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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">1510890</article-id>
<article-id pub-id-type="doi">10.3389/fphar.2025.1510890</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Pharmacology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Influence of the <italic>ABCB1-rs1045642</italic> gene polymorphism on blood drug concentration in voriconazole-treated patients with severe invasive fungal infection</article-title>
<alt-title alt-title-type="left-running-head">Zhang 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.2025.1510890">10.3389/fphar.2025.1510890</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Qian</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2836142/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gao</surname>
<given-names>Xing</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3006559/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Lv</surname>
<given-names>Dongmei</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3006544/overview"/>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Xuzhou Medical University</institution>, <addr-line>Xuzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Second Affiliated Hospital of Xuzhou Medical University</institution>, <addr-line>Xuzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Affiliated Hospital of Xuzhou Medical University</institution>, <addr-line>Xuzhou</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/266676/overview">Yurong Lai</ext-link>, Gilead, United States</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/1088492/overview">Zoran Todorovic</ext-link>, University of Belgrade, Serbia</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2177761/overview">Fenglei Huang</ext-link>, Boehringer Ingelheim, Germany</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/352957/overview">Sarah Allegra</ext-link>, San Luigi Gonzaga University Hospital, Italy</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Dongmei Lv, <email>492613643@qq.com</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>28</day>
<month>03</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1510890</elocation-id>
<history>
<date date-type="received">
<day>14</day>
<month>10</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>26</day>
<month>02</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Zhang, Gao and Lv.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Zhang, Gao and Lv</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>This study aimed to investigate the impact of the <italic>ABCB1-rs1045642</italic> gene polymorphism on the blood drug concentrations of voriconazole in patients with severe invasive fungal infections. A total of 101 patients treated with voriconazole were enrolled in this study. Polymerase chain reaction and Sanger sequencing were used to detect the genotype of <italic>ABCB1-rs1045642</italic>, and enzyme amplified immunoassay was used to detect the plasma trough concentration of voriconazole. We analyzed the impacts of patient genotype and the minimum concentration of voriconazole as well as investigated the treatment efficacy and rates of adverse reactions in patients with different genotypes. All subjects received standard-dose voriconazole treatment for 1 week, and the mean plasma concentration was found to be 4.5 (3.10, 6.90) mg/L. Three genotypes of <italic>ABCB1-rs1045642</italic> were found in the study cohort, namely, wild type (CC type), heterozygous mutant type (CT type), and homozygous mutant type (TT type). There were 18 TT, 48 CT, and 35 CC type cases. Patients with different genotype groups and varying plasma trough concentrations did not differ statistically significantly in terms of the treatment efficacy or incidence of adverse events. Voriconazole plasma concentrations differed significantly among patients of different genders and <italic>ABCB1-rs1045642</italic> genotypes. By incorporating gender into the multiple regression model, the regression equations were obtained as C1 &#x3d; 6.09&#x2013;1.33&#xd7;Gender (male &#x3d; 0, female &#x3d; 1)-0.47&#xd7; X1 (X1: T/T &#x3d; 1, non-T/T &#x3d; 0) and C2 &#x3d; 6.09&#x2013;1.33&#xd7;Gender (male &#x3d; 0, female &#x3d; 1)-0.94&#xd7;X1 (X1: T/T &#x3d; 1, non-T/T &#x3d; 0). The <italic>ABCB1-rs1045642</italic> genotype was not found to affect voriconazole plasma trough concentrations in patients with invasive fungal infections admitted to the intensive care unit.</p>
</abstract>
<kwd-group>
<kwd>
<italic>ABCB1-rs1045642</italic>
</kwd>
<kwd>gene polymorphism</kwd>
<kwd>inheritance</kwd>
<kwd>voriconazole</kwd>
<kwd>blood concentration</kwd>
<kwd>invasive fungal infection</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Drug Metabolism and Transport</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>The mortality rates of invasive fungal infections (IFIs) in patients in the intensive care unit (ICU) are quite high and second only to those of patients with hematological cancers. ICU patients are particularly vulnerable to IFIs (<xref ref-type="bibr" rid="B5">Enoch et al., 2017</xref>). At present, the most commonly used antifungal drug in clinical practice is triazole voriconazole, but it was found that there were large differences in the therapeutic effects on different patients during its use. Different factors, such as age, gender, body mass index (BMI), <italic>CYP2C19</italic> gene polymorphism, liver disease, inflammation, and drug interactions, could contribute to this interindividual variability (<xref ref-type="bibr" rid="B2">Allegra et al., 2018</xref>). The same dose of treatment has been reported to produce uneven therapeutic effects, and some patients may even have adverse reactions of varying severity (<xref ref-type="bibr" rid="B16">Schulz et al., 2019</xref>). When voriconazole is administered to an adult at doses exceeding 3&#xa0;mg/kg q12h by intravenous infusion, it exhibits non-linear pharmacokinetic properties <italic>in vivo</italic> (<xref ref-type="bibr" rid="B14">Purkins et al., 2002</xref>; <xref ref-type="bibr" rid="B15">Rosanova et al., 2018</xref>). Significant variations in drug plasma exposure have been observed among patients (<xref ref-type="bibr" rid="B2">Allegra et al., 2018</xref>).</p>
<p>Genetically speaking, polymorphisms of the <italic>CYP2C19, CYP2C9</italic>, and <italic>CYP3A4</italic> genes are known to significantly influence the metabolism of voriconazole (<xref ref-type="bibr" rid="B11">Owusu Obeng et al., 2014</xref>). Among these, the loss-of-function alleles of <italic>CYP2C19</italic>, such as <italic>&#x2a;2</italic> and <italic>&#x2a;3,</italic> can retard metabolism and increase the blood drug concentration. This is particularly evident in Asian populations; owing to the high frequencies of these loss-of-function alleles in Asian populations, their plasma drug concentrations are more likely to be elevated. The single-nucleotide polymorphism (SNP) of the transporter gene <italic>ABCB1-rs1045642</italic> can alter the functions of P-glycoproteins (P-gps) to affect the absorption and distribution of the drug, thereby changing the blood drug concentration. These genetic characteristics are of great significance for individualized uses of voriconazole and provide a basis for precise clinical medication (<xref ref-type="bibr" rid="B19">Zaini et al., 2020</xref>).</p>
