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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Pharmacol.</journal-id>
<journal-title>Frontiers in Pharmacology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Pharmacol.</abbrev-journal-title>
<issn pub-type="epub">1663-9812</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1003812</article-id>
<article-id pub-id-type="doi">10.3389/fphar.2022.1003812</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Pharmacology</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Association between high-dose methotrexate-induced toxicity and polymorphisms within methotrexate pathway genes in acute lymphoblastic leukemia</article-title>
<alt-title alt-title-type="left-running-head">Xu et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fphar.2022.1003812">10.3389/fphar.2022.1003812</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Xu</surname>
<given-names>Meng</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="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2076466/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wu</surname>
<given-names>Shuangshuang</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2105062/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Yue</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhao</surname>
<given-names>Yundong</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Ximin</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wei</surname>
<given-names>Changhong</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Xueying</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Hao</surname>
<given-names>Feng</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1602601/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Hu</surname>
<given-names>Cheng</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1796116/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>College of Laboratory Medicine</institution>, <institution>Jilin Medical University</institution>, <addr-line>Jilin</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>School of Laboratory Medicine</institution>, <institution>Beihua University</institution>, <addr-line>Jilin</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Pediatric Hematology</institution>, <institution>The First Hospital of Jilin University</institution>, <addr-line>Changchun</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>National Engineering Laboratory for AIDS Vaccine</institution>, <institution>School of Life Sciences</institution>, <institution>Jilin University</institution>, <addr-line>Changchun</addr-line>, <country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Jilin Drug Inspection Center</institution>, <addr-line>Changchun</addr-line>, <country>China</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Department of Hematology</institution>, <institution>The Linyi Central Hospital</institution>, <addr-line>Linyi</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/460026/overview">Xin Wang</ext-link>, East China Normal University, China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1977933/overview">Musa Karakukcu</ext-link>, Erciyes University, Turkey</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1238767/overview">Meijuan Tu</ext-link>, UC Davis Medical Center, United States</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Feng Hao, <email>haof863@126.com</email>; Cheng Hu, <email>huchenghq@163.com</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Drug Metabolism and Transport, a section of the journal Frontiers in Pharmacology</p>
</fn>
<fn fn-type="equal" id="fn1">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this work</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>30</day>
<month>11</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>1003812</elocation-id>
<history>
<date date-type="received">
<day>26</day>
<month>07</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>21</day>
<month>11</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Xu, Wu, Wang, Zhao, Wang, Wei, Liu, Hao and Hu.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Xu, Wu, Wang, Zhao, Wang, Wei, Liu, Hao and Hu</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>Methotrexate (MTX) is a folic acid antagonist, the mechanism of action is to inhibit DNA synthesis, repair and cell proliferation by decreasing the activities of several folate-dependent enzymes. It is widely used as a chemotherapy drug for children and adults with malignant tumors. High-dose methotrexate (HD-MTX) is an effective treatment for extramedullary infiltration and systemic consolidation in children with acute lymphoblastic leukemia (ALL). However, significant toxicity results in most patients treated with HD-MTX, which limits its use. HD-MTX-induced toxicity is heterogeneous, and this heterogeneity may be related to gene polymorphisms in related enzymes of the MTX intracellular metabolic pathway. To gain a deeper understanding of the differences in toxicity induced by HD-MTX in individuals, the present review examines the correlation between HD-MTX-induced toxicity and the gene polymorphisms of related enzymes in the MTX metabolic pathway in ALL. In this review, we conclude that only the association of SLCO1B1 and ARID5B gene polymorphisms with plasma levels of MTX and MTX-related toxicity is clearly described. These results suggest that SLCO1B1 and ARID5B gene polymorphisms should be evaluated before HD-MTX treatment. In addition, considering factors such as age and race, the other exact predictor of MTX induced toxicity in ALL needs to be further determined.</p>
</abstract>
<kwd-group>
<kwd>acute lymphoblastic leukemia</kwd>
<kwd>high-dose methotrexate</kwd>
<kwd>toxicity</kwd>
<kwd>gene polymorphisms</kwd>
<kwd>mutation</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Methotrexate (MTX) is widely used as a chemotherapy drug for malignant tumors. High-dose methotrexate (HD-MTX) is an effective treatment for extramedullary infiltration and systemic consolidation in children with acute lymphoblastic leukemia (ALL), and it can increase the long-term survival rate in children (<xref ref-type="bibr" rid="B78">Sajith et al., 2020</xref>). However, in patients treated with HD-MTX, it may lead to significant toxicity and may even interrupt cancer treatment, resulting in adverse anticancer effects (<xref ref-type="bibr" rid="B91">Widemann and Adamson, 2006</xref>). MTX-related toxicity depends on the dose, duration, genetic susceptibility, and risk factors (<xref ref-type="bibr" rid="B60">Mandal et al., 2020</xref>). There is heterogeneity associated with the pharmacokinetics and toxicity of the drug that is thought to be due to genetic differences in 68&#x2013;75% of individuals (<xref ref-type="bibr" rid="B74">Radtke et al., 2013</xref>). These genetic differences may involve the activity of MTX metabolism-related enzymes, thus affecting the metabolism and induced toxicity of the drug.</p>
