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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Pain Res.</journal-id>
<journal-title>Frontiers in Pain Research</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Pain Res.</abbrev-journal-title>
<issn pub-type="epub">2673-561X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpain.2022.864910</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Pain Research</subject>
<subj-group>
<subject>Mini Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Biomarkers of Chemotherapy-Induced Peripheral Neuropathy: Current Status and Future Directions</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Rodwin</surname> <given-names>Rozalyn L.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1652842/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Siddiq</surname> <given-names>Namrah Z.</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Ehrlich</surname> <given-names>Barbara E.</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/670557/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Lustberg</surname> <given-names>Maryam B.</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1551426/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Section of Pediatric Hematology/Oncology, Department of Pediatrics, Yale School of Medicine</institution>, <addr-line>New Haven, CT</addr-line>, <country>United States</country></aff>
<aff id="aff2"><sup>2</sup><institution>Section of Medical Oncology, Department of Medicine, Yale School of Medicine</institution>, <addr-line>New Haven, CT</addr-line>, <country>United States</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Pharmacology, Yale School of Medicine</institution>, <addr-line>New Haven, CT</addr-line>, <country>United States</country></aff>
<aff id="aff4"><sup>4</sup><institution>Yale Cancer Center</institution>, <addr-line>New Haven, CT</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Alexandre Chan, University of California, Irvine, United States</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Paola Alberti, University of Milano-Bicocca, Italy</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Maryam B. Lustberg <email>maryam.lustberg&#x00040;yale.edu</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Cancer Pain, a section of the journal Frontiers in Pain Research</p></fn></author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>03</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>3</volume>
<elocation-id>864910</elocation-id>
<history>
<date date-type="received">
<day>29</day>
<month>01</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>16</day>
<month>02</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2022 Rodwin, Siddiq, Ehrlich and Lustberg.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Rodwin, Siddiq, Ehrlich and Lustberg</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license></permissions>
<abstract>
<p>Chemotherapy induced peripheral neuropathy (CIPN) is an often severe and debilitating complication of multiple chemotherapeutic agents that can affect patients of all ages, across cancer diagnoses. CIPN can persist post-therapy, and significantly impact the health and quality of life of cancer survivors. Identifying patients at risk for CIPN is challenging due to the lack of standardized objective measures to assess for CIPN. Furthermore, there are no approved preventative treatments for CIPN, and therapeutic options for CIPN remain limited once it develops. Biomarkers of CIPN have been studied but are not widely used in clinical practice. They can serve as an important clinical tool to identify individuals at risk for CIPN and to better understand the pathogenesis and avenues for treatment of CIPN. Here we review promising biomarkers of CIPN in humans and their clinical implications.</p></abstract>
<kwd-group>
<kwd>chemotherapy-induced peripheral neuropathy (CIPN)</kwd>
<kwd>paclitaxel</kwd>
<kwd>vincristine</kwd>
<kwd>bortezomib</kwd>
<kwd>biomarkers</kwd>
<kwd>oxaliplatin</kwd>
</kwd-group>
<contract-sponsor id="cn001">National Cancer Institute<named-content content-type="fundref-id">10.13039/100000054</named-content></contract-sponsor>
<contract-sponsor id="cn002">Hyundai Hope On Wheels<named-content content-type="fundref-id">10.13039/100008258</named-content></contract-sponsor>
<contract-sponsor id="cn003">Robert E. Leet and Clara Guthrie Patterson Trust<named-content content-type="fundref-id">10.13039/100000938</named-content></contract-sponsor>
<counts>
<fig-count count="1"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="104"/>
<page-count count="11"/>
<word-count count="7932"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Chemotherapy induced peripheral neuropathy (CIPN) is a common and debilitating toxicity of cancer therapy. CIPN manifests with distal sensory and motor impairments, including pain, paresthesia, numbness, weakness, stiffness, and muscle atrophy (<xref ref-type="bibr" rid="B1">1</xref>), and can lead to impaired physical function and quality of life in cancer survivors (<xref ref-type="bibr" rid="B2">2</xref>&#x02013;<xref ref-type="bibr" rid="B4">4</xref>). Patients at risk for CIPN range from children to adults, and span multiple cancer diagnoses (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B5">5</xref>). Classes of chemotherapy implicated in CIPN include platinums, taxanes, vinca alkaloids, proteosome inhibitors, and angiogenesis inhibitors (<xref ref-type="bibr" rid="B5">5</xref>). As many a 68% of adult patients receiving neurotoxic chemotherapy develop CIPN, with one third of cases persisting post-therapy (<xref ref-type="bibr" rid="B6">6</xref>).</p>
<p>Despite the high prevalence and morbidity associated with CIPN, there are significant barriers to diagnosis and treatment. There is no standardized measure for CIPN, and current measures have limitations (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B8">8</xref>). Objective measures including nerve conduction studies and the Total Neuropathy Score (TNS) can be invasive and time consuming, while patient-reported measures can be biased by subjective responses (<xref ref-type="bibr" rid="B8">8</xref>). Further, there are no approved treatments to prevent CIPN, and limited therapeutic options once it develops (<xref ref-type="bibr" rid="B9">9</xref>).</p>
<p>Biomarkers offer a novel approach to objectively identifying and risk-stratifying patients with CIPN and can provide insight into pathogenesis and treatment. Although studies of biomarkers of CIPN have increased over the past decade, they are still not part of routine clinical care. We present a review of promising biomarkers of CIPN in humans, and their implication for clinical care and future studies.</p>
</sec>
<sec id="s2">
<title>Protein/Molecular Biomarkers of CIPN</title>
<p>Increasing studies are identifying alterations in serum proteins and molecular markers in CIPN patients (<xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Serum markers of CIPN and their role in CIPN pathogenesis. Adapted from &#x0201C;Neuron Anatomy,&#x0201D; by <ext-link ext-link-type="uri" xlink:href="https://BioRender.com">BioRender.com</ext-link> (2022). Retrieved from <ext-link ext-link-type="uri" xlink:href="https://app.Biorender.com/biorender-templates">https://app.Biorender.com/biorender-templates</ext-link>. CIPN, chemotherapy-induced peripheral neuropathy; BDNF, brain derived neurotrophic factor; NGF, nerve growth factor; OPN, osteopontin.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpain-03-864910-g0001.tif"/>
