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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Oncol.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Oncology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Oncol.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">2234-943X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fonc.2025.1735200</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Characterization of ocular adverse events associated with crizotinib: real-world insights from the two global pharmacovigilance databases of FAERS and VigiBase</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Dong</surname><given-names>Shuai</given-names></name>
<uri xlink:href="https://loop.frontiersin.org/people/3260695/overview"/>
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<contrib contrib-type="author">
<name><surname>Jiang</surname><given-names>Zhi-chao</given-names></name>
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<contrib contrib-type="author">
<name><surname>Gao</surname><given-names>Li</given-names></name>
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<contrib contrib-type="author">
<name><surname>Zhang</surname><given-names>Rong</given-names></name>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Liu</surname><given-names>Yan</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
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<aff id="aff1"><institution>The Third People&#x2019;s Hospital of Dalian</institution>, <city>Liaoning</city>,&#xa0;<country country="cn">China</country></aff>
<author-notes>
<corresp id="c001"><label>*</label>Correspondence: Yan Liu, <email xlink:href="mailto:fdu33801785@163.com">fdu33801785@163.com</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2025-12-12">
<day>12</day>
<month>12</month>
<year>2025</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>15</volume>
<elocation-id>1735200</elocation-id>
<history>
<date date-type="received">
<day>29</day>
<month>10</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>25</day>
<month>11</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>22</day>
<month>11</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Dong, Jiang, Gao, Zhang and Liu.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Dong, Jiang, Gao, Zhang and Liu</copyright-holder>
<license>
<ali:license_ref start_date="2025-12-12">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. 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.</license-p>
</license>
</permissions>
<abstract>
<p>To evaluate the risk of ocular adverse events (AEs) associated with crizotinib using real-world data from FAERS and VigiBase, and to characterize signal patterns through disproportionality and time-to-onset (TTO) analyses. Reports from FAERS and VigiBase (2011&#x2013;2025) were analyzed. Disproportionality was assessed using reporting odds ratio (ROR) at both system organ class (SOC) and preferred term (PT) levels. TTO analysis was estimated based on FAERS data. Crizotinib was consistently associated with ocular AEs across both databases (FAERS ROR = 3.46, 95% confidence interval [CI]: 3.30&#x2013;3.63; VigiBase ROR = 3.34, 95% CI: 3.17&#x2013;3.51). Frequent PTs included visual impairment, blurred vision, and photopsia. High RORs were also observed for common events such as photopsia (FAERS: ROR = 42.5; VigiBase: ROR = 49.42) and visual brightness (FAERS: ROR = 31.67; VigiBase: ROR = 214.25). The median TTO was 14 days, suggesting early onset during treatment. Crizotinib is associated with a distinct profile of ocular AEs, typically mild and early in onset. The detection of rare but strongly associated PTs underscores the need for routine ophthalmologic monitoring. These findings are biologically plausible, as crizotinib inhibits the MET and ROS1 signaling pathways, both of which are expressed in retinal tissue, thereby supporting the need for enhanced clinical vigilance in patients receiving crizotinib.</p>
</abstract>
<kwd-group>
<kwd>crizotinib</kwd>
<kwd>ocular adverse events</kwd>
<kwd>FAERS</kwd>
<kwd>VigiBase</kwd>
<kwd>disproportionality analysis</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was not received for this work and/or its publication.</funding-statement>
</funding-group>
<counts>
<fig-count count="4"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="31"/>
<page-count count="10"/>
<word-count count="4240"/>
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<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Cancer Molecular Targets and Therapeutics</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Non-small-cell lung cancer (NSCLC) remains the leading cause of cancer-related mortality worldwide, accounting for approximately 85% of all lung cancer cases (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). Rearrangements of the anaplastic lymphoma kinase (ALK) gene occur in 3&#x2013;7% of NSCLC cases and confer marked sensitivity to ALK tyrosine kinase inhibitors (TKIs) (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B4">4</xref>). The identification of ALK rearrangements has enabled the development of molecularly targeted therapies, substantially improving outcomes for patients with advanced ALK-positive NSCLC (<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B6">6</xref>). Crizotinib, a first-generation ALK TKI approved in 2011, established a new standard of care for this molecular subtype. Compared to chemotherapy, crizotinib significantly prolongs median progression-free survival (7.7 <italic>vs.</italic> 3.0 months) and achieves a higher objective response rate (70.0%) with a median duration of response of 27.8 months (<xref ref-type="bibr" rid="B7">7</xref>&#x2013;<xref ref-type="bibr" rid="B9">9</xref>).</p>