<p>Numerous clinical studies have focused on the pharmacogenetic factors affecting the pharmacokinetics of HD-MTX in childhood malignancies, so as to reasonably adjust the drug dose for the subsequent improvement of therapeutic effects and safety (<xref ref-type="bibr" rid="B83">Taylor et al., 2021</xref>). Mutations in key genes of the MTX metabolic pathway have been studied to determine their influence on individual differences (<xref ref-type="bibr" rid="B74">Radtke et al., 2013</xref>). These results suggest that genetic polymorphisms in metabolic enzymes associated with MTX may be potential predictors for personalized drug therapy. Herein, we systematically reviewed the research progress of gene polymorphisms of related enzymes in the MTX metabolic pathway affecting drug pharmacokinetics and toxicity. This revi<bold>e</bold>w aims to provide a basis for a more optimal understanding of the mechanism of MTX-induced toxicity in ALL.</p>
<sec id="s1-1">
<title>Application of methotrexate in acute lymphoblastic leukemia</title>
<p>ALL is the most common pediatric malignancy, accounts for around 80% of all leukemias and 30% of cancers in children (<xref ref-type="bibr" rid="B73">Pavlovic et al., 2019</xref>). The cumulative risk of developing leukemia in any child before the age of 15 is approximately 1:2,000, but this count masks the different age spectrum affected by each subtype. The incidence of ALL peaks in children aged 2&#x2013;5&#xa0;years and the disease has a B-cell precursor phenotype in the bone marrow (<xref ref-type="bibr" rid="B30">Greaves and Wiemels, 2003</xref>).</p>
<p>MTX is widely used in three distinct periods of ALL treatment in childhood including induction of remission, consolidation, and maintenance therapy (<xref ref-type="bibr" rid="B48">Kotur et al., 2020</xref>). Over the past few decades, improved treatment and administration regimens of MTX have led to significant increases in the survival rate of ALL patients (<xref ref-type="bibr" rid="B18">DeSantis et al., 2014</xref>). For a course of treatment, MTX is treated at doses that range from 12&#xa0;mg intrathecally, 20&#xa0;mg/m<sup>2</sup>/week orally to intramuscularly, or intravenously as high as 33,000&#xa0;mg/m<sup>2</sup>/24&#xa0;h for ALL (<xref ref-type="bibr" rid="B42">Jastaniah et al., 2018</xref>; <xref ref-type="bibr" rid="B59">Maksimovic et al., 2020</xref>).</p>
<p>Intravenous doses greater than or equal to 500&#xa0;mg/m<sup>2</sup> are defined as HD-MTX (<xref ref-type="bibr" rid="B59">Maksimovic et al., 2020</xref>). However, during treatment, 75% of patients will experience HD-MTX treatment-related side effects, and even 1&#x2013;3% will die from drug-induced toxicity (<xref ref-type="bibr" rid="B73">Pavlovic et al., 2019</xref>). For example, HD-MTX crystallizes in the lumen of the renal tubules, and therefore, it can induce nephrotoxicity, leading to reduced clearance of MTX, and extended exposure to higher toxic concentrations can further degrade renal function and exacerbate adverse events, including hepatotoxicity, dermal toxicity, mucositis and bone marrow suppression (<xref ref-type="bibr" rid="B40">Howard et al., 2016</xref>). Therefore, the application of HD-MTX is hampered by the increased risk of dose concentration-induced toxicity, and treatment requires timely identification of delayed clearance of MTX and renal insufficiency.</p>
<p>Through routine <ext-link ext-link-type="uri" xlink:href="https://cn.bing.com/dict/search?q=observing&amp;FORM=BDVSP6&amp;cc=cn">observing</ext-link> of plasma MTX concentration and abnormal clearance, countermeasures such as timely rescue with leucovorin and enhanced hydration mechanisms can be taken to prevent excessive toxicity in the host (<xref ref-type="bibr" rid="B39">Holmboe et al., 2012</xref>). An effective indicator of MTX clearance and exposure during each treatment period is plasma MTX concentration, but it does not predict delayed excretion prior to MTX administration (<xref ref-type="bibr" rid="B10">Cheng et al., 2021</xref>). In addition, the pharmacokinetics, efficacy, and toxicity of MTX are heterogeneous. This diversity can be explained in part by differences in the sequence of genes encoding MTX metabolism (<xref ref-type="bibr" rid="B64">Moriyama et al., 2015</xref>). The current HD-MTX treatment regimens do not link the influence of genetic factors with drug clearance and exposure, but rather use body surface area (BSA)-based dosing. Therefore, it is essential to recognize gene polymorphisms of key enzymes of MTX metabolism before initiating HD-MTX treatment, as well as determine the appropriate dose of MTX and duration of leucovorin rescue to properly maximize efficacy while minimizing toxicity.</p>
</sec>
<sec id="s1-2">
<title>Intracellular metabolic process of methotrexate</title>
<p>Folate is an extremely important enzyme cofactor mediating one-carbon unit transfer and is involved in several cellular biosynthetic pathways such as <italic>de novo</italic> synthesis of pyrimidines and purines, amino acid metabolism and mitochondrial protein synthesis (<xref ref-type="bibr" rid="B93">Wojtuszkiewicz et al., 2015</xref>). MTX is a folic acid antagonist that reduces DNA synthesis, repair, and subsequent cell proliferation by inhibiting several related enzymes in MTX metabolism involved in nucleotide biosynthesis, which ultimately leads to cell death (<xref ref-type="bibr" rid="B1">Abdi et al., 2021</xref>).</p>