</fig>
<sec>
<title>Neurofilament Light Chain (NfL)</title>
<p>NfL is a neuronal cytoskeletal protein released with axonal damage (<xref ref-type="bibr" rid="B10">10</xref>). NfL was initially described as a marker of neurodegenerative diseases (<xref ref-type="bibr" rid="B11">11</xref>), and later of inherited neuropathies, and CIPN in animal models (<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B12">12</xref>).</p>
<p>Recently NfL has been studied in adults with CIPN. A prospective study of 43 patients receiving oxaliplatin evaluated serum NfL and CIPN severity by nerve conduction studies throughout therapy (<xref ref-type="bibr" rid="B13">13</xref>). Mean serum NfL levels increased over time, with significant differences in serum NfL between low grade (0&#x02013;2) CIPN vs. high grade (&#x02265;3) CIPN at 6 months, and a cut-off of 195 pg/ml being 80% sensitive and 86.2% specific to identify high grade CIPN (<xref ref-type="bibr" rid="B13">13</xref>).</p>
</sec>
<sec>
<title>Brain Derived Neurotrophic Factor (BDNF)</title>
<p>BDNF is a protein that promotes neuronal survival (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B15">15</xref>). BDNF was associated with CIPN in 25 bortezomib-treated multiple myeloma patients evaluated for CIPN using the reduced Total Neuropathy Score (TNS-r) before and during therapy (<xref ref-type="bibr" rid="B16">16</xref>). Eight participants who developed CIPN had lower mean BDNF levels (2.16 &#x000B1; 0.72 vs. 4.62 &#x000B1; 0.61 ng/ml, <italic>p</italic> = 0.007), and were more likely to have a reduction from baseline BDNF (&#x02212;1.67 &#x000B1; 0.67 vs. 0.41 &#x000B1; 0.71, <italic>p</italic> = 0.02) than those without CIPN (<xref ref-type="bibr" rid="B16">16</xref>). Similarly in 91 multiple myeloma patients treated with bortezomib or thalidomide lower BDNF levels during treatment were associated with CIPN by Common Terminology Criteria for Adverse Events (CTCAE), and a cut-point of 9.11 ng/ml was 76% sensitive and 71.4% specific to identify CIPN (<xref ref-type="bibr" rid="B17">17</xref>). Correlation between BDNF levels and CIPN by TNS-r was also reported in 22 non-Hodgkin lymphoma patients treated with vincristine (<xref ref-type="bibr" rid="B18">18</xref>).</p>
<p>Single nucleotide polymorphisms (SNPs) in <italic>BDNF</italic> may also confer increased risk for CIPN in individuals with Met/Met or Val/Met vs. Val/Val genotype (<xref ref-type="bibr" rid="B17">17</xref>&#x02013;<xref ref-type="bibr" rid="B20">20</xref>). This association has been shown in bortezomib (<xref ref-type="bibr" rid="B16">16</xref>), and taxane-treated patients (<xref ref-type="bibr" rid="B20">20</xref>). A study of 35 breast cancer patients treated with taxanes, however, found the risk may be due to increased prevalence of baseline neuropathy, with no difference in prevalence of CIPN between genotypes when excluding patients with baseline neuropathy (<xref ref-type="bibr" rid="B21">21</xref>). There was also no association between the met-BDNF genotype and CIPN in 22 non-Hodgkin lymphoma patients treated with vincristine (<xref ref-type="bibr" rid="B18">18</xref>).</p>
</sec>
<sec>
<title>Nerve Growth Factor (NGF)</title>
<p>NGF is a protein that also regulates neuronal survival (<xref ref-type="bibr" rid="B22">22</xref>). In 23 cancer patients receiving taxanes or platinums NGF levels decreased after four to six cycles of chemotherapy, and decline was associated with severity of CIPN by nerve conduction studies (<xref ref-type="bibr" rid="B23">23</xref>). Similarly in 129 plasma samples from 34 women treated for cervical cancer with paclitaxel and cisplatin, decrease in NGF from baseline was associated with CIPN severity by TNS (<xref ref-type="bibr" rid="B24">24</xref>). A prospective study of 45 patients with hematologic malignancies treated with bortezomib, thalidomide, or vincristine, also found there was a significant decrease in NGF in participants who developed CIPN symptoms, whereas there was no change in NGF in participants who did not develop CIPN symptoms (<xref ref-type="bibr" rid="B25">25</xref>). In contrast, in a study specifically evaluating neuropathic pain in 60 patients treated with platinum or taxane therapy, the 13 patients who developed painful neuropathy had higher NGF levels post-therapy than those without neuropathic pain (<xref ref-type="bibr" rid="B26">26</xref>).</p>
</sec>
<sec>
<title>Osteopontin</title>
<p>Osteopontin is a glycoprotein involved in inflammatory pathways and has been implicated in cancer progression (<xref ref-type="bibr" rid="B27">27</xref>). It has been described as a marker of inflammation in other neurologic conditions included multiple sclerosis (<xref ref-type="bibr" rid="B28">28</xref>), and has also been implicated in neuronal repair (<xref ref-type="bibr" rid="B29">29</xref>). In a study of 50 breast cancer patients treated with taxanes evaluated by the TNS-r lower baseline levels of osteopontin were associated with developing moderate or severe CIPN, and baseline osteopontin levels were inversely associated with the magnitude of change in nerve conduction over time (<xref ref-type="bibr" rid="B30">30</xref>).</p>
</sec>
<sec>
<title>Inflammatory Markers</title>
<p>The immune system has increasingly been implicated in CIPN in animal models (<xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B32">32</xref>), but few studies examine the association of immune markers with CIPN in humans. In 67 breast cancer patients treated with taxanes there was a higher peripheral blood neutrophil-to-lymphocyte ratio in patients with CIPN than those without CIPN (<xref ref-type="bibr" rid="B33">33</xref>). In an analysis of cytokines in 55 breast cancer patients treated with taxane and platinum chemotherapy, high IFN-&#x003B3;, IL-1&#x003B2;, and IL-8 and low IL-10 and IL-6 were associated with CIPN symptoms (<xref ref-type="bibr" rid="B34">34</xref>).</p>
</sec>
<sec>
<title>MicroRNA, Proteomics, and Metabolomics</title>
<p>A recent approach to biomarker discovery in CIPN has included microRNA and exosome sequencing. In a preclinical model, miRNA-124 was associated with CIPN in mice treated with paclitaxel (<xref ref-type="bibr" rid="B35">35</xref>). MicroRNA may be a promising marker in humans as well, in cross-sectional analysis of microRNA expression in 84 breast cancer patients treated with paclitaxel, 15 microRNAs were identified with a significant fold change between CIPN and non-CIPN groups, and miRNA-451a was the most discriminatory (<xref ref-type="bibr" rid="B36">36</xref>). Mass spectrometry-based proteomic technology is another novel approach to biomarker discovery used to identify protein signatures associated with CIPN. In a study of 17 patients with breast cancer treated with taxanes, 12 protein signatures identified patients who developed CIPN (<xref ref-type="bibr" rid="B37">37</xref>).</p>
</sec>
</sec>
<sec id="s3">
<title>Genetic Biomarkers of CIPN</title>
<p>Genetic alterations are increasingly studied as predictors of disease toxicity. The following genetic alterations have been implicated in susceptibility to CIPN (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>SNPs associated with CIPN sensitivity.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="left"><bold>Proposed Action</bold></th>
<th valign="top" align="left"><bold>Gene</bold></th>
<th valign="top" align="left"><bold>rsID</bold></th>
<th valign="top" align="left"><bold>Associated Chemotherapy</bold></th>
