="B14">14</xref>) and IP<sub>7</sub> facilitates cellular apoptosis by reactive oxygen treatment (<xref ref-type="bibr" rid="B15">15</xref>). Considering our previous observations of IP6K2 mRNA induction during presymptomatic disease state of ALS (<xref ref-type="bibr" rid="B16">16</xref>) and IP6K2 modulatory role in TDP-43-mediated cellular apoptosis (<xref ref-type="bibr" rid="B17">17</xref>), these facts collectively imply the notion that IP<sub>7</sub> would be induced in aberrant motor neuron of ALS disease state. However, none of the direct evidences has not been obtained due to lack of technologies directly detecting and quantifying IP<sub>7</sub>. Recently, we developed an analytical protocol directly and selectively detecting IP<sub>7</sub> in mammalian tissues (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B19">19</xref>), unlocking the direct evaluation of this molecule in various clinical biopsies.</p>
<p>In this study, we analyzed endogenous IP<sub>7</sub> and its precursor IP<sub>6</sub> in ALS model mice as well as human ALS patients by an originally-designed liquid chromatography mass spectrometry (LC-MS) protocol and assessed if ALS disease state would be accompanied by altered IP<sub>7</sub> level.</p>
</sec>
<sec id="s2">
<title>2 Materials and methods</title>
<sec>
<title>2.1 Human samples and peripheral blood cell fractionation</title>
<p>Frozen postmortem spinal cords derived from 9 ALS patients and five neurologically normal patients were obtained from Japan Brain Bank Net (JBBN) and Brain Research Institute of Niigata University. Each 3 mL of cerebrospinal fluid (CSF) was collected from 3 ALS patients by lumber puncture. Peripheral blood samples (20 mL) were collected from 25 ALS patients after the definitive diagnosis by the El Escorial diagnostic criteria (<xref ref-type="bibr" rid="B20">20</xref>) and 22 age-matched healthy controls in our hospital (<xref ref-type="supplementary-material" rid="SM1">Supplementary Tables 1</xref>, <xref ref-type="supplementary-material" rid="SM1">2</xref>). Three out of 25 ALS patients were excluded as statistical outliers, and therefore 22 ALS patients were used for the subsequent analysis. After the isolation using a Lymphocyte Separation Solution (Nacalai Tesque, Japan), peripheral blood mononuclear cells (PBMCs) were lysed by Lysis buffer (0.01% Triton X-100, 1 mM EDTA, 20 mM Tris-HCl). After centrifugation, the supernatant was further processed to isolate IP<sub>6</sub> and IP<sub>7</sub> for the subsequent LC-MS analysis. All participants before passing away or their families provided written informed consent. Experiments using human samples were performed with institutional approval and guidelines from the Clinical Investigation Committee at Tokai University School of Medicine (institutional review board No. 10R-010).</p>
</sec>
<sec>
<title>2.2 Mouse samples</title>
<p>All experiments involving animals were performed in accordance with protocols approved by institutional animal care guidelines (Tokai University School of Medicine). <italic>SOD1</italic>(G93A) transgenic (TG) mice and littermate wild-type (WT) mice were obtained from Clea Japan (Tokyo, Japan) and maintained at an ambient temperature of 23 &#x000B1; 2&#x000B0;C and humidity of 55 &#x000B1; 15% with a 12 h light-dark cycle. Food (CE-2; Clea Japan) and water were fed <italic>ad libitum</italic>. The behavioral performance of the TG mice was regularly monitored by rotarod test. These mice were anesthetized using isoflurane and then sacrificed to collect the central nervous system (CNS; cerebrum, cerebellum, spinal cord). The harvested organs were frozen until further use.</p>
</sec>
<sec>
<title>2.3 Extraction of IP<sub>6</sub> and IP<sub>7</sub> from human and mouse samples</title>
<p>Human and mouse frozen tissues were homogenized using a Shake Master Neo (Bio Medical Science). The crude lysates were centrifuged to collect the supernatants. The supernatants from tissues and cells were mixed with an equal volume of 2 M perchloric acid and further centrifuged to remove insoluble protein fraction. After adding 3 nmol of hexadeutero-myo-inositol trispyrophosphate (ITPP-d<sub>6</sub>, Toronto Research Chemicals) as a surrogate internal standard, IP<sub>6</sub> and IP<sub>7</sub> were purified using titanium dioxide beads (GL Sciences) as described previously (<xref ref-type="bibr" rid="B21">21</xref>).</p>
</sec>
<sec>
<title>2.4 Measurements of IP<sub>6</sub> and IP<sub>7</sub> by liquid chromatography&#x02013;tandem mass spectrometry (LC-MS)</title>
<p>Quantitative measurement of IP<sub>6</sub> and IP<sub>7</sub> in human and mouse samples were performed using an originally-designed LC-MS protocol (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B19">19</xref>). Briefly, chromatographic separation of IP<sub>6</sub>, IP<sub>7</sub>, and internal standard ITPP-d<sub>6</sub> is achieved by hydrophilic interaction liquid chromatography (HILIC) mode with a polymer-based bioinert column (HILICpak VG-50 2D; Shodex, Tokyo, Japan). The aqueous mobile phase was 300 mM ammonium bicarbonate buffer (pH 10.5) containing 0.1% InfinityLab deactivator additive (Agilent Technologies) and the organic mobile phase was 90% acetonitrile containing 10 mM ammonium bicarbonate buffer (pH 10.5) and 0.1% InfinityLab deactivator additive. The total flow rate of the mobile phase was 0.4 ml/min. Linear gradient separation was achieved as follows: 0&#x02013;2 min, 75% B; 2&#x02013;12 min, 75%&#x02212;2% B; 12&#x02013;15 min, 2% B. Mass spectrometric detection of these molecules was performed by selected reaction monitoring (SRM) using a LCMS-8050 triple quadrupole mass analyzer (Shimadzu corporation, Kyoto, Japan).</p>
</sec>
<sec>
<title>2.5 ALSFRS-R scoring</title>
<p>The ALSFRS-R scores of 25 ALS patients whom the peripheral blood was collected from were assessed by two neurologists. ALSFRS-R consists of 12 categories including speaking, eating, and respiratory ability, each of which is scored between 0 and 4 points. Scores decrease along with increasing functional exacerbation, and thus the total ALSFRS-R scores of ALS patients with normal and the worst functional status sum up as 48 (maximum) and 0 (minimum) points, respectively.</p>
</sec>
<sec>
<title>2.6 Statistical analysis</title>
<p>Statistical analysis was performed by SPSS software ver.26. Data are expressed as the mean &#x000B1; standard deviation. Differences between two or more groups were analyzed using two-tailed Student&#x00027;s <italic>t</italic>-test. Statistical significance was set at <italic>p</italic> &#x0003C; 0.05. Variable PBMC data of ALS patients were processed by SIMCA-P software (Umetrics, Ume&#x000E5;, Sweden) for the evaluation of statistical outliers.</p>
</sec>
</sec>
<sec id="s3">
<title>3 Results</title>
<sec>
<title>3.1 Elevated IP<sub>7</sub> level in the spinal cord of ALS model mice</title>