<p>Crizotinib has demonstrated efficacy in treating NSCLC patients with ROS1 rearrangements and c-MET mutations, thereby broadening its clinical indications (<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B6">6</xref>). However, its use is associated with a range of adverse events (AEs), including elevated transaminases, visual disturbances, bradycardia, QT interval prolongation, gastrointestinal symptoms (nausea, vomiting, diarrhea, constipation), and interstitial pneumonia (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B10">10</xref>). Evidence from observational cohort studies on ocular toxicity remains inconsistent, with reporting frequency of vision disorders as low as 12.5 per 1000 person-years in Europe and 47.8 per 1000 person-years in the United States (<xref ref-type="bibr" rid="B11">11</xref>). Such underestimation is likely due to the mild and transient nature of most visual AEs, which are frequently underreported. Accordingly, a large-scale real-world investigation is warranted to comprehensively evaluate the ocular safety profile of crizotinib.</p>
<p>The FDA Adverse Event Reporting System (FAERS) and VigiBase are two major spontaneous reporting databases that provide critical real-world evidence for post-marketing pharmacovigilance (<xref ref-type="bibr" rid="B12">12</xref>). FAERS, maintained by the U.S. Food and Drug Administration, is extensively utilized to detect safety signals related to AEs associated with approved drugs and biologics (<xref ref-type="bibr" rid="B13">13</xref>). In parallel, VigiBase&#x2014;developed and managed by the Uppsala Monitoring Centre on behalf of the World Health Organization&#x2014;serves as the global repository for suspected adverse drug reactions, facilitating early detection of emerging safety concerns across diverse populations and therapeutic contexts (<xref ref-type="bibr" rid="B14">14</xref>).</p>
<p>Given the increasing clinical use of crizotinib, a comprehensive understanding of its adverse effect profile&#x2014;particularly ocular toxicity&#x2014;is essential for optimizing patient safety and informing therapeutic strategies. This study utilizes standardized data from FAERS and VigiBase to evaluate the risk of crizotinib-associated ocular AEs, aiming to refine its safety profile and provide evidence-based guidance for healthcare professionals and policy decision-makers in the management of these events.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Data source</title>
<p>The FAERS (<ext-link ext-link-type="uri" xlink:href="https://fis.fda.gov/extensions/FPD-QDE-FAERS/FPD-QDE-FAERS.html">https://fis.fda.gov/extensions/FPD-QDE-FAERS/FPD-QDE-FAERS.html</ext-link>) and VigiBase (<ext-link ext-link-type="uri" xlink:href="https://www.vigiaccess.org/">https://www.vigiaccess.org/</ext-link>) are publicly accessible pharmacovigilance databases that aggregate global reports of AEs, medication errors, and product quality complaints submitted by healthcare professionals and consumers. These complementary systems serve as vital tools for post-marketing drug safety surveillance and enable comprehensive assessments of medication-associated risks. This study involved human participants and complied with relevant laws and institutional policies. Accordingly, ethical approval was not required. In line with national and institutional regulations, written informed consent from participants or their legal guardians/relatives was not mandatory for participation.</p>
<p>For this study, AE reports related to crizotinib were extracted from both the FAERS and VigiBase databases. The retrieval period extended from database inception to the first quarter of 2025 for FAERS, and through 2025 for VigiBase. Extracted data included patient demographics (age and gender) and AE distributions categorized by system organ class (SOC). To ensure data accuracy and reliability, a systematic deduplication procedure was implemented to eliminate duplicate entries and retain only complete and relevant records for subsequent analysis. The overall data processing workflow is depicted in <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Flow diagram for the selection of ocular AEs with crizotinib from the FAERS and VigiBase databases.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-15-1735200-g001.tif">
<alt-text content-type="machine-generated">Flowchart comparing the processing of FAERS and VigiBase raw reports from 2004 to 2025. FAERS starts with 21,035,995 initial cases, applies drug screening for Crizotinib, deduplication, and adverse event screening, resulting in 2,002 valid cases. VigiBase begins with drug screening, system deduplication using VigiMatch, followed by adverse event screening and case assessment, yielding 1,614 valid cases.</alt-text>
</graphic></fig>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>AE description methodology</title>
<p>Due to differences in data granularity between databases, the frequency and distribution of AEs in FAERS and VigiBase were analyzed using the Standardised MedDRA Query (SMQ) framework, specifically employing the SOC hierarchy from the Medical Dictionary for Regulatory Activities (MedDRA) (<xref ref-type="bibr" rid="B9">9</xref>). MedDRA classifies AEs into broad SOC categories, which are further subdivided into specific Preferred Terms (PTs), allowing for consistent and standardized classification of reported events across pharmacovigilance systems.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Data extraction and processing</title>
<p>Data extraction was performed using the OpenVigil 2.1 tool for both the FAERS and VigiBase databases. Searches were conducted using the generic name &#x201c;crizotinib,&#x201d; with filters applied to retain only records in which crizotinib was designated as the primary suspected drug. To enhance the validity of the analysis, duplicate entries and reports related solely to the drug&#x2019;s indications were excluded. AEs were coded using PTs from the most recent version of the MedDRA and subsequently classified according to their corresponding SOC categories (<xref ref-type="bibr" rid="B15">15</xref>). Furthermore, the time to onset of ocular AEs was assessed, defined as the interval between the initiation of crizotinib therapy and the occurrence of the event. Only cases with a reported onset time greater than zero days were included in the final analysis (<xref ref-type="bibr" rid="B16">16</xref>).</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Signal mining methodology</title>