<th valign="top" align="left"><bold>CIPN Instrument</bold></th>
<th valign="top" align="center"><bold>References</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Microtubule function</td>
<td valign="top" align="left"><italic>CEP72</italic></td>
<td valign="top" align="left"><italic>rs924607</italic></td>
<td valign="top" align="left">Vincristine</td>
<td valign="top" align="left">CTCAE, NCS</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B38">38</xref>&#x02013;<xref ref-type="bibr" rid="B41">41</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>TUBB2A</italic></td>
<td valign="top" align="left"><italic>rs9501929</italic></td>
<td valign="top" align="left">Paclitaxel</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B42">42</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>MAPT</italic></td>
<td valign="top" align="left">Additive SNPS</td>
<td valign="top" align="left">Paclitaxel, carboplatin</td>
<td valign="top" align="left">EORTCQLQ-OV28</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B43">43</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>GSK3B</italic></td>
<td valign="top" align="left">Additive SNPS</td>
<td valign="top" align="left">Paclitaxel, carboplatin</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B43">43</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>ACTG1</italic></td>
<td valign="top" align="left"><italic>rs1135989</italic></td>
<td valign="top" align="left">Vincristine</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B44">44</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>CAPG</italic></td>
<td valign="top" align="left"><italic>rs229668</italic></td>
<td valign="top" align="left">Vincristine</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B44">44</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Drug metabolism/transport</td>
<td valign="top" align="left"><italic>CYP3A5</italic></td>
<td valign="top" align="left"><italic>rs776746</italic></td>
<td valign="top" align="left">Vincristine</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B45">45</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>CYP3A4</italic></td>
<td valign="top" align="left"><italic>rs2740574</italic></td>
<td valign="top" align="left">Paclitaxel, docetaxel</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B46">46</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>CYP2C8</italic></td>
<td valign="top" align="left"><italic>rs10509681</italic></td>
<td valign="top" align="left">Paclitaxel</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B47">47</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs1058930</italic></td>
<td valign="top" align="left">Paclitaxel</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B42">42</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>CYP1B1</italic></td>
<td valign="top" align="left"><italic>rs1056836</italic></td>
<td valign="top" align="left">Paclitaxel</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B42">42</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>NR1I3</italic></td>
<td valign="top" align="left"><italic>rs11584174</italic></td>
<td valign="top" align="left">Paclitaxel</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B48">48</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>UGT2B7</italic></td>
<td valign="top" align="left"><italic>rs7662029</italic></td>
<td valign="top" align="left">Docetaxel</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B48">48</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs7438284</italic></td>
<td valign="top" align="left">Docetaxel</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B48">48</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs7439366</italic></td>
<td valign="top" align="left">Docetaxel</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B48">48</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs7668258</italic></td>
<td valign="top" align="left">Docetaxel</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B48">48</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>ABCB1</italic></td>
<td valign="top" align="left"><italic>rs3213619</italic></td>
<td valign="top" align="left">Paclitaxel</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B42">42</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs4728709</italic></td>
<td valign="top" align="left">Vincristine</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B44">44</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs1128503</italic></td>
<td valign="top" align="left">Paclitaxel, docetaxel</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B46">46</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs1045642</italic></td>
<td valign="top" align="left">Paclitaxel</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B49">49</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs10244266</italic></td>
<td valign="top" align="left">Vincristine</td>
<td valign="top" align="left">WHO criteria</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B50">50</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs10274587</italic></td>
<td valign="top" align="left">Vincristine</td>
<td valign="top" align="left">WHO criteria</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B50">50</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs10268314</italic></td>
<td valign="top" align="left">Vincristine</td>
<td valign="top" align="left">WHO criteria</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B50">50</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs2032582</italic></td>
<td valign="top" align="left">Docetaxel, thalidomide</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B51">51</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>SLCO1B1</italic></td>
<td valign="top" align="left"><italic>rs3829306</italic></td>
<td valign="top" align="left">Paclitaxel</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B42">42</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>ABCC1</italic></td>
<td valign="top" align="left"><italic>rs2384937</italic></td>
<td valign="top" align="left">Bortezomib</td>
<td valign="top" align="left">Not specified</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B52">52</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs35604</italic></td>
<td valign="top" align="left">Bortezomib</td>
<td valign="top" align="left">Not specified</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B52">52</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs3887412</italic></td>
<td valign="top" align="left">Vincristine</td>
<td valign="top" align="left">NCI CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B53">53</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs11864374</italic></td>
<td valign="top" align="left">Vincristine</td>
<td valign="top" align="left">WHO criteria</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B50">50</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs3743527</italic></td>
<td valign="top" align="left">Vincristine</td>
<td valign="top" align="left">WHO criteria</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B50">50</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs1967120</italic></td>
<td valign="top" align="left">Vincristine</td>
<td valign="top" align="left">WHO criteria</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B50">50</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs17501331</italic></td>
<td valign="top" align="left">Vincristine</td>
<td valign="top" align="left">WHO criteria</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B50">50</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs1293345</italic></td>