<p>We previously showed that IP6K2 mRNA level was increased in the spinal cord of ALS patients, implying elevated production of IP<sub>7</sub> in the ALS spinal cord (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B17">17</xref>). To verify this hypothesis, we analyzed IP<sub>7</sub> and its precursor IP<sub>6</sub> in the CNS of ALS mouse model <italic>SOD1</italic>(G93A) transgenic (TG) mice at the three different breeding points, namely 12-week age (before ALS onset), 15-week age (early-middle stage of ALS), and 18-week age (late stage of ALS; <xref ref-type="fig" rid="F1">Figure 1A</xref>). These TG mice become impairing their motor activity around 16-week age and almost completely lose lower limb mobility with the moribund state around 18-week age, which is in accordance with a previous report (<xref ref-type="bibr" rid="B22">22</xref>). LC-MS analysis showed that IP<sub>7</sub> level was significantly increased in the spinal cord of the TG mice compared with that of littermate control mice at 18-week age (late stage of ALS), while its level did not significantly change in cerebrum and cerebellum of the same mice (<xref ref-type="fig" rid="F1">Figures 1B</xref>, <xref ref-type="fig" rid="F1">C</xref>). In the spinal cord of TG mice at 18-week age, IP<sub>6</sub> level was also increased slightly but not significantly. Thus, we observed elevated IP<sub>7</sub> level in the spinal cord of a rodent ALS model at ALS progressive state.</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Elevated IP<sub>7</sub> level in the spinal cord of SOD1(G93A) TG mice in the ALS late stage. <bold>(A)</bold> Schematic illustration of the experimental workflow. SOD1(G93A) TG and their littermate WT mice at 12-week (before ALS onset), 15-week (ALS early-middle stage) and 18-week (ALS late stage) were sacrificed to harvest central nervous system (CNS) for LC-MS analysis. <bold>(B)</bold> The concentrations of IP<sub>6</sub>, IP<sub>7</sub>, and IP<sub>7</sub>/IP<sub>6</sub> (product-to-precursor) ratio in the cerebrum, cerebellum and spinal cord of SOD1(G93A) TG and their littermate WT mice. The values shown represent the mean &#x000B1; SD of four independent experiments and are expressed relative to the WT mice. <italic>P</italic>-values calculated by Student&#x00027;s <italic>t</italic>-test are given in parenthesis. Asterisks indicate statistical significance (<italic>p</italic> &#x0003C; 0.05) compared with WT mice. <bold>(C)</bold> Representative SRM chromatograms of IP<sub>6</sub>, IP<sub>7</sub>, and internal standard ITPP-d<sub>6</sub> in the spinal cord of SOD1(G93A) TG and their littermate WT mice. The arrowheads indicate the SRM peaks of the corresponding analytes. IS, internal standard.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fneur-14-1334004-g0001.tif"/>
</fig>
</sec>
<sec>
<title>3.2 Elevated IP<sub>7</sub> level in the postmortem spinal cord of ALS patients</title>
<p>To further confirm the elevated IP<sub>7</sub> induction in the ALS spinal cord, we prepared 9 and 5 biopsies of human postmortem lumber cord from ALS patients and neurologically normal patients (control), respectively (<xref ref-type="fig" rid="F2">Figure 2A</xref> and <xref ref-type="table" rid="T1">Table 1</xref>). The average ages of these two groups were 66.0 &#x000B1; 9.96 for ALS patients and 70.8 &#x000B1; 1.79 for control patients. All ALS patients examined were at the late stage of the disease and died by respiratory failure manifested as ALS-related dysfunction. IP<sub>7</sub> level and the product-to-precursor (IP<sub>7</sub>/IP<sub>6</sub>) ratio were significantly increased in the postmortem lumber cord of the ALS patients compared with that of controls, while IP<sub>6</sub> level was comparable between these two groups (<xref ref-type="fig" rid="F2">Figures 2B</xref>, <xref ref-type="fig" rid="F2">C</xref>). Thus, we demonstrated that IP<sub>7</sub> level and its production rate are significantly elevated in the human spinal cord during ALS disease state.</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>Elevation of IP<sub>7</sub> level and its production rate in the postmortem lumber cord of ALS patients. <bold>(A)</bold> Schematic depiction of the experimental workflow. Human postmortem lumber cords of ALS patients (<italic>n</italic> = 9) and neurologically normal patients (control; <italic>n</italic> = 5) obtained from Japan Brain Bank Net were subjected to LC-MS analysis. <bold>(B)</bold> The concentration of IP<sub>6</sub> (left panel), IP<sub>7</sub> (middle panel), and IP<sub>7</sub>/IP<sub>6</sub> (product-to-precursor) ratio (right panel) in the postmortem lumber cords of ALS patients and neurologically normal patients (controls). The values shown represent the mean &#x000B1; SD of nine (ALS) and five (control) independent experiments. <italic>P</italic>-values calculated by Student&#x00027;s <italic>t</italic>-test are given in parenthesis. Asterisks indicate statistical significance (<italic>p</italic> &#x0003C; 0.05) compared with the controls. <bold>(C)</bold> Representative SRM chromatograms of IP<sub>6</sub>, IP<sub>7</sub>, and internal standard ITPP-d<sub>6</sub> in the postmortem lumber of ALS patients and controls. The arrowheads indicate the SRM peaks of the corresponding analytes. Ctrl, control; IS, internal standard.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fneur-14-1334004-g0002.tif"/>
</fig>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Details of deceased patients donated their spinal cord in this study.</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="background-color:#919498;color:#ffffff">
<th/>
<th valign="top" align="center"><bold>Individual no</bold>.</th>
<th valign="top" align="center"><bold>Sex</bold></th>
<th valign="top" align="center"><bold>Age (year)</bold></th>
<th valign="top" align="center"><bold>Duration of illness (year)</bold></th>
<th valign="top" align="center"><bold>Predominant clinical feature of ALS</bold></th>
<th valign="top" align="center"><bold>Cause of death</bold></th>
<th valign="top" align="center"><bold>Respirator</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">ALS</td>
<td valign="top" align="center">&#x00023;1</td>
<td valign="top" align="center">M</td>
<td valign="top" align="center">53</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">UL</td>
<td valign="top" align="center">RF</td>
<td valign="top" align="center">&#x02013;</td>
</tr>
 <tr>
<td/>
<td valign="top" align="center">&#x00023;2</td>
<td valign="top" align="center">M</td>
<td valign="top" align="center">59</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">LL</td>
<td valign="top" align="center">RF</td>
<td valign="top" align="center">&#x0002B;</td>
</tr>
 <tr>
<td/>
<td valign="top" align="center">&#x00023;3</td>
<td valign="top" align="center">M</td>
<td valign="top" align="center">58</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">LL</td>
<td valign="top" align="center">RF</td>
<td valign="top" align="center">&#x02013;</td>
</tr>
 <tr>
<td/>
<td valign="top" align="center">&#x00023;4</td>
<td valign="top" align="center">F</td>
<td valign="top" align="center">80</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">LL</td>
<td valign="top" align="center">RF</td>
<td valign="top" align="center">&#x0002B;</td>
</tr>
 <tr>
<td/>
<td valign="top" align="center">&#x00023;5</td>
<td valign="top" align="center">M</td>
<td valign="top" align="center">67</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">UL, LL</td>
<td valign="top" align="center">RF</td>
<td valign="top" align="center">&#x0002B;</td>
</tr>
 <tr>
<td/>
<td valign="top" align="center">&#x00023;6</td>
<td valign="top" align="center">F</td>
<td valign="top" align="center">57</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center">UL</td>
<td valign="top" align="center">RF</td>
<td valign="top" align="center">&#x0002B;</td>
</tr>
 <tr>
<td/>
<td valign="top" align="center">&#x00023;7</td>
<td valign="top" align="center">M</td>
<td valign="top" align="center">74</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">UL</td>