<p>Active transport mediated by reduced folate carrier 1 (RFC1) or the solute carrier organic anion transporter 1B1 (SLCO1B1) allows MTX to enter the cell (see <xref ref-type="fig" rid="F1">Figure1</xref>) (<xref ref-type="bibr" rid="B56">Liu et al., 2017</xref>), and when applying of HD-MTX therapy, passive diffusion also occurs to some extent through the cell membrane (<xref ref-type="bibr" rid="B79">Schmiegelow, 2009</xref>). Upon entry into the cell, MTX is transformed into MTX polyglutamates (MTX-PGs) under the action of folylpolyglutamate synthetase (FPGS) (<xref ref-type="bibr" rid="B46">Kato et al., 2012</xref>). MTX-PGs are based on the sequential addition of multiple glutamate residues to the gamma carboxyl groups of folic acid and MTX, ensuring effective intracellular retention and thus maintaining and enhancing target enzyme inhibition (<xref ref-type="bibr" rid="B95">Yang et al., 2017</xref>). Gamma-glutamyl hydrolase (GGH) converts MTX-PGs back to MTX, because it can remove glutamate from MTX-PGs (<xref ref-type="bibr" rid="B9">Chen and Shen, 2015</xref>). Subsequently, Glutamate-free MTX is exported from cells with the participation of the ATP-binding cassette superfamily such as ATP-binding cassette subfamily B member 1 (ABCB1) and ATP-binding cassette subfamily G member 2 (ABCG2) (<xref ref-type="bibr" rid="B82">Suthandiram et al., 2014</xref>). The main targets of MTX-PGs are dihydrofolate reductase (DHFR) and several other enzymes involved in purine synthesis (<xref ref-type="bibr" rid="B9">Chen and Shen, 2015</xref>). MTX and its polyglutamates can competitively inhibit DHFR, which depletes the tetrahydrofolate (THF) required by cells. THF is essential for DNA synthesis, and MTX disrupts the <italic>de novo</italic> biosynthesis of purines and pyrimidines by blocking tetrahydrofolate synthesis (<xref ref-type="bibr" rid="B27">Ghodke-Puranik et al., 2015</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>MTX intracellular folate metabolic pathway. MTX enters the cell through active transport mediated by RFC1 or SLCO1B1. After entering the cell, MTX is transformed into MTX-PGs under the action of FPGS. MTX-PGs is the sequential addition of multiple glutamate residues to the &#x3b3;-carboxyl group of folate and MTX to ensure effective intracellular retention. At the same time, GGH converts MTX-PGs back to MTX. Subsequently, glutamate-free MTX was exported from the cell with the participation of members of the ATP-binding box superfamily (ABCB1 and ABCG2). The main targets of MTX and MTX-PGs are DHFR, TYMS and several other enzymes involved in purine synthesis. MTX&#x2014;methotrexate; MTX-PGs&#x2014;MTX polyglutamates; RFC1&#x2014;reduced folate carrier 1; SLCO1B1-solute carrier organic anion transporter family member 1B1; ABCB1&#x2014;ATP-binding cassette subfamily B member 1; ABCG2&#x2014;ATP-binding cassette subfamily G member 2; FPGS&#x2014;folylpolyglutamate synthetase; GGH&#x2014;gamma-glutamyl hydrolase; DHFR&#x2014;dihydrofolate reductase; TYMS&#x2014;thymidylate synthetase; MTHFR&#x2014;methylenetetrahydrofolate reductase; MTHFD1&#x2014;methylenetetrahydrofolate dehydrogenase; MTR&#x2014;methylenetetrahydrofolate-homocysteine methyltransferase; MTRR&#x2014;5-methylenetetrahydrofolate-homocysteine methyltransferase reductase; SHMT1&#x2014;serine hydroxymethyltransferase 1; THF&#x2014;tetrahydrofolate; DHF&#x2014;dihydrofolate; dUMP&#x2014;deoxyuridine monophosphate; and dTMP&#x2014;deoxythymidine monophosphate.</p>
</caption>
<graphic xlink:href="fphar-13-1003812-g001.tif"/>
</fig>
<p>5-methyl-THF, 10-formyl-THF and 5,10-Methyl-THF are several different forms of active folate present in organisms, which are donors of one-carbon units such as methylene, formyl and methyl in that order (<xref ref-type="bibr" rid="B4">Assaraf, 2006</xref>). MTX also inhibits other enzymes involved in the intracellular metabolic processes, including methylenetetrahydrofolate reductase (MTHFR), methylenetetrahydrofolate dehydrogenase (MTHFD1), 5-aminoimidazole-4-carboxamide ribonucleotide formyltransferase/IMP cyclohydrolase (ATIC), thymidylate synthase (TYMS), 5-methylenetetrahydrofolate-homocysteine methyltransferase (MTR), and 5-methylenetetrahydrofolate-homocysteine methyltransferase reductase (MTRR) (see <xref ref-type="fig" rid="F1">Figure1</xref>) (<xref ref-type="bibr" rid="B63">Mikkelsen et al., 2011</xref>). Single nucleotide polymorphisms (SNPs) in folic acid metabolic pathways, transport molecules, and transcriptional protein genes have been extensively studied to determine their effects on the pharmacokinetics and HD-MTX induced toxicity in ALL patients (<xref ref-type="bibr" rid="B6">Cao et al., 2018</xref>; <xref ref-type="bibr" rid="B28">Giletti and Esperon, 2018</xref>). However, the previous pharmacological research results of MTX have been controversial partly due to confounding factors used in result analysis, such as differences in therapy protocols and study populations (<xref ref-type="bibr" rid="B10">Cheng et al., 2021</xref>). Next, we will systematically summarize the correlation between the polymorphisms of various metabolically related enzymes and MTX-induced toxicity.</p>
</sec>
</sec>
<sec id="s2">
<title>Gene polymorphisms of transporters</title>
<sec id="s2-1">
<title>The solute carrier family</title>
<p>The <italic>RFC1</italic> gene encodes the solute carrier family 19, member 1(SLC19A1) and is located on the long arm of chromosome 21 (<xref ref-type="bibr" rid="B67">Niedzielska et al., 2013</xref>). SLC19A1 is a widespread transporter that induces uptake of endogenous folate reduction and anti-folate exogenous substance including MTX for maintain folate homeostasis (<xref ref-type="bibr" rid="B85">Uhl&#xe9;n et al., 2015</xref>). SLC19A1 plays a crucial role in the transport of MTX into cells, and the <italic>RFC1</italic> 80G&#x3e;A polymorphism (rs1051266) is a common SNPs occurring in the second exon of the <italic>RFC1</italic> gene (<xref ref-type="bibr" rid="B37">He et al., 2014</xref>). It results in the substitution of guanine for adenine at nucleotide 80, which in turn leads to the substitution of arginine for histidine at protein residue 27, resulting in reduced transport of anti-folate chemotherapeutic drugs (<xref ref-type="bibr" rid="B29">Gomez-Gomez et al., 2019</xref>).</p>