<p>Recent studies have shown that SNPs of the <italic>ABCB1-rs1045642</italic> gene can impact P-gp functions or activities, which are closely linked to variations in the <italic>in vivo</italic> responses of different drugs (<xref ref-type="bibr" rid="B4">Cascorbi, 2011</xref>; <xref ref-type="bibr" rid="B13">Pramanik et al., 2014</xref>). The <italic>ABCB1-rs1045642</italic> gene polymorphisms are associated with voriconazole pharmacokinetics (<xref ref-type="bibr" rid="B18">Weiss et al., 2009</xref>; <xref ref-type="bibr" rid="B2">Allegra et al., 2018</xref>), whereby the voriconazole trough concentrations and <italic>ABCB1-rs1045642</italic> SNPs are linked (<xref ref-type="bibr" rid="B2">Allegra et al., 2018</xref>). The <italic>ABCB1</italic> gene polymorphism decreases the P-gp function, which in turn is associated with an increase in the plasma concentration of voriconazole by approximately 15%&#x2013;20% (<xref ref-type="bibr" rid="B3">Brossard et al., 2014</xref>).</p>
<p>The main purpose of this study was to determine whether the <italic>ABCB1-rs1045642</italic> gene polymorphism is associated with the blood drug concentrations of voriconazole in patients with severe IFIs. By understanding this relationship, we aim to provide a scientific basis for personalized dosing of voriconazole, which could improve the therapeutic efficacy and safety of voriconazole treatment in these patients.</p>
</sec>
<sec sec-type="patients|methods" id="s2">
<title>2 Patients and methods</title>
<sec id="s2-1">
<title>2.1 Patients and inclusion/exclusion criteria</title>
<p>A total of 101 patients were included in this study; these participants were diagnosed with an IFI between January 2023 and June 2024 by the departments of emergency critical care medicine and respiratory critical care medicine of the affiliated hospital of Xuzhou Medical University. <italic>The Guidelines for the Diagnosis and Treatment of Invasive Fungal Infection in Critically Ill Patients</italic> (<xref ref-type="bibr" rid="B17">Von Lilienfeld-Toal et al., 2019</xref>) was used as the foundation for the diagnostic criteria. The patient inclusion requirements are as follows:<list list-type="simple">
<list-item>
<p>(1) Patient should fulfill the necessary diagnostic requirements for an IFI.</p>
</list-item>
<list-item>
<p>(2) Patient must be at least 18&#xa0;years old.</p>
</list-item>
<list-item>
<p>(3) Patient should possess comprehensive clinical data.</p>
</list-item>
</list>
</p>
<p>Some exclusion criteria were also used on the study group members as follows:<list list-type="simple">
<list-item>
<p>(1) Severe hepatic or renal impairment.</p>
</list-item>
<list-item>
<p>(2) Failure to obtain a sample of plasma drug concentration.</p>
</list-item>
<list-item>
<p>(3) Concurrent or ongoing use of other antifungal medications.</p>
</list-item>
<list-item>
<p>(4) Contraindications to voriconazole.</p>
</list-item>
<list-item>
<p>(5) Use of medications that interfere with voriconazole metabolism.</p>
</list-item>
<list-item>
<p>(6) Nursing or pregnant patients.</p>
</list-item>
</list>
</p>
<p>The voriconazole treatment regimen was as follows: a loading dose of 6&#xa0;mg/kg q12h was administered initially as either intravenous drip or nasogastric administration; then, the maintenance dose of 4&#xa0;mg/kg q12h was administered starting from the second day (<xref ref-type="bibr" rid="B6">Jiang and Lin, 2024</xref>). This study was approved by the ethics committee of the Affiliated Hospital of Xuzhou Medical University (approval number: XYFY2023-KL481-01).</p>
</sec>
<sec id="s2-2">
<title>2.2 Determinations of voriconazole plasma concentration</title>
<sec id="s2-2-1">
<title>2.2.1 Testing instrument</title>
<p>The fully automatic biochemical analyzer from Alytech Group (model: Vivo-ProE) was used as the testing instrument in this study.</p>
</sec>
<sec id="s2-2-2">
<title>2.2.2 Plasma drug concentration determination</title>
<p>In this study, the voriconazole dosage was adjusted using prespecified algorithms based on voriconazole trough concentrations in the target range of 1&#x2013;5.5&#xa0;mg/mL (<xref ref-type="bibr" rid="B12">Pasqualotto et al., 2010</xref>), and the linear range of voriconazole was 0.5&#x2013;16&#xa0;&#x3bc;g/mL. The detection limit was 0.5&#xa0;&#x3bc;g/mL. On the morning of the third day of medication, the medical staff collected 2&#xa0;mL of fasting venous anticoagulated whole blood from each patient; then, 4&#xa0;&#xb5;L of the processed blood sample was used to perform enzyme amplification immunoassay, and the fully automatic biochemical analyzer at the Gene Testing Laboratory of Alytech Group was used to monitor the patient&#x2019;s blood drug concentration. Glucose 6-phosphate dehydrogenase (G6PDH) was labeled on the voriconazole molecule by enzyme amplified immunoassay. During measurement, voriconazole and G6PDH<italic>-</italic>labeled voriconazole were quantified in the samples bound to the anti-voriconazole antibody in the reagent through immunocompetition; however, the binding of the latter to the antibody resulted in a decrease in the activity of G6PDH. Thus, when voriconazole is present in the sample, the activity of G6PDH increases relatively, thereby converting the oxidized nicotinamide adenine dinucleotide (NAD<sup>&#x2b;</sup>) in the reagent to reduced nicotinamide adenine dinucleotide (NADH), which has a specific absorption peak at 340&#xa0;nm. The rate of change of NADH absorbance at this wavelength is proportional to the concentration of voriconazole in the sample, which then allows calculation of the concentration of voriconazole in the sample (<xref ref-type="bibr" rid="B10">Osipenko and Garkushina, 2022</xref>).</p>
</sec>
</sec>
<sec id="s2-3">
<title>2.3 Genotype detection</title>
<sec id="s2-3-1">
<title>2.3.1 Detection instrument</title>
<p>The polymerase chain reaction (PCR) amplifier (ABI 3730, Applied Biosystems, United States) was used as the detection instrument in this study.</p>
</sec>
<sec id="s2-3-2">
<title>2.3.2 Genotyping procedure</title>
<p>The remaining venous blood from each draw was used to extract the sample DNA with the Tiangen Blood Genomic DNA Extraction Kit (batch no. 20220321) based on manufacturer instructions. The amplification primers for the <italic>ABCB1-rs1045642</italic> gene were synthesized by Shanghai Shenggong Biotechnology Co., Ltd., and the amplification was achieved through PCR on the DNA samples. The primer sequences are as follows:<list list-type="simple">
<list-item>