<td valign="top" align="center">RF</td>
<td valign="top" align="center">&#x02013;</td>
</tr>
 <tr>
<td/>
<td valign="top" align="center">&#x00023;8</td>
<td valign="top" align="center">M</td>
<td valign="top" align="center">67</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">B</td>
<td valign="top" align="center">RF</td>
<td valign="top" align="center">&#x02013;</td>
</tr>
 <tr>
<td/>
<td valign="top" align="center">&#x00023;9</td>
<td valign="top" align="center">F</td>
<td valign="top" align="center">79</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">B</td>
<td valign="top" align="center">RF</td>
<td valign="top" align="center">&#x02013;</td>
</tr>
<tr>
<td valign="top" align="left">Control</td>
<td valign="top" align="center">&#x00023;1</td>
<td valign="top" align="center">M</td>
<td valign="top" align="center">71</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">Pancreatic cancer</td>
<td valign="top" align="center">&#x02013;</td>
</tr>
 <tr>
<td/>
<td valign="top" align="center">&#x00023;2</td>
<td valign="top" align="center">F</td>
<td valign="top" align="center">71</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">Sepsis</td>
<td valign="top" align="center">&#x0002B;</td>
</tr>
 <tr>
<td/>
<td valign="top" align="center">&#x00023;3</td>
<td valign="top" align="center">F</td>
<td valign="top" align="center">73</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">Pneumonia</td>
<td valign="top" align="center">&#x02013;</td>
</tr>
 <tr>
<td/>
<td valign="top" align="center">&#x00023;4</td>
<td valign="top" align="center">M</td>
<td valign="top" align="center">71</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">Pneumonia</td>
<td valign="top" align="center">&#x02013;</td>
</tr>
 <tr>
<td/>
<td valign="top" align="center">&#x00023;5</td>
<td valign="top" align="center">M</td>
<td valign="top" align="center">68</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">Pneumonia</td>
<td valign="top" align="center">&#x02013;</td>
</tr></tbody>
</table>
<table-wrap-foot>
<p>M, male; F, female; UL, upper limb; LL, lower limb; B, bulbar; RF, respiratory failure.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec>
<title>3.3 IP<sub>7</sub> is not suitable for usage as biofluid-based biomarker for ALS diagnosis</title>
<p>Certain ALS-associated proteins such as NfL and TDP-43 exist in biofluids and are considered as promising biofluid-based biomarkers for ALS diagnosis (<xref ref-type="bibr" rid="B23">23</xref>). To assess the availability of IP<sub>7</sub> as a biofluid-based diagnostic marker, we first analyzed CSF of 3 ALS patients. However, neither IP<sub>7</sub> nor IP<sub>6</sub> were detected in CSF samples (<xref ref-type="fig" rid="F3">Figure 3A</xref>). We next attempted to analyze peripheral blood because our and other groups have shown that certain amount of IP<sub>7</sub> is present in the human peripheral blood (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B24">24</xref>, <xref ref-type="bibr" rid="B25">25</xref>). By fractionation of human peripheral blood into cell subsets and plasma, we found that peripheral blood mononuclear cells (PBMCs) predominantly possess both IP<sub>6</sub> and IP<sub>7</sub> among major fractions of peripheral blood (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure 1</xref>). We analyzed the PBMCs of 25 ALS patients and excluded three of them as statistical outliers based on IP<sub>6</sub> and IP<sub>7</sub> levels, IP<sub>7</sub>/IP<sub>6</sub> ratio, and ALSFRS-R values (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure 2</xref>). We next compared the levels of IP<sub>6</sub>, IP<sub>7</sub>, and IP<sub>7</sub>/IP<sub>6</sub> ratio in the PBMCs of ALS patients (<italic>n</italic> = 22) with those in the age-matched healthy counterparts (<italic>n</italic> = 22; <xref ref-type="fig" rid="F3">Figure 3B</xref>). The level of IP<sub>6</sub>, IP<sub>7</sub>, and IP<sub>7</sub>/IP<sub>6</sub> ratio in the PBMCs were comparable between ALS patients and age-matched healthy counterparts (<xref ref-type="fig" rid="F3">Figure 3C</xref>). Also, these values did not show significant correlations with ALSFRS-R (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure 3</xref>). Thus, we failed to suggest that IP<sub>7</sub> can be used as an ALS biomarker using biofluid such as CSF and peripheral blood.</p>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p>IP<sub>7</sub> level in human CSF and PBMCs do not differentiate ALS patients from healthy controls. <bold>(A)</bold> Representative SRM chromatogram of IP<sub>6</sub> (left panels), IP<sub>7</sub> (middle panels), and internal standard (IS) ITPP-d<sub>6</sub> (right panels) in the CSF of ALS patients. Three mL of CSF was used for this analysis. SRM peaks of these molecules obtained by analyzing these standards were shown as reference. The arrowheads indicate the SRM peaks of the corresponding analytes. Neither IP<sub>6</sub> nor IP<sub>7</sub> were detected in any of the human CSF collected in this study. <bold>(B)</bold> Schematic illustration of the experimental workflow. Twenty milliliters of peripheral blood was collected from ALS patients (<italic>n</italic> = 25) and age-matched volunteers without any neurological disorder (control; <italic>n</italic> = 22). Harvested PBMCs were processed to isolate IP<sub>6</sub> and IP<sub>7</sub>, which were analyzed by LC-MS. <bold>(C)</bold> The concentration of IP<sub>6</sub> (left panel), IP<sub>7</sub> (middle panel), and IP<sub>7</sub>/IP<sub>6</sub> (product-to-precursor) ratio (right panel) in the PBMCs of ALS patients and controls. The values shown represent the mean &#x000B1; SD of each 22 independent experiments. <italic>P</italic>-values calculated by Student&#x00027;s <italic>t</italic>-test are given in parenthesis. Ref, reference; Ctrl, control; IS, internal standard; n.s., not significant.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fneur-14-1334004-g0003.tif"/>
</fig></sec>
</sec>
<sec id="s4">
<title>4 Discussion</title>
<p>While a number of studies have identified causative proteins and potential biomarkers for ALS so far (<xref ref-type="bibr" rid="B6">6</xref>), such exploring efforts still continue to understand the molecular machinery of this disease more precisely. Several studies reported the implicit findings that inositol pyrophosphate IP<sub>7</sub> might be associated with ALS pathogenesis (<xref ref-type="bibr" rid="B14">14</xref>&#x02013;<xref ref-type="bibr" rid="B17">17</xref>), but there has been no direct evidence proving this notion. In this study, we analyzed IP<sub>7</sub> and its precursor IP<sub>6</sub> in ALS model mice and ALS patients by an originally-designed LC-MS protocol (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B19">19</xref>) to directly examine the relationship between IP<sub>7</sub> and ALS.</p>
