<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article article-type="research-article" dtd-version="2.3" xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
<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">1485007</article-id>
<article-id pub-id-type="doi">10.3389/fphar.2024.1485007</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>Consistent RNA expression and RNA modification patterns in cardiotoxicity induced by Matrine and Evodiamine</article-title>
<alt-title alt-title-type="left-running-head">Fang 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.2024.1485007">10.3389/fphar.2024.1485007</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Fang</surname>
<given-names>Guanhua</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Shen</surname>
<given-names>Yanming</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gao</surname>
<given-names>Xinyue</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Lele</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhu</surname>
<given-names>An</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1457891/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Liao</surname>
<given-names>Dongshan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2821687/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Cardiovascular Surgery</institution>, <institution>Fujian Medical University Union Hospital</institution>, <addr-line>Fuzhou</addr-line>, <addr-line>Fujian</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Heart Center of Fujian Medical University</institution>, <addr-line>Fuzhou</addr-line>, <addr-line>Fujian</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Key Laboratory of Ministry of Education for Gastrointestinal Cancer</institution>, <institution>School of Basic Medical Sciences</institution>, <institution>Fujian Medical University</institution>, <addr-line>Fuzhou</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/715217/overview">Wei Peng</ext-link>, Chengdu University of Traditional Chinese Medicine, China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/778976/overview">Mingzhu Wang</ext-link>, Shanghai University of Traditional Chinese Medicine, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/906554/overview">Hong Li</ext-link>, Southern Medical University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Dongshan Liao, <email>lds89612@fjmu.edu.cn</email>
</corresp>
<fn fn-type="equal" id="fn001">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this work</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>09</day>
<month>01</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1485007</elocation-id>
<history>
<date date-type="received">
<day>27</day>
<month>08</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>16</day>
<month>12</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Fang, Shen, Gao, Yang, Zhu and Liao.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Fang, Shen, Gao, Yang, Zhu and Liao</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>Recent research has demonstrated the efficacy of traditional Chinese medicine (TCM) and its active compounds in combating cancer, leading to an increasing utilization of TCM as adjunctive therapy in clinical oncology. However, the optimal dosage of TCM remains unclear, and excessive use may result in cardiotoxicity, which poses a significant health concern for patients undergoing systemic treatment. Therefore, elucidating the underlying mechanisms of cytotoxicity induced by TCM can provide valuable insights for clinical management. In this study, we employed a comprehensive bioinformatics analysis to present sequencing data obtained from AC16 myocardial cells treated with two bioactive derived from botanical drugs: Matrine and Evodiamine. We aim to investigate the dysregulated signaling pathways associated with cardiotoxicity induced by these compounds. Based on our sequencing results, we observed consistent patterns of gene expression and epitranscriptome regulation (m6A and A-to-I modifications) across various drugs-treated AC16 cells when analyzed using KEGG pathway enrichment and gene ontology analyses. Furthermore, m6A writers VIRMA and A-to-I writers ADARB1 is consistent target of Evodiamine and Matrine. In general, our findings suggest that different Chinese botanical drugs induced cardiotoxicity may share common therapeutic strategies.</p>
</abstract>
<kwd-group>
<kwd>m6A (N6-methyladenose)</kwd>
<kwd>Matrine (M)</kwd>
<kwd>Evodiamine (evo)</kwd>
<kwd>cardiotoxicity</kwd>
<kwd>RNA editing</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Ethnopharmacology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Although standard anti-cancer medicines can extend a patient&#x2019;s lifespan, the emergence of drug resistance during disease progression necessitates the administration of additional medications for effective treatment. Traditional medicine has demonstrated its potential as an adjunctive therapy in clinical treatment for anticancer purposes, however, the toxicity and optimal dosage remain uncertain. Among all kind of drug induced cytotoxicity, cardiotoxicity is a fatal, specifically in patients undergoing anticancer treatment. Therefore, we need to understand the mechanism of cytotoxicity induced by traditional medicine and their active compounds, which may provide therapy target to cure patients with cardiotoxicity.</p>
<p>Matrine is a functional compound of the root of <italic>Sophora tonkinensis</italic> Gagnep [Fabaceae] or <italic>Sophora flavescens</italic> Aiton [Fabaceae], which could be used for clinical treatment with a variety of purposes (<xref ref-type="bibr" rid="B39">Zhang et al., 2020</xref>), such as alternative medicine for neurological disease (<xref ref-type="bibr" rid="B38">Yin et al., 2017</xref>), respiratory diseases (<xref ref-type="bibr" rid="B8">Huang et al., 2014</xref>), mental disease and so on. The recent studies have demonstrated that Matrine has been proven to be effective in anticancer therapy as well. For example, the KuShun injunction (active compound Matrine) is widely employed in clinical therapy for various types of cancer (<xref ref-type="bibr" rid="B12">Li et al., 2023</xref>), such as breast cancer (<xref ref-type="bibr" rid="B11">Lai et al., 2022</xref>), gastric cancer (<xref ref-type="bibr" rid="B7">Huang et al., 2011</xref>), hepatocellular carcinoma (<xref ref-type="bibr" rid="B18">Ma et al., 2016</xref>), and esophageal cancer (<xref ref-type="bibr" rid="B41">Zhou et al., 2021</xref>). Moreover, several experiments have elucidated the underlying mechanisms of Matrine in its anticancer activity. Matrine has been shown to inhibit the cell cycle progression in lung adenocarcinoma cell line A549 and downregulate the expression of VGEGA, thereby reducing metastasis in A549 cells (<xref ref-type="bibr" rid="B1">An et al., 2016</xref>). Additionally, Matrine exerts suppressive effects on liver cancer cell Huh&#x2010;7 progression and attenuates the Warburg effect by modulating the circROBO1/miR-130a-5p/ROBO1 axis (<xref ref-type="bibr" rid="B9">Huang et al., 2023</xref>). Furthermore, Matrine hampers colorectal cancer development in HCT116 and SW480 cells through regulation of the AGRN/Wnt/&#x3b2;-catenin pathway (<xref ref-type="bibr" rid="B9">Huang et al., 2023</xref>).</p>
<p>Beside Matrine, a bioactive alkaloid named Evodiamine were used as anticancer medicine in clinical therapy also. Evodiamine is a compound extracted from the fruit of <italic>Tetradium ruticarpum</italic> (A.Juss.) T.G.Hartley [Rutaceae], which is the component of many clinical medicines, such as &#x201c;Zuo-Jin-Wan (<xref ref-type="bibr" rid="B27">Tang et al., 2016</xref>)&#x201d; and &#x201c;Wuzhuyu decoction (<xref ref-type="bibr" rid="B30">Wang et al., 2023</xref>),&#x201d; used for treating digestive system diseases and as an adjuvant treatment for cancer (<xref ref-type="bibr" rid="B16">Luo et al., 2021</xref>). For instance, the &#x201c;Wuzhuyu decoction&#x201d; has been employed clinically for treating chronic non-atrophic gastritis (<xref ref-type="bibr" rid="B6">Hu et al., 2023</xref>) and as an adjunctive therapy in gastric cancer (<xref ref-type="bibr" rid="B21">Pan et al., 2009</xref>). Evodiamine could slow the growth of cancer by participating the regulation of multiple signaling pathways. For example, Evodiamine could induce the cancer cells apoptosis by caspase-independent and caspase-dependent pathway both. The expression of cyclin A/D could be regulated by Evodiamine to manipulate the cell cycle and inhibit cancer cell proliferation (<xref ref-type="bibr" rid="B5">Hong et al., 2020</xref>). The Evodiamine could affect ERK signaling pathway to reduce the metastasis and invasion (<xref ref-type="bibr" rid="B5">Hong et al., 2020</xref>).</p>