<p>upstream primer: 5&#x2032;-TGT&#x200b;TTT&#x200b;CAG&#x200b;CTG&#x200b;CTT&#x200b;GAT&#x200b;GG-3&#x2032;</p>
</list-item>
<list-item>
<p>downstream primer: 5&#x2032;-AAG&#x200b;GCA&#x200b;TGT&#x200b;ATG&#x200b;TTG&#x200b;GCC&#x200b;TC-3&#x2032;</p>
</list-item>
<list-item>
<p>sequencing primer: 5&#x2032;-GGC&#x200b;CTC&#x200b;CTT&#x200b;TGC&#x200b;TGC-3&#x2032;</p>
</list-item>
</list>
</p>
<p>Shanghai Shenggong Company also assisted with performing the gene sequencing and PCR amplification using capillary electrophoresis and four-color fluorescent dye-labeled dideoxynucleoside triphosphates (ddNTPs) (terminator method). Here, a single-primer PCR sequencing was used to generate a single-stranded DNA mixture labeled with four distinct fluorescent dyes, where each differed by one base at the 3&#x2032; end. These PCR products were then subjected to capillary electrophoresis. Owing to their varying molecular sizes, their migration rates differed. As the DNA mixture passed through the capillary reading window, a charge-coupled device (CCD) camera detector captured the fluorescent signals sequentially. A grating was used to separate the emitted fluorescence based on color, where each color represented a specific base. The imaging process was synchronized with the CCD camera, and the analysis software automatically converted the fluorescence signals into DNA sequences to complete the sequencing. Based on the findings of the gene sequencing, the <italic>ABCB1-rs1045642</italic> genotypes were classified into three categories as CC, CT, and TT types.</p>
</sec>
</sec>
<sec id="s2-4">
<title>2.4 Voriconazole treatment efficacy and adverse reaction incidence</title>
<p>Data were collected from the patients, including their gender, age, BMI, diagnosis at admission, outcome, liver function, renal function, infection index, fungal G/GM tests, albumin level, as well as Acute Physiology and Chronic Health Evaluation II (APACHE-II) score. The adverse reactions of voriconazole include liver function damage, neurotoxicity, visual impairment (e.g., decreased visual acuity and blurred vision), skin reactions, and reactions related to intravenous infusion (e.g., phlebitis and pain at the infusion site). The efficacy of voriconazole treatment was determined according to the <italic>Guidelines for the Diagnosis and Treatment of Invasive Fungal Infections in Critically Ill Patients</italic> (<xref ref-type="bibr" rid="B17">Von Lilienfeld-Toal et al., 2019</xref>).</p>
</sec>
<sec id="s2-5">
<title>2.5 Statistical analysis</title>
<p>The tool used for data analysis was SPSS 27.0. The non-normal distribution data were expressed as median and interquartile range (IQR) [M (P25&#x2013;P75)], and non-parametric tests were used for the intergroup comparisons. The count data were expressed as cases (%), and the normally distributed measurement data were expressed as <inline-formula id="inf1">
<mml:math id="m1">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>x</mml:mi>
<mml:mo>&#xaf;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> <italic>&#xb1; s,</italic> where t-tests were used for the intergroup comparisons. In the two-tailed test, a <italic>p</italic>-value of less than 0.05 indicated a statistically significant difference. The chi-squared (&#x3c7;<sup>
<italic>2</italic>
</sup>) test was employed to assess the efficacy of voriconazole treatment and occurrence rate of its adverse reactions in patients with diverse genotypes. Multiple linear regression was utilized to analyze the factors influencing the minimum concentration (C<sub>min</sub>) of voriconazole.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>3 Results</title>
<sec id="s3-1">
<title>3.1 General information about the patients</title>
<p>A total of 101 patients with IFIs who were treated with voriconazole were enrolled in this study. The demographic, clinical, and pharmacokinetic features of our cohort are summarized in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Demographic, clinical, and pharmacokinetic characteristics of the enrolled patients.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Variable</th>
<th align="left">n &#x3d; 101</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td colspan="2" align="left">Gender</td>
</tr>
<tr>
<td align="left">Male, n (%)</td>
<td align="left">70 (69.3)</td>
</tr>
<tr>
<td align="left">Female, n (%)</td>
<td align="left">31 (30.7)</td>
</tr>
<tr>
<td colspan="2" align="left">Age (years)</td>
</tr>
<tr>
<td align="left">Median (IQR)</td>
<td align="left">66.7 (55&#x2013;76)</td>
</tr>
<tr>
<td colspan="2" align="left">BMI (kg/m<sup>2</sup>)</td>
</tr>
<tr>
<td align="left">Median (IQR)</td>
<td align="left">23.30 (20.65&#x2013;24.88)</td>
</tr>
<tr>
<td colspan="2" align="left">Albumin level (g/L)</td>
</tr>
<tr>
<td align="left">Median (IQR)</td>
<td align="left">30.31 (26.9&#x2013;33.9)</td>
</tr>
<tr>
<td colspan="2" align="left">Route of administration</td>
</tr>
<tr>
<td align="left">Intravenous infusion, n (%)</td>
<td align="left">81 (80.2)</td>
</tr>
<tr>
<td align="left">Nasogastric administration, n (%)</td>
<td align="left">20 (19.8)</td>
</tr>
<tr>
<td colspan="2" align="left">Drug dose (mg/kg)</td>
</tr>
<tr>
<td align="left">Median (IQR)</td>
<td align="left">6.47 (5.35&#x2013;8.00)</td>
</tr>
<tr>
<td colspan="2" align="left">Serum creatinine (&#xb5;mol/L)</td>
</tr>
<tr>
<td align="left">Median (IQR)</td>
<td align="left">83.12 (33.75&#x2013;101.25)</td>
</tr>
<tr>
<td colspan="2" align="left">Voriconazole concentration (&#x3bc;g/mL)</td>
</tr>
<tr>
<td align="left">Median (IQR)</td>
<td align="left">5.28 (2.83&#x2013;6.97)</td>
</tr>
<tr>
<td colspan="2" align="left">APACHE-II Score</td>
</tr>
<tr>
<td align="left">Median (IQR)</td>
<td align="left">19.00 (13.00&#x2013;24.75)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>IQR, Interquartile range; n, Number; APACHE-II, Acute Physiology and Chronic Health Evaluation II; BMI, body mass index.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3-2">
<title>3.2 <italic>ABCB1-rs1045642</italic> genotype results</title>
<p>All patients in the cohort were genotyped for <italic>ABCB1-rs1045642</italic>, which showed that there were 35 CC types (wild type, where C represents the wild allele), 48 CT types (heterozygous mutation, where C represents the wild allele and T represents the mutant allele), and 18 TT types (homozygous mutation, where T represents the mutant allele). The sequencing results are shown in <xref ref-type="fig" rid="F1">Figure 1</xref>. The genotypes of the study samples are in line with the Hardy&#x2013;Weinberg equilibrium (&#x3c7;<sup>
<italic>2</italic>
</sup> &#x3d; 0.048, <italic>p</italic> &#x3e; 0.05), which suggests that the patients chosen are representative and suitable for further research (<xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Genotype sequencing of the <italic>ABCB1-rs1045642</italic> locus.</p>
</caption>