<p>We used a canonical ALS mouse model <italic>SOD1</italic>(G93A) TG mice to analyze IP<sub>7</sub> level and metabolism before and after ALS onset and found that IP<sub>7</sub> level significantly increased in the spinal cord of the TG mice at the late stage of the disease (<xref ref-type="fig" rid="F1">Figures 1B</xref>, <xref ref-type="fig" rid="F1">C</xref>). The spinal cord of the TG mice showed slightly but not significantly elevated IP<sub>7</sub> metabolism (IP<sub>7</sub>/IP<sub>6</sub> ratio) due to the up-regulation of IP<sub>6</sub> level concomitantly with IP<sub>7</sub> elevation, implying dysregulation of the metabolic pathway in lower inositol phosphates (IPs). A recent transcriptome analysis using the TG mice exhibited that mRNA levels of certain genes involved in phosphatidyl inositol metabolic process such as INPP5D (inositol polyphosphate-5-phosphatase D) and INPPL1 (inositol polyphosphate phosphatase like 1) was changed in the spinal cord at ALS disease state (<xref ref-type="bibr" rid="B26">26</xref>). Such alteration in inositol phospholipid pathway might lead to the dysregulated metabolism of IP<sub>7</sub> and other lower inositol phosphates. Similar with the results of this rodent ALS model, significant elevation of IP<sub>7</sub> level and metabolism was observed in the postmortem lumber of human ALS patients (<xref ref-type="fig" rid="F2">Figures 2B</xref>, <xref ref-type="fig" rid="F2">C</xref>). Considering our previous data that the transcript level of IP<sub>7</sub>-synthesizing enzyme IP6K2 increased in the spinal cord of ALS disease state (<xref ref-type="bibr" rid="B16">16</xref>), transcriptional activation of this enzyme is likely to contributes to IP<sub>7</sub> elevation in the spinal cord of ALS.</p>
<p>The molecular mechanism underlying IP<sub>7</sub> induction in the ALS condition is still elusive, but IP<sub>7</sub> and its synthesizing kinase IP6Ks has been shown to associate with several neurodegeneration-related proteins. In our previous report, IP6K2 interacts with TDP-43 and promotes TDP-43-inducing cell death (<xref ref-type="bibr" rid="B17">17</xref>). A recent study identified IP<sub>7</sub> kinase PPIP5K as an &#x003B1;-synuclein neurotoxicity modulator by functional RNAi screening using nematode Perkinson&#x00027;s disease model (<xref ref-type="bibr" rid="B27">27</xref>). Moreover, IP6K and IP<sub>7</sub> facilitate the formation of aberrant protein-RNA aggregates inducing neurotoxicity in various neurodegenerative disorders (<xref ref-type="bibr" rid="B28">28</xref>) at least via promoting the interaction of RNA-binding proteins (for IP6K) and inhibiting the 5&#x02032;-decapping reaction of non-translated mRNAs (for IP<sub>7</sub>) (<xref ref-type="bibr" rid="B29">29</xref>, <xref ref-type="bibr" rid="B30">30</xref>). In addition, IP<sub>7</sub> competitively binds to AKT and inhibits its downstream signaling including mTOR, a key regulator of cell survival (<xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B32">32</xref>) (Information of proteins associating with IP<sub>6</sub> was summarized in <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure 4</xref>). These pieces of knowledge suggest that IP<sub>7</sub> could regulate various neurodegenerative-related proteins in a multifaceted manner. However, we did not investigate pathobiological role of IP<sub>7</sub> in the CNS of ALS model mice because the major barrier for studying IP<sub>7</sub> functions in mouse models is the difficulty to efficiently inhibit IP<sub>7</sub> production <italic>in vivo</italic>. Two genes IP6K1 and IP6K2 are responsible for IP<sub>7</sub> production, but the deletion of both genes results in embryonic death and the deletion of single gene partially inhibits its production in the CNS as shown in our recent report (<xref ref-type="bibr" rid="B19">19</xref>). Recent report showed that a novel IP6K inhibitor efficiently blocks IP<sub>7</sub> production <italic>in vivo</italic> (<xref ref-type="bibr" rid="B24">24</xref>), which will enable to investigate the role of IP<sub>7</sub> in ALS using disease model mice. Further investigation will be warranted to prove the notion that elevated IP<sub>7</sub> is associated with progressive degeneration of spinal motor neurons during ALS.</p>
<p>Since several ALS-associated molecules such as NfL and TDP-43 are promising for applying biofluid-based ALS diagnostic markers (<xref ref-type="bibr" rid="B23">23</xref>), we examined the applicability of IP<sub>7</sub> in such diagnostic approach using peripheral blood and CSF. Among human peripheral blood fractions, PBMCs possessed most abundant IP<sub>6</sub> and IP<sub>7</sub> (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure 1</xref>), but the levels of these molecules in PBMCs could not differentiate ALS patients from age-matched healthy individuals (<xref ref-type="fig" rid="F3">Figure 3C</xref>), suggesting the unfeasibility of peripheral blood IP<sub>7</sub> for usage as an ALS diagnostic marker. In addition, our LC-MS analysis could not detect IP<sub>7</sub> and IP<sub>6</sub> in human CSF, suggesting that the abundances of these molecules in CSF are less than 0.3 &#x003BC;M considering the lower limit of detection in our LC-MS protocol (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B19">19</xref>). It would be necessary to evaluate CSF IP<sub>7</sub> level by more sensitive protocol such as capillary electrophoresis-mass spectrometry (CE-MS) (<xref ref-type="bibr" rid="B33">33</xref>) or develop a technology whereby spinal cord IP<sub>7</sub> is measured non-invasively for considering the application of IP<sub>7</sub> for ALS diagnosis.</p>
<p>Although this study focused at the relationship between IP<sub>7</sub> and ALS in this study, it is meaningful to elucidate if IP<sub>7</sub> level and its metabolism would be altered in other neurodegenerative disorders. So far, IP<sub>7</sub> has been implied to be associated with certain neurodegenerative diseases such as Huntington&#x00027;s disease (<xref ref-type="bibr" rid="B34">34</xref>) and Alzheimer&#x00027;s disease (<xref ref-type="bibr" rid="B35">35</xref>). Sensitive mass spectrometric analysis of IP<sub>7</sub> using clinical biopsies as well as mouse disease models would unveil a pathobiological role of IP<sub>7</sub> in such diseases in future.</p>
<p>Recently, CE-MS analysis clarified that several IP<sub>7</sub> isotypes such as 4/6-IP<sub>7</sub> and 1/3-IP<sub>7</sub> constitute mammalian IP<sub>7</sub> in addition to 5-IP<sub>7</sub>, an already-known isotype of mammalian IP<sub>7</sub> (<xref ref-type="bibr" rid="B25">25</xref>). Due to the technical limitation of LC-MS, we could not determine if the IP<sub>7</sub> status would be affected during ALS at the level of isotype. Further investigation is required which isotypes of IP<sub>7</sub> is elevated in the spinal cord of ALS disease state.</p>
<p>We demonstrate for the first time that IP<sub>7</sub> level and/or its metabolism (IP<sub>7</sub>/IP<sub>6</sub> ratio) were significantly elevated in mouse and/or human ALS spinal cord compared with neurologically normal counterparts in a direct way. On the other hand, this study showed several limitations. First, the sample number of postmortem ALS spinal cord isn&#x00027;t necessarily sufficient for the statistical analysis. Secondly, we failed to demonstrate IP<sub>7</sub> level and its metabolism as biofluid-based diagnostic parameters for ALS. Lastly, we could not clarify the molecular basis and pathophysiological significance of IP<sub>7</sub> elevation during ALS disease state. We believe that further investigation of IP<sub>7</sub> function in ALS pathology will lead to the development of novel diagnostic and therapeutic approach for this incurable disease.</p>
</sec>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">Supplementary material</xref>, further inquiries can be directed to the corresponding author/s.</p>
</sec>
<sec sec-type="ethics-statement" id="s6">
<title>Ethics statement</title>