<p>Although Chinese botanical drugs containing Matrine and Evodiamine are not considered first-line treatments for cancer, they are widely utilized as adjunctive therapies in anticancer regimens. However, the lack of standardized treatment protocols for these drugs as adjunctive therapies can also pose risks to patients due to potential side effects resulting from drug overdosage, the cardiotoxicity induced by the overdosage of Matrine and Evodiamine has been demonstrated in both cell and animal models. In a cell model, treatment of neonatal rat cardiomyocytes with 28.44&#xa0;&#x3bc;g/mL of Evodiamine for 1&#xa0;day resulted in reduced cell viability by half compared to the control group (<xref ref-type="bibr" rid="B37">Yang et al., 2017</xref>). Similarly, experiments conducted on hiPSC-CMs showed decreased cell viability when cultured with Matrine (<xref ref-type="bibr" rid="B29">Wang et al., 2019</xref>), which was attributed to an increase in reactive oxygen species and disruption of calcium homeostasis. Furthermore, treatment of zebrafish with Evodiamine led to paraplasia cordis as animal evidence.</p>
<p>Recent researches have proved that Matrine and Evodiamine cause cardiotoxicity in cell and animal models, but the related signaling pathways are rarely studied. Considering Matrine and Evodiamine are commonly utilized in clinical treatment and the drugs can lead to fatal cardiotoxicity, in this study, we investigated the effects of Matrine and Evodiamine treatment on changes in RNA expression and two epi-transcriptomes (m6A and A-to-I) in myocardial cells AC16. In addition, we found consistent patterns of RNA expression and RNA modification patterns of calls under the cultured with different active compounds, which may provide a therapy target for curing patients with drug-induced cardiotoxicity.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>Methods and materials</title>
<sec id="s2-1">
<title>Chemical reagent and cell culture</title>
<p>Evodiamine and Matrine were purchased from Chengdu Must Bio-Technology Co., Ltd. (Chengdu, China). The chemical structure of Evodiamine and Matrine (<xref ref-type="fig" rid="F1">Figures 1A, F</xref>) were verified by nuclear magnetic resonance (NMR) spectral analysis (Bruker) (<xref ref-type="fig" rid="F1">Figures 1C, D, H, I</xref>). Based on the detection by high-performance liquid chromatography (Thermo Fisher Scientific Inc.), the purities of Evodiamine and Matrine were 99.80% and 99.99% (<xref ref-type="fig" rid="F1">Figures 1B, G</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Chemical reagent and Cell viability. <bold>(A, F)</bold> The chemical structures for Evodiamine and Matrine; <bold>(B, G)</bold> The purity of Evodiamine and Matrine; <bold>(C, H)</bold> 400&#xa0;MHz 1H NMR spectra; <bold>(D, I)</bold> 100&#xa0;MHz 13C NMR spectra; <bold>(E, J)</bold> Cell viability.</p>
</caption>
<graphic xlink:href="fphar-15-1485007-g001.tif"/>
</fig>
<p>The human AC16 cell line was obtained from the American Type Culture Collection. The cells were cultured in DMEM (BasalMedia, Shanghai, China) supplemented with 10% fetal bovine serum (Gibco, New York, NY, United States), 100&#xa0;&#x3bc;g/mL streptomycin, and 100&#xa0;U/mL penicillin G sodium salt at 37&#xb0;C, humidified atmosphere of 5% CO2. To treat AC16 cells, Evodiamine or Matrine were dissolved in DMSO (Sangon) at concentrations of 10, 50, and 250&#xa0;&#x3bc;M for 24&#xa0;h or 500, 1,000, and 2,000&#xa0;&#x3bc;M for 48&#xa0;h. The concentration of DMSO in the cell culture was maintained 1%.</p>
</sec>
<sec id="s2-2">
<title>Cell viability</title>
<p>AC16 cells were seeded in 96-well plates with 4,000 cells/well and exposed to 0, 10, 50, and 250&#xa0;&#x3bc;M Evodiamine for 24&#xa0;h or 0, 500, 1,000, and 2,000&#xa0;&#x3bc;M Matrine for 48&#xa0;h (<xref ref-type="fig" rid="F1">Figures 1 E, J</xref>). Afterward, 10% MTT reagent was added to each well and incubated for 4&#xa0;h at 37&#xb0;C. The absorbance was measured at 490&#xa0;nm using a microplate reader (BioTek, Santa Clara, CA, United States).</p>
</sec>
<sec id="s2-3">
<title>RNA preparation for high throughput sequencing</title>
<p>To maintain a cell viability of 70% in AC16 cells treated with a chemical reagent, we opted for the utilization of 50&#xa0;&#x3bc;M Evodiamine and 1,000&#xa0;&#x3bc;M Matrine during cell culture for subsequent high throughput sequencing. HT22 cells were cultured in 6&#xa0;cm dishes with a cell density of 2 &#xd7; 10<sup>6</sup> cells/dish. Subsequently, the cells were subjected to treatment with MA at concentrations of 0 and 50&#xa0;&#x3bc;M Evodiamine or 1,000&#xa0;&#x3bc;M Matrine for a duration of 72&#xa0;h. Following this, TRIzol Reagent (Invitrogen) was utilized for cell lysis. The immunoprecipitation samples contained enrich RNA fragments and input samples were prepared following the protocol from Magna MeRIP m6A kit. All samples were sequenced on a NovaSeq 6,000 platform at Seqhealth Technology Co., Ltd.</p>
</sec>
<sec id="s2-4">
<title>Bioinformatics analysis</title>
<p>The bioinformatics analysis of high-throughput sequencing was conducted using Ubuntu 18.04.6 and R project (version 4.0.3). Details of the parameters used in this study are provided in the Supplementary Material, while the sequencing data can be accessed through Gene Expression Omnibus with accession number GSE274753.</p>
<sec id="s2-4-1">
<title>RNA-seq</title>
<p>The trim galore was used to remove the low-quality reads from raw data. After that, the Hisat2 (version 2.1.0) (<xref ref-type="bibr" rid="B10">Kim et al., 2019</xref>) with default parameters was applied to align the trimmed reads with genome reference (NCBI hg19) to generate sam files, which were convert into bam files by the samtools subsequently (<xref ref-type="bibr" rid="B22">Pertea et al., 2016</xref>). The gene expression level was estimated by the stringtie (version 1.3.6) (<xref ref-type="bibr" rid="B22">Pertea et al., 2016</xref>) and the differential expression gene was identified by the DESeq2 (<xref ref-type="bibr" rid="B15">Love et al., 2014</xref>) (<xref ref-type="sec" rid="s12">Supplementary Table S1</xref>), Genes with a log2FC &#x3e; 1 or log2FC &#x3c; &#x2212;1 and p-value &#x3c;0.05 were considered to have significant differences. To determine the aberrant gene expression participated signaling pathway (KEGG) of functional regulation (Gene ontology), the significant differential expressed genes were selected and analyzed by the KOBAS (<xref ref-type="bibr" rid="B35">Xie et al., 2011</xref>).</p>
</sec>
<sec id="s2-4-2">
<title>MeRIP-seq</title>
<p>After the alignment, the enriched m6A modification regions and differential methylated regions were detected by the peak caller exomePeaks2 (<xref ref-type="bibr" rid="B13">Liang et al., 2024</xref>) (version 1.9.4), the results were summarized in <xref ref-type="sec" rid="s12">Supplementary Table S2</xref>. The threshold for selecting significant differential methylation regions was set as log2FC &#x3e; 1 or log2FC &#x3c; &#x2212;1 and p-value &#x3c;0.05. The R package &#x201c;MateTX&#x201d; was used to visualize the distribution of modification sites on the message RNA and Long non-coding RNA (<xref ref-type="bibr" rid="B33">Wang et al., 2021</xref>). The score of modification sites in the evolutionary conservation was predicted by the ConsRM (<xref ref-type="bibr" rid="B24">Song et al., 2021</xref>) web server. The information of diseases associated RNA modification were downloaded from the RMDisease (<xref ref-type="bibr" rid="B25">Song et al., 2023</xref>). The significant differential methylated regions were analyzed by the KOBAS also.</p>
</sec>
<sec id="s2-4-3">
<title>A-to-I</title>
<p>To detect the RNA editing sites under differential conditions, the RED-ML (<xref ref-type="bibr" rid="B36">Xiong et al., 2017</xref>) tools with default parameters were used. The single nucleotide polymorphisms were filtered by dbSNP. The unique A-to-I sites on treated AC16 samples were select for KEGG and Gene ontology analysis by KOBAS.</p>
<p>The interaction of Evodiamine and Matrine with m6A and A-to-I regulators was explored through SYBYL software (Tripos, St Louis, MO, United States). Structure of Evodiamine and Matrine was obtained from PubChem, and crystalline structure of docking proteins was acquired from PDB and UniProt. Then the high precision and semi-flexible docking were performed in SYBYL-X 2.0. The total score encompassing the comprehensive evaluation of hydrophobic complementarity, polar complementarity, solvation terms, and entropic terms. A stable binding between proteins and molecules was considered if the total score surpassed 5. The binding affinity between compounds and proteins were estimated by the AutoDock vina (version 1.1.2) (<xref ref-type="bibr" rid="B28">Trott and Olson, 2010</xref>).</p>
</sec>
</sec>
<sec id="s2-5">
<title>Animal model</title>