<td valign="top" align="left">Vincristine</td>
<td valign="top" align="left">WHO criteria</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B50">50</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs11642957</italic></td>
<td valign="top" align="left">Vincristine</td>
<td valign="top" align="left">WHO criteria</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B50">50</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs374867</italic></td>
<td valign="top" align="left">Vincristine</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B40">40</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>ABCC2</italic></td>
<td valign="top" align="left"><italic>rs3740066</italic></td>
<td valign="top" align="left">Vincristine</td>
<td valign="top" align="left">WHO criteria</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B50">50</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs12826</italic></td>
<td valign="top" align="left">Vincristine</td>
<td valign="top" align="left">WHO criteria</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B50">50</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>ABCC6</italic></td>
<td valign="top" align="left"><italic>rs8058696</italic></td>
<td valign="top" align="left">Bortezomib</td>
<td valign="top" align="left">Not specified</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B52">52</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>ABCG2</italic></td>
<td valign="top" align="left"><italic>rs144018</italic></td>
<td valign="top" align="left">Oxaliplatin</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B54">54</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>PSMB1</italic></td>
<td valign="top" align="left"><italic>rs1474642</italic></td>
<td valign="top" align="left">Bortezomib</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B55">55</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>DPYD</italic></td>
<td valign="top" align="left"><italic>rs1413239</italic></td>
<td valign="top" align="left">Vincristine</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B53">53</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Ion channels</td>
<td valign="top" align="left"><italic>SCN9A</italic></td>
<td valign="top" align="left"><italic>rs13017637</italic></td>
<td valign="top" align="left">Paclitaxel, docetaxel</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B56">56</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs6746030</italic></td>
<td valign="top" align="left">Oxaliplatin</td>
<td valign="top" align="left">TNS</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B57">57</xref>, <xref ref-type="bibr" rid="B58">58</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>SCN4A</italic></td>
<td valign="top" align="left"><italic>rs2302237</italic></td>
<td valign="top" align="left">Oxaliplatin</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B59">59</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>SCN10A</italic></td>
<td valign="top" align="left"><italic>rs1262392</italic></td>
<td valign="top" align="left">Oxaliplatin</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B59">59</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Inflammatory pathways</td>
<td valign="top" align="left"><italic>FCAMR</italic></td>
<td valign="top" align="left"><italic>rs1856746</italic></td>
<td valign="top" align="left">Paclitaxel</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B60">60</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>CTLA4</italic></td>
<td valign="top" align="left"><italic>rs4553808</italic></td>
<td valign="top" align="left">Bortezomib</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B55">55</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>CTSS</italic></td>
<td valign="top" align="left"><italic>rs12568767</italic></td>
<td valign="top" align="left">Bortezomib</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B55">55</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>IL17RD</italic></td>
<td valign="top" align="left"><italic>rs1454981</italic></td>
<td valign="top" align="left">Bortezomib</td>
<td valign="top" align="left">Not specified</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B52">52</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>IL10RA</italic></td>
<td valign="top" align="left"><italic>rs229113</italic></td>
<td valign="top" align="left">Bortezomib</td>
<td valign="top" align="left">Not specified</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B52">52</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>PSMB4</italic></td>
<td valign="top" align="left"><italic>rs7172</italic></td>
<td valign="top" align="left">Bortezomib</td>
<td valign="top" align="left">Not specified</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B52">52</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>BTRC</italic></td>
<td valign="top" align="left"><italic>rs4151060</italic></td>
<td valign="top" align="left">Bortezomib</td>
<td valign="top" align="left">Not specified</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B52">52</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>F2</italic></td>
<td valign="top" align="left"><italic>rs31136516</italic></td>
<td valign="top" align="left">Bortezomib</td>
<td valign="top" align="left">Not specified</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B52">52</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>MBL2</italic></td>
<td valign="top" align="left"><italic>rs216810</italic></td>
<td valign="top" align="left">Bortezomib</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B53">53</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs11003127</italic></td>
<td valign="top" align="left">Bortezomib</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B53">53</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs7071882</italic></td>
<td valign="top" align="left">Bortezomib</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B53">53</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs5030737</italic></td>
<td valign="top" align="left">Vincristine</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B53">53</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>PPARD</italic></td>
<td valign="top" align="left"><italic>rs2267668</italic></td>
<td valign="top" align="left">Vincristine</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B53">53</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs7739752</italic></td>
<td valign="top" align="left">Bortezomib</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B53">53</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs6901410</italic></td>
<td valign="top" align="left">Bortezomib</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B53">53</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs6902123</italic></td>
<td valign="top" align="left">Bortezomib</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B53">53</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs6457816</italic></td>
<td valign="top" align="left">Bortezomib</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B53">53</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Inherited neuropathies</td>
<td valign="top" align="left"><italic>SBF2</italic></td>
<td valign="top" align="left"><italic>rs149501654</italic></td>
<td valign="top" align="left">Paclitaxel</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B61">61</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs117957652</italic></td>