<p>Disproportionality analysis, a widely accepted method in post-marketing pharmacovigilance, served as the primary approach for signal detection in this study. Four standard measures were employed: Reporting Odds Ratio (ROR), Proportional Reporting Ratio (PRR), Empirical Bayes Geometric Mean (EBGM), and Bayesian Confidence Propagation Neural Network (BCPNN). These complementary algorithms were applied to identify potential safety signals of ocular AEs associated with crizotinib. Data extraction and statistical analyses were independently performed by two investigators using IBM<sup>&#xae;</sup> SPSS<sup>&#xae;</sup> Statistics (version 27.0) and R software (version 4.3) to ensure analytic robustness and reproducibility.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Descriptive analysis</title>
<p>In this study, adverse events (AEs) associated with crizotinib were retrieved from both the FAERS and VigiBase databases, and ocular AEs were analyzed as a predefined subset. A total of 24,443 crizotinib-related AE reports were identified across all system organ classes (SOCs), comprising 10,590 reports from FAERS and 13,853 from VigiBase (<xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>). Among these, 2,002 FAERS reports and 1,614 VigiBase reports were classified under the &#x201c;Eye disorders&#x201d; SOC and were used for ocular signal detection (<xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>). In FAERS, 5,209 reports (49.19%) originated from female patients and 4,258 (40.21%) from male patients. Similarly, in VigiBase, 6,874 reports (49.62%) were submitted for female patients and 5,624 (40.60%) for male patients, suggesting a slightly higher reporting frequency of ocular AEs among females in both datasets. In terms of body weight distribution (available in FAERS only), the majority of patients weighed between 50 and 100 kg (n = 1,928; 18.21%), while smaller proportions weighed less than 50 kg (n = 432) or more than 100 kg (n = 152).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Reported characteristics of ocular adverse events associated with crizotinib.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Characteristics</th>
<th valign="middle" align="center">FAERS (n=10590)</th>
<th valign="middle" align="center">VigiBase (n=13853)</th>
</tr>
</thead>
<tbody>
<tr>
<th valign="middle" colspan="3" align="left">Gender, n (%)</th>
</tr>
<tr>
<td valign="middle" align="left">Female</td>
<td valign="middle" align="center">5209</td>
<td valign="middle" align="center">6874</td>
</tr>
<tr>
<td valign="middle" align="left">Male</td>
<td valign="middle" align="center">4258</td>
<td valign="middle" align="center">5624</td>
</tr>
<tr>
<td valign="middle" align="left">Unknown</td>
<td valign="middle" align="center">1123</td>
<td valign="middle" align="center">1355</td>
</tr>
<tr>
<th valign="middle" colspan="3" align="left">Weight (kg), n (%)</th>
</tr>
<tr>
<td valign="middle" align="left">&lt;50 kg</td>
<td valign="middle" align="center">432</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&gt;100 kg</td>
<td valign="middle" align="center">152</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">50~100 kg</td>
<td valign="middle" align="center">1928</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Missing</td>
<td valign="middle" align="center">8078</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<th valign="middle" colspan="3" align="left">Age (years), n (%)</th>
</tr>
<tr>
<td valign="middle" align="left">&lt;18</td>
<td valign="middle" align="center">34</td>
<td valign="middle" align="center">283</td>
</tr>
<tr>
<td valign="middle" align="left">&gt;18, &lt;64</td>
<td valign="middle" align="center">1264</td>
<td valign="middle" align="center">5846</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2265;65, &lt;74</td>
<td valign="middle" align="center">483</td>
<td valign="middle" align="center">2566</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2265; 74 years</td>
<td valign="middle" align="center">731</td>
<td valign="middle" align="center">1678</td>
</tr>
<tr>
<td valign="middle" align="left">Missing</td>
<td valign="middle" align="center">8078</td>
<td valign="middle" align="center">3480</td>
</tr>
<tr>
<th valign="middle" colspan="3" align="left">Reported countries, n (%)</th>
</tr>
<tr>
<td valign="middle" align="left">US</td>
<td valign="middle" align="center">5595</td>
<td valign="middle" align="center">6405</td>
</tr>
<tr>
<td valign="middle" align="left">Non-US</td>
<td valign="middle" align="center">4995</td>
<td valign="middle" align="center">7448</td>
</tr>
<tr>
<th valign="middle" colspan="3" align="left">Occupation of reporters, n (%)</th>
</tr>
<tr>
<td valign="middle" align="left">Consumer (CN)</td>
<td valign="middle" align="center">3576</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Health Professional (HP)</td>
<td valign="middle" align="center">376</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Physician (MD)</td>
<td valign="middle" align="center">3794</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Pharmacist (PH)</td>
<td valign="middle" align="center">1154</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Other health-professional (OT)</td>
<td valign="middle" align="center">1580</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Unknown</td>
<td valign="middle" align="center">110</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<th valign="middle" colspan="3" align="left">Outcomes, n (%)</th>
</tr>
<tr>
<td valign="middle" align="left">Death (DE)</td>
<td valign="middle" align="center">3359</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Disability (DS)</td>
<td valign="middle" align="center">36</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Hospitalization (HO)</td>