<p>The cardiotoxicity induced by Matrine and Evodiamine was validated <italic>in vivo</italic> (<xref ref-type="fig" rid="F2">Figure 2</xref>). The zebrafish are bred under controlled conditions of 28.5&#xb0;C, with a light-dark cycle of 14&#xa0;h and a 10-h period of darkness (<xref ref-type="fig" rid="F2">Figure 2A</xref>). The heart rate and deformity rate were counted for zebrafish cultured under different conditions (<xref ref-type="fig" rid="F2">Figure 2B</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>The effect of Matrine and Evodiamine <italic>in vivo</italic>. <bold>(A)</bold> Zebrafish were bred under different conditions with different concentrations of Matrine or Evodiamine, <bold>(B)</bold> The high concentration of Matrine and Evodiamine reduced the heart rate and increased deformity rate of Zebrafish.</p>
</caption>
<graphic xlink:href="fphar-15-1485007-g002.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Result</title>
<p>Based on the sequencing results, a total of 6,324 and 5,379 differentially expressed genes (log2FC &#x3e; 1 or log2FC &#x3c; &#x2212;1, p-value &#x3c;0.05) were identified in the Evodiamine and Matrine treated groups (<xref ref-type="fig" rid="F3">Figure 3A</xref>), respectively, when compared to the control samples. The read counts of each sample were utilized for Principal Component Analysis (PCA) to demonstrate the similarity in gene expression status of AC16 cells under different chemical reagents treatment (<xref ref-type="fig" rid="F3">Figure 3B</xref>). Additionally, we present the consistent expression patterns of the top 15 upregulated genes and top 15 downregulated genes induced by Evodiamine and Matrine in AC16 cells, indicating cardiotoxicity (<xref ref-type="fig" rid="F3">Figure 3C</xref>). In total, a set of 1,294 genes exhibited aberrant expression under both drug-induced cardiotoxic conditions (<xref ref-type="fig" rid="F3">Figure 3D</xref>). Furthermore, we observed alterations in 103 signaling pathways and 1,023 gene functions in both drug-induced cardiotoxic conditions (<xref ref-type="fig" rid="F3">Figure 3E</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Gene expression profiles on the AC16 and tow cardiotoxic conditions treated Evodiamine and Matrine. <bold>(A)</bold> Volcano plot for differential expression between AC16 and treated Evodiamine and Matrine, respectively <bold>(B)</bold> PCA for three conditions. <bold>(C)</bold> heatmap of top 15 upregulated genes and top 15 downregulated genes in each condition. <bold>(D)</bold> Venn diagram for differential expression. <bold>(E)</bold> Venn diagram to show the similar KEGG and GO enrichment in two cardiotoxic conditions.</p>
</caption>
<graphic xlink:href="fphar-15-1485007-g003.tif"/>
</fig>
<p>We selected and presented the top 20 significant KEGG pathways and gene ontology results on Evodiamine and Matrine induce cardiotoxicity in <xref ref-type="fig" rid="F4">Figure 4</xref>, respectively. In detail, Evodiamine and Matrine induce cardiotoxicity by the alter identical 12 signaling pathway (<xref ref-type="fig" rid="F4">Figure 4A</xref>), including PI3K-Akt signaling pathway, Rap1 signaling pathway, MAPK signaling pathway, ECM-receptor interaction and calcium signaling pathway which is proven play important roles in the development of cardiac diseases. For example, the activation of MAPK signaling pathway promotes myocardial fibrosis by regulating the generation of AP-1, leading to increased proliferation of fibroblasts and collagen fiber maturation. On the other hands, the inhibition of MAPK signaling could improves heart failure. Among the top 20 gene functions with highest confidence coefficient, 16 gene functions are identical (<xref ref-type="fig" rid="F4">Figure 4B</xref>). These results of KEGG and gene ontology illustrate the cell under the treatment of Evodiamine and Matrine have similar pathways and functions.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>KEGG and gene ontology enrichment based on the differential gene expression profiles. <bold>(A)</bold> KEGG enrichment for Evodiamine and Matrine. <bold>(B)</bold> GO enrichment for Evodiamine and Matrine.</p>
</caption>
<graphic xlink:href="fphar-15-1485007-g004.tif"/>
</fig>
<p>Besides altered gene expression, we also explore the roles of epitranscriptome in the Chinese botanical drugs induced cardiotoxicity. <italic>N</italic>6-methyladenosine is the most prevalent epitranscriptome makers on the human messenger and long non-coding RNA. Compared with the control groups (<xref ref-type="fig" rid="F5">Figures 5A, B</xref>), the increased m6A levels is observed and a total of 464 and 316 differentially methylated peaks (log2FC &#x3e; 1 or log2FC &#x3c; &#x2212;1, p-value &#x3c;0.05) were identified in the Evodiamine treated with and Matrine treated condition. In regard to the distribution of m6A, the Evodiamine enriched the m6A sites on the end of CDS regions, whereas Matrine raised the m6A sites on the 5&#x2032;UTR of messenger RNA (<xref ref-type="fig" rid="F5">Figure 5C</xref>). Interesting, the Evodiamine and Matrine suppressed the m6A on the lncRNA both. To explore the potential function of abnormal the m6A sites, the conservation and disease association of m6A were analyzed. After the treatment with the Evodiamine and Matrine, more methyl group was added on the adenosine, which may affect the RNA metabolism to change the signaling pathway and gene functions (<xref ref-type="fig" rid="F5">Figure 5D</xref>). Additionally, 9.26% and 8.54% differential methylated genes contained disease related m6A sites in Evodiamine and Matrine treatment, respectively (<xref ref-type="fig" rid="F5">Figure 5E</xref>).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>m6A profiles on the AC16 and tow cardiotoxic conditions treated Evodiamine and Matrine. <bold>(A)</bold> The percentage of peak number per gene in different conditions. <bold>(B)</bold> Volcano plot for differential m6A between AC16 and treated Evodiamine and Matrine, respectively. <bold>(C)</bold> The distribution of m6A on mRNA and ncRNA. <bold>(D)</bold> The conservation of m6A sites. <bold>(E)</bold> The disease association with drugs induced differential methylation.</p>
</caption>
<graphic xlink:href="fphar-15-1485007-g005.tif"/>
</fig>
<p>A-to-I is another type of RNA modification which regulated the gene expression also. We used the RED-ML to estimate the A-to-I status in normal AC16 cell and AC16 with cardiotoxicity. Evodiamine and Matrine suppressed the A-to-I sites on the CDS but enhanced the A-to-I sites on the 3&#x2032;UTR (<xref ref-type="fig" rid="F6">Figure 6A</xref>). In general, the number of A-to-I sites were reduced in the treatment with Matrine (<xref ref-type="fig" rid="F6">Figure 6B</xref>). Compared with control condition (<xref ref-type="fig" rid="F6">Figure 6C</xref>), samples treated Matrine with have 1,234 new A-to-I sites on the 572 genes, while 1935 new sites on 859 genes were observed in the treatment of Evodiamine. We also investigate the A-to-I and m6A co-regulated genes which take 25% proportion approximately (<xref ref-type="fig" rid="F6">Figure 6D</xref>).</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>A-to-I profiles on the AC16 and tow cardiotoxic conditions treated Evodiamine and Matrine. <bold>(A)</bold> The change of A-to-I sites on the different gene structures. <bold>(B)</bold> The percentage of A-to-I sites per gene in different conditions. <bold>(C)</bold> The Venn diagram for A-to-I sites and regulated genes in different conditions. <bold>(D)</bold> The percentage of m6A, A-to-I and co-regulated genes.</p>
</caption>
<graphic xlink:href="fphar-15-1485007-g006.tif"/>
</fig>
<p>The RNA modification related signaling pathway and gene function were predicted also. For the m6A modification (<xref ref-type="fig" rid="F7">Figure 7A</xref>), 7 of top 20 significant signaling pathways were consistent in two types of chemical reagents induced cardiotoxicity. For the A-to-I, 8 of top 20 significant signaling pathways were consistent. However, the m6A related pathway is different with the A-to-I regulated pathway, only pathway named &#x2018;Herpes simplex virus 1 infection&#x2019; enriched in the A-to-I and m6A regulation both. However, the m6A and A-to-I regulated genes possessed similar gene function based on the gene ontology (<xref ref-type="fig" rid="F7">Figure 7B</xref>).</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>KEGG and gene ontology enrichment based on the differential m6A and A-to-I. <bold>(A)</bold> KEGG enrichment for m6A and A-to-I. <bold>(B)</bold> Gene ontology show the similar function of m6A and A-to-I mediated genes on different drug induced cardiotoxicity.</p>
</caption>
<graphic xlink:href="fphar-15-1485007-g007.tif"/>
</fig>