<graphic xlink:href="fphar-16-1510890-g001.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>3.3 Voriconazole C<sub>min</sub> comparisons in the patients</title>
<p>The average C<sub>min</sub> of the study cohort was 4.5 (3.10, 6.90) mg/L, and the linear range was 0.5&#x2013;16&#xa0;mg/L. The voriconazole plasma trough concentrations (mg/L) in patients with different genotypes of <italic>ABCB1-rs1045642</italic> were as follows: CC 4.50 (3.15, 7.40); CT 4.50 (3.00, 6.93); TT 4.00 (2.67, 6.20). The results show that the C<sub>min</sub> values in the CC group are higher than those in the CT and TT groups, but there is no significant difference (&#x3c7;<sup>
<italic>2</italic>
</sup> &#x3d; 0.095, <italic>p</italic> &#x3d; 0.623). Thus, genotype differences were not found to have significant effects on the plasma trough concentrations (<xref ref-type="fig" rid="F2">Figure 2</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Influence of <italic>ABCB1-rs1045642</italic> SNPs on voriconazole plasma trough concentrations.</p>
</caption>
<graphic xlink:href="fphar-16-1510890-g002.tif"/>
</fig>
<p>Based on data processing and graphical analysis, the plasma trough concentrations of voriconazole among the patients with CC, CT, and TT genotypes did not exhibit significant differences in either the degree of dispersion or central tendency (<xref ref-type="bibr" rid="B7">Li et al., 2024</xref>). This indicates that the different genotypes may have relatively slight impacts on the plasma drug concentration, which is consistent with the conclusion of this study.</p>
</sec>
<sec id="s3-4">
<title>3.4 Effectiveness and adverse reaction rate of voriconazole</title>
<p>This section presents a comparison of the effectiveness and adverse reaction rates of voriconazole in patients with different <italic>ABCB1-rs1045642</italic> genotypes.</p>
<sec id="s3-4-1">
<title>3.4.1 Overall efficacy and adverse reactions of all patients</title>
<p>Of the 101 patients treated in this study, the overall efficacy of voriconazole was 70.30% (71/101); abnormal liver functions were observed in 12 patients and rashes were observed in two patients.</p>
</sec>
<sec id="s3-4-2">
<title>3.4.2 Efficacy and adverse reaction rates by genotype</title>
<p>CC Type: Efficacy was 62.86% (22/35) and adverse reaction rate was 8.57% (3/35).</p>
<p>CT Type: Efficacy was 77.08% (37/48) and adverse reaction rate was 18.75% (9/48).</p>
<p>TT Type: Efficacy was 66.67% (12/18) and adverse reaction rate was 11.11% (2/18).</p>
<p>Comparatively, the CT genotype showed relatively higher efficacy than the CC and TT genotypes, while the adverse reaction rates varied among the three genotypes without significant overall differences.</p>
</sec>
<sec id="s3-4-3">
<title>3.4.3 Statistical significance</title>
<p>Statistically, there were no significant differences in the effectiveness and adverse reaction rates for voriconazole treatment among the three genotypes (<italic>p</italic> &#x3e; 0.05), as shown in <xref ref-type="table" rid="T2">Table 2</xref>.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Comparison of treatment effects and adverse reactions in patients with different <italic>ABCB1-rs1045642</italic> genotype cases (%).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Genotype</th>
<th align="center">n</th>
<th align="left">Treatment efficiency</th>
<th align="left">Incidence of adverse reactions</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">C/C</td>
<td align="center">35</td>
<td align="left">22 (62.86)</td>
<td align="left">3 (8.57)</td>
</tr>
<tr>
<td align="center">C/T</td>
<td align="center">48</td>
<td align="left">37 (77.08)</td>
<td align="left">9 (18.75)</td>
</tr>
<tr>
<td align="center">T/T</td>
<td align="center">18</td>
<td align="left">12 (66.67)</td>
<td align="left">2 (11.11)</td>
</tr>
<tr>
<td align="center">
<italic>&#x3c7;</italic>
<sup>2</sup>
</td>
<td align="left"/>
<td align="left">2.10</td>
<td align="left">1.89</td>
</tr>
<tr>
<td align="center">
<italic>p</italic>
</td>
<td align="left"/>
<td align="left">0.411</td>
<td align="left">0.388</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s3-5">
<title>3.5 Comparison of therapeutic efficacy and adverse reaction rates for different voriconazole trough concentrations</title>
<p>According to the individualized medication guide for voriconazole (<xref ref-type="bibr" rid="B12">Pasqualotto et al., 2010</xref>), the voriconazole blood concentration was divided into three groups as C<sub>min</sub> &#x3c;1.0&#xa0;mg/L, 1.0 &#x2264; C<sub>min</sub> &#x2264; 5.5&#xa0;mg/L, and C<sub>min</sub> &#x3e;5.5&#xa0;mg/L. Among the three groups with varying C<sub>min</sub>, there were no statistically significant variations in the occurrence of adverse reactions or treatment effectiveness (<italic>p</italic> &#x3e; 0.05), as shown in <xref ref-type="table" rid="T3">Table 3</xref>.</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Comparison of therapeutic effects and adverse reactions in patients with different voriconazole C<sub>min</sub> cases (%).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Voriconazole C<sub>min</sub> (mg/L)</th>
<th align="center">n</th>
<th align="center">Effective rate of drug treatment</th>
<th align="center">Incidence rate of adverse reactions</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">C<sub>min</sub> &#x3c;1.0</td>
<td align="center">4</td>
<td align="center">3 (75.00)</td>
<td align="center">0 (0.00)</td>
</tr>
<tr>
<td align="center">1.0 &#x2264; C<sub>min</sub> &#x2264; 5.5</td>
<td align="center">58</td>
<td align="center">39 (67.24)</td>
<td align="center">10 (16.24)</td>
</tr>
<tr>
<td align="center">C<sub>min</sub> &#x3e;5.5</td>
<td align="center">39</td>
<td align="center">29 (74.36)</td>
<td align="center">4 (10.25)</td>
</tr>
<tr>
<td align="center">
<italic>p</italic>
</td>
<td align="left"/>
<td align="center">0.792</td>
<td align="center">0.582</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-6">
<title>3.6 Impacts of clinically relevant non-genetic variables on voriconazole C<sub>min</sub>
</title>
<p>The rank-sum test was conducted on the C<sub>min</sub> levels of each group after the patients were categorized based on factors such as age, gender, BMI, underlying diseases, method of administration, albumin level, and APACHE-II scores. <xref ref-type="table" rid="T4">Table 4</xref> indicates that there was a significant difference (<italic>p</italic> &#x3c; 0.05) in the voriconazole C<sub>min</sub> values between the male and female patient groups; this suggests that gender may be an important factor affecting voriconazole C<sub>min.</sub> Further analyses of the other factors and their relationships with voriconazole C<sub>min</sub> are also of great significance and will be discussed in the following sections.</p>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Effects of non-genetic factors on voriconazole C<sub>min</sub>.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Classification</th>