<p>The studies involving humans were approved by the Clinical Investigation Committee at Tokai University School of Medicine. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study. The animal study was approved by the Institutional Animal Care and Use Committee at Tokai University. The study was conducted in accordance with the local legislation and institutional requirements. Written informed consent was obtained from the individual(s) for the publication of any potentially identifiable images or data included in this article.</p>
</sec>
<sec sec-type="author-contributions" id="s7">
<title>Author contributions</title>
<p>MI: Formal analysis, Investigation, Methodology, Visualization, Writing&#x02014;original draft, Writing&#x02014;review &#x00026; editing. NF: Investigation, Writing&#x02014;review &#x00026; editing. SK: Investigation, Writing&#x02014;review &#x00026; editing. MTan: Formal analysis, Writing&#x02014;review &#x00026; editing. MTak: Funding acquisition, Resources, Writing&#x02014;review &#x00026; editing. BM: Resources, Writing&#x02014;review &#x00026; editing. YS: Funding acquisition, Resources, Writing&#x02014;review &#x00026; editing. AM: Writing&#x02014;review &#x00026; editing. TN: Writing&#x02014;review &#x00026; editing. SN: Writing&#x02014;review &#x00026; editing. NS: Writing&#x02014;review &#x00026; editing. AK: Funding acquisition, Resources, Writing&#x02014;review &#x00026; editing. EN: Conceptualization, Funding acquisition, Project administration, Supervision, Writing&#x02014;review &#x00026; editing.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This work was partly supported by grants-in-aid numbers JP19K07851 and JP22K07379 for scientific research from Japan Society for the Promotion of Science (to EN), Japan Agency for Medical Research and Development under Grant Number JP21wm0425019 (to MTak and AK) and JP23jm0210097 (to AK), intramural funds from the National Center of Neurology and Psychiatry (to MTak), and the Collaborative Research Project of the Brain Research Institute of Niigata University (to AK).</p>
</sec>
<ack><p>We appreciate Japan Brain Bank Net for providing postmortem lumbers of ALS patients, Prof. Shunya Takizawa of Tokai University for fruitful suggestions, Prof. Shinji Hadano of Tokai University for providing SOD1 (G93A) TG mice, and the Support Center for Medical Research and Education of Tokai University for technical assistance.</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/fneur.2023.1334004/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fneur.2023.1334004/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.pdf" id="SM1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/></sec>
<ref-list>
<title>References</title>
<ref id="B1">
<label>1.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Marin</surname> <given-names>B</given-names></name> <name><surname>Fontana</surname> <given-names>A</given-names></name> <name><surname>Arcuti</surname> <given-names>S</given-names></name> <name><surname>Copetti</surname> <given-names>M</given-names></name> <name><surname>Boum&#x000E9;diene</surname> <given-names>F</given-names></name> <name><surname>Couratier</surname> <given-names>P</given-names></name> <etal/></person-group>. <article-title>Age-specific ALS incidence: a dose-response meta-analysis</article-title>. <source>Eur J Epidemiol.</source> (<year>2018</year>) <volume>33</volume>:<fpage>621</fpage>&#x02013;<lpage>34</lpage>. <pub-id pub-id-type="doi">10.1007/s10654-018-0392-x</pub-id><pub-id pub-id-type="pmid">29687175</pub-id></citation></ref>
<ref id="B2">
<label>2.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mehta</surname> <given-names>P</given-names></name> <name><surname>Kaye</surname> <given-names>W</given-names></name> <name><surname>Raymond</surname> <given-names>J</given-names></name> <name><surname>Punjani</surname> <given-names>R</given-names></name> <name><surname>Larson</surname> <given-names>T</given-names></name> <name><surname>Cohen</surname> <given-names>J</given-names></name> <etal/></person-group>. <article-title>Prevalence of amyotrophic lateral sclerosis &#x02013; United States, 2015</article-title>. <source>MMWR Morb Mortal Wkly Rep</source>. (<year>2018</year>) <volume>67</volume>:<fpage>1285</fpage>&#x02013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.15585/mmwr.mm6746a1</pub-id><pub-id pub-id-type="pmid">30462626</pub-id></citation></ref>
<ref id="B3">
<label>3.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Marin</surname> <given-names>B</given-names></name> <name><surname>Boum&#x000E9;diene</surname> <given-names>F</given-names></name> <name><surname>Logroscino</surname> <given-names>G</given-names></name> <name><surname>Couratier</surname> <given-names>P</given-names></name> <name><surname>Babron</surname> <given-names>MC</given-names></name> <name><surname>Leutenegger</surname> <given-names>AL</given-names></name> <etal/></person-group>. <article-title>Variation in worldwide incidence of amyotrophic lateral sclerosis: a meta-analysis</article-title>. <source>Int J Epidemiol.</source> (<year>2017</year>) <volume>46</volume>:<fpage>57</fpage>&#x02013;<lpage>74</lpage>. <pub-id pub-id-type="doi">10.1093/ije/dyw061</pub-id><pub-id pub-id-type="pmid">27185810</pub-id></citation></ref>
<ref id="B4">
<label>4.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Feldman</surname> <given-names>EL</given-names></name> <name><surname>Goutman</surname> <given-names>SA</given-names></name> <name><surname>Petri</surname> <given-names>S</given-names></name> <name><surname>Mazzini</surname> <given-names>L</given-names></name> <name><surname>Savelieff</surname> <given-names>MG</given-names></name> <name><surname>Shaw</surname> <given-names>PJ</given-names></name> <etal/></person-group>. <article-title>Amyotrophic lateral sclerosis</article-title>. <source>Lancet.</source> (<year>2022</year>) <volume>400</volume>:<fpage>1363</fpage>&#x02013;<lpage>80</lpage>. <pub-id pub-id-type="doi">10.1016/S0140-6736(22)01272-7</pub-id></citation>
</ref>
<ref id="B5">
<label>5.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Brown</surname> <given-names>RH</given-names></name> <name><surname>Al-Chalabi</surname> <given-names>A</given-names></name></person-group>. <article-title>Amyotrophic lateral sclerosis</article-title>. <source>N Engl J Med.</source> (<year>2017</year>) <volume>377</volume>:<fpage>162</fpage>&#x02013;<lpage>72</lpage>. <pub-id pub-id-type="doi">10.1056/NEJMra1603471</pub-id></citation>
</ref>
<ref id="B6">
<label>6.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Masroni</surname> <given-names>P</given-names></name> <name><surname>Van Damme</surname> <given-names>P</given-names></name></person-group>. <article-title>Amyotrophic lateral sclerosis: a clinical review</article-title>. <source>Eur J Neurol.</source> (<year>2020</year>) <volume>27</volume>:<fpage>1918</fpage>&#x02013;<lpage>29</lpage>. <pub-id pub-id-type="doi">10.1111/ene.14393</pub-id></citation>
</ref>
<ref id="B7">
<label>7.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>van Es</surname> <given-names>MA</given-names></name> <name><surname>Hardiman</surname> <given-names>O</given-names></name> <name><surname>Chio</surname> <given-names>A</given-names></name> <name><surname>Al-Chalabi</surname> <given-names>A</given-names></name> <name><surname>Pasterkamp</surname> <given-names>RJ</given-names></name> <name><surname>Veldink</surname> <given-names>JH</given-names></name> <etal/></person-group>. <article-title>Amyotrophic lateral sclerosis</article-title>. <source>Lancet.</source> (<year>2017</year>) <volume>390</volume>:<fpage>2084</fpage>&#x02013;<lpage>98</lpage>. <pub-id pub-id-type="doi">10.1016/S0140-6736(17)31287-4</pub-id></citation>