<p>Considering the Evodiamine and Matrine participated similar m6A or A-to-I regulated signaling pathway and gene functions, we investigate the potential interaction between Evodiamine or Matrine and RNA modification regulators. The potential interaction between drugs and four m6A writers (METTL14, METTL3, WTAP, VIRMA) or three A-to-I writers (ADAR, ADARB1, ADARB2) were estimated by SYBYL software (<xref ref-type="table" rid="T1">Table 1</xref>). Interestingly, m6A writers VIRMA and A-to-I writers ADARB1 is consistent target of Evodiamine and Matrine, which achieved higher scores (<xref ref-type="fig" rid="F8">Figure 8</xref>). According to the prediction, VIRMA and ADARB1 can form a hydrogen bond with Matrine and exhibit hydrophobic contacts involving 8 and 6 residues, respectively. However, Evodiamine exclusively interacts with VIRMA and ADARB1 through hydrophobic contacts involving 11 and 8 residues, respectively. Furthermore, we employed AutoDock Vina to estimate the binding affinity between compounds and ADARB1 or VIRMA. The lower scores obtained confirm the stable binding of Evodiamine or Matrine with ADARB1 or VIRMA.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>The prediction scores for Evodiamine and Matrine interaction with RNA modifications. The total score encompassing the comprehensive evaluation of hydrophobic complementarity, polar complementarity, solvation terms, and entropic terms. Crash was used to assess the structural compatibility between small molecule compounds and protein active pockets. A stable binding between proteins and molecules was considered if the total score surpassed 5. The binding affinity between compounds with ADARB1 or VIRMA were estimated by AutoDock Vina.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center"/>
<th align="center">Protein</th>
<th align="center">PDB or Uniprot ID</th>
<th align="center">Total score</th>
<th align="center">Crash</th>
<th align="center">Polar</th>
<th align="center">H-bond number</th>
<th align="center">Residues involved in H-bond formation</th>
<th align="center">Hydrophobic contacts number</th>
<th align="center">Residues involved in hydrophobic contacts</th>
<th align="center">AUTODOCK affinity (kcal/mol)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="7" align="center">Evodiamine</td>
<td align="center">ADARB1</td>
<td align="center">5HP2</td>
<td align="center">6.782</td>
<td align="center">&#x2212;0.227</td>
<td align="center">0.011</td>
<td align="center">0</td>
<td align="center">&#x2014;</td>
<td align="center">11</td>
<td align="center">Tyr688, Asp695, Gly530, Lys662, Ser531, Glu689, Lys672, Arg522, Gln669, Arg400, His659</td>
<td align="center">&#x2212;8</td>
</tr>
<tr>
<td align="center">VIRMA</td>
<td align="center">7VF5</td>
<td align="center">5.164</td>
<td align="center">&#x2212;0.557</td>
<td align="center">0.900</td>
<td align="center">0</td>
<td align="center">&#x2014;</td>
<td align="center">8</td>
<td align="center">Val1000, Pro806, Thr996, Arg999, Asp1056, Ile1003, Ser1004, Arg1007</td>
<td align="center">&#x2212;8.3</td>
</tr>
<tr>
<td align="center">METTL14</td>
<td align="center">5IL2</td>
<td align="center">4.841</td>
<td align="center">&#x2212;0.406</td>
<td align="center">0.001</td>
<td align="center">0</td>
<td align="center">&#x2014;</td>
<td align="center">7</td>
<td align="center">Ser511, Pro396, Pro397, Asp395, Asn549, Gln550, Tyr406</td>
<td align="center">&#x2014;</td>
</tr>
<tr>
<td align="center">METTL3</td>
<td align="center">8PW8</td>
<td align="center">4.739</td>
<td align="center">&#x2212;0.878</td>
<td align="center">1.288</td>
<td align="center">1</td>
<td align="center">Lys513</td>
<td align="center">7</td>
<td align="center">Glu481, Ser511, Ile400, Thr510, Val507, Lys459, Trp457</td>
<td align="center">&#x2014;</td>
</tr>
<tr>
<td align="center">ADARB2</td>
<td align="center">A4VCH5</td>
<td align="center">4.299</td>
<td align="center">&#x2212;0.794</td>
<td align="center">1.161</td>
<td align="center">0</td>
<td align="center">&#x2014;</td>
<td align="center">7</td>
<td align="center">Gly58, Lys70, Pro65, Gln134, Cys69, Ser66, His71</td>
<td align="center">&#x2014;</td>
</tr>
<tr>
<td align="center">ADAR</td>
<td align="center">7ZJ1</td>
<td align="center">4.142</td>
<td align="center">&#x2212;0.359</td>
<td align="center">1.395</td>
<td align="center">1</td>
<td align="center">Glu795</td>
<td align="center">7</td>
<td align="center">Asn796, Leu719, Glu718,Ser714, His738, Tyr734, Leu792</td>
<td align="center">&#x2014;</td>
</tr>
<tr>
<td align="center">WTAP</td>
<td align="center">7YFJ</td>
<td align="center">3.339</td>
<td align="center">&#x2212;0.356</td>
<td align="center">1.034</td>
<td align="center">1</td>
<td align="center">Tyr64</td>
<td align="center">3</td>
<td align="center">Leu68, Ser71, Leu75</td>
<td align="center">&#x2014;</td>
</tr>
<tr>
<td rowspan="7" align="center">Matrine</td>
<td align="center">ADARB1</td>
<td align="center">5HP2</td>
<td align="center">7.046</td>
<td align="center">&#x2212;0.683</td>
<td align="center">2.252</td>
<td align="center">1</td>
<td align="center">Trp523</td>
<td align="center">8</td>
<td align="center">Lys519, Ile397, Arg401, Glu689, Arg522, Val688, Trp687, Met514</td>
<td align="center">&#x2212;8</td>
</tr>
<tr>
<td align="center">VIRMA</td>
<td align="center">7VF5</td>
<td align="center">6.093</td>
<td align="center">&#x2212;0.340</td>
<td align="center">3.099</td>
<td align="center">1</td>
<td align="center">Trp1532</td>
<td align="center">6</td>
<td align="center">His1235, Val1182, Pro1123, Lys1236, Ser1530, Met1531</td>
<td align="center">&#x2212;6.5</td>
</tr>
<tr>
<td align="center">ADARB2</td>
<td align="center">A4VCH5</td>
<td align="center">5.341</td>
<td align="center">&#x2212;0.497</td>
<td align="center">2.588</td>
<td align="center">0</td>
<td align="center">&#x2014;</td>
<td align="center">6</td>
<td align="center">Gln134, Arg59, Lys70, Gly58, Cys69, Pro65</td>
<td align="center">&#x2014;</td>
</tr>
<tr>
<td align="center">METTL3</td>
<td align="center">8PW8</td>
<td align="center">4.275</td>
<td align="center">&#x2212;0.368</td>
<td align="center">1.150</td>
<td align="center">0</td>
<td align="center">&#x2014;</td>
<td align="center">6</td>
<td align="center">Lys459, Glu481, Ser511, His478, Thr510, Thr433</td>
<td align="center">&#x2014;</td>
</tr>
<tr>
<td align="center">METTL14</td>
<td align="center">5IL2</td>
<td align="center">4.186</td>
<td align="center">&#x2212;0.989</td>
<td align="center">0.904</td>
<td align="center">0</td>
<td align="center">&#x2014;</td>
<td align="center">8</td>
<td align="center">Leu409, Tyr406, Pro397, Gly407, Gly548, Gln550, Phe534, Asn549</td>
<td align="center">&#x2014;</td>
</tr>
<tr>
<td align="center">ADAR</td>
<td align="center">7ZJ1</td>
<td align="center">4.163</td>
<td align="center">&#x2212;1.648</td>
<td align="center">0.771</td>
<td align="center">0</td>
<td align="center">&#x2014;</td>
<td align="center">9</td>
<td align="center">Glu733, Glu718, Leu792, Asn796, Glu795, Ser714, Ser737, Tyr734, Leu719</td>
<td align="center">&#x2014;</td>
</tr>
<tr>
<td align="center">WTAP</td>
<td align="center">7YFJ</td>
<td align="center">2.655</td>
<td align="center">&#x2212;0.512</td>
<td align="center">0.735</td>
<td align="center">1</td>
<td align="center">Gln72</td>
<td align="center">4</td>
<td align="center">Leu75, Glu74, Ser71, Leu68</td>
<td align="center">&#x2014;</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>The structure interaction for Evodiamine and Matrine binding with VIRMA and ADARB1.</p>
</caption>
<graphic xlink:href="fphar-15-1485007-g008.tif"/>
</fig>
</sec>
<sec sec-type="conclusion" id="s4">
<title>Conclusion</title>
<p>In this study, we validated the cardiotoxicity of Matrine and Evodiamine overdosage on zebrafish heart development. We employed RNA-seq and MeRIP-seq techniques to investigate alterations in gene expression and RNA modification patterns induced by Matrine and Evodiamine on AC16 cells. Through comprehensive bioinformatics analysis, we observed consistent changes in gene expression and related signaling pathways under different treatment conditions. Moreover, the m6A and A-to-I profiles of AC16 cells treated with Matrine and Evodiamine exhibited remarkable similarities. Importantly, a higher proportion of evolutionarily conserved adenosines were found to be methylated under cardiotoxic conditions, potentially impacting RNA metabolism and disease induction. Furthermore, we identified consistent KEGG pathway enrichment and gene ontology patterns among the dysregulated m6A- and A-to-I-regulated genes, suggesting that Matrine and Evodiamine may modulate gene expression through shared RNA modification regulators. Finally, molecular docking experiments indicated potential interactions between Matrine/Evodiamine with m6A writer VIRMA protein as well as A-to-I writer ADARB1 protein. These findings underscore the therapeutic potential of targeting RNA modification regulators for mitigating cardiotoxicity induced by Chinese botanical drugs.</p>
</sec>
<sec sec-type="discussion" id="s5">
<title>Discussion</title>