<p>However, whether the <italic>RFC1 80G&#x3e;A</italic> mutation is associated with the risk of all remains controversial. A study by Chiusolo et al. found the <italic>RFC1</italic> 80G&#x3e;A polymorphism is not related to the MTX plasma levels and MTX-induced toxicity, but the <italic>RFC1</italic> 80G&#x3e;A polymorphism is significantly different in a better overall survival (OS) and progression-free survival (PFS) (<xref ref-type="bibr" rid="B11">Chiusolo et al., 2012</xref>). In another study, Gregers et al. found that among the three genetic polymorphisms 80AA, GG and GA in children treated with HD-MTX, patients with the 80AA genotype showed a higher level of myelotoxicity, but patients with the 80&#xa0;GG genotype showed a higher level of hepatotoxicity (<xref ref-type="bibr" rid="B31">Gregers et al., 2010</xref>). In addition, a meta-analysis indicated that no association was discovered between the <italic>RFC1</italic> G80A polymorphism and ALL risk of disease, and the same is true for the sub-analysis by race (<xref ref-type="bibr" rid="B25">Forat-Yazdi et al., 2016</xref>).</p>
<p>In a study on the influence of <italic>RFC1</italic> SNPs and haplotypes on HD-MTX-induced toxicities in 88 adolescents and children with ALL, authors revealed that the rs2838958&#xa0;TT genotype were more likely to develop mucositis in patients, compared to carriers with at least one rs2838958&#xa0;C allele, and haplotype TGTTCCG (H4) notably decreased the risk of adverse events in response to HD-MTX therapy (<xref ref-type="bibr" rid="B47">Kotnik et al., 2017</xref>). Collectively, the limited sample size may be one reason for the inconsistencies in the studies published to date.</p>
<p>The <italic>SLCO1B1</italic> gene locates on chromosome 12 and encodes organic anion transporting polypeptide 1 (OATP1B1) (<xref ref-type="bibr" rid="B24">Ferrari et al., 2014</xref>). OATP1B1 is a genetically polymorphic influx transporter, that mainly expressed in the basolateral membrane of hepatocytes in the liver and plays an important role as a transporter protein for many endogenous compounds and drugs (<xref ref-type="bibr" rid="B68">Niemi et al., 2011</xref>).</p>
<p>A study conducted by Lopez-Lopez et al. showed that patients with the rs4149081 AA genotype and rs11045879 CC genotype were related to higher MTX plasma levels in 115 Spanish pediatric B-ALL patients receiving HD-MTX. Thus, this may be a reliable tool for detecting MTX clearance in low-risk patients to avoid MTX-related toxicity (<xref ref-type="bibr" rid="B58">Lopez-Lopez et al., 2011</xref>). In later studies, Li et al. analyzed a correlation between two polymorphisms (rs4149081 and rs11045879) in the <italic>SLCO1B1</italic> gene and MTX plasma concentration in 280 Chinese pediatric B-ALL patients, they also indicated that the rs11045879 CC genotype or the rs4149081 AA genotype was associated with high-MTX plasma concentrations (<xref ref-type="bibr" rid="B51">Li J. et al, 2015</xref>).</p>
<p>Besides, other <italic>SLCO1B1</italic> variants, such as the 521T&#x3e;C polymorphism (SNP; rs4149056) was associated with HD-MTX clearance in childhood ALL in genome-wide association studies (GWASs), they found the clearance rate of the rs4149056 CC genotype was lower than that of the TT genotype (<xref ref-type="bibr" rid="B76">Ramsey et al., 2012</xref>; <xref ref-type="bibr" rid="B75">Ramsey et al., 2013</xref>). Further, a recent study also showed that the <italic>SLCO1B1</italic> 521T&#x3e;C mutation reduced MTX clearance. The 521T&#x3e;C genotype also acted on the 388A&#x3e;G (SNP; rs2306283) variant and was associated with increased clearance of the 388G allele only when the 521T&#x3e;C genotype was stratified (<xref ref-type="bibr" rid="B80">Schulte et al., 2021</xref>). Taken together, <italic>SLCO1B1</italic> variants were universally associated with MTX clearance, as differences MTX clearance has been significantly correlated with drug-induced toxicity and efficacy, especially the <italic>SLCO1B1</italic> rs11045879 CC genotype and rs4149081 AA genotype are associated with high MTX plasma concentrations and low MTX clearance. These results suggest that the <italic>SLCO1B1</italic> gene polymorphisms is a satisfactory genetic predictor of MTX plasma concentrations and MTX clearance.</p>
</sec>
<sec id="s2-2">
<title>The ATP-binding cassette family</title>
<p>ABCB1 is known as a multidrug-resistant protein. The <italic>ABCB1</italic> gene is located on chromosome 7 and encodes for P-glycoprotein (P-gp), a membrane transporter that is a member of the ATP-binding cassette (ABC) superfamily (<xref ref-type="bibr" rid="B45">Juliano and Ling, 1976</xref>). ABCB1 is expressed in the liver, kidneys, and gastrointestinal tract (<xref ref-type="bibr" rid="B85">Uhl&#xe9;n et al., 2015</xref>). A meta-analysis indicated that there is statistical evidence that the ABCB1 polymorphism is related to an increased risk of ALL in Asians (<xref ref-type="bibr" rid="B97">Zhang et al., 2015</xref>). Zaruma-Torres et al. found that the <italic>ABCB1</italic> 1936A&#x3e;G and 2107A&#x3e;G polymorphisms were not associated with MTX adverse reactions (ADRs), but there was a protective effect for myelosuppression from the <italic>ABCB1</italic> 1236T&#x3e;C (rs1128503) polymorphisms (<xref ref-type="bibr" rid="B96">Zaruma-Torres et al., 2015</xref>). A recent study by Mohammad indicated that higher concentrations of plasma MTX occurred in those with the <italic>ABCB1</italic> rs1045642 polymorphism CT genotype. They also showed that the <italic>ABCB1</italic> rs 1045642 CT and TT genotypes had a poorer event-free survival (EFS) than patients harboring CC genotype (<xref ref-type="bibr" rid="B22">Esmaili et al., 2020</xref>). However, in another study, Cheng et al. failed to find a correlation between MTX plasma levels and the <italic>ABCB1</italic> rs1045642 and rs1128503 polymorphic variants (<xref ref-type="bibr" rid="B10">Cheng et al., 2021</xref>).</p>
<p>ABCG2 protein is encoded by ABCG2 gene. It is second member of the ABC transporter G subfamily, which is known as breast cancer resistance protein (BCRP), and overexpression of ABCG2 in tumor cell lines <italic>in vitro</italic> has been shown to induce resistance to several anticancer drugs, including MTX (<xref ref-type="bibr" rid="B88">Wang et al., 2011</xref>).It is a transmembrane protein made up of 665 amino acids (<xref ref-type="bibr" rid="B77">Robey et al., 2009</xref>). ABCG2 protein is broadly expressed in the gastrointestinal tract, liver, kidney, and brain endothelium and play an important role in efflux, including the excretion of xenobiotics such as chemotherapeutic agents from cells (<xref ref-type="bibr" rid="B98">Zhang et al., 2018</xref>). Mesallamy et al. examined the effect of the <italic>ABCG2</italic> 421C&#x3e;A (rs2231142) mutation on plasma levels of MTX in Egyptian pediatric ALL patients, and they showed that there was no correlation between the <italic>ABCG2</italic> 421C&#x3e;A and MTX plasma levels (<xref ref-type="bibr" rid="B20">El Mesallamy et al., 2014</xref>). However, another study reported that the <italic>ABCG2</italic> 421C&#x3e;A genotype is associated with higher MTX plasma levels (<xref ref-type="bibr" rid="B22">Esmaili et al., 2020</xref>). Based on all of the above studies, these inconsistent results may be due to different sample sizes and SNP selection criteria.</p>