<td valign="middle" align="center">1677</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Life-Threatening (LT)</td>
<td valign="middle" align="center">155</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Other serious (Important medical event) (OT)</td>
<td valign="middle" align="center">1901</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Required intervention to prevent permanent impairment/damage (RI)</td>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Unknown</td>
<td valign="middle" align="center">3458</td>
<td valign="middle" align="center"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>N, number of total ocular event reports.</p></fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Signal detection of crizotinib-associated eye disorder adverse events from two databases.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Crizotinib</th>
<th valign="middle" align="center">The report number</th>
<th valign="middle" align="center">ROR (95%CI)</th>
<th valign="middle" align="center">PRR (&#x3c7;<sup>2</sup>)</th>
<th valign="middle" align="center">EBGM (EBGM05)</th>
<th valign="middle" align="center">IC (IC025)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">FAERS</td>
<td valign="middle" align="center">2002</td>
<td valign="middle" align="center">3.46 (3.3&#x2013; 3.63)</td>
<td valign="middle" align="center">3.3 (3100.26)</td>
<td valign="middle" align="center">3.29 (3.17)</td>
<td valign="middle" align="center">1.72 (0.05)</td>
</tr>
<tr>
<td valign="middle" align="center">VigiBase</td>
<td valign="middle" align="center">1614</td>
<td valign="middle" align="center">3.34 (3.17&#x2013; 3.51)</td>
<td valign="middle" align="center">3.28 (2483.46)</td>
<td valign="middle" align="center">3.2 (3.06)</td>
<td valign="middle" align="center">1.68 (0.01)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>PRR, the proportional reporting ratio; ROR, the reporting odds ratio; IC, the information component; EBGM, the empirical Bayes geometric mean; CI, confidence interval; 95%CI, two-sided for ROR; <bold>&#x3c7;</bold><sup>2</sup>, chi-squared; IC025 and EBGM05 lower one-sided for IC, and EBGM.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>In terms of age distribution, the majority of crizotinib-related ocular AE reports in FAERS involved patients aged 18 to 64 years (n = 1,264; 11.94%), followed by those aged &#x2265;74 years (n = 731; 6.90%) and 65 to 74 years (n = 483; 4.56%). In VigiBase, a similar pattern was observed, with the highest proportion of reports from patients aged 18 to 64 years (n = 5,846; 42.20%), followed by 65 to 74 years (n = 2,566; 18.52%) and &#x2265;74 years (n = 1,678; 12.11%). Geographically, in FAERS, most reports originated from the U.S. (n = 5,595; 52.83%), while non-U.S. sources accounted for 4,995 reports (47.17%). In contrast, VigiBase contained a higher proportion of non-U.S. reports (n = 7,448; 53.76%) compared to those from the United States (n = 6,405; 46.24%). Temporal distribution analysis revealed that the peak reporting years were 2014 for FAERS (1,178 cases) and 2015 for VigiBase (1,731 cases), as shown in <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2A</bold></xref>.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p><bold>(A)</bold> The annal reporting frequency from 2010 to 2025 was calculated by dividing the number of reported cases associated with crizotinib. <bold>(B)</bold> Statistical analysis of crizotinib related ocular adverse events occurrences in FAERS and VigiBase databases spanning 2010&#x2013;2025.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-15-1735200-g002.tif">
<alt-text content-type="machine-generated">Chart A is a line and bar graph showing case numbers from 2010 to 2025, comparing FAERS and VigiBase data. VigiBase peaks in 2015, with a decrease after 2018. Chart B is a horizontal bar graph comparing FAERS and VigiBase data for various visual impairments. VigiBase reports higher numbers across most categories, with visual impairment and blurred vision having the most cases.</alt-text>
</graphic></fig>
<p>Regarding reporter occupation in the FAERS database, physicians submitted the largest proportion of crizotinib-related ocular AE reports (n = 3,794; 35.83%), followed by consumers (n = 3,576; 33.77%), other health professionals (n = 1,580; 14.92%), and pharmacists (n = 1,154; 10.90%). In terms of reported outcomes, hospitalization was documented in 1,677 cases (15.84%), while important medical events were noted in 1,901 reports (17.95%). Notably, death was reported in 3,359 cases (31.72%), reflecting the potential severity of AEs associated with crizotinib exposure.</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Ocular AEs associated with crizotinib from two databases</title>
<p>As shown in <xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>, analysis of crizotinib-related ocular AEs yielded consistent signals across both databases, with ROR of 3.46 (95% confidence interval [CI]: 3.30&#x2013;3.63) in FAERS and 3.34 (95% CI: 3.17&#x2013;3.51) in VigiBase, indicating a significant association between crizotinib and ocular AEs. To further characterize the spectrum of ocular toxicity, a PT-level analysis was conducted using data from both sources (<xref ref-type="table" rid="T3"><bold>Table&#xa0;3</bold></xref>, <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>, <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>). In FAERS, the most frequently reported PTs were visual impairment (n = 366), vision blurred (n = 150), and photopsia (n = 125). Similarly, in VigiBase, the leading PTs included visual impairment (n = 477), vision blurred (n = 199), and photopsia (n = 160), suggesting a high degree of concordance between the two databases.</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Intensity positive signal of crizotinib ADE from two databases.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Crizotinib</th>
<th valign="middle" align="center">The report number</th>
<th valign="middle" align="center">ROR (95%CI)</th>