<p>Drug-induced heart failure poses a significant health risk, particularly for patients undergoing systemic treatment such as anti-cancer therapy. Emerging research has demonstrated the efficacy of traditional Chinese medicine and its bioactive compounds in anticancer treatment, leading to an increasing utilization of traditional medicine as adjunctive therapy in clinical cancer management. However, the clinical and laboratory research has observed the side effects of overdosage of these Chinese botanical drugs. For instance, Wang and colleagues reported that Matrine activates the Nrf2 antioxidant system to promote ferroptosis in H9c2 cells and induce cardiotoxicity (<xref ref-type="bibr" rid="B31">Wang et al., 2024a</xref>). Wang et al. found that Matrine disrupts calcium homeostasis and oxidative stress in hiPSC-CMs (<xref ref-type="bibr" rid="B29">Wang et al., 2019</xref>). Evodiamine was reported to affect heart development in zebrafish and reduce cell viability in rat cardiac cells (<xref ref-type="bibr" rid="B37">Yang et al., 2017</xref>). These pieces of evidence highlight the potential cardiotoxicity induced by Matrine and Evodiamine; however, there is a lack of omics studies profiling the disruption of gene expression and epitranscriptome caused by these Chinese botanical drugs to further understand their mechanisms for inducing cardiotoxicity. In this study, we present sequencing results obtained from AC16 myocardial cells treated with Matrine and Evodiamine to elucidate the shared aberrant signaling pathways associated with cardiotoxicity induced by Chinese botanical drugs.</p>
<p>RNA-seq and MeRIP-seq is widely used to detect the dynamic gene expression profiles in drug induced cytotoxicity (<xref ref-type="bibr" rid="B43">Zou et al., 2022</xref>; <xref ref-type="bibr" rid="B34">Wu et al., 2022</xref>; <xref ref-type="bibr" rid="B14">Lin et al., 2024</xref>). Based on RNA-seq analysis, we identified genes that were either upregulated or downregulated in AC16 cells cultured with Matrine and Evodiamine. Consistent with the findings of Wang et al., our sequencing results revealed disruptions in the calcium signaling pathway. Furthermore, we observed consistent differential expression of genes and alterations in related signaling pathways or gene functions induced by both compounds. Additionally, we observed consistent patterns of altered RNA modifications caused by Matrine and Evodiamine. Finally, a stable binding between compounds and the m6A writer VIRMA protein or the A-to-I writer ADARB1 was observed in the results of the molecular docking experiment. The results were confirmed by SYBYL and AutoDock Vina. It should be noted that Evodiamine only interacts with VIRMA or ADARB1 through hydrophobic contacts, which is a weak interaction manner. All this evidence suggests that Matrine and Evodiamine may interact with a common mediator to modulate gene expression.</p>
<p>Although this work is the first study to explore the consistent patterns on transcriptome and epitranscriptome of different Chinese botanical drugs induced cardiotoxicity, there are some limitations should be improved in the further study. First, the AC16 cell line was exclusively utilized to investigate the cardiotoxicity induced by Matrine and Evodiamine. Despite being widely employed <italic>in vitro</italic> research, AC16 cells are not an optimal substitute for cardiomyocytes due to their different expression pattern (<xref ref-type="bibr" rid="B20">On&#xf3;di et al., 2022</xref>). However, it is worth noting that the cardiotoxic effects of Evodiamine and Matrine may not be limited to AC16 cells alone; previous studies have also employed primary rat cardiomyocytes (<xref ref-type="bibr" rid="B37">Yang et al., 2017</xref>), H9C2 cell line (<xref ref-type="bibr" rid="B31">Wang et al., 2024a</xref>), and human hiPSC-CM (<xref ref-type="bibr" rid="B29">Wang et al., 2019</xref>) as <italic>in vitro</italic> evidence. Moreover, we further validated the cardiac toxicity induced by Evodiamine and Matrine using zebrafish as an <italic>in vivo</italic> mode.</p>
<p>To further validate the potential cardiotoxicity induced by Matrine and Evodiamine in human primary cardiac cells or cardiac tissue, we performed gene expression analysis of the CYP450 family in AC16 and a human primary cardiac cell line. The CYP450 enzymes play a pivotal role in drug metabolism. Matrine is metabolized by CYP2A6, CYP2B6, and CYP3A4 (<xref ref-type="bibr" rid="B4">Gong et al., 2015</xref>) in hepatocytes, and Evodiamine is metabolized by CYP2C9, CYP1A2, and CYP3A4 (<xref ref-type="bibr" rid="B26">Sun et al., 2013</xref>) to protect hepatocytes; these enzymes are expressed at relatively low levels in human primary cardiac cells and AC16 (refer to <xref ref-type="sec" rid="s12">Supplementary Table S3</xref>). This could potentially explain the observed cardiotoxic effects with higher dosage of Matrine and Evodiamine. Furthermore, key regulators associated with cardiotoxicity-related epitranscriptome modifications (m6A writers VIRMA and A-to-I writers ADARB1) exhibit similar gene expression levels in both AC16 cells and human cardiac cells (<xref ref-type="table" rid="T2">Table 2</xref>), suggesting that our findings may not be specific to AC16 alone. However, it is important to verify all these results using an ideal model such as hiPSC-CM in future studies.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>The consistent gene expression level of VIRMA and ADARB1 in human primary cardiac cells and AC16.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">baseMean</th>
<th align="left">log2FoldChange</th>
<th align="left">lfcSE</th>
<th align="left">stat</th>
<th align="left">P-value</th>
<th align="left">padj</th>
<th align="left">gene</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">271.172</td>
<td align="left">0.099</td>
<td align="left">0.286</td>
<td align="left">0.348</td>
<td align="left">0.728</td>
<td align="left">0.810</td>
<td align="left">VIRMA</td>
</tr>
<tr>
<td align="left">84.546</td>
<td align="left">&#x2212;0.551</td>
<td align="left">0.348</td>
<td align="left">&#x2212;1.580</td>
<td align="left">0.114</td>
<td align="left">0.190</td>
<td align="left">ADARB1</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>The sequencing results were obtained from <xref ref-type="bibr" rid="B20">On&#xf3;di et al. (2022)</xref>&#x2019;s work.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Furthermore, our focus is solely on the acute cardiotoxicity resulting from an overdose of Matrine and Evodiamine. In this context, these drugs modulate multiple signaling pathways that directly impact cardiac cell viability, such as autophagy through the calcium signaling pathway and apoptosis via the PI3K-Akt signaling pathway. However, considering that traditional Chinese medicine is often administered over extended periods, it may also induce long-term cardiotoxicity. The mechanism underlying long-term cardiotoxicity may differ from acute cardiotoxicity since cells or organs can tolerate moderate doses of Evodiamine and Matrine treatment but still affect organ phenotype and function in the long time. For instance, distinct left ventricular systolic and diastolic dimensions were observed with short-term versus long-term doxorubicin injections (<xref ref-type="bibr" rid="B19">O&#x2019;Connell et al., 2017</xref>). Therefore, future studies should investigate potential cardiotoxicity induced by prolonged administration of Matrine and Evodiamine.</p>
<p>Third, the validation based on clinical samples is lacking in this study. Although reports have indicated that the overdose of these Chinese botanical drugs can elevate patients&#x2019; heart rate and induce other heart-related symptoms (<xref ref-type="bibr" rid="B23">Qiuhong, 2024</xref>), the application of omics studies in clinical research remains limited. Therefore, future investigations should focus on collecting and utilizing clinical samples to validate our findings.</p>
<p>Finally, we only considered the roles of two RNA modifications, m6A and A-to-I, in cardiotoxicity. There are several types of RNA modification are important in the gene regulation also (<xref ref-type="bibr" rid="B17">Ma et al., 2022</xref>; <xref ref-type="bibr" rid="B32">Wang et al., 2024b</xref>; <xref ref-type="bibr" rid="B40">Zhang et al., 2023</xref>), so impact of other types of RNA modifications in cardiotoxicity could be studied also. Additionally, the RNA modification profiles at single nucleotide resolution (<xref ref-type="bibr" rid="B2">Chen et al., 2019</xref>; <xref ref-type="bibr" rid="B3">Chen et al., 2021</xref>; <xref ref-type="bibr" rid="B42">Zhou et al., 2016</xref>) could be considered as a valuable resource for investigating the functional role of RNA modifications in cardiotoxicity induced by Chinese botanical drugs.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The original contributions presented in the study are publicly available. This data can be found at: NCBI repository, GEO database, accession number GSE274753.</p>
</sec>
<sec sec-type="ethics-statement" id="s7">