</sec>
</sec>
<sec id="s3">
<title>Gene polymorphisms in the folate pathway</title>
<sec id="s3-1">
<title>Folylpolyglutamate synthetase and gamma-glutamyl hydrolase</title>
<p>It is widely known that the pharmacological activity of MTX is determined by its intracellular concentration and retention time (<xref ref-type="bibr" rid="B61">Masson et al., 1996</xref>). Some studies have exhibited that the activities of FPGS and GGH real-time determine the intracellular concentration of MTX (<xref ref-type="bibr" rid="B90">Wang et al., 2014</xref>). First, MTX is rapidly converted to MTX-PGs by FPGS, and GGH then turns long-chain MTX-PGs into short-chain MTX-PGs by removing polyglutamates and eventually into MTX, which is released from the cells into the bloodstream (<xref ref-type="bibr" rid="B86">van der Straaten et al., 2007</xref>). Liu et al. found that the FPGS rs1544105 polymorphism may affect the treatment outcome of BCP-ALL patients by influencing the expression of FPGS, but the rs1544105 polymorphism was not shown to be associated with any MTX-induced toxicity (<xref ref-type="bibr" rid="B55">Liu et al., 2013</xref>). In another study, the authors reported that the MTX plasma concentration of patients with the FPGS rs1544105 AA was considerably higher than that of patients with the FPGS rs1544105&#xa0;GA or GG after 24&#xa0;h of MTX treatment, but no differences were found after 44&#xa0;h (<xref ref-type="bibr" rid="B41">Huang et al., 2016</xref>). Moreover, the concentration of MTX in the FPGS rs1544105&#xa0;GG carriers was lower than that in GA or AA carriers, and the concentration of MTX in the GGH rs3758149 CC carriers was considerably lower than that in CT or TT carriers (<xref ref-type="bibr" rid="B90">Wang et al., 2014</xref>). Given all of that, these data suggested that the FPGS and GGH polymorphisms are associated with MTX plasma concentrations and that detecting their genotype may guide the dosage of MTX to reduce MTX-induced toxicity.</p>
</sec>
<sec id="s3-2">
<title>Dihydrofolate reductase</title>
<p>DHFR is a key enzyme in the midst of thymidylate synthesis. It catalyzes the reduction of folic acid to dihydrofolate (DHF) and also converts DHF to tetrahydrofolate (THF) (<xref ref-type="bibr" rid="B66">Neradil et al., 2012</xref>). The major mechanism of MTX action is the suppression of dihydrofolate reductase encoded by the <italic>DHFR</italic> gene (<xref ref-type="bibr" rid="B43">Jekic et al., 2016</xref>). However, only a few ALL studies have examined the relationships between DHFR and MTX-induced adverse effects. Alessia et al. reported that homozygosity of the 19-bp deleted allele of DHFR significantly increased hepatotoxicity in adult ALL (<xref ref-type="bibr" rid="B70">Ongaro et al., 2009</xref>). Ceppi et al. analyzed the genotypes of six tag polymorphisms and the resulting haplotypes for a link with ALL outcome. They found that the DHFR SNPs A-680C, A-317G and C-35T with the lowest EFS in childhood ALL high-risk patients, and there was a remarkably higher risk of events for carriers of haplotype <italic>&#x2a;1</italic> compared with noncarriers and a lower likelihood of EFS (<xref ref-type="bibr" rid="B7">Ceppi et al., 2018</xref>).</p>
<p>In another study, the authors revealed that the intergenic SNP rs1382539 located in the DHFR regulatory element was related to increased levels of short-chain MTX-PGs due to inhibition of enhancer activity (<xref ref-type="bibr" rid="B84">Tulstrup et al., 2020</xref>). Collectively, the DHFR polymorphisms may be associated with reduced EFS and increased MTX plasma levels, but no consistent results have supported the association of the DHFR polymorphism with MTX-induced toxicity.</p>
</sec>
<sec id="s3-3">
<title>Thymidylate synthase</title>
<p>TYMS is an enzyme participated in the <italic>de novo</italic> biosynthesis of purines and deoxythymidylate, that the enzyme is directly inhibited by MTX-PGs (<xref ref-type="bibr" rid="B26">Fotoohi et al., 2004</xref>). It catalyzes dUMP into dTMP and 5,10-methylene-THF into DHF(<xref ref-type="bibr" rid="B65">Muralidharan et al., 2017</xref>). Three common polymorphisms in the <italic>TYMS</italic> gene have been reported, that including different repetitions of a 28-nucleotide region (rs34743033; 2R3R), a G&#x3e;C exchange in the 12th nucleotide in the second repetition of the 3R allele, and a 6-bp deletion in the 3&#x27; untranslated region (UTR) (3&#x27;UTR 6-bp ins/del, rs16430) (<xref ref-type="bibr" rid="B54">Lincz et al., 2007</xref>). In a study that enrolled 117 pediatric patients with ALL, the researchers found that the <italic>TYMS</italic> 6-bp deletion and 2R3R polymorphism were not related to MTX-induced oral mucositis (<xref ref-type="bibr" rid="B71">Oosterom et al., 2018</xref>).</p>
<p>In addition, a recent study reported an increased risk of vomiting for those with the 2R3R genotype of the <italic>TYMS</italic> gene and vomiting and hepatotoxicity for those with the homozygous 3R allele (<xref ref-type="bibr" rid="B14">Cwiklinska et al., 2020</xref>). These results regarding the effect of <italic>TYMS</italic> gene polymorphisms on producing different MTX-induced toxicity are controversial.</p>
</sec>
<sec id="s3-4">
<title>Methylenetetrahydrofolate reductase</title>