<td valign="top" align="left">Paclitaxel</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B61">61</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs141368249</italic></td>
<td valign="top" align="left">Paclitaxel</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B61">61</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs146987383</italic></td>
<td valign="top" align="left">Paclitaxel</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B61">61</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs7102464</italic></td>
<td valign="top" align="left">Paclitaxel</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B61">61</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>FZD3</italic></td>
<td valign="top" align="left"><italic>rs7833751</italic></td>
<td valign="top" align="left">Paclitaxel</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B61">61</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs7001034</italic></td>
<td valign="top" align="left">Paclitaxel</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B62">62</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>FGD4</italic></td>
<td valign="top" align="left"><italic>rs351855</italic></td>
<td valign="top" align="left">Paclitaxel, docetaxel</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B46">46</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs10771973</italic></td>
<td valign="top" align="left">Paclitaxel</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B62">62</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>ARHGEF10</italic></td>
<td valign="top" align="left"><italic>rs9657362</italic></td>
<td valign="top" align="left">Paclitaxel</td>
<td valign="top" align="left">CIPN20</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B63">63</xref>, <xref ref-type="bibr" rid="B64">64</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs2294039</italic></td>
<td valign="top" align="left">Paclitaxel</td>
<td valign="top" align="left">CIPN20</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B63">63</xref>, <xref ref-type="bibr" rid="B64">64</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs1768288</italic></td>
<td valign="top" align="left">Paclitaxel</td>
<td valign="top" align="left">CIPN20</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B63">63</xref>, <xref ref-type="bibr" rid="B64">64</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Neuronal function</td>
<td valign="top" align="left"><italic>TAC1</italic></td>
<td valign="top" align="left"><italic>rs10486003</italic></td>
<td valign="top" align="left">Oxaliplatin</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B65">65</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>COCH</italic></td>
<td valign="top" align="left"><italic>rs1045644</italic></td>
<td valign="top" align="left">Vincristine</td>
<td valign="top" align="left">CTCAE, TNS-PV</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B66">66</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>SOX10</italic></td>
<td valign="top" align="left"><italic>rs139887</italic></td>
<td valign="top" align="left">Paclitaxel, carboplatin</td>
<td valign="top" align="left">FACT/GOG-Ntx</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B67">67</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>GPX7</italic></td>
<td valign="top" align="left"><italic>rs3753753</italic></td>
<td valign="top" align="left">Paclitaxel, carboplatin</td>
<td valign="top" align="left">FACT/GOG-Ntx</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B67">67</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>NFATC1</italic></td>
<td valign="top" align="left"><italic>rs9954562</italic></td>
<td valign="top" align="left">Bortezomib</td>
<td valign="top" align="left">Not specified</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B52">52</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>NFATC4</italic></td>
<td valign="top" align="left"><italic>rs2228233</italic></td>
<td valign="top" align="left">Bortezomib</td>
<td valign="top" align="left">Not specified</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B52">52</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>EDN1</italic></td>
<td valign="top" align="left"><italic>rs5370</italic></td>
<td valign="top" align="left">Bortezomib</td>
<td valign="top" align="left">Not specified</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B52">52</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>TCF4</italic></td>
<td valign="top" align="left"><italic>rs1261134</italic></td>
<td valign="top" align="left">Bortezomib</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B55">55</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>DYNC1I1</italic></td>
<td valign="top" align="left"><italic>rs916758</italic></td>
<td valign="top" align="left">Bortezomib</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B55">55</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>GJFE1</italic></td>
<td valign="top" align="left"><italic>rs11974610</italic></td>
<td valign="top" align="left">Bortezomib</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B55">55</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>GNGT1</italic></td>
<td valign="top" align="left"><italic>rs1858826</italic></td>
<td valign="top" align="left">Paclitaxel</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B68">68</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>EPHA4</italic></td>
<td valign="top" align="left"><italic>rs17348202</italic></td>
<td valign="top" align="left">Paclitaxel, carboplatin</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B69">69</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>EPHA5</italic></td>
<td valign="top" align="left"><italic>rs7349683</italic></td>
<td valign="top" align="left">Paclitaxel, carboplatin</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B62">62</xref>, <xref ref-type="bibr" rid="B69">69</xref>&#x02013;<xref ref-type="bibr" rid="B71">71</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>EPHA6</italic></td>
<td valign="top" align="left"><italic>rs301927</italic></td>
<td valign="top" align="left">Paclitaxel, carboplatin</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B69">69</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>EPHA8</italic></td>
<td valign="top" align="left"><italic>rs209709</italic></td>
<td valign="top" align="left">Paclitaxel</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B71">71</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Cell cycle regulation/DNA repair</td>
<td valign="top" align="left"><italic>CCNH</italic></td>
<td valign="top" align="left"><italic>rs2230641</italic></td>
<td valign="top" align="left">Oxaliplatin</td>
<td valign="top" align="left">CTCAE, symptom reporting</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B54">54</xref>, <xref ref-type="bibr" rid="B72">72</xref>)</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left"><italic>rs309816</italic></td>
<td valign="top" align="left">Oxaliplatin</td>
<td valign="top" align="left">Symptom reporting</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B72">72</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>ERCC3</italic></td>
<td valign="top" align="left"><italic>rs2276583</italic></td>
<td valign="top" align="left">Bortezomib</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B53">53</xref>)</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>ERCC4</italic></td>
<td valign="top" align="left"><italic>rs1799800</italic></td>
<td valign="top" align="left">Bortezomib</td>