</ref>
<ref id="B8">
<label>8.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Turner</surname> <given-names>MR</given-names></name> <name><surname>Kiernan</surname> <given-names>MC</given-names></name> <name><surname>Leigh</surname> <given-names>PN</given-names></name> <name><surname>Talbot</surname> <given-names>K</given-names></name></person-group>. <article-title>Biomarkers in amyotrophic lateral sclerosis</article-title>. <source>Lancet Neurol.</source> (<year>2009</year>) <volume>8</volume>:<fpage>94</fpage>&#x02013;<lpage>109</lpage>. <pub-id pub-id-type="doi">10.1016/S1474-4422(08)70293-X</pub-id></citation>
</ref>
<ref id="B9">
<label>9.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bridel</surname> <given-names>C</given-names></name> <name><surname>van Wieringen</surname> <given-names>WN</given-names></name> <name><surname>Zetterberg</surname> <given-names>H</given-names></name> <name><surname>Tijms</surname> <given-names>BM</given-names></name> <name><surname>Teunissen</surname> <given-names>CE</given-names></name> <collab>The NFL Group</collab></person-group>. <article-title>Diagnostic value of cerebrospinal fluid neurofilament light protein in neurology: a systematic review and meta-analysis</article-title>. <source>JAMA Neurol.</source> (<year>2019</year>) <volume>76</volume>:<fpage>1035</fpage>&#x02013;<lpage>48</lpage>. <pub-id pub-id-type="doi">10.1001/jamaneurol.2019.1534</pub-id><pub-id pub-id-type="pmid">31206160</pub-id></citation></ref>
<ref id="B10">
<label>10.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Benatar</surname> <given-names>M</given-names></name> <name><surname>Zhang</surname> <given-names>L</given-names></name> <name><surname>Wang</surname> <given-names>L</given-names></name> <name><surname>Granit</surname> <given-names>V</given-names></name> <name><surname>Statland</surname> <given-names>J</given-names></name> <name><surname>Barohn</surname> <given-names>R</given-names></name> <etal/></person-group>. <article-title>Validation of serum neurofilaments as prognostic and potential pharmacodynamic biomarkers for ALS</article-title>. <source>Neurology.</source> (<year>2020</year>) <volume>95</volume>:<fpage>e59</fpage>&#x02013;<lpage>69</lpage>. <pub-id pub-id-type="doi">10.1212/WNL.0000000000009559</pub-id><pub-id pub-id-type="pmid">32385188</pub-id></citation></ref>
<ref id="B11">
<label>11.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pisani</surname> <given-names>F</given-names></name> <name><surname>Livermore</surname> <given-names>T</given-names></name> <name><surname>Rose</surname> <given-names>G</given-names></name> <name><surname>Chubb</surname> <given-names>JR</given-names></name> <name><surname>Gaspari</surname> <given-names>M</given-names></name> <name><surname>Saiardi</surname> <given-names>A</given-names></name></person-group>. <article-title>Analysis of Dictyostelium discoideum inositol pyrophosphate metabolism by gel electrophoresis</article-title>. <source>PLoS ONE.</source> (<year>2014</year>) <volume>9</volume>:<fpage>e85533</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0085533</pub-id><pub-id pub-id-type="pmid">24416420</pub-id></citation></ref>
<ref id="B12">
<label>12.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ingram</surname> <given-names>SW</given-names></name> <name><surname>Safrany</surname> <given-names>ST</given-names></name> <name><surname>Barnes</surname> <given-names>LD</given-names></name></person-group>. <article-title>Disruption and overexpression of the <italic>Schizosaccharomyces pombe</italic> aps1 gene, and effects on growth rate, morphology and intracellular diadenosine 5&#x02032;,5&#x02033;&#x00027;-P1,P5-pentaphosphate and diphosphoinositol polyphosphate concentrations</article-title>. <source>Biochem J.</source> (<year>2003</year>) <volume>369</volume>:<fpage>519</fpage>&#x02013;<lpage>28</lpage>. <pub-id pub-id-type="doi">10.1042/bj20020733</pub-id><pub-id pub-id-type="pmid">12387729</pub-id></citation></ref>
<ref id="B13">
<label>13.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Menniti</surname> <given-names>FS</given-names></name> <name><surname>Miller</surname> <given-names>RN</given-names></name> <name><surname>Putney JW</surname> <given-names>Jr</given-names></name> <name><surname>Shears</surname> <given-names>SB</given-names></name></person-group>. <article-title>Turnover of inositol polyphosphate pyrophosphates in pancreatoma cells</article-title>. <source>J Biol Chem.</source> (<year>1993</year>) <volume>268</volume>:<fpage>3850</fpage>&#x02013;<lpage>6</lpage>. <pub-id pub-id-type="doi">10.1016/S0021-9258(18)53551-1</pub-id><pub-id pub-id-type="pmid">8382679</pub-id></citation></ref>
<ref id="B14">
<label>14.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nagata</surname> <given-names>E</given-names></name> <name><surname>Luo</surname> <given-names>HR</given-names></name> <name><surname>Saiardi</surname> <given-names>A</given-names></name> <name><surname>Bae</surname> <given-names>BI</given-names></name> <name><surname>Suzuki</surname> <given-names>N</given-names></name> <name><surname>Snyder</surname> <given-names>SH</given-names></name></person-group>. <article-title>Inositol hexakisphosphate kinase-2, a physiologic mediator of cell death</article-title>. <source>J Biol Chem.</source> (<year>2005</year>) <volume>280</volume>:<fpage>1634</fpage>&#x02013;<lpage>40</lpage>. <pub-id pub-id-type="doi">10.1074/jbc.M409416200</pub-id><pub-id pub-id-type="pmid">15533939</pub-id></citation></ref>
<ref id="B15">
<label>15.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Onnebo</surname> <given-names>SM</given-names></name> <name><surname>Saiardi</surname> <given-names>A</given-names></name></person-group>. <article-title>Inositol pyrophosphates modulate hydrogen peroxide signalling</article-title>. <source>Biochem J.</source> (<year>2009</year>) <volume>423</volume>:<fpage>109</fpage>&#x02013;<lpage>18</lpage>. <pub-id pub-id-type="doi">10.1042/BJ20090241</pub-id><pub-id pub-id-type="pmid">19614566</pub-id></citation></ref>
<ref id="B16">
<label>16.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Moriya</surname> <given-names>Y</given-names></name> <name><surname>Nagata</surname> <given-names>E</given-names></name> <name><surname>Fujii</surname> <given-names>N</given-names></name> <name><surname>Satoh</surname> <given-names>T</given-names></name> <name><surname>Ogawa</surname> <given-names>H</given-names></name> <name><surname>Hadano</surname> <given-names>S</given-names></name> <etal/></person-group>. <article-title>Inositol hexakisphosphate kinase 2 is a presymptomatic biomarker for amyotrophic lateral sclerosis</article-title>. <source>Tokai J Exp Clin Med.</source> (<year>2017</year>) <volume>42</volume>:<fpage>13</fpage>&#x02013;<lpage>8</lpage>.<pub-id pub-id-type="pmid">28413866</pub-id></citation></ref>
<ref id="B17">
<label>17.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nagata</surname> <given-names>E</given-names></name> <name><surname>Nonaka</surname> <given-names>T</given-names></name> <name><surname>Moriya</surname> <given-names>Y</given-names></name> <name><surname>Fujii</surname> <given-names>N</given-names></name> <name><surname>Okada</surname> <given-names>Y</given-names></name> <name><surname>Tsukamoto</surname> <given-names>H</given-names></name> <etal/></person-group>. <article-title>inositol hexakisphosphate kinase 2 promotes cell death in cells with cytoplasmic TDP-43 aggregation</article-title>. <source>Mol Neurobiol.</source> (<year>2016</year>) <volume>53</volume>:<fpage>5377</fpage>&#x02013;<lpage>83</lpage>. <pub-id pub-id-type="doi">10.1007/s12035-015-9470-1</pub-id><pub-id pub-id-type="pmid">26440668</pub-id></citation></ref>