<th align="left">C<sub>min</sub> (mg/L) <italic>[M (P25, P75)]</italic>
</th>
<th align="left">
<italic>Z</italic>
</th>
<th align="center">
<italic>P</italic>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td colspan="4" align="left">Gender</td>
</tr>
<tr>
<td align="left">Male</td>
<td align="left">4.90 (3.15, 7.30)</td>
<td rowspan="2" align="left">2.03&#x2a;</td>
<td rowspan="2" align="center">0.042&#x2a;</td>
</tr>
<tr>
<td align="left">Female</td>
<td align="left">3.7 (2.95, 4.85)</td>
</tr>
<tr>
<td colspan="4" align="left">Age (years)</td>
</tr>
<tr>
<td align="left">&#x3c;60</td>
<td align="left">4.10 (2.65, 7.10)</td>
<td rowspan="2" align="left">0.73</td>
<td rowspan="2" align="center">0.648</td>
</tr>
<tr>
<td align="left">&#x2265;60</td>
<td align="left">4.60 (3.10, 6.60)</td>
</tr>
<tr>
<td colspan="4" align="left">Albumin level (g/L)</td>
</tr>
<tr>
<td align="left">&#x3c;35</td>
<td align="left">4.50 (3.10, 6.90)</td>
<td rowspan="2" align="left">1.47</td>
<td rowspan="2" align="center">0.141</td>
</tr>
<tr>
<td align="left">&#x2265;35</td>
<td align="left">1.20 (1.20, 1.20)</td>
</tr>
<tr>
<td colspan="4" align="left">BMI (kg/m<sup>2</sup>)</td>
</tr>
<tr>
<td align="left">&#x3c;24</td>
<td align="left">4.00 (3.10, 5.90)</td>
<td rowspan="2" align="left">1.03</td>
<td rowspan="2" align="center">0.141</td>
</tr>
<tr>
<td align="left">&#x2265;24</td>
<td align="left">4.55 (3.50, 6.67)</td>
</tr>
<tr>
<td colspan="4" align="left">Route of administration</td>
</tr>
<tr>
<td align="left">Intravenous drip</td>
<td align="left">4.50 (3.20, 7.20)</td>
<td rowspan="2" align="left">1.66</td>
<td rowspan="2" align="center">0.096</td>
</tr>
<tr>
<td align="left">Nasogastric administration</td>
<td align="left">3.20 (2.60, 6.15)</td>
</tr>
<tr>
<td colspan="4" align="left">Basic diseases</td>
</tr>
<tr>
<td align="left">Including</td>
<td align="left">4.70 (3.30, 7.05)</td>
<td rowspan="2" align="left">1.32</td>
<td rowspan="2" align="center">0.188</td>
</tr>
<tr>
<td align="left">Excluding</td>
<td align="left">4.20 (2.65, 6.75)</td>
</tr>
<tr>
<td colspan="4" align="left">APACHE-II</td>
</tr>
<tr>
<td align="left">&#x3c;15</td>
<td align="left">3.55 (2.15, 5.02)</td>
<td rowspan="2" align="left">1.82</td>
<td rowspan="2" align="center">0.354</td>
</tr>
<tr>
<td align="left">&#x2265;15</td>
<td align="left">4.50 (3.80, 6.60)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>M <italic>(P25, P75),</italic> median (25th percentile, 75th percentile); <italic>Z, Z</italic>-score; APACHE-II, Acute Physiology and Chronic Health Evaluation II; BMI, body mass index.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3-7">
<title>3.7 Multiple linear regression analysis of factors influencing voriconazole C<sub>min</sub>
</title>
<p>Since multiple variables (such as gender and genotype) are involved in this study and included in the model for testing, the Bonferroni correction was adopted to control the error rates of multiple tests before the multiple linear regression analysis. In this step, the overall significance level was set to <italic>&#x3b1;</italic> &#x3d; 0.05. The regression analysis involved testing of three variables, namely, gender, C/T, and T/T. After Bonferroni correction, the significance level for each variable was adjusted to <italic>&#x3b1;&#x27;</italic> &#x3d; 0.05/3 &#x3d; 0.017.</p>
<p>When interpreting the findings of the regression analysis, <italic>&#x3b1;&#x2032;</italic> is used as the criterion for determining statistical significance. After obtaining the results of the regression analysis, the <italic>p</italic>-value of the t-test of each variable was compared with <italic>&#x3b1;&#x27;</italic> &#x3d; 0.017. A variable is considered statistically significant at the adjusted significance level when its <italic>p</italic>-value is less than 0.017. Conversely, if the <italic>p</italic>-value is 0.017 or greater, the variable is not statistically significant at this adjusted significance level.</p>
<p>Gender was found to be a statistically significant variable; furthermore, the genotypes of A<italic>BCB1-rs1045642</italic> were included in the multiple linear regression analysis model to obtain the following equations:<disp-formula id="equ1">
<mml:math id="m2">
<mml:mrow>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mn>1</mml:mn>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>6.09</mml:mn>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mo>&#x2013;</mml:mo>
<mml:mn>1.33</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mtext>Gender&#x2009;</mml:mtext>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mtext>male</mml:mtext>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
<mml:mtext>female</mml:mtext>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.47</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mi mathvariant="normal">X</mml:mi>
<mml:mn>1</mml:mn>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">X</mml:mi>
<mml:mn>1</mml:mn>
<mml:mo>:</mml:mo>
<mml:mi mathvariant="normal">C</mml:mi>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mi mathvariant="normal">T</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>,</mml:mo>
<mml:mtext>non</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:mi mathvariant="normal">T</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>;</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula id="equ2">
<mml:math id="m3">
<mml:mrow>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mn>2</mml:mn>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>6.09</mml:mn>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mo>&#x2013;</mml:mo>
<mml:mn>1.33</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mtext>Gender&#x2009;</mml:mtext>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mtext>male</mml:mtext>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
<mml:mtext>female</mml:mtext>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.94</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mi mathvariant="normal">X</mml:mi>
<mml:mn>1</mml:mn>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">X</mml:mi>
<mml:mn>1</mml:mn>
<mml:mo>:</mml:mo>
<mml:mi mathvariant="normal">T</mml:mi>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mi mathvariant="normal">T</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>,</mml:mo>
<mml:mtext>non</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mi mathvariant="normal">T</mml:mi>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:mi mathvariant="normal">T</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>.</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
</p>
<p>After controlling for the impact of gender on voriconazole C<sub>min</sub>, as indicated in <xref ref-type="table" rid="T5">Table 5</xref>, the genotypes of the <italic>ABCB1-rs1045642</italic> gene did not significantly affect C<sub>min</sub> <italic>(R</italic>
<sup>
<italic>2</italic>
</sup> &#x3d; 0.038, <italic>p</italic> &#x3d; 0.152).</p>