<td valign="top" align="left">CTCAE</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B53">53</xref>)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>SNP, single nucleotide polymorphism; CTCAE, National Cancer Institute Common Terminology Criteria for Adverse Events; NCS, nerve conduction studies; EORTCQLQ-OV28, European Organization for Research and Treatment of Cancer Quality of Life Questionnaire-Ovarian Cancer Module; WHO criteria, World Health Organization criteria; CIPN20, European Organization for Research and Treatment of Cancer Quality of Life Questionnaire CIPN-20; TNS, Total Neuropathy Score; TNS-PV, Total Neuropathy Score-Pediatric Vincristine; FACT/GOG-Ntx, Functional Assessment of Cancer Therapy/Gynecologic Oncology Group-Neurotoxicity</italic>.</p>
</table-wrap-foot>
</table-wrap>
<sec>
<title>Genes Associated With Microtubule Function</title>
<p>Taxanes and vinca alkaloids interfere with microtubule function and may lead to CIPN pathogenesis (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B73">73</xref>), therefore genes encoding microtubule function have been studied as predictors of CIPN sensitivity. An SNP in <italic>CEP72 (rs924607)</italic> is associated with CIPN in children and adults (<xref ref-type="bibr" rid="B38">38</xref>&#x02013;<xref ref-type="bibr" rid="B41">41</xref>). In 48 adults with acute lymphoblastic leukemia (ALL) receiving vincristine, 75% with the TT genotype developed CIPN vs. 44% with CC or CT genotypes (<xref ref-type="bibr" rid="B39">39</xref>). In a combined sample of pediatric ALL patients treated with vincristine in two large therapeutic trials, the TT genotype was also associated with an increased risk for CIPN (<xref ref-type="bibr" rid="B38">38</xref>). This finding was replicated when measuring CIPN with nerve conduction studies (<xref ref-type="bibr" rid="B41">41</xref>), and in a separate cohort of pediatric ALL patients (<xref ref-type="bibr" rid="B40">40</xref>). However, other studies evaluating <italic>CEP72</italic> alterations did not find associations with CIPN in cohorts of Spanish and Arab patients treated with vincrisitne (<xref ref-type="bibr" rid="B74">74</xref>, <xref ref-type="bibr" rid="B75">75</xref>). Additionally, there was no association of <italic>CEP72</italic> alterations with CIPN in patients treated with taxanes (<xref ref-type="bibr" rid="B43">43</xref>).</p>
<p>A polymorphism in <italic>TUBB2A</italic>, encoding tubulin, was associated with CIPN in 1,303 European patients treated with paclitaxel (<xref ref-type="bibr" rid="B42">42</xref>). However this finding has not been replicated in other studies of taxanes and vinca alkaloids (<xref ref-type="bibr" rid="B43">43</xref>, <xref ref-type="bibr" rid="B76">76</xref>). Individual polymorphisms in <italic>MAPT</italic> (<xref ref-type="bibr" rid="B43">43</xref>, <xref ref-type="bibr" rid="B76">76</xref>) and <italic>GSK3B</italic> (<xref ref-type="bibr" rid="B43">43</xref>) have not been associated with CIPN in patients treated with taxanes or vinca alkaloids, however additive polymorphisms in <italic>MAPT</italic> and <italic>GSK3B</italic> were associated with patient and clinician reported CIPN in 454 ovarian cancer patients treated with paclitaxel and carboplatin (<xref ref-type="bibr" rid="B43">43</xref>). SNPs in cytoskeletal protein genes, <italic>ACTG1</italic> and <italic>CAPG</italic>, have also been associated with CIPN in pediatric ALL patients treated with vincristine (<xref ref-type="bibr" rid="B44">44</xref>).</p>
</sec>
<sec>
<title>Genes Associated With Ion Channels</title>
<p>Disturbance in neuronal function through ion channels may also contribute to CIPN, and alterations in these genes have been associated with CIPN sensitivity (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B73">73</xref>, <xref ref-type="bibr" rid="B77">77</xref>). In 186 Japanese breast and ovarian cancer patients treated with taxanes a SNP in <italic>SCN9A</italic>, encoding voltage-gated sodium channels, was associated with developing &#x02265;grade 2 CIPN, and predicted CIPN persistence post-treatment (<xref ref-type="bibr" rid="B56">56</xref>). In 94 Spanish patients with gastrointestinal cancer treated with oxaliplatin another polymorphism in <italic>SCN9A</italic> was associated with a lower risk of acute CIPN by neurologic evaluation (<xref ref-type="bibr" rid="B57">57</xref>), and in 228 South Indian gastrointestinal cancer patients treated with oxaliplatin it was associated with increased incidence of chronic CIPN (<xref ref-type="bibr" rid="B58">58</xref>). In 200 patients with colorectal cancer treated with platinums, polymorphisms in <italic>SCN4A</italic> and <italic>SCN10A</italic> that encode voltage-gated sodium channels were associated with CIPN risk and severity (<xref ref-type="bibr" rid="B59">59</xref>). <italic>SCN10A</italic> has also been associated with chronic CIPN (<xref ref-type="bibr" rid="B58">58</xref>). Associations of mutations in voltage-gated potassium channels with CIPN have not been identified (<xref ref-type="bibr" rid="B78">78</xref>).</p>
</sec>
<sec>
<title>Genes Associated With Inherited Neuropathies</title>
<p>Genes implicated in inherited neuropathies have also been examined in relation to CIPN. <italic>SBF2</italic>, associated with Charcot-Marie-Tooth disease, was associated with CIPN in 213 African American patients treated with paclitaxel (<xref ref-type="bibr" rid="B61">61</xref>). However, another prospective study of 58 paclitaxel-treated patients found <italic>FZD3</italic> was associated with CIPN, but not <italic>SBF2</italic> (<xref ref-type="bibr" rid="B61">61</xref>). In a study of 219 breast cancer patients treated with taxanes, <italic>FGD4</italic> was associated with CIPN (<xref ref-type="bibr" rid="B46">46</xref>). In a large prospective study of 855 patients of European Ancestry receiving paclitaxel, another polymorphism in <italic>FGD4</italic> was associated with patient-reported sensory CIPN, which was replicated in two additional cohorts (<xref ref-type="bibr" rid="B62">62</xref>). In the replication cohorts a different polymorphism in <italic>FZD3</italic> was also associated with sensory CIPN (<xref ref-type="bibr" rid="B62">62</xref>). <italic>ARHGEF10</italic> was associated with CIPN in a prospective study of 269 cancer patients treated in Alliance N08C1 that analyzed blood samples for 49 Charcot-Marie-Tooth genes (<xref ref-type="bibr" rid="B63">63</xref>). These findings were confirmed in 138 patients treated with paclitaxel in Alliance N08CA (<xref ref-type="bibr" rid="B64">64</xref>).</p>
</sec>
<sec>
<title>Genes Associated With Inflammatory Pathways</title>
<p>There is a growing body of literature suggesting inflammation contributes to CIPN (<xref ref-type="bibr" rid="B73">73</xref>, <xref ref-type="bibr" rid="B79">79</xref>, <xref ref-type="bibr" rid="B80">80</xref>), and genetic alterations in inflammatory pathways have been studied in association with CIPN. In 3,431 breast cancer patients treated with paclitaxel a SNP in <italic>FCAMR</italic> that encodes the FC receptor, trended toward a significant association with CIPN (<xref ref-type="bibr" rid="B60">60</xref>). In 139 patients treated with bortezomib, variations in genes regulating immune function, <italic>CTLA4</italic> and <italic>CTSS</italic>, were associated with time to onset of CIPN, with a similar trend for <italic>CTLA4</italic> in a validation cohort (<xref ref-type="bibr" rid="B55">55</xref>). Bortezomib-neuropathy has also been associated with alterations in <italic>IL17RD, IL10RA</italic>, and genes in the NF-KB signaling pathway in 646 patients with multiple myeloma (<xref ref-type="bibr" rid="B52">52</xref>). Late-onset bortezomib-neuropathy was associated with polymorphisms in other genes in inflammatory pathways, <italic>MBL2</italic> and <italic>PPARD</italic> in 186 myeloma patients (<xref ref-type="bibr" rid="B53">53</xref>). In a meta-analysis of pediatric patients treated with vincristine for ALL from two large clinical trials <italic>rs7963521</italic>, associated with coding of the protein chemerin implicated in inflammatory pathways (<xref ref-type="bibr" rid="B66">66</xref>), was associated with CIPN.</p>