<th valign="middle" align="center">PRR(&#x3c7;<sup>2</sup>)</th>
<th valign="middle" align="center">EBGM (EBGM05)</th>
<th valign="middle" align="center">IC (IC025)</th>
</tr>
</thead>
<tbody>
<tr>
<th valign="middle" colspan="6" align="left">FAERS</th>
</tr>
<tr>
<td valign="middle" align="left">Visual impairment</td>
<td valign="middle" align="center">366</td>
<td valign="middle" align="center">6.51 (5.88-7.22)</td>
<td valign="middle" align="center">6.44 (1681.06)</td>
<td valign="middle" align="center">6.43 (5.89)</td>
<td valign="middle" align="center">2.68 (2.53)</td>
</tr>
<tr>
<td valign="middle" align="left">Vision blurred</td>
<td valign="middle" align="center">150</td>
<td valign="middle" align="center">2.34 (2-2.75)</td>
<td valign="middle" align="center">2.34 (114.94)</td>
<td valign="middle" align="center">2.34 (2.04)</td>
<td valign="middle" align="center">1.22 (0.99)</td>
</tr>
<tr>
<td valign="middle" align="left">Photopsia</td>
<td valign="middle" align="center">125</td>
<td valign="middle" align="center">42.5 (35.58-50.76)</td>
<td valign="middle" align="center">42.31 (4932.68)</td>
<td valign="middle" align="center">41.41 (35.69)</td>
<td valign="middle" align="center">5.37 (5.11)</td>
</tr>
<tr>
<td valign="middle" align="left">Vitreous floaters</td>
<td valign="middle" align="center">74</td>
<td valign="middle" align="center">16.71 (13.28-21.01)</td>
<td valign="middle" align="center">16.66 (1080.29)</td>
<td valign="middle" align="center">16.53 (13.64)</td>
<td valign="middle" align="center">4.05 (3.71)</td>
</tr>
<tr>
<td valign="middle" align="left">Diplopia</td>
<td valign="middle" align="center">44</td>
<td valign="middle" align="center">3.58 (2.66-4.82)</td>
<td valign="middle" align="center">3.58 (81.64)</td>
<td valign="middle" align="center">3.57 (2.79)</td>
<td valign="middle" align="center">1.84 (1.41)</td>
</tr>
<tr>
<td valign="middle" align="left">Photophobia</td>
<td valign="middle" align="center">37</td>
<td valign="middle" align="center">4.28 (3.1-5.91)</td>
<td valign="middle" align="center">4.28 (92.77)</td>
<td valign="middle" align="center">4.27 (3.26)</td>
<td valign="middle" align="center">2.09 (1.63)</td>
</tr>
<tr>
<td valign="middle" align="left">Visual field defect</td>
<td valign="middle" align="center">30</td>
<td valign="middle" align="center">8.56 (5.98-12.26)</td>
<td valign="middle" align="center">8.55 (199.24)</td>
<td valign="middle" align="center">8.52 (6.31)</td>
<td valign="middle" align="center">3.09 (2.57)</td>
</tr>
<tr>
<td valign="middle" align="left">Visual brightness</td>
<td valign="middle" align="center">6</td>
<td valign="middle" align="center">31.67 (14.13-70.96)</td>
<td valign="middle" align="center">31.66 (175.23)</td>
<td valign="middle" align="center">31.16 (15.86)</td>
<td valign="middle" align="center">4.96 (3.86)</td>
</tr>
<tr>
<td valign="middle" align="left">Halo vision</td>
<td valign="middle" align="center">6</td>
<td valign="middle" align="center">11.11 (4.98-24.8)</td>
<td valign="middle" align="center">11.11 (54.88)</td>
<td valign="middle" align="center">11.05 (5.65)</td>
<td valign="middle" align="center">3.47 (2.37)</td>
</tr>
<tr>
<td valign="middle" align="left">Optic nerve disorder</td>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">5.21 (1.95-13.91)</td>
<td valign="middle" align="center">5.21 (13.58)</td>
<td valign="middle" align="center">5.2 (2.29)</td>
<td valign="middle" align="center">2.38 (1.09)</td>
</tr>
<tr>
<td valign="middle" align="left">Amaurosis</td>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">8.06 (2.59-25.06)</td>
<td valign="middle" align="center">8.06 (18.48)</td>
<td valign="middle" align="center">8.03 (3.11)</td>
<td valign="middle" align="center">3.01 (1.56)</td>
</tr>
<tr>
<td valign="middle" align="left">Ocular toxicity</td>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">7.49 (2.41-23.27)</td>
<td valign="middle" align="center">7.49 (16.8)</td>
<td valign="middle" align="center">7.46 (2.89)</td>
<td valign="middle" align="center">2.9 (1.45)</td>
</tr>
<tr>
<th valign="middle" colspan="6" align="left">VigiBase</th>
</tr>
<tr>
<td valign="middle" align="left">Visual impairment</td>
<td valign="middle" align="center">477</td>
<td valign="middle" align="center">7.46 (6.79-8.19)</td>
<td valign="middle" align="center">7.41 (2449.21)</td>
<td valign="middle" align="center">6.93 (6.41)</td>
<td valign="middle" align="center">2.79 (2.66)</td>
</tr>
<tr>
<td valign="middle" align="left">Vision blurred</td>
<td valign="middle" align="center">199</td>
<td valign="middle" align="center">2.7 (2.34-3.11)</td>
<td valign="middle" align="center">2.69 (205.72)</td>
<td valign="middle" align="center">2.64 (2.35)</td>
<td valign="middle" align="center">1.4 (1.19)</td>
</tr>
<tr>
<td valign="middle" align="left">Photopsia</td>
<td valign="middle" align="center">160</td>
<td valign="middle" align="center">49.42 (40.78-59.9)</td>
<td valign="middle" align="center">49.29 (4926.1)</td>
<td valign="middle" align="center">32.42 (27.6)</td>
<td valign="middle" align="center">5.02 (4.75)</td>
</tr>
<tr>
<td valign="middle" align="left">Vitreous floaters</td>
<td valign="middle" align="center">76</td>
<td valign="middle" align="center">20.73 (16.16-26.59)</td>
<td valign="middle" align="center">20.71 (1163.07)</td>
<td valign="middle" align="center">17.08 (13.87)</td>
<td valign="middle" align="center">4.09 (3.74)</td>
</tr>
<tr>
<td valign="middle" align="left">Photophobia</td>
<td valign="middle" align="center">39</td>
<td valign="middle" align="center">3.76 (2.73-5.18)</td>
<td valign="middle" align="center">3.76 (75.96)</td>
<td valign="middle" align="center">3.65 (2.79)</td>
<td valign="middle" align="center">1.87 (1.4)</td>
</tr>
<tr>
<td valign="middle" align="left">Visual field defect</td>
<td valign="middle" align="center">18</td>
<td valign="middle" align="center">3.77 (2.36-6.05)</td>
<td valign="middle" align="center">3.77 (35.24)</td>
<td valign="middle" align="center">3.66 (2.47)</td>