<table-wrap id="T5" position="float">
<label>TABLE 5</label>
<caption>
<p>Multiple linear regression analysis of factors affecting voriconazole C<sub>min</sub>.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Project</th>
<th align="left">
<italic>&#x3b2;</italic>
</th>
<th align="left">
<italic>S.E</italic>
</th>
<th align="left">
<italic>t</italic>
</th>
<th align="left">
<italic>p</italic>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Gender Female</td>
<td align="left">&#x2212;1.33</td>
<td align="left">0.74</td>
<td align="left">&#x2212;1.81</td>
<td align="left">0.074</td>
</tr>
<tr>
<td align="left">
<italic>C/T</italic>
</td>
<td align="left">&#x2212;0.47</td>
<td align="left">0.76</td>
<td align="left">&#x2212;0.62</td>
<td align="left">0.539</td>
</tr>
<tr>
<td align="left">
<italic>T/T</italic>
</td>
<td align="left">&#x2212;0.94</td>
<td align="left">0.99</td>
<td align="left">&#x2212;0.95</td>
<td align="left">0.345</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>&#x3b2;, Beta coefficient; S.E, standard error; t, t-statistic; <italic>p</italic>, probability.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>4 Discussion</title>
<p>The present study investigates the influence of the <italic>ABCB1-rs1045642</italic> gene polymorphism on voriconazole trough concentrations in patients with severe IFIs. Although significant associations were not found between the <italic>ABCB1-rs1045642</italic> polymorphisms and voriconazole concentrations, a notable finding was the significantly higher voriconazole trough levels in male patients compared to females. This observation highlights the potential role of sex as a critical factor in voriconazole pharmacokinetics and warrants further discussion.</p>
<sec id="s4-1">
<title>4.1 Gender differences in voriconazole pharmacokinetics</title>
<p>Several factors may contribute to the gender difference phenomenon:<list list-type="simple">
<list-item>
<p>(1) Physiological differences</p>
</list-item>
</list>
</p>
<p>Men generally have higher body weights and lean body masses compared to women, which can influence the volume of distribution (Vd) of drugs. Voriconazole is a lipophilic drug and may be distributed differently in males owing to variations in the body composition. Sex-specific differences in hepatic blood flow and enzyme activity, particularly cytochrome P450 (<italic>CYP</italic>) enzymes such as <italic>CYP2C19</italic> that is primarily responsible for voriconazole metabolism, may contribute to the observed disparity. Studies have shown that <italic>CYP2C19</italic> activity can vary between the sexes, potentially leading to differences in drug clearance (<xref ref-type="bibr" rid="B1">Allegra et al., 2020</xref>).<list list-type="simple">
<list-item>
<p>(2) Hormonal influences</p>
</list-item>
</list>
</p>
<p>Sex hormones, such as estrogen and testosterone, have been reported to modulate the expressions and activities of drug-metabolizing enzymes and transporters. For instance, estrogen has been shown to downregulate <italic>CYP3A4</italic> activity, which could indirectly affect voriconazole metabolism. The interplay between hormonal fluctuations and drug pharmacokinetics is particularly relevant in the case of premenopausal women, who were likely included in our study population.<list list-type="simple">
<list-item>
<p>(3) Drug transporters</p>
</list-item>
</list>
</p>
<p>Although the <italic>ABCB1-rs1045642</italic> polymorphisms did not show significant impacts in our study, sex-based differences in the expressions and functions of drug transporters, including P-gp that is encoded by the <italic>ABCB1</italic> gene (<xref ref-type="bibr" rid="B9">Nazir et al., 2020</xref>), cannot be ruled out. Previous studies have suggested that males may have higher P-gp activities, which could potentially influence drug distribution and elimination.</p>
</sec>
<sec id="s5">
<title>4.2 Clinical implications</title>
<p>The higher voriconazole trough concentrations in men may have important clinical implications. Voriconazole exhibits a narrow therapeutic index (<xref ref-type="bibr" rid="B8">Moriyama et al., 2015</xref>), and elevated concentrations of the drug are associated with increased risks of adverse effects, such as hepatotoxicity and neurotoxicity. Therefore, our findings suggest that the sex of the patient should be considered when optimizing their voriconazole dosing regimen. For instance, male patients may require lower initial doses or more frequent therapeutic drug monitoring to avoid toxicity; conversely, female patients may need higher doses to achieve therapeutic concentrations, particularly in cases of treatment failure or suboptimal responses.</p>
</sec>
<sec id="s6">
<title>4.3 Limitations</title>
<p>Several limitations of this study should be acknowledged. First, the sample size was relatively small, which may have limited the power to detect significant associations, particularly with regard to genetic polymorphisms. Second, we did not account for other potential confounding factors, such as dietary habits, concomitant medications, or hormonal status, which could influence voriconazole pharmacokinetics. Third, the study population was restricted to patients with severe IFIs, which could limit the generalizability of our findings to other patient populations.</p>
</sec>
<sec id="s7">
<title>4.4 Future directions</title>
<p>Future studies should aim to validate our findings in larger and more diverse cohorts. Additionally, mechanistic studies are needed to elucidate the underlying causes of sex-based differences in voriconazole pharmacokinetics. For example, we recommend investigating the impacts of sex hormones on <italic>CYP2C19</italic> and <italic>ABCB1</italic> activities as well as exploring the roles of other genetic variants and their interactions with sex-based differences. We also suggest conducting population pharmacokinetic modeling to develop sex-specific dosing algorithms.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s8">
<title>5 Conclusion</title>
<p>Our current research emphasizes the vital role of considering patient sex as a critical factor in the pharmacokinetics of voriconazole. Although the <italic>ABCB1-rs1045642</italic> polymorphisms did not significantly influence voriconazole concentrations, the observed sex-based differences underscore the need for personalized dosing strategies to optimize the therapeutic outcomes while minimizing adverse effects. Therefore, additional research efforts are needed to comprehensively understand the mechanisms behind these differences and apply the findings to clinical practice.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s9">
<title>Data availability statement</title>
<p>The dataset presented in this study can be found in online repositories. The name of the repository and accession number can be found below: <ext-link ext-link-type="uri" xlink:href="http://www.ncbi.nlm.nih.gov/gene/5243">http://www.ncbi.nlm.nih.gov/gene/5243</ext-link>.</p>