</sec>
<sec>
<title>Genes Associated With Drug Metabolism and Transport</title>
<p>Polymorphisms in genes involved in chemotherapy metabolism may also increase CIPN sensitivity. In 107 children treated for ALL with vincristine <italic>CYP3A5</italic> polymorphisms were associated with CIPN (<xref ref-type="bibr" rid="B45">45</xref>). SNPs in <italic>CYP2C8</italic> and <italic>CYP3A4</italic> were associated with &#x02265;grade 2 CIPN in two studies of breast cancer patients treated with taxanes (<xref ref-type="bibr" rid="B46">46</xref>, <xref ref-type="bibr" rid="B47">47</xref>). In 79 breast cancer patients treated with taxanes SNPs in <italic>NR1I3</italic> and <italic>UGT2B7</italic> involved in drug metabolism were also associated with CIPN (<xref ref-type="bibr" rid="B48">48</xref>). In 1,303 patients treated with taxanes, additional SNPs in genes involved in taxane metabolism including, <italic>CYP2C8</italic><sup>&#x0002A;</sup><italic>4 a</italic>nd <italic>CYP1B1</italic><sup>&#x0002A;</sup><italic>3</italic>, were associated with CIPN, as were, <italic>ABCB1</italic> and <italic>SLCO1B1</italic>, involved in drug transport (<xref ref-type="bibr" rid="B42">42</xref>). In multiple myeloma patients treated with bortezomib, alterations in <italic>PSMB1</italic>, encoding drug binding proteins (<xref ref-type="bibr" rid="B55">55</xref>), and <italic>ABCC1</italic> and <italic>ABCC6</italic>, encoding drug transport, were also associated with CIPN (<xref ref-type="bibr" rid="B52">52</xref>). However, in a separate study of 369 multiple myeloma patients <italic>ABCC1</italic> polymorphisms were not associated with bortezomib-neuropathy, but were associated with vincristine-neuropathy, as was <italic>DPYD</italic> responsible for drug excertion (<xref ref-type="bibr" rid="B53">53</xref>). <italic>ABCC1</italic> polymorphisms have also been associated with CIPN in pediatric ALL patients treated with vincristine (<xref ref-type="bibr" rid="B40">40</xref>, <xref ref-type="bibr" rid="B50">50</xref>). Alterations in, <italic>ABCB1</italic>, encoding drug transport, has also been widely associated with CIPN in patients treated with vincristine and taxanes (<xref ref-type="bibr" rid="B44">44</xref>, <xref ref-type="bibr" rid="B46">46</xref>, <xref ref-type="bibr" rid="B49">49</xref>&#x02013;<xref ref-type="bibr" rid="B51">51</xref>), and alterations in <italic>ABCC2</italic> are associated with CIPN in children treated with vincristine (<xref ref-type="bibr" rid="B50">50</xref>). An alteration in <italic>ABCG2</italic>, involved in oxalate metabolism, was associated with oxaliplatin-induced neuropathy in 206 colon cancer patients (<xref ref-type="bibr" rid="B54">54</xref>).</p>
</sec>
<sec>
<title>Other Genetic Alterations Associated With CIPN</title>
<p>Genes involved in nervous system development and function, and in cellular repair pathways, have also been associated with CIPN.</p>
<p>Alterations in genes encoding ephrin receptors <italic>(EPHA4, EPHA5, EPHA6, EPHA8)</italic>, a family of tyrosine kinase receptors involved in neural development, are associated with CIPN in patients treated with taxanes (<xref ref-type="bibr" rid="B62">62</xref>, <xref ref-type="bibr" rid="B69">69</xref>&#x02013;<xref ref-type="bibr" rid="B71">71</xref>, <xref ref-type="bibr" rid="B81">81</xref>). An SNP in <italic>TAC1</italic>, encoding neuronal signaling hormones, was associated with CIPN in colon cancer patients treated with oxaliplatin (<xref ref-type="bibr" rid="B65">65</xref>). A polymorphisms in <italic>COCH</italic>, encoding cochlin involved in vestibular function and hearing loss, was associated with CIPN in a study of children with ALL treated with vincristine (<xref ref-type="bibr" rid="B82">82</xref>). Alterations in <italic>SOX10</italic>, involved in neuronal development, and <italic>GPX7</italic> were associated with CIPN in 107 survivors of gynecologic cancers treated with taxane or platinum (<xref ref-type="bibr" rid="B67">67</xref>). Polymorphisms in genes involved in nervous system function, <italic>NFATC1, NFATC4</italic>, and <italic>EDN1</italic> were associated with CIPN in 646 myeloma patients treated with bortezomib (<xref ref-type="bibr" rid="B52">52</xref>), as were <italic>TCF4, DYNC1I1</italic>, and <italic>GJE1</italic> in 139 myeloma patients treated with bortezmib (<xref ref-type="bibr" rid="B55">55</xref>). <italic>GNGT1</italic> encodes a protein in photoreceptors and has been associated with taxane-CIPN (<xref ref-type="bibr" rid="B68">68</xref>, <xref ref-type="bibr" rid="B83">83</xref>).</p>
<p>Alterations in genes associated with DNA repair are also associated with CIPN. SNPs in <italic>CCNH</italic>, encoding cyclin H, involved in cell cycle progression and DNA repair (<xref ref-type="bibr" rid="B84">84</xref>), were associated with CIPN in 206 colon cancer patients (<xref ref-type="bibr" rid="B54">54</xref>), and in 228 gastrointestinal cancer patients treated with oxaliplatin (<xref ref-type="bibr" rid="B72">72</xref>). In myeloma patients treated with bortezomib, <italic>ERCC4</italic> and <italic>ERCC3</italic> involved in DNA repair were associated with CIPN (<xref ref-type="bibr" rid="B53">53</xref>). In a study of 680 testicular cancer survivors treated with cisplatin, lower expression of DNA repair gene <italic>RPRD1B</italic>, was associated with an increased risk of CIPN, which was replicated in two independent datasets (<xref ref-type="bibr" rid="B85">85</xref>).</p>
</sec>
</sec>
<sec id="s4">
<title>Pharmacokinetics and CIPN</title>
<p>Evaluation of drug pharmacokinetics may be another promising approach to identifying CIPN sensitivity.</p>
<sec>
<title>Taxane Pharmacokinetics</title>
<p>In 24 patients who received 12 weekly 3 or 1 h infusions of paclitaxel, longer duration of paclitaxel concentration &#x0003E;0.05 &#x003BC;M was associated with developing CIPN (<xref ref-type="bibr" rid="B86">86</xref>). In another prospective evaluation of 60 breast cancer patients receiving weekly paclitaxel infusions neither peak plasma concentration nor time above concentration of 0.05 &#x003BC;M were associated with CIPN, but were associated with increased toxicity-related treatment disruptions (<xref ref-type="bibr" rid="B87">87</xref>). An early study of lung cancer patients treated with paclitaxel also found no association between plasma concentration and neuromuscular or neurosensory outcomes (<xref ref-type="bibr" rid="B88">88</xref>).</p>
</sec>
<sec>
<title>Vincristine Pharmacokinetics</title>