<td valign="middle" align="center">1.87 (1.2)</td>
</tr>
<tr>
<td valign="middle" align="left">Visual brightness</td>
<td valign="middle" align="center">7</td>
<td valign="middle" align="center">214.25 (55.4-828.57)</td>
<td valign="middle" align="center">214.23 (445.68)</td>
<td valign="middle" align="center">64.97 (20.95)</td>
<td valign="middle" align="center">6.02 (4.68)</td>
</tr>
<tr>
<td valign="middle" align="left">Halo vision</td>
<td valign="middle" align="center">6</td>
<td valign="middle" align="center">15.3 (6.45-36.32)</td>
<td valign="middle" align="center">15.3 (68.75)</td>
<td valign="middle" align="center">13.26 (6.43)</td>
<td valign="middle" align="center">3.73 (2.55)</td>
</tr>
<tr>
<td valign="middle" align="left">Ocular toxicity</td>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">12.52 (3.75-41.83)</td>
<td valign="middle" align="center">12.52 (27.98)</td>
<td valign="middle" align="center">11.14 (4.06)</td>
<td valign="middle" align="center">3.48 (1.93)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>PRR, the proportional reporting ratio; ROR, the reporting odds ratio; IC, the information component; EBGM, the empirical Bayes geometric mean; CI, confidence interval; 95%CI, two-sided for ROR, <bold>&#x3c7;</bold><sup>2</sup>, chi-squared; IC025 and EBGM05 lower one-sided for IC, and EBGM.</p></fn>
</table-wrap-foot>
</table-wrap>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Disproportion in adverse events with crizotinib at the PT level. ROR, reporting odds ratio; CI, confidence interval. The plots show the ROR with a 95% CI on a logarithmic scale.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-15-1735200-g003.tif">
<alt-text content-type="machine-generated">Comparison chart displaying reported cases of various visual impairments from FAERS and VigiBase. The chart lists conditions like visual impairment and photopsia, showing numbers of cases and ROR with confidence intervals. Bar graphs illustrate the ROR values for both databases, highlighting differences in conditions such as visual brightness and photopsia.</alt-text>
</graphic></fig>
<p>Disproportionality analysis identified strong safety signals for multiple ocular AEs associated with crizotinib, as summarized in <xref ref-type="table" rid="T3"><bold>Table&#xa0;3</bold></xref>. In the FAERS database, the highest ROR values were observed for photopsia (ROR = 42.5; 95% CI: 35.58&#x2013;50.76), vitreous floaters (ROR = 16.71; 95% CI: 13.28&#x2013;21.01), and visual brightness (ROR = 31.67; 95% CI: 14.13&#x2013;70.96), indicating robust associations. Similarly, in VigiBase, photopsia (ROR = 49.42; 95% CI: 40.78&#x2013;59.9) and visual brightness (ROR = 214.25; 95% CI: 55.4&#x2013;828.57) demonstrated markedly elevated signal values. These results reinforce the importance of active monitoring for ocular toxicity in patients receiving crizotinib, particularly for symptoms such as visual impairment, blurred vision, and photopsia.</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Time-to-onset analysis</title>
<p>We conducted a time-to-onset (TTO) analysis for ocular AEs associated with crizotinib using the FAERS database. Median onset times varied across PTs, with optic nerve disorder presenting the shortest median time to onset at 1 day, followed by photophobia and visual field defect at 6 days. Photopsia exhibited the longest median onset time among the commonly reported PTs, with a median of 18 days. Other notable PTs included amaurosis and vitreous floaters (both 15 days), visual brightness (14 days), visual impairment (13 days), and vision blurred (17 days). These findings underscore the early manifestation of most ocular AEs following crizotinib initiation. A detailed overview of TTO distributions is provided in <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Time to onset of ocular adverse events of crizotinib.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-15-1735200-g004.tif">
<alt-text content-type="machine-generated">Cumulative incidence plot showing the time to onset for various visual conditions in days. The curve includes conditions such as amaurosis, optic nerve disorder, photophobia, and others, each represented by different colored and styled lines. The x-axis represents days, ranging from zero to two thousand five hundred, and the y-axis represents cumulative incidence from zero to one. A legend indicates median onset times for each condition.</alt-text>
</graphic></fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>To date, pharmacovigilance studies specifically addressing ocular AEs associated with crizotinib remain limited. This study presents, to our knowledge, the first comprehensive real-world evaluation of ocular toxicity linked to crizotinib using data from both the FAERS and VigiBase databases. Through disproportionality analysis across two independent international reporting systems, we identified consistent and robust safety signals for several ocular PTs, including visual impairment, vision blurred, and photopsia. TTO analysis further indicated that these AEs typically emerge early in the treatment course, highlighting the importance of prompt clinical monitoring.</p>
<p>Visual disturbances were observed in approximately 62% of patients in early clinical trials of crizotinib (<xref ref-type="bibr" rid="B17">17</xref>), with most events classified as low-grade and considered by investigators to have limited clinical significance (<xref ref-type="bibr" rid="B18">18</xref>). However, these ocular effects have not been systematically assessed in post-marketing surveillance. The present study addresses this gap by quantifying the association between crizotinib and ocular AEs using data from two large-scale pharmacovigilance databases. Our findings underscore the need to incorporate routine ophthalmologic monitoring into the clinical management of patients receiving crizotinib, particularly during the initial phase of treatment when such events are most likely to occur.</p>