<title>Ethics statement</title>
<p>Ethical approval was not required for the studies on humans in accordance with the local legislation and institutional requirements because only commercially available established cell lines were used. The requirement of ethical approval was waived by Institutional Animal Care and Use Committee (IACUC) of Fujian Medical University for the studies involving animals because No ethical approval or guidance was required. The regulatory framework on laboratory animals in the European Union does not apply to zebrafish (<italic>Danio rerio</italic>) larvae that are not yet in their independently feeding larval forms (EU Directive 2010/63, Article 1.3.a.i). The consensus is that zebrafish are in their independently feeding larval forms from 120&#xa0;h post-fertilization (hpf) and onwards (10.1016/j.reprotox.2011.06.121.). The zebrafish larvae used in this study did not exceed this threshold. The studies were conducted in accordance with the local legislation and institutional requirements.</p>
</sec>
<sec sec-type="author-contributions" id="s8">
<title>Author contributions</title>
<p>GF: Data curation, Formal Analysis, Methodology, Visualization, Writing&#x2013;original draft. YS: Data curation, Formal Analysis, Methodology, Visualization, Writing&#x2013;original draft. XG: Data curation, Methodology, Writing&#x2013;original draft. LY: Data curation, Validation, Writing&#x2013;original draft. AZ: Methodology, Validation, Writing&#x2013;review and editing. DL: Conceptualization, Supervision, Writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s9">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.</p>
</sec>
<sec sec-type="COI-statement" id="s10">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s11">
<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">
<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/fphar.2024.1485007/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fphar.2024.1485007/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table2.xlsx" id="SM1" mimetype="application/xlsx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table3.docx" id="SM2" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table1.xlsx" id="SM3" mimetype="application/xlsx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="DataSheet1.docx" id="SM4" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>An</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Han</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>X.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>Matrine induces cell cycle arrest and apoptosis with recovery of the expression of miR-126 in the A549 non-small cell lung cancer cell line</article-title>. <source>Mol. Med. Rep.</source> <volume>14</volume> (<issue>5</issue>), <fpage>4042</fpage>&#x2013;<lpage>4048</lpage>. <pub-id pub-id-type="doi">10.3892/mmr.2016.5753</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Wei</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Rong</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Lu</surname>
<given-names>Z.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>WHISTLE: a high-accuracy map of the human N6-methyladenosine (m6A) epitranscriptome predicted using a machine learning approach</article-title>. <source>Nucleic Acids Res.</source> <volume>47</volume> (<issue>7</issue>), <fpage>e41</fpage>. <pub-id pub-id-type="doi">10.1093/nar/gkz074</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Xiang</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>Y. Z.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>iLearnPlus: a comprehensive and automated machine-learning platform for nucleic acid and protein sequence analysis, prediction and visualization</article-title>. <source>Nucleic Acids Res.</source> <volume>49</volume> (<issue>10</issue>), <fpage>e60</fpage>. <pub-id pub-id-type="doi">10.1093/nar/gkab122</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gong</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Guo</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Vondran</surname>
<given-names>F. W. R.</given-names>
</name>
<name>
<surname>Schwartlander</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Efimova</surname>
<given-names>E.</given-names>
</name>
<etal/>
</person-group> (<year>2015</year>). <article-title>Effect of matrine on primary human hepatocytes <italic>in vitro</italic>
</article-title>. <source>Cytotechnology</source> <volume>67</volume> (<issue>2</issue>), <fpage>255</fpage>&#x2013;<lpage>265</lpage>. <pub-id pub-id-type="doi">10.1007/s10616-013-9680-1</pub-id>
</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hong</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Tong</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Liao</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Effects of evodiamine on PI3K/Akt and MAPK/ERK signaling pathways in pancreatic cancer cells</article-title>. <source>Int. J. Oncol.</source> <volume>56</volume> (<issue>3</issue>), <fpage>783</fpage>&#x2013;<lpage>793</lpage>. <pub-id pub-id-type="doi">10.3892/ijo.2020.4956</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hu</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Zeng</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>He</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Metabolomics profiles reveal the efficacy of wuzhuyu decoction on patients with chronic non-atrophic gastritis</article-title>. <source>Drug Des. Devel Ther.</source> <volume>17</volume>, <fpage>3269</fpage>&#x2013;<lpage>3280</lpage>. <pub-id pub-id-type="doi">10.2147/DDDT.S428783</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Huang</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Fan</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Tian</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Meta analysis of compound matrine injection combined with cisplatin chemotherapy for advanced gastric cancer</article-title>. <source>Zhongguo Zhong Yao Za Zhi</source> <volume>36</volume> (<issue>22</issue>), <fpage>3198</fpage>&#x2013;<lpage>3202</lpage>. <pub-id pub-id-type="doi">10.4268/CJCMM20112229</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Huang</surname>
<given-names>W. C.</given-names>
</name>
<name>
<surname>Chan</surname>
<given-names>C. C.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>S. J.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>L. C.</given-names>
</name>
<name>
<surname>Shen</surname>
<given-names>J. J.</given-names>
</name>
<name>
<surname>Kuo</surname>
<given-names>M. L.</given-names>
</name>
<etal/>
</person-group> (<year>2014</year>). <article-title>Matrine attenuates allergic airway inflammation and eosinophil infiltration by suppressing eotaxin and Th2 cytokine production in asthmatic mice</article-title>. <source>J. Ethnopharmacol.</source> <volume>151</volume> (<issue>1</issue>), <fpage>470</fpage>&#x2013;<lpage>477</lpage>. <pub-id pub-id-type="doi">10.1016/j.jep.2013.10.065</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Huang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Chang</surname>
<given-names>X.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Matrine suppresses liver cancer progression and the Warburg effect by regulating the circROBO1/miR-130a-5p/ROBO1 axis</article-title>. <source>J. Biochem. Mol. Toxicol.</source> <volume>37</volume> (<issue>10</issue>), <fpage>e23436</fpage>. <pub-id pub-id-type="doi">10.1002/jbt.23436</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kim</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Paggi</surname>
<given-names>J. M.</given-names>
</name>
<name>
<surname>Park</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Bennett</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Salzberg</surname>
<given-names>S. L.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Graph-based genome alignment and genotyping with HISAT2 and HISAT-genotype</article-title>. <source>Nat. Biotechnol.</source> <volume>37</volume> (<issue>8</issue>), <fpage>907</fpage>&#x2013;<lpage>915</lpage>. <pub-id pub-id-type="doi">10.1038/s41587-019-0201-4</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lai</surname>
<given-names>B. Y.</given-names>
</name>
<name>
<surname>Chu</surname>
<given-names>A. J.</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>B. W.</given-names>
</name>
<name>
<surname>Jia</surname>
<given-names>L. Y.</given-names>
</name>
<name>
<surname>Fan</surname>
