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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Plant Sci.</journal-id>
<journal-title>Frontiers in Plant Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Plant Sci.</abbrev-journal-title>
<issn pub-type="epub">1664-462X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fpls.2024.1358136</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Plant Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Species identification of biological ingredients in herbal product, Gurigumu-7, based on DNA barcoding and shotgun metagenomics</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Wei</surname>
<given-names>Miaojie</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="fn003">
<sup>&#x2020;</sup>
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<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Tian</surname>
<given-names>Yu</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
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<contrib contrib-type="author">
<name>
<surname>Zang</surname>
<given-names>Erhuan</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<contrib contrib-type="author">
<name>
<surname>Tsambaa</surname>
<given-names>Battseren</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Liu</surname>
<given-names>Jinxin</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>*</sup>
</xref>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Shi</surname>
<given-names>Linchun</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Borjigidai</surname>
<given-names>Almaz</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
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<aff id="aff1">
<sup>1</sup>
<institution>Key Laboratory of Ethnomedicine, Ministry of Education, Minzu University of China</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Institute of Medicinal Plant Development, Chinese Academy of Medical Sciences, Peking Union Medical College</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Hebei Key Laboratory of Study and Exploitation of Chinese Medicine, Chengde Medical University</institution>, <addr-line>Chengde</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Botanic Garden and Research Institute, Mongolian Academy of Sciences</institution>, <addr-line>Ulaanbaatar</addr-line>, <country>Mongolia</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Isabel Mafra, University of Porto, Portugal</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Hoang Dang Khoa Do, Nguyen Tat Thanh University, Vietnam</p>
<p>Sonia Gomes, University of Porto, Portugal</p