<p>MTHFR is an enzyme that irreversible converts 5,10-CH<sub>2</sub>-THF, which is essential for purine and thymidine synthesis, into 5-CH-THF, which is essential for protein synthesis and nucleic acid methylation (<xref ref-type="bibr" rid="B57">Lopez-Lopez et al., 2013</xref>). The changes of MTHFR activity can modify folate pools <italic>in vivo</italic>, and then alter the response of normal and malignant cells on MTX-induced toxicity (<xref ref-type="bibr" rid="B15">De Mattia et al., 2009</xref>). Due to MTHFR plays a critical role in intracellular folate homeostasis and metabolism, there has been considerable research on MTHFR. The <italic>MTHFR</italic> gene is located on 1p36.3, and its most common SNP are the C677T (rs1801133) and the A1298C (rs1801131), the former polymorphism results in the substitution of alanine by valine and the latter polymorphism results in the substitution of glutamate by alanine (<xref ref-type="bibr" rid="B44">Jokic et al., 2011</xref>). Both mutations inhibited MTHFR activity but the A1298C to a lesser degree than the C677T polymorphism (<xref ref-type="bibr" rid="B8">Chen et al., 2002</xref>).Zhao et al. revealed that the MTHFR C677T polymorphism did not affect MTX plasma levels, but was positively correlated with the risk of MTX-induced all grades and severe liver and gastrointestinal toxicity in Caucasians (<xref ref-type="bibr" rid="B99">Zhao et al., 2016</xref>). Another study by Han et al. showed that with respect to the MTHFR A1298C, there was a significantly lower frequency of hematopoietic toxicity in patients with CC and AC genotypes as compared to patients with the AA genotype. There was a significantly higher risk of hematopoietic toxicity for patients with the MTHFR rs1801133T allele as compared with those with the CC genotype (<xref ref-type="bibr" rid="B35">Han et al., 2021</xref>).</p>
<p>However, Er&#x10d;ulj et al. indicated that the MTHFR polymorphisms were not associated with HD-MTX-induced toxicity, but MTHFR 677C&#x3e;T-TYMS 2R3R and MTHFD1 1958G&#x3e;A-MTHFR 677C&#x3e;T interactions were remarkablely associated with decreased HD-MTX-related toxicity (<xref ref-type="bibr" rid="B21">Erculj et al., 2012</xref>). In addition, a meta-analysis of the <italic>MTHFR</italic> C677T and A1298C polymorphisms was conducted for Asian, Caucasian, pediatric, and adult patients. The MTHFR C677T allele increased the odds of myelosuppression, oral mucositis, gastrointestinal, skin toxicity, and hepatotoxicity, and the <italic>MTHFR</italic> A1298C mutation may be related to reduced risk of skin toxicity and leukopenia (<xref ref-type="bibr" rid="B5">Campbell et al., 2016</xref>). Together, these data indicated that the MTHFR C677T polymorphism may be positively associated with the risk of MTX-related severe toxicity and the MTHFR A1298C polymorphism may be associated with reduced risk of MTX-related toxicity.</p>
</sec>
<sec id="s3-5">
<title>Methylenetetrahydrofolate dehydrogenase</title>
<p>The trifunctional enzyme MTHFD1 catalyzes THF reduction, which results in analogous 10-formyl, 5,10-methenyl, and 5,10-methylene derivatives, which are important cofactors for methionine, thymidylate, and <italic>de novo</italic> purine synthesis (<xref ref-type="bibr" rid="B49">Krajinovic, 2008</xref>). The common SNP is the 1958G&#x3e;A (rs2236225) polymorphism, which leads to conserved amino acid substitution with Arg653Gln in the 10-formyl-THF synthetase domain of the MTHFD1 complex and thus decreased enzyme activity (<xref ref-type="bibr" rid="B12">Christensen et al., 2009</xref>). Er&#x10d;ulj et al. found that the MTHFD1 1958A allele notably decreased the odds of hepatotoxicity in 167 ALL children (<xref ref-type="bibr" rid="B21">Erculj et al., 2012</xref>). Furthermore, Csordas et al. analyzed 63 SNPs of 14 genes and showed that the <italic>SLC19A1, MTR</italic> and <italic>MTHFD1</italic> gene variants were proven to be related to the progression of acute toxicity after HD-MTX treatment, among them the MTHFD1 rs2236225 showed potential for reduced hepatotoxicity (<xref ref-type="bibr" rid="B13">Csordas et al., 2014</xref>).</p>
</sec>
<sec id="s3-6">
<title>Methyltransferase and 5-methylenetetrahydrofolate-homocysteine methyltransferase reductase</title>
<p>MTR catalyzes the methylation of homocysteine to methionine, which uses 5-methyl-THF as a methyl donor and cobalamin (vitamin B12) as a cofactor. After a period of time the cobalamin (I) cofactor of MTR is oxidized to form cobalamin (II), leading to inactivation of MTR, and MTRR oxidized cobalamin (II) to CH3-cobalamin (III) to restore MTR activity by reductive methylation (<xref ref-type="bibr" rid="B53">Li W. X. et al, 2015</xref>). The MTR gene is positioned at 1q43. The MTR A2756G (rs1805087) polymorphism causes the substitution from aspartic acid to glycine at codon 919 (D919G) and may change enzymatic activity (<xref ref-type="bibr" rid="B36">Harmon et al., 1999</xref>; <xref ref-type="bibr" rid="B62">Matsuo et al., 2002</xref>). Nikbakht et al. found that there were no significant differences for the MTR A2756G genotypes or the MTHFR (C677T and A1298C) polymorphisms and their interaction between patients and controls. No correlations between SNPs of the <italic>MTR</italic> gene and risk of ALL were observed (<xref ref-type="bibr" rid="B69">Nikbakht et al., 2012</xref>). A review performed to determine whether the MTR A2756G polymorphisms can individually reduce the risk of childhood ALL remained inconclusive, and further investigation is required (<xref ref-type="bibr" rid="B52">Li et al., 2014</xref>).</p>
<p>The <italic>MTRR</italic> gene A66G polymorphism (5p15.31a, rs1801394) leads to the substitution of isoleucine with methionine at codon 22 (<xref ref-type="bibr" rid="B50">Leclerc et al., 1998</xref>; <xref ref-type="bibr" rid="B92">Wilson et al., 1999</xref>).The MTRR polymorphisms have been less studied (<xref ref-type="bibr" rid="B33">Han et al., 2012</xref>). It should be noted that Kotnik et al. did not find an association between MTX-related toxicity and the genotype MTRR 66A&#x3e;G (<xref ref-type="bibr" rid="B23">Faganel Kotnik et al., 2011</xref>). The analysis from another study indicated that the MTRR rs1801394 (A66G) and rs1532268 (C524T) genetic polymorphisms were not associated with acute leukemia (<xref ref-type="bibr" rid="B3">Amigou et al., 2012</xref>). However, one study showed that the rs1801394 (AG and GG) variants were related to lower MTX concentration at 24&#xa0;h as compared to AA wild types (<xref ref-type="bibr" rid="B16">den Hoed et al., 2015</xref>).</p>
</sec>
<sec id="s3-7">
<title>ATIC</title>