</sec>
<sec sec-type="ethics-statement" id="s10">
<title>Ethics statement</title>
<p>The studies involving humans were approved by the Ethics Committee of the Affiliated Hospital of Xuzhou Medical University. The studies were conducted in accordance with all local legislation and institutional requirements. The participants provided their written informed consent to participate in this study. Written informed consent was also obtained from the individuals for the publication of any potentially identifiable images or data included in this article.</p>
</sec>
<sec sec-type="author-contributions" id="s11">
<title>Author contributions</title>
<p>QZ: investigation, writing&#x2013;original draft, and writing&#x2013;review and editing. XG: writing&#x2013;original draft and writing&#x2013;review and editing. DL: writing&#x2013;original draft, writing&#x2013;review and editing, and project administration.</p>
</sec>
<sec sec-type="funding-information" id="s12">
<title>Funding</title>
<p>The authors declare that financial support was received for the research, authorship, and/or publication of this article. This work was supported by the Jiangsu Pharmaceutical Association - Precision Medication Special Research Fund (Grant No. JY202111).</p>
</sec>
<sec sec-type="COI-statement" id="s13">
<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="ai-statement" id="s14">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="s15">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Allegra</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>De Francia</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>De Nicol&#xf2;</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Cusato</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Avataneo</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Manca</surname>
<given-names>A.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Effect of gender and age on Voriconazole Trough concentrations in Italian adult patients</article-title>. <source>Eur. J. Drug Metab. Pharmacokinet.</source> <volume>45</volume>, <fpage>405</fpage>&#x2013;<lpage>412</lpage>. <pub-id pub-id-type="doi">10.1007/s13318-019-00603-6</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Allegra</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Fatiguso</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Francia</surname>
<given-names>S. D.</given-names>
</name>
<name>
<surname>Pirro</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Carcieri</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Cusato</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Pharmacogenetic of voriconazole antifungal agent in pediatric patients</article-title>. <source>Pharmacogenomics</source> <volume>19</volume>, <fpage>913</fpage>&#x2013;<lpage>925</lpage>. <pub-id pub-id-type="doi">10.2217/pgs-2017-0173</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Brossard</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Scherz</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Halabi</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Maatouk</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Krause</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Dingemanse</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Multiple-dose tolerability, pharmacokinetics, and pharmacodynamics of ponesimod, an S1P<sub>1</sub> receptor modulator: favorable impact of dose up-titration: the Journal of Clinical Pharmacology</article-title>. <source>J. Clin. Pharmacol.</source> <volume>54</volume>, <fpage>179</fpage>&#x2013;<lpage>188</lpage>. <pub-id pub-id-type="doi">10.1002/jcph.244</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Cascorbi</surname>
<given-names>I.</given-names>
</name>
</person-group> (<year>2011</year>). &#x201c;<article-title>P-Glycoprotein: tissue distribution, substrates, and functional consequences of genetic variations</article-title>,&#x201d; in <source>Drug transporters</source>. Editors <person-group person-group-type="editor">
<name>
<surname>Fromm</surname>
<given-names>M. F.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>R. B.</given-names>
</name>
</person-group> (<publisher-loc>Berlin, Heidelberg</publisher-loc>: <publisher-name>Springer Berlin Heidelberg</publisher-name>), <fpage>261</fpage>&#x2013;<lpage>283</lpage>. <pub-id pub-id-type="doi">10.1007/978-3-642-14541-4_6</pub-id>
</citation>
</ref>
<ref id="B5">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Enoch</surname>
<given-names>D. A.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Aliyu</surname>
<given-names>S. H.</given-names>
</name>
<name>
<surname>Micallef</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2017</year>). &#x201c;<article-title>The changing epidemiology of invasive fungal infections</article-title>,&#x201d; in <source>Human fungal pathogen identification</source>. Editor <person-group person-group-type="editor">
<name>
<surname>Lion</surname>
<given-names>T.</given-names>
</name>
</person-group> (<publisher-loc>New York, NY</publisher-loc>: <publisher-name>Springer New York</publisher-name>), <fpage>17</fpage>&#x2013;<lpage>65</lpage>. <pub-id pub-id-type="doi">10.1007/978-1-4939-6515-1_2</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jiang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>Z.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Voriconazole: a review of adjustment programs guided by therapeutic drug monitoring</article-title>. <source>Front. Pharmacol.</source> <volume>15</volume>, <fpage>1439586</fpage>. <pub-id pub-id-type="doi">10.3389/fphar.2024.1439586</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Associated factors with voriconazole plasma concentration: a systematic review and meta-analysis</article-title>. <source>Front. Pharmacol.</source> <volume>15</volume>, <fpage>1368274</fpage>. <pub-id pub-id-type="doi">10.3389/fphar.2024.1368274</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Moriyama</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Kadri</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Henning</surname>
<given-names>S. A.</given-names>
</name>
<name>
<surname>Danner</surname>
<given-names>R. L.</given-names>
</name>
<name>
<surname>Walsh</surname>
<given-names>T. J.</given-names>
</name>
<name>
<surname>Penzak</surname>
<given-names>S. R.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Therapeutic drug monitoring and genotypic screening in the clinical use of voriconazole</article-title>. <source>Curr. Fungal Infect. Rep.</source> <volume>9</volume>, <fpage>74</fpage>&#x2013;<lpage>87</lpage>. <pub-id pub-id-type="doi">10.1007/s12281-015-0219-0</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nazir</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Adnan</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Gul</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Ali</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Saleha</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Khan</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>The effect of gender and ABCB1 gene polymorphism on the pharmacokinetics of azithromycin in healthy male and female Pakistani subjects</article-title>. <source>Can. J. Physiol. Pharmacol.</source> <volume>98</volume>, <fpage>506</fpage>&#x2013;<lpage>510</lpage>. <pub-id pub-id-type="doi">10.1139/cjpp-2019-0569</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Osipenko</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Garkushina</surname>