<p>As shown in <xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>, ocular AEs associated with crizotinib were more frequently reported in female patients (49.19% in FAERS; 49.62% in VigiBase) than in male patients (40.21% in FAERS; 40.60% in VigiBase). This sex disparity may be attributed to the higher prevalence of ALK gene rearrangements among non-smoking females with NSCLC (<xref ref-type="bibr" rid="B19">19</xref>), leading to greater exposure to crizotinib in this population. Additionally, a year-by-year decline in crizotinib-related AE reports was observed from 2014 to 2025, which likely reflects the increasing clinical adoption of newer-generation ALK inhibitors with superior efficacy and safety profiles.</p>
<p>Our analysis of the FAERS and VigiBase databases confirms a strong association between crizotinib and a range of visual disturbances, including blurred vision, diplopia, photophobia, and vitreous floaters. In addition, robust disproportionality signals were observed for less frequently reported terms such as halo vision, amaurosis, and visual field defects. Prior clinical studies have consistently described these ocular AEs as low grade (Grade 1&#x2013;2) and self-limiting (<xref ref-type="bibr" rid="B20">20</xref>). For instance, pivotal trials reported that approximately 60% of patients experienced vision-related symptoms, yet none required dose adjustments due to these effects (<xref ref-type="bibr" rid="B21">21</xref>). However, even transient visual disturbances can interfere with safety-critical activities. Expert recommendations caution that symptoms such as photopsia or progressive floaters may signal serious retinal pathology and advise patients to exercise caution when performing tasks like driving or operating machinery (<xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B22">22</xref>).</p>
<p>The visual disturbances associated with crizotinib are likely attributable to its effects on retinal signal transduction pathways. In addition to ALK inhibition, crizotinib targets c-MET and ROS1 kinases (<xref ref-type="bibr" rid="B23">23</xref>). While ALK protein is expressed in the retinal ganglion and inner nuclear layers, c-MET appears absent from the neural retina. Experimental data have shown that crizotinib alters retinal electrophysiology&#x2014;specifically, reducing the electroretinogram b-wave amplitude during dark adaptation&#x2014;an effect not observed with ALK-selective inhibitors (<xref ref-type="bibr" rid="B22">22</xref>). Studies further demonstrated that crizotinib more potently disrupted ON/OFF ganglion cell responses compared to alectinib, indicating broader retinal functional impairment (<xref ref-type="bibr" rid="B24">24</xref>). These findings suggest that crizotinib&#x2019;s off-target inhibition of MET and ROS1, which are expressed in retinal tissue, contributes to its ocular toxicity. By disrupting photoreceptor&#x2013;bipolar cell transmission and ganglion cell signaling, crizotinib may induce characteristic symptoms such as photopsia, flashes, and blurred vision (<xref ref-type="bibr" rid="B25">25</xref>). Although uncommon, inflammatory or vascular complications&#x2014;including optic disc edema with vasculitic leakage&#x2014;have also been reported, resolving after switching to alternative ALK inhibitors (<xref ref-type="bibr" rid="B26">26</xref>). Collectively, these data support a biologically plausible mechanism for crizotinib-induced visual AEs, driven by interference with retinal kinase signaling pathways.</p>
<p>Based on these findings, we recommend incorporating proactive ophthalmologic monitoring into clinical protocols for patients receiving crizotinib. A comprehensive baseline ophthalmic examination should be conducted prior to treatment initiation to document pre-existing conditions and establish a reference point (<xref ref-type="bibr" rid="B27">27</xref>). Follow-up evaluations, ideally within the first month of therapy, are advised to detect early-onset visual symptoms. Throughout the treatment course, clinicians should routinely inquire about visual disturbances and document any reported symptoms. Consistent with regulatory guidance, patients should receive regular visual assessments&#x2014;monthly when feasible&#x2014;and be instructed to promptly report any new or worsening visual changes. Symptoms such as blurred or double vision, photopsia, halos, or visual field defects should trigger timely referral to an ophthalmologist or neuro-ophthalmologist. Unexplained visual loss or severe ocular events warrant urgent specialist evaluation. Patient education is also critical: individuals should be informed of the potential for mild visual AEs and advised to exercise caution when engaging in visually demanding activities (e.g., driving or operating machinery) until symptoms are stable (<xref ref-type="bibr" rid="B28">28</xref>). In clinical practice, this includes preemptive discussions about visual risks and clear guidance on activity restrictions should significant symptoms occur.</p>
<p>Our findings are consistent with, and expand upon, prior observations from clinical trials and small cohort studies. Visual disturbances associated with crizotinib were well documented in early-phase trials, with approximately 60&#x2013;62% of patients reporting mild symptoms, typically within the first week of treatment (<xref ref-type="bibr" rid="B21">21</xref>). In these controlled settings, the visual effects were generally considered trivial and rarely led to treatment modification. Our large-scale pharmacovigilance analysis corroborates that most ocular AEs are indeed low-grade; however, it also reveals specific patterns&#x2014;such as elevated reporting odds for photopsia, vitreous floaters, and visual brightness&#x2014;that may be underrecognized in clinical trials. Prospective ophthalmologic substudies have similarly reported frequent objective findings (e.g., changes in refraction and retinal thickness on optical coherence tomography) in crizotinib-treated patients, though without serious clinical sequelae (<xref ref-type="bibr" rid="B29">29</xref>). Notably, Solomon et&#xa0;al. found that such objective abnormalities often did not correlate with patient-reported symptoms, suggesting that many visual effects of crizotinib may be subtle or subclinical (<xref ref-type="bibr" rid="B29">29</xref>). Our study complements these limited-sample investigations by leveraging global real-world pharmacovigilance data. By aggregating reports across diverse populations, indications, and extended treatment durations, FAERS and VigiBase capture rare or delayed events&#x2014;such as optic nerve disorders&#x2014;that smaller trials are likely to overlook.</p>