<ref id="B18">
<label>18.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ito</surname> <given-names>M</given-names></name> <name><surname>Fujii</surname> <given-names>N</given-names></name> <name><surname>Wittwer</surname> <given-names>C</given-names></name> <name><surname>Sasaki</surname> <given-names>A</given-names></name> <name><surname>Tanaka</surname> <given-names>M</given-names></name> <name><surname>Bittner</surname> <given-names>T</given-names></name> <etal/></person-group>. <article-title>Hydrophilic interaction liquid chromatography-tandem mass spectrometry for the quantitative analysis of mammalian-derived inositol poly/pyrophosphates</article-title>. <source>J Chromatogr A.</source> (<year>2018</year>) <volume>1573</volume>:<fpage>87</fpage>&#x02013;<lpage>97</lpage>. <pub-id pub-id-type="doi">10.1016/j.chroma.2018.08.061</pub-id><pub-id pub-id-type="pmid">30220429</pub-id></citation></ref>
<ref id="B19">
<label>19.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ito</surname> <given-names>M</given-names></name> <name><surname>Fujii</surname> <given-names>N</given-names></name> <name><surname>Kohara</surname> <given-names>S</given-names></name> <name><surname>Hori</surname> <given-names>S</given-names></name> <name><surname>Tanaka</surname> <given-names>M</given-names></name> <name><surname>Wittwer</surname> <given-names>C</given-names></name> <etal/></person-group>. <article-title>Inositol pyrophosphate profiling reveals regulatory roles of IP6K2-dependent enhanced IP<sub>7</sub> metabolism in the enteric nervous system</article-title>. <source>J Biol Chem.</source> (<year>2023</year>) <volume>299</volume>:<fpage>102928</fpage>. <pub-id pub-id-type="doi">10.1016/j.jbc.2023.102928</pub-id><pub-id pub-id-type="pmid">36681123</pub-id></citation></ref>
<ref id="B20">
<label>20.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Brooks</surname> <given-names>BR</given-names></name> <name><surname>Miller</surname> <given-names>RG</given-names></name> <name><surname>Swash</surname> <given-names>M</given-names></name> <name><surname>Munsat</surname> <given-names>TL</given-names></name> <collab>World World federation of neurology research group on motor neuron diseases</collab></person-group>. <article-title>El escorial revisited: revised criteria for the diagnosis of amyotrophic lateral sclerosis</article-title>. <source>Amyotroph Lateral Scler Other Motor Neuron Disord.</source> (<year>2000</year>) <volume>1</volume>:<fpage>93</fpage>&#x02013;<lpage>299</lpage>. <pub-id pub-id-type="doi">10.1080/146608200300079536</pub-id><pub-id pub-id-type="pmid">11464847</pub-id></citation></ref>
<ref id="B21">
<label>21.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wilson</surname> <given-names>MS</given-names></name> <name><surname>Bulley</surname> <given-names>SJ</given-names></name> <name><surname>Pisani</surname> <given-names>F</given-names></name> <name><surname>Irvine</surname> <given-names>RF</given-names></name> <name><surname>Saiardi</surname> <given-names>A</given-names></name></person-group>. <article-title>A novel method for the purification of inositol phosphates from biological samples reveals that no phytate is present in human plasma or urine</article-title>. <source>Open Biol.</source> (<year>2015</year>) <volume>5</volume>:<fpage>150014</fpage>. <pub-id pub-id-type="doi">10.1098/rsob.150014</pub-id><pub-id pub-id-type="pmid">25808508</pub-id></citation></ref>
<ref id="B22">
<label>22.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Julien</surname> <given-names>JP</given-names></name> <name><surname>Kriz</surname> <given-names>J</given-names></name></person-group>. <article-title>Transgenic mouse models of amyotrophic lateral sclerosis</article-title>. <source>Biochim Biophys Acta.</source> (<year>2006</year>) <volume>1762</volume>:<fpage>1013</fpage>&#x02013;<lpage>24</lpage>. <pub-id pub-id-type="doi">10.1016/j.bbadis.2006.03.006</pub-id></citation>
</ref>
<ref id="B23">
<label>23.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kasai</surname> <given-names>T</given-names></name> <name><surname>Kojima</surname> <given-names>Y</given-names></name> <name><surname>Ohmichi</surname> <given-names>T</given-names></name> <name><surname>Tatebe</surname> <given-names>H</given-names></name> <name><surname>Tsuji</surname> <given-names>Y</given-names></name> <name><surname>Noto</surname> <given-names>Y</given-names></name> <etal/></person-group>. <article-title>Combined use of CSF NfL and CSF TDP-43 improves diagnostic performance in ALS <italic>Ann Clin Transl Neurol</italic></article-title>. (<year>2019</year>) <volume>6</volume>:<fpage>2489</fpage>&#x02013;<lpage>502</lpage>. <pub-id pub-id-type="doi">10.1002/acn3.50943</pub-id><pub-id pub-id-type="pmid">31742901</pub-id></citation></ref>
<ref id="B24">
<label>24.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Moritoh</surname> <given-names>Y</given-names></name> <name><surname>Abe</surname> <given-names>SI</given-names></name> <name><surname>Akiyama</surname> <given-names>H</given-names></name> <name><surname>Kobayashi</surname> <given-names>A</given-names></name> <name><surname>Koyama</surname> <given-names>R</given-names></name> <name><surname>Hara</surname> <given-names>R</given-names></name> <etal/></person-group>. <article-title>The enzymatic activity of inositol hexakisphosphate kinase controls circulating phosphate in mammals</article-title>. <source>Nat Commun.</source> (<year>2021</year>) <volume>12</volume>:<fpage>4847</fpage>. <pub-id pub-id-type="doi">10.1038/s41467-021-24934-8</pub-id><pub-id pub-id-type="pmid">34381031</pub-id></citation></ref>
<ref id="B25">
<label>25.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Qiu</surname> <given-names>D</given-names></name> <name><surname>Gu</surname> <given-names>C</given-names></name> <name><surname>Liu</surname> <given-names>G</given-names></name> <name><surname>Ritter</surname> <given-names>K</given-names></name> <name><surname>Eisenbeis</surname> <given-names>VB</given-names></name> <name><surname>Bittner</surname> <given-names>T</given-names></name> <etal/></person-group>. <article-title>Capillary electrophoresis mass spectrometry identifies new isomers of inositol pyrophosphates in mammalian tissues</article-title>. <source>Chem Sci.</source> (<year>2022</year>) <volume>14</volume>:<fpage>658</fpage>&#x02013;<lpage>67</lpage>. <pub-id pub-id-type="doi">10.1039/D2SC05147H</pub-id><pub-id pub-id-type="pmid">36741535</pub-id></citation></ref>
<ref id="B26">
<label>26.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fern&#x000E1;ndez-Beltr&#x000E1;n</surname> <given-names>LC</given-names></name> <name><surname>Godoy-Corchuelo</surname> <given-names>JM</given-names></name> <name><surname>Losa-Fontangordo</surname> <given-names>M</given-names></name> <name><surname>Williams</surname> <given-names>D</given-names></name> <name><surname>Matias-Guiu</surname> <given-names>J</given-names></name> <name><surname>Corrochano</surname> <given-names>S</given-names></name> <etal/></person-group>. <article-title>Transcriptomic meta-analysis shows lipid metabolism dysregulation as an early pathological mechanism in the spinal cord of SOD1 mice</article-title>. <source>Int J Mol Sci.</source> (<year>2021</year>) <volume>22</volume>:<fpage>9553</fpage>. <pub-id pub-id-type="doi">10.3390/ijms22179553</pub-id><pub-id pub-id-type="pmid">34502460</pub-id></citation></ref>