<p>Aminoimidazole carboxamide adenosine ribonucleotide (AICAR) transformylase (ATIC) is the enzyme that converts AICAR into formyl-AICAR (FAICAR) in the <italic>de novo</italic> purine synthesis pathway. It can be directly inhibited by MTX-PGs, leading to intracellular accumulation of AICAR (<xref ref-type="bibr" rid="B17">Dervieux et al., 2004</xref>). Park et al. assessed correlations between the ATIC 347C&#x3e;G polymorphism and HD-MTX-induced toxicities. They reported that there were no correlations between the 347C&#x3e;G polymorphism of ATIC and HD-MTX-induced adverse events (<xref ref-type="bibr" rid="B72">Park and Shin, 2016</xref>). Additionally, no significance for ATIC was found in the GWAS related to MTX clearance (<xref ref-type="bibr" rid="B76">Ramsey et al., 2012</xref>). These results suggested that no correlations between the ATIC 347C&#x3e;G polymorphism and MTX-induced toxicity and MTX clearance.</p>
</sec>
<sec id="s3-8">
<title>Gene polymorphisms in cell development</title>
<p>The AT-rich interactive domain (ARID) 5&#xa0;B (<italic>ARID5B</italic>) gene encodes one of the transcription factors ARID family that play an important role in embryonic development and growth regulation (<xref ref-type="bibr" rid="B32">Gutierrez-Camino et al., 2013</xref>). It is reported that the <italic>ARID5B</italic> gene is a novel susceptibility factor for pediatric B-cell ALL (<xref ref-type="bibr" rid="B38">Healy et al., 2010</xref>). As a result, it has been shown that some ARID5B SNPs were related to increased susceptibility to ALL in females as compared to males and <italic>vice versa</italic>. And that, there was a higher risk for pediatric ALL with the <italic>ARID5B</italic> haplotype block CGAACACAA (<xref ref-type="bibr" rid="B2">Al-Absi et al., 2017</xref>).</p>
<p>In addition, Wang et al. indicated that the ARID5B SNPs were associated with higher MTX-PGs levels in B lymphocytes, which provides a possible explanation for the stronger response of B-ALL to MTX (<xref ref-type="bibr" rid="B89">Wang et al., 2020</xref>).Csordas et al. found that the ARID5B rs4948502, rs4948496, and rs4948487 were associated with MTX serum levels and there were significant associations between hepatotoxicity and the ARID5B rs4948502 in patients who received 5&#xa0;g/m<sup>2</sup> MTX (<xref ref-type="bibr" rid="B13">Csordas et al., 2014</xref>). Further, a meta-analysis indicated that the <italic>ARID5B</italic> variants rs10821936, rs10994982, and rs7089424 were significantly related to the increased risk of childhood ALL (<xref ref-type="bibr" rid="B94">Yang et al., 2019</xref>). Collectively, the <italic>ARID5B</italic> variants were related to MTX serum levels and the increased risk of childhood ALL. Further studies with a larger sample size and functional studies are required to ascertain the variants of the <italic>ARID5B</italic> gene polymorphism and their impacts on increased ALL risk or toxicity.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>Conclusion</title>
<p>In this review, we focused on the relevance of MTX-related metabolic gene polymorphisms (SLC family, ABC transporter, FPGS, GGH, DHFR, TYMS, MTHFR, MTHFD1, MTR, MTRR, ATIC, and ARID5B) to MTX plasma levels and MTX-induced toxicity (<xref ref-type="table" rid="T1">Table 1</xref>). Thus far, it is universally accepted that the SLCO1B1 polymorphisms are associated with MTX-related toxicity and increased clearance as well as decreased clearance. The <italic>ARID5B</italic> variants were significantly associated with an increased risk of pediatric ALL. Therefore, the association of <italic>SLCO1B1</italic> and <italic>ARID5B</italic> gene polymorphisms with plasma levels of MTX and MTX-related toxicity is important and should probably be evaluated prior to HD-MTX therapy.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Gene polymorphisms and their correlation with MTX plasma levels and MTX-induced toxicities.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">SNP</th>
<th align="left">Variant (genotype)</th>
<th align="left">Toxicity</th>
<th align="left">MTX plasma concentration</th>
<th align="left">MTX clearance</th>
<th align="left">References</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">
<italic>RFC1</italic> rs1051266</td>
<td align="left">G&#x3e;A</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left"/>
<td align="left">
<xref ref-type="bibr" rid="B11">Chiusolo et al., (2012)</xref>; <xref ref-type="bibr" rid="B25">Forat-Yazdi et al., (2016)</xref>
</td>
</tr>
<tr>
<td align="left"/>
<td align="left">AA</td>
<td align="left">&#x2191; Bone marrow toxicity</td>
<td align="left"/>
<td align="left"/>
<td align="left">
<xref ref-type="bibr" rid="B31">Gregers et al. (2010)</xref>
</td>
</tr>
<tr>
<td align="left"/>
<td align="left">GG</td>
<td align="left">&#x2191; Liver toxicity</td>
<td align="left"/>
<td align="left"/>
<td align="left">
<xref ref-type="bibr" rid="B31">Gregers et al. (2010)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>RFC1</italic> rs2838958</td>
<td align="left">TT</td>
<td align="left">&#x2191; Mucositis</td>
<td align="left"/>
<td align="left"/>
<td align="left">
<xref ref-type="bibr" rid="B47">Kotnik et al. (2017)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>SLCO1B1</italic> rs11045879</td>
<td align="left">CC</td>
<td align="left">&#x2191;</td>
<td align="left">&#x2191;</td>
<td align="left">&#x2193;</td>
<td align="left">
<xref ref-type="bibr" rid="B58">Lopez-Lopez et al., (2011)</xref>; <xref ref-type="bibr" rid="B51">Li J et al., (2015)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>SLCO1B1</italic> rs4149081</td>
<td align="left">AA</td>
<td align="left">&#x2191;</td>
<td align="left">&#x2191;</td>
<td align="left">&#x2193;</td>
<td align="left">
<xref ref-type="bibr" rid="B58">Lopez-Lopez et al., (2011)</xref>; <xref ref-type="bibr" rid="B51">Li J et al., (2015)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>SLCO1B1</italic> rs4149056</td>
<td align="left">T&#x3e;C</td>
<td align="left">&#x2014;</td>
<td align="left"/>
<td align="left">&#x2193;</td>
<td align="left">
<xref ref-type="bibr" rid="B76">Ramsey et al., 2012</xref>; <xref ref-type="bibr" rid="B75">Ramsey et al., 2013</xref>; <xref ref-type="bibr" rid="B80">Schulte et al., 2021</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>SLCO1B1</italic> rs2306283</td>
<td align="left">A&#x3e;G</td>
<td align="left">&#x2014;</td>
<td align="left"/>
<td align="left">&#x2191;</td>
<td align="left">
<xref ref-type="bibr" rid="B80">Schulte et al. (2021)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>ABCB1</italic> rs1128503</td>
<td align="left">T&#x3e;C</td>
<td align="left">&#x2193;Myelosuppression</td>
<td align="left"/>
<td align="left"/>
<td align="left">
<xref ref-type="bibr" rid="B96">Zaruma-Torres et al., (2015)</xref>; <xref ref-type="bibr" rid="B93">Wojtuszkiewicz et al., (2015)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>ABCB1</italic> rs1045642</td>