<p>Nonetheless, the intrinsic limitations of spontaneous reporting systems must be considered when interpreting these findings. Neither FAERS nor VigiBase contains denominator data (i.e., the total number of patients exposed), precluding calculation of true incidence or risk estimates (<xref ref-type="bibr" rid="B30">30</xref>). Underreporting is a well-recognized issue, particularly for transient, low-grade events that may not prompt medical attention. Conversely, reporting bias may inflate associations, as known or anticipated AEs are more likely to be reported. Additionally, confounding by co-medications or comorbid conditions may obscure causality. Disproportionality analysis is designed to detect statistical signals but does not establish a causal relationship between a drug and an AEs. Furthermore, both databases lack granular clinical details, such as precise onset timing or ophthalmologic examination findings, limiting mechanistic interpretation (<xref ref-type="bibr" rid="B31">31</xref>). Despite these limitations, the use of two independent databases enhances robustness and mitigates source-specific biases. In summary, while spontaneous reporting cannot substitute for prospective studies, our findings offer complementary real-world evidence: crizotinib-associated ocular AEs are generally mild, occur early in therapy, and follow recognizable patterns that support current monitoring practices. Future prospective studies or registries with systematic ophthalmologic assessment are warranted to clarify incidence, mechanisms, and long-term outcomes.</p>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusion</title>
<p>This pharmacovigilance analysis of FAERS and VigiBase revealed consistent disproportionality signals linking crizotinib to multiple ocular AEs. Strong associations were identified for blurred vision, diplopia, photophobia, vitreous floaters, halo vision, amaurosis, and visual field defects. These events typically occurred early in treatment and, while predominantly low-grade, may transiently impair visual function, particularly in tasks requiring high acuity. Notably, some events such as halo vision and amaurosis, infrequently reported in trials, emerged as significant signals in real-world data. Despite the inherent limitations of spontaneous reporting systems&#x2014;such as reporting bias and absence of incidence denominators&#x2014;these findings underscore the need for heightened clinical vigilance. Further prospective studies and mechanistic investigations are warranted to validate these associations and clarify the pathophysiological basis of crizotinib-induced ocular toxicity.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Material</bold></xref>. Further inquiries can be directed to the corresponding author.</p></sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>SD: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. Z-CJ: Writing &#x2013; review &amp; editing, Writing &#x2013; original draft. LG: Writing &#x2013; review &amp; editing, Writing &#x2013; original draft. RZ: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. YL: Funding acquisition, Resources, Formal Analysis, Validation, Project administration, Investigation, Data curation, Supervision, Writing &#x2013; review &amp; editing, Writing &#x2013; original draft, Methodology, Visualization, Conceptualization, Software.</p></sec>
<sec id="s9" sec-type="COI-statement">
<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 id="s10" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p></sec>
<sec id="s11" sec-type="disclaimer">
<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>
<sec id="s12" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fonc.2025.1735200/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fonc.2025.1735200/full#supplementary-material</ext-link>.
</p>
<supplementary-material xlink:href="Table1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
<supplementary-material xlink:href="Table2.docx" id="SM2" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/></sec>
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<fn id="n1" fn-type="custom" custom-type="edited-by">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1608548">Yuhao Xie</ext-link>, St. John&#x2019;s University, United States</p></fn>
<fn id="n2" fn-type="custom" custom-type="reviewed-by">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/854573">Bukun Zhu</ext-link>, Shanghai University of Traditional Chinese Medicine, China</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2642849">Qian Guo</ext-link>, First Affiliated Hospital of Zhengzhou University, China</p></fn>
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<fn fn-type="abbr" id="abbrev1">
<label>Abbreviations:</label>
<p>NSCLC, Non-small-cell lung cancer; ALK, Anaplastic lymphoma kinase; TKI, Tyrosine kinase inhibitor; ROS1, c-ROS oncogene 1, receptor tyrosine kinase; AEs, Adverse events; FDA, Food and Drug Administration; FAERS, FDA Adverse Event Reporting System; SOC, System Organ Class; MedDRA, Medical Dictionary for Regulatory Activities; PT, Preferred Term; ROR, Reporting Odds Ratio; PRR, Proportional Reporting Ratio; EBGM, Empirical Bayes Geometric Mean; BCPNN, Bayesian Confidence Propagation Neural Network; CI, confidence interval; TTO, Time-to-Onset.</p>
</fn>
</fn-group>
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