<given-names>I.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>The effect of the synthesis method on physicochemical properties of selective granular polymer sorbents</article-title>. <source>Polymers</source> <volume>14</volume>, <fpage>353</fpage>. <pub-id pub-id-type="doi">10.3390/polym14020353</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Owusu Obeng</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Egelund</surname>
<given-names>E. F.</given-names>
</name>
<name>
<surname>Alsultan</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Peloquin</surname>
<given-names>C. A.</given-names>
</name>
<name>
<surname>Johnson</surname>
<given-names>J. A.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>
<italic>CYP 2C19</italic> polymorphisms and therapeutic drug monitoring of voriconazole: are we ready for clinical implementation of pharmacogenomics?</article-title> <source>Pharmacotherapy</source> <volume>34</volume>, <fpage>703</fpage>&#x2013;<lpage>718</lpage>. <pub-id pub-id-type="doi">10.1002/phar.1400</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pasqualotto</surname>
<given-names>A. C.</given-names>
</name>
<name>
<surname>Xavier</surname>
<given-names>M. O.</given-names>
</name>
<name>
<surname>Andreolla</surname>
<given-names>H. F.</given-names>
</name>
<name>
<surname>Linden</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Voriconazole therapeutic drug monitoring: focus on safety</article-title>. <source>Expert Opin. Drug Saf.</source> <volume>9</volume>, <fpage>125</fpage>&#x2013;<lpage>137</lpage>. <pub-id pub-id-type="doi">10.1517/14740330903485637</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pramanik</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Surendran</surname>
<given-names>S. T.</given-names>
</name>
<name>
<surname>Devi</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Krishnamurthi</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Chakrabarti</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Frequency and genotype distribution of <italic>ABCB1</italic> gene polymorphisms among Maharashtra population of Central India</article-title>. <source>Xenobiotica</source> <volume>44</volume>, <fpage>579</fpage>&#x2013;<lpage>582</lpage>. <pub-id pub-id-type="doi">10.3109/00498254.2013.866300</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Purkins</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Wood</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Ghahramani</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Greenhalgh</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Allen</surname>
<given-names>M. J.</given-names>
</name>
<name>
<surname>Kleinermans</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2002</year>). <article-title>Pharmacokinetics and safety of voriconazole following intravenous-to oral-dose escalation regimens</article-title>. <source>Antimicrob. Agents Chemother.</source> <volume>46</volume>, <fpage>2546</fpage>&#x2013;<lpage>2553</lpage>. <pub-id pub-id-type="doi">10.1128/AAC.46.8.2546-2553.2002</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rosanova</surname>
<given-names>M. T.</given-names>
</name>
<name>
<surname>Bes</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Serrano Aguilar</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Sberna</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Lede</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Efficacy and safety of voriconazole in immunocompromised patients: systematic review and meta-analysis</article-title>. <source>Infect. Dis.</source> <volume>50</volume>, <fpage>489</fpage>&#x2013;<lpage>494</lpage>. <pub-id pub-id-type="doi">10.1080/23744235.2017.1418531</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Schulz</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Kluwe</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Mikus</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Michelet</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Kloft</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Novel insights into the complex pharmacokinetics of voriconazole: a review of its metabolism</article-title>. <source>Drug Metab. Rev.</source> <volume>51</volume>, <fpage>247</fpage>&#x2013;<lpage>265</lpage>. <pub-id pub-id-type="doi">10.1080/03602532.2019.1632888</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Von Lilienfeld-Toal</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Wagener</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Einsele</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Cornely</surname>
<given-names>O. A.</given-names>
</name>
<name>
<surname>Kurzai</surname>
<given-names>O.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Invasive fungal infection</article-title>. <source>Dtsch. &#xc4;rzteblatt Int.</source> <pub-id pub-id-type="doi">10.3238/arztebl.2019.0271</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Weiss</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Ten Hoevel</surname>
<given-names>M. M.</given-names>
</name>
<name>
<surname>Burhenne</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Walter&#x2010;Sack</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Hoffmann</surname>
<given-names>M. M.</given-names>
</name>
<name>
<surname>Rengelshausen</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2009</year>). <article-title>
<italic>CYP2C19</italic> genotype is a major factor contributing to the highly variable pharmacokinetics of voriconazole</article-title>. <source>J. Clin. Pharma</source> <volume>49</volume>, <fpage>196</fpage>&#x2013;<lpage>204</lpage>. <pub-id pub-id-type="doi">10.1177/0091270008327537</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zaini</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Lotfali</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Fattahi</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Siddig</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Farahyar</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Kouhsari</surname>
<given-names>E.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Voriconazole resistance genes in Aspergillus flavus clinical isolates</article-title>. <source>J. de Mycol. M&#xe9;dicale</source> <volume>30</volume>, <fpage>100953</fpage>. <pub-id pub-id-type="doi">10.1016/j.mycmed.2020.100953</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>