<td align="left">C&#x3e;T</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2191;/&#x2014;</td>
<td align="left"/>
<td align="left">
<xref ref-type="bibr" rid="B22">Esmaili et al. (2020)</xref>; <xref ref-type="bibr" rid="B93">Wojtuszkiewicz et al., (2015)</xref>
</td>
</tr>
<tr>
<td align="left"/>
<td align="left">CT</td>
<td align="left">&#x2014;</td>
<td align="left"/>
<td align="left"/>
<td align="left">
<xref ref-type="bibr" rid="B22">Esmaili et al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left"/>
<td align="left">TT</td>
<td align="left">&#x2014;</td>
<td align="left"/>
<td align="left"/>
<td align="left">
<xref ref-type="bibr" rid="B22">Esmaili et al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">ABCG2 rs2231142</td>
<td align="left">C&#x3e;A</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2191;/&#x2014;</td>
<td align="left"/>
<td align="left">
<xref ref-type="bibr" rid="B22">Esmaili et al. (2020)</xref>; <xref ref-type="bibr" rid="B20">El Mesallamy et al., (2014)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>FPGS</italic> rs1544105</td>
<td align="left">G&#x3e;A</td>
<td align="left">&#x2014;</td>
<td align="left"/>
<td align="left"/>
<td align="left">
<xref ref-type="bibr" rid="B55">Liu et al. (2013)</xref>
</td>
</tr>
<tr>
<td align="left"/>
<td align="left">AA</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2191;</td>
<td align="left"/>
<td align="left">
<xref ref-type="bibr" rid="B41">Huang et al. (2016)</xref>
</td>
</tr>
<tr>
<td align="left"/>
<td align="left">GG</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2193;</td>
<td align="left"/>
<td align="left">
<xref ref-type="bibr" rid="B90">Wang et al. (2014)</xref>
</td>
</tr>
<tr>
<td align="left">GGH rs3758149</td>
<td align="left">CC</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2193;</td>
<td align="left"/>
<td align="left">
<xref ref-type="bibr" rid="B90">Wang et al. (2014)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>MTHFR</italic> rs1801133</td>
<td align="left">C&#x3e;T</td>
<td align="left">&#x2191; Hepatic and gastrointestinal toxicities/&#x2014;</td>
<td align="left"/>
<td align="left"/>
<td align="left">
<xref ref-type="bibr" rid="B99">Zhao et al., (2016)</xref>; <xref ref-type="bibr" rid="B21">Erculj et al., (2012)</xref>; <xref ref-type="bibr" rid="B5">Campbell et al., (2016)</xref>
</td>
</tr>
<tr>
<td align="left"/>
<td align="left">TT</td>
<td align="left">&#x2191; Hematopoietic toxicity</td>
<td align="left"/>
<td align="left"/>
<td align="left">
<xref ref-type="bibr" rid="B22">Esmaili et al., (2020)</xref>; <xref ref-type="bibr" rid="B35">Han et al., (2021)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>MTHFR</italic> rs1801131</td>
<td align="left">A&#x3e;C</td>
<td align="left">&#x2193; Skin toxicity</td>
<td align="left"/>
<td align="left"/>
<td align="left">
<xref ref-type="bibr" rid="B5">Campbell et al., (2016)</xref>
</td>
</tr>
<tr>
<td align="left"/>
<td align="left">AC</td>
<td align="left">&#x2193;Hematopoietic toxicity</td>
<td align="left"/>
<td align="left"/>
<td align="left">
<xref ref-type="bibr" rid="B11">Chiusolo et al., (2012)</xref>; <xref ref-type="bibr" rid="B5">Campbell et al., (2016)</xref>
</td>
</tr>
<tr>
<td align="left"/>
<td align="left">CC</td>
<td align="left">&#x2193; Hepatotoxicity</td>
<td align="left"/>
<td align="left"/>
<td align="left">
<xref ref-type="bibr" rid="B11">Chiusolo et al., (2012)</xref>;</td>
</tr>
<tr>
<td align="left">
<italic>MTHFD1</italic> rs2236225</td>
<td align="left">G&#x3e;A</td>
<td align="left">&#x2193;Hepatotoxicity</td>
<td align="left"/>
<td align="left"/>
<td align="left">
<xref ref-type="bibr" rid="B21">Erculj et al., (2012)</xref>; <xref ref-type="bibr" rid="B13">Csordas et al., (2014)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>ARID5B</italic> rs4948502</td>
<td align="left">C&#x3e;T</td>
<td align="left">&#x2191;</td>
<td align="left">&#x2191;</td>
<td align="left"/>
<td align="left">
<xref ref-type="bibr" rid="B13">Csordas et al., (2014)</xref>; <xref ref-type="bibr" rid="B89">Wang et al., (2020)</xref>
</td>
</tr>
<tr>
<td align="left"/>
<td align="left"/>
<td align="left">Hepatotoxicity</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td colspan="6" align="left">&#x2191;, increase; &#x2193;, decrease; &#x2014;, no correlation.</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Although there have been numerous studies on the relationship between individual differences in MTX toxicity caused by changes in SNPs in these genes, unfortunately, no clear predictors have been identified. The reasons for this disappointing result include small or nonhomogeneous sample size; patient age, gender, and race; the use of non-objective toxicity markers; and different treatment options such as MTX dose and rescue time. The effect of other genetic and biochemical factors should be also considered. Gene-gene and gene-environment interactions will also influence the clinical outcome. The use of HD-MTX with other chemotherapeutic agents (doxorubicin, cyclophosphamide, and cytarabine) may also cause the MTX-related toxicities in patients. Therefore, considering race, age, and other factors, future work will focus on identifying the exact predictors of HD-MTX-induced toxicity in ALL.</p>
</sec>
</body>
<back>
<sec id="s5">
<title>Author contributions</title>
<p>MX: Writing original draft; SW: collect data and materials; YW: Writing Review and Editing; YZ: project administration; XW and CW: conceptualization and data cure; XL: sorting out materials to point out key contents; CH: revised the manuscript and funding acquisition; FH: Supervision and funding acquisition.</p>
</sec>
<sec id="s6">
<title>Funding</title>
<p>This study was supported by The Project of the Education Department of Jilin Province (JJKH20220462KJ) and the Starting fund for doctoral research of Jilin Medical University (JYBS2021013LK).</p>
</sec>
<ack>
<p>We thank LetPub (<ext-link ext-link-type="uri" xlink:href="http://www.letpub.com">www.letpub.com</ext-link>) for its linguistic assistance during the preparation of this manuscript.</p>
</ack>
<sec sec-type="COI-statement" id="s7">
<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="s8">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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