<given-names>Y. Y.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>J. P.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Clinical effectiveness and safety of Chinese herbal medicine compound kushen injection as an add-on treatment for breast cancer: a systematic review and meta-analysis</article-title>. <source>Evid. Based Complement. Altern. Med.</source> <volume>2022</volume>, <fpage>8118408</fpage>. <pub-id pub-id-type="doi">10.1155/2022/8118408</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Niu</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Yan</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Qu</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Adjunctive effect of compound Kushen injection for cancer: an overview of systematic reviews</article-title>. <source>J. Ethnopharmacol.</source> <volume>317</volume>, <fpage>116778</fpage>. <pub-id pub-id-type="doi">10.1016/j.jep.2023.116778</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Ye</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wei</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>m6A-Atlas v2.0: updated resources for unraveling the N6-methyladenosine (m6A) epitranscriptome among multiple species</article-title>. <source>Nucleic Acids Res.</source> <volume>52</volume> (<issue>D1</issue>), <fpage>D194</fpage>&#x2013;<lpage>d202</lpage>. <pub-id pub-id-type="doi">10.1093/nar/gkad691</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lin</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Involvement of autophagy in mesaconitine-induced neurotoxicity in HT22 cells revealed through integrated transcriptomic, proteomic, and m6A epitranscriptomic profiling</article-title>. <source>Front. Pharmacol.</source> <volume>15</volume>, <fpage>1393717</fpage>. <pub-id pub-id-type="doi">10.3389/fphar.2024.1393717</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Love</surname>
<given-names>M. I.</given-names>
</name>
<name>
<surname>Huber</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Anders</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2</article-title>. <source>Genome Biol.</source> <volume>15</volume> (<issue>12</issue>), <fpage>550</fpage>. <pub-id pub-id-type="doi">10.1186/s13059-014-0550-8</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Luo</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Ai</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Ren</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Feng</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>X.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Research progress on evodiamine, a bioactive alkaloid of Evodiae fructus: focus on its anti-cancer activity and bioavailability (Review)</article-title>. <source>Exp. Ther. Med.</source> <volume>22</volume> (<issue>5</issue>), <fpage>1327</fpage>. <pub-id pub-id-type="doi">10.3892/etm.2021.10762</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ma</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Wei</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Su</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>m5C-Atlas: a comprehensive database for decoding and annotating the 5-methylcytosine (m5C) epitranscriptome</article-title>. <source>Nucleic Acids Res.</source> <volume>50</volume> (<issue>D1</issue>), <fpage>D196</fpage>&#x2013;<lpage>d203</lpage>. <pub-id pub-id-type="doi">10.1093/nar/gkab1075</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ma</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>R. S.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>Y. Q.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>P. Y.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>The therapeutic efficacy and safety of compound kushen injection combined with transarterial chemoembolization in unresectable hepatocellular carcinoma: an update systematic review and meta-analysis</article-title>. <source>Front. Pharmacol.</source> <volume>7</volume>, <fpage>70</fpage>. <pub-id pub-id-type="doi">10.3389/fphar.2016.00070</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>O&#x2019;Connell</surname>
<given-names>J. L.</given-names>
</name>
<name>
<surname>Romano</surname>
<given-names>M. M. D.</given-names>
</name>
<name>
<surname>Campos Pulici</surname>
<given-names>E. C.</given-names>
</name>
<name>
<surname>Carvalho</surname>
<given-names>E. E. V.</given-names>
</name>
<name>
<surname>de Souza</surname>
<given-names>F. R.</given-names>
</name>
<name>
<surname>Tanaka</surname>
<given-names>D. M.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Short-term and long-term models of doxorubicin-induced cardiomyopathy in rats: a comparison of functional and histopathological changes</article-title>. <source>Exp. Toxicol. Pathol.</source> <volume>69</volume> (<issue>4</issue>), <fpage>213</fpage>&#x2013;<lpage>219</lpage>. <pub-id pub-id-type="doi">10.1016/j.etp.2017.01.004</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>On&#xf3;di</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Visnovitz</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Kiss</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Hambalk&#xf3;</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Koncz</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>&#xc1;gg</surname>
<given-names>B.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Systematic transcriptomic and phenotypic characterization of human and murine cardiac myocyte cell lines and primary cardiomyocytes reveals serious limitations and low resemblances to adult cardiac phenotype</article-title>. <source>J. Mol. Cell Cardiol.</source> <volume>165</volume>, <fpage>19</fpage>&#x2013;<lpage>30</lpage>. <pub-id pub-id-type="doi">10.1016/j.yjmcc.2021.12.007</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pan</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Yin</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Feng</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Clinical observation of 32 cases of vomiting in advanced gastric cancer treated by WuZhuyu Decoction</article-title>. <source>Liaoning J. Traditional Chin. Med.</source> <volume>36</volume> (<issue>09</issue>). <pub-id pub-id-type="doi">10.13192/j.ljtcm.2009.09.83.panshj.087</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pertea</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Pertea</surname>
<given-names>G. M.</given-names>
</name>
<name>
<surname>Leek</surname>
<given-names>J. T.</given-names>
</name>
<name>
<surname>Salzberg</surname>
<given-names>S. L.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Transcript-level expression analysis of RNA-seq experiments with HISAT, StringTie and Ballgown</article-title>. <source>Nat. Protoc.</source> <volume>11</volume> (<issue>9</issue>), <fpage>1650</fpage>&#x2013;<lpage>1667</lpage>. <pub-id pub-id-type="doi">10.1038/nprot.2016.095</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Qiuhong</surname>
<given-names>Z.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Analysis of 4 cases of adverse reactions caused by subprostrate sophora</article-title>. <source>Clin. Res. Pract.</source> <volume>9</volume> (<issue>15</issue>). <pub-id pub-id-type="doi">10.19347/j.cnki.2096-1413.202415001</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Song</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Tang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Wei</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Su</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>de Magalh&#xe3;es</surname>
<given-names>J. P.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>ConsRM: collection and large-scale prediction of the evolutionarily conserved RNA methylation sites, with implications for the functional epitranscriptome</article-title>. <source>Brief. Bioinform</source> <volume>22</volume> (<issue>6</issue>), <fpage>bbab088</fpage>. <pub-id pub-id-type="doi">10.1093/bib/bbab088</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Song</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Liang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>RMDisease V2.0: an updated database of genetic variants that affect RNA modifications with disease and trait implication</article-title>. <source>Nucleic Acids Res.</source> <volume>51</volume> (<issue>D1</issue>), <fpage>D1388</fpage>&#x2013;<lpage>d1396</lpage>. <pub-id pub-id-type="doi">10.1093/nar/gkac750</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sun</surname>
<given-names>H. Z.</given-names>
</name>
<name>
<surname>Fang</surname>
<given-names>Z. Z.</given-names>
</name>
<name>
<surname>Cao</surname>
<given-names>Y. F.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>X. Y.</given-names>
</name>
<name>
<surname>Hong</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Investigation of the <italic>in vitro</italic> metabolism of evodiamine: characterization of metabolites and involved cytochrome p450 isoforms</article-title>. <source>Phytother. Res.</source> <volume>27</volume> (<issue>5</issue>), <fpage>705</fpage>&#x2013;<lpage>712</lpage>. <pub-id pub-id-type="doi">10.1002/ptr.4766</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tang</surname>
<given-names>Q. F.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>X. J.</given-names>
</name>
<name>
<surname>Lv</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Wei</surname>