<p>An early study of pharmacokinetics in 54 children treated with vincristine did not find any association between vincristine clearance and neurotixicy (<xref ref-type="bibr" rid="B89">89</xref>). In a subsequent study assessing pharmacokinetics of vincristine in 74 pediatric patients, lower vincristine metabolite concentrations were associated with increased CIPN severity (<xref ref-type="bibr" rid="B45">45</xref>). Another study assessed vincristine pharmacokinetics in 35 patients receiving vincristine <italic>via</italic> push or 1 h infusions and found intercompartment clearance of vincristine was associated with an increased risk of CIPN, however other pharmacokinetic measures including maximum concentration were not associated with an increased CIPN risk (<xref ref-type="bibr" rid="B90">90</xref>).</p>
</sec>
</sec>
<sec sec-type="discussion" id="s5">
<title>Discussion</title>
<p>We described promising biomarkers of CIPN in humans, including serum proteins, genetic polymorphisms, and drug metabolites. There are several limitations to the current studies and areas for future direction.</p>
<p>Serum protein biomarkers such as NfL, BDNF, NGF, osteopontin, and inflammatory markers have all been associated with CIPN, and may be easily translatable tools for detection and risk profiling in clinical practice (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B24">24</xref>, <xref ref-type="bibr" rid="B28">28</xref>, <xref ref-type="bibr" rid="B91">91</xref>). However, these studies have been limited by small samples and variation in CIPN measurement between studies. Prospective validation studies of these biomarkers using objective CIPN measures would be helpful in confirming their clinical utility. Additionally, preclinical models should continue to be utilized to identify protein biomarkers that can be validated in humans.</p>
<p>Protein biomarkers can also inform therapeutic options that should continue to be explored. For example, in a study of 60 patients with bortezomib-neuropathy, patients randomized to receive NGF injections had better nerve conduction studies than those who did not receive NGF (<xref ref-type="bibr" rid="B92">92</xref>). In paclitaxel-treated rats, losartan had anti-inflammatory activity that resulted in lower inflammatory markers and decreased signs of CIPN (<xref ref-type="bibr" rid="B31">31</xref>). In addition to immune pathway targets, there are promising therapeutic targets that have been identified in critical CIPN pathways in animal models (<xref ref-type="bibr" rid="B73">73</xref>, <xref ref-type="bibr" rid="B93">93</xref>). Neuronal Calcium Sensor-1 (NCS1), a protein involved in calcium signaling that binds taxanes and vinca alkaloids, decreases in CIPN in animal models (<xref ref-type="bibr" rid="B94">94</xref>&#x02013;<xref ref-type="bibr" rid="B96">96</xref>). NCS1 may be a therapeutic target since lithium and ibudilast bind NCS1 and prevent CIPN in animal models (<xref ref-type="bibr" rid="B96">96</xref>), and retrospective studies show lithium may prevent CIPN in humans (<xref ref-type="bibr" rid="B97">97</xref>). Sterile alpha and TIR motif containing protein (SARM1) is another protein implicated in axonal degeneration in CIPN in preclinical models (<xref ref-type="bibr" rid="B73">73</xref>), and SARM1 inhibition may prevent CIPN (<xref ref-type="bibr" rid="B98">98</xref>, <xref ref-type="bibr" rid="B99">99</xref>). Therefore, preclinical models can help better understand CIPN mechanisms, not only resulting in biomarker discovery that can be translated to the bedside, but also informing therapeutic strategies to prevent and mitigate CIPN that can be tested in humans.</p>
<p>Genetic polymorphisms are another avenue that offer promise in identifying individuals at risk for CIPN. <italic>CEP72</italic> has been identified as a risk factor for CIPN in multiple studies (<xref ref-type="bibr" rid="B38">38</xref>, <xref ref-type="bibr" rid="B39">39</xref>, <xref ref-type="bibr" rid="B43">43</xref>), and may help classify upfront risk for toxicity. Future studies should focus on whether treatment modification in at risk individuals alters toxicity and survival outcomes. Other genome wide studies identified numerous polymorphisms that may influence CIPN sensitivity, but few were replicated in multiple cohorts, therefore future studies should focus on replicating these findings. Another limitation of genome wide studies is that they only identify proteins with altered expression, however in other models altered function, rather than expression, of cellular components are proposed to initiate CIPN (<xref ref-type="bibr" rid="B93">93</xref>). Future studies should continue to elucidate CIPN pathogenesis through complementary mechanisms of genome wide studies and functional pathway analyses to identify therapeutic targets to mitigate this outcome.</p>
<p>Finally, pharmacokinetics is an evolving way to assess drug response and CIPN susceptibility in individuals receiving neurotoxic chemotherapy. Although current studies report mixed results regarding the ability to identify individuals at risk for CIPN (<xref ref-type="bibr" rid="B45">45</xref>, <xref ref-type="bibr" rid="B87">87</xref>, <xref ref-type="bibr" rid="B90">90</xref>), it warrants further exploration. Monitoring individual plasma drug concentration could offer a novel method to ensure adequate dosing for cancer treatment while minimizing risk for CIPN.</p>
<p>A limitation across studies is that there is no standardized method to define CIPN. We found most studies used CTCAE for CIPN grading, which lacks sensitivity and can vary by evaluator (<xref ref-type="bibr" rid="B100">100</xref>&#x02013;<xref ref-type="bibr" rid="B102">102</xref>). Patient-reported outcome measures for CIPN have been validated in adults, and may be more sensitive for detection and measurement of change over time than the CTCAE (<xref ref-type="bibr" rid="B101">101</xref>&#x02013;<xref ref-type="bibr" rid="B103">103</xref>). However, patient-reported outcomes still have limitations and do not always correlate with clinical assessments (<xref ref-type="bibr" rid="B104">104</xref>). It is important that future biomarker research incorporate robust, validated measures for CIPN that ideally combine patient-report and clinical evaluations (<xref ref-type="bibr" rid="B104">104</xref>).</p>
<p>Overall, there are many promising biomarkers of CIPN that can be valuable tools to aid in detection, risk stratification, and drug development. Future studies should prioritize large-scale validation of these biomarkers using standardized instruments to measure CIPN and expedite their implementation into clinical practice.</p>
</sec>
<sec id="s6">
<title>Author Contributions</title>
<p>RR and ML contributed to concept, design, writing initial draft, editing final draft, and approval of final version. NS and BE contributed to writing initial draft, editing final draft, and approval of final version. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec sec-type="funding-information" id="s7">
<title>Funding</title>
<p>RR was supported by the National Cancer Institute through the Yale Cancer Prevention and Control Training Program (T32 CA250803), as well as the Yale Pediatric Scholar Program, the William O. Seery Mentored Research Award for Cancer Research, Bank of America, N.A., Trustee, and Hyundai Hope on Wheels Young Investigator Award.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of Interest</title>
<p>BE is a cofounder of Osmol Therapeutics, a company that is targeting NCS1 for therapeutic purposes. The remaining 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. ML is a consultant for Osmol Therapeutics.</p>
</sec>
<sec sec-type="disclaimer" id="s8">
<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>
</body>
<back>
<ref-list>
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