<ref id="B27">
<label>27.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vozdek</surname> <given-names>R</given-names></name> <name><surname>Pramstaller</surname> <given-names>PP</given-names></name> <name><surname>Hicks</surname> <given-names>AA</given-names></name></person-group>. <article-title>Functional screening of Parkinson&#x00027;s disease susceptibility genes to identify novel modulators of &#x003B1;-synuclein neurotoxicity in <italic>Caenorhabditis elegans</italic></article-title>. <source>Front Aging Neurosci</source>. (<year>2022</year>) <volume>14</volume>:<fpage>806000</fpage>. <pub-id pub-id-type="doi">10.3389/fnagi.2022.806000</pub-id><pub-id pub-id-type="pmid">35572147</pub-id></citation></ref>
<ref id="B28">
<label>28.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rhine</surname> <given-names>K</given-names></name> <name><surname>Al-Azzam</surname> <given-names>N</given-names></name> <name><surname>Yu</surname> <given-names>T</given-names></name> <name><surname>Yeo</surname> <given-names>GW</given-names></name></person-group>. <article-title>Aging RNA granule dynamics in neurodegeneration</article-title>. <source>Front Mol Biosci.</source> (<year>2022</year>) <volume>9</volume>:<fpage>991641</fpage>. <pub-id pub-id-type="doi">10.3389/fmolb.2022.991641</pub-id></citation>
</ref>
<ref id="B29">
<label>29.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sahu</surname> <given-names>S</given-names></name> <name><surname>Wang</surname> <given-names>Z</given-names></name> <name><surname>Jiao</surname> <given-names>X</given-names></name> <name><surname>Gu</surname> <given-names>C</given-names></name> <name><surname>Jork</surname> <given-names>N</given-names></name> <name><surname>Wittwer</surname> <given-names>C</given-names></name> <etal/></person-group>. <article-title>InsP<sub>7</sub> is a small-molecule regulator of NUDT3-mediated mRNA decapping and processing-body dynamics</article-title>. <source>Proc Natl Acad Sci USA.</source> (<year>2020</year>) <volume>117</volume>:<fpage>19245</fpage>&#x02013;<lpage>53</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1922284117</pub-id><pub-id pub-id-type="pmid">32727897</pub-id></citation></ref>
<ref id="B30">
<label>30.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Shah</surname> <given-names>A</given-names></name> <name><surname>Bhandari</surname> <given-names>R</given-names></name></person-group>. <article-title>IP6K1 upregulates the formation of processing bodies by influencing protein-protein interactions on the mRNA cap</article-title>. <source>J Cell Sci</source>. (<year>2021</year>) <volume>134</volume>:<fpage>jcs259117</fpage>. <pub-id pub-id-type="doi">10.1242/jcs.259117</pub-id><pub-id pub-id-type="pmid">34841428</pub-id></citation></ref>
<ref id="B31">
<label>31.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Luo</surname> <given-names>HR</given-names></name> <name><surname>Huang</surname> <given-names>YE</given-names></name> <name><surname>Chen</surname> <given-names>JC</given-names></name> <name><surname>Saiardi</surname> <given-names>A</given-names></name> <name><surname>Iijima</surname> <given-names>M</given-names></name> <name><surname>Ye</surname> <given-names>K</given-names></name> <etal/></person-group>. <article-title>Inositol pyrophosphates mediate chemotaxis in dictyostelium via pleckstrin homology domain-PtdIns(3,4,5)P3 interactions</article-title>. <source>Cell.</source> (<year>2003</year>) <volume>114</volume>:<fpage>559</fpage>&#x02013;<lpage>72</lpage>. <pub-id pub-id-type="doi">10.1016/S0092-8674(03)00640-8</pub-id><pub-id pub-id-type="pmid">13678580</pub-id></citation></ref>
<ref id="B32">
<label>32.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chakraborty</surname> <given-names>A</given-names></name> <name><surname>Koldobskiy</surname> <given-names>MA</given-names></name> <name><surname>Bello</surname> <given-names>NT</given-names></name> <name><surname>Maxwell</surname> <given-names>M</given-names></name> <name><surname>Potter</surname> <given-names>JJ</given-names></name> <name><surname>Juluri</surname> <given-names>KR</given-names></name> <etal/></person-group>. <article-title>Inositol pyrophosphates inhibit Akt signaling, thereby regulating insulin sensitivity and weight gain</article-title>. <source>Cell.</source> (<year>2010</year>) <volume>143</volume>:<fpage>897</fpage>&#x02013;<lpage>910</lpage>. <pub-id pub-id-type="doi">10.1016/j.cell.2010.11.032</pub-id><pub-id pub-id-type="pmid">21145457</pub-id></citation></ref>
<ref id="B33">
<label>33.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Qiu</surname> <given-names>D</given-names></name> <name><surname>Wilson</surname> <given-names>MS</given-names></name> <name><surname>Eisenbeis</surname> <given-names>VB</given-names></name> <name><surname>Harmel</surname> <given-names>RK</given-names></name> <name><surname>Riemer</surname> <given-names>E</given-names></name> <name><surname>Haas</surname> <given-names>TM</given-names></name> <etal/></person-group>. <article-title>Analysis of inositol phosphate metabolism by capillary electrophoresis electrospray ionization mass spectrometry</article-title>. <source>Nat Commun.</source> (<year>2020</year>) <volume>11</volume>:<fpage>6035</fpage>. <pub-id pub-id-type="doi">10.1038/s41467-020-19928-x</pub-id><pub-id pub-id-type="pmid">33247133</pub-id></citation></ref>
<ref id="B34">
<label>34.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nagata</surname> <given-names>E</given-names></name> <name><surname>Saiardi</surname> <given-names>A</given-names></name> <name><surname>Tsukamoto</surname> <given-names>H</given-names></name> <name><surname>Okada</surname> <given-names>Y</given-names></name> <name><surname>Itoh</surname> <given-names>Y</given-names></name> <name><surname>Satoh</surname> <given-names>T</given-names></name> <etal/></person-group>. <article-title>Inositol hexakisphosphate kinases induce cell death in Huntington disease</article-title>. <source>J Biol Chem.</source> (<year>2011</year>) <volume>286</volume>:<fpage>26680</fpage>&#x02013;<lpage>6</lpage>. <pub-id pub-id-type="doi">10.1074/jbc.M111.220749</pub-id><pub-id pub-id-type="pmid">21652713</pub-id></citation></ref>
<ref id="B35">
<label>35.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Crocco</surname> <given-names>P</given-names></name> <name><surname>Saiardi</surname> <given-names>A</given-names></name> <name><surname>Wilson</surname> <given-names>MS</given-names></name> <name><surname>Maletta</surname> <given-names>R</given-names></name> <name><surname>Bruni</surname> <given-names>AC</given-names></name> <name><surname>Passarino</surname> <given-names>G</given-names></name> <etal/></person-group>. <article-title>Contribution of polymorphic variation of inositol hexakisphosphate kinase 3 (IP6K3) gene promoter to the susceptibility to late onset Alzheimer&#x00027;s disease</article-title>. <source>Biochim Biophys Acta.</source> (<year>2016</year>) <volume>1862</volume>:<fpage>1766</fpage>&#x02013;<lpage>73</lpage>. <pub-id pub-id-type="doi">10.1016/j.bbadis.2016.06.014</pub-id><pub-id pub-id-type="pmid">27345265</pub-id></citation></ref>
</ref-list>
</back>
</article>