<given-names>H. C.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>The zuo jin wan formula induces mitochondrial apoptosis of cisplatin-resistant gastric cancer cells via cofilin-1</article-title>. <source>Evid. Based Complement. Altern. Med.</source> <volume>2016</volume>, <fpage>8203789</fpage>. <pub-id pub-id-type="doi">10.1155/2016/8203789</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Trott</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Olson</surname>
<given-names>A. J.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>AutoDock Vina: improving the speed and accuracy of docking with a new scoring function, efficient optimization, and multithreading</article-title>. <source>J. Comput. Chem.</source> <volume>31</volume> (<issue>2</issue>), <fpage>455</fpage>&#x2013;<lpage>461</lpage>. <pub-id pub-id-type="doi">10.1002/jcc.21334</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Xie</surname>
<given-names>X.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>An integrated characterization of contractile, electrophysiological, and structural cardiotoxicity of Sophora tonkinensis Gapnep. in human pluripotent stem cell-derived cardiomyocytes</article-title>. <source>Stem Cell Res. Ther.</source> <volume>10</volume> (<issue>1</issue>), <fpage>20</fpage>. <pub-id pub-id-type="doi">10.1186/s13287-018-1126-4</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Chang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>He</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>He</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>R.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Mechanism of Wuzhuyu decoction on alcohol-induced gastric ulcers using integrated network analysis and metabolomics</article-title>. <source>Front. Pharmacol.</source> <volume>14</volume>, <fpage>1308995</fpage>. <pub-id pub-id-type="doi">10.3389/fphar.2023.1308995</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Tang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Xie</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2024a</year>). <article-title>Matrine induces cardiotoxicity by promoting ferroptosis through the Nrf2 antioxidant system in H9c2 cells</article-title>. <source>Toxicol. Lett.</source> <volume>397</volume>, <fpage>11</fpage>&#x2013;<lpage>22</lpage>. <pub-id pub-id-type="doi">10.1016/j.toxlet.2024.05.001</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Liang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Xia</surname>
<given-names>R.</given-names>
</name>
<etal/>
</person-group> (<year>2024b</year>). <article-title>m7GHub V2.0: an updated database for decoding the N7-methylguanosine (m7G) epitranscriptome</article-title>. <source>Nucleic Acids Res.</source> <volume>52</volume> (<issue>D1</issue>), <fpage>D203</fpage>&#x2013;<lpage>d212</lpage>. <pub-id pub-id-type="doi">10.1093/nar/gkad789</pub-id>
</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Wei</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Coenen</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Su</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Meng</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>MetaTX: deciphering the distribution of mRNA-related features in the presence of isoform ambiguity, with applications in epitranscriptome analysis</article-title>. <source>Bioinformatics</source> <volume>37</volume> (<issue>9</issue>), <fpage>1285</fpage>&#x2013;<lpage>1291</lpage>. <pub-id pub-id-type="doi">10.1093/bioinformatics/btaa938</pub-id>
</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Bao</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Hong</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Lu</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Effect of humantenine on mRNA m6A modification and expression in human colon cancer cell line HCT116</article-title>. <source>Genes (Basel)</source> <volume>13</volume> (<issue>5</issue>), <fpage>781</fpage>. <pub-id pub-id-type="doi">10.3390/genes13050781</pub-id>
</citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xie</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Mao</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Ding</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Dong</surname>
<given-names>S.</given-names>
</name>
<etal/>
</person-group> (<year>2011</year>). <article-title>KOBAS 2.0: a web server for annotation and identification of enriched pathways and diseases</article-title>. <source>Nucleic Acids Res.</source> <volume>39</volume> (<issue>Web Server issue</issue>), <fpage>W316</fpage>&#x2013;<lpage>W322</lpage>. <pub-id pub-id-type="doi">10.1093/nar/gkr483</pub-id>
</citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xiong</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Lei</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>L.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>RED-ML: a novel, effective RNA editing detection method based on machine learning</article-title>. <source>Gigascience</source> <volume>6</volume> (<issue>5</issue>), <fpage>1</fpage>&#x2013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1093/gigascience/gix012</pub-id>
</citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Cui</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Lei</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Ye</surname>
<given-names>Z.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Evaluation of the cardiotoxicity of evodiamine <italic>in vitro</italic> and <italic>in vivo</italic>
</article-title>. <source>Molecules</source> <volume>22</volume> (<issue>6</issue>), <fpage>943</fpage>. <pub-id pub-id-type="doi">10.3390/molecules22060943</pub-id>
</citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yin</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Cui</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Ji</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>W. G.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Overexpression of EPHB4 is associated with poor survival of patients with gastric cancer</article-title>. <source>Anticancer Res.</source> <volume>37</volume> (<issue>8</issue>), <fpage>4489</fpage>&#x2013;<lpage>4497</lpage>. <pub-id pub-id-type="doi">10.21873/anticanres.11845</pub-id>
</citation>
</ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Wan</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Guo</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Matrine: a promising natural product with various pharmacological activities</article-title>. <source>Front. Pharmacol.</source> <volume>11</volume>, <fpage>588</fpage>. <pub-id pub-id-type="doi">10.3389/fphar.2020.00588</pub-id>
</citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wei</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>B.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>DirectRMDB: a database of post-transcriptional RNA modifications unveiled from direct RNA sequencing technology</article-title>. <source>Nucleic Acids Res.</source> <volume>51</volume> (<issue>D1</issue>), <fpage>D106</fpage>&#x2013;<lpage>d116</lpage>. <pub-id pub-id-type="doi">10.1093/nar/gkac1061</pub-id>
</citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhou</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Lu</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Fu</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Ye</surname>
<given-names>P.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Investigation on the clinical efficacy and mechanism of compound kushen injection in treating esophageal cancer based on multi-dimensional network meta-analysis and <italic>in vitro</italic> experiment</article-title>. <source>J. Ethnopharmacol.</source> <volume>279</volume>, <fpage>114386</fpage>. <pub-id pub-id-type="doi">10.1016/j.jep.2021.114386</pub-id>
</citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhou</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zeng</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Y. H.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Cui</surname>
<given-names>Q.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>SRAMP: prediction of mammalian N6-methyladenosine (m6A) sites based on sequence-derived features</article-title>. <source>Nucleic Acids Res.</source> <volume>44</volume> (<issue>10</issue>), <fpage>e91</fpage>. <pub-id pub-id-type="doi">10.1093/nar/gkw104</pub-id>
</citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zou</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Bao</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>S.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Integrated analysis of transcriptome and microRNA profile reveals the toxicity of Euphorbia factors toward human colon adenocarcinoma cell line caco-2</article-title>. <source>Molecules</source> <volume>27</volume> (<issue>20</issue>), <fpage>6931</fpage>. <pub-id pub-id-type="doi">10.3390/molecules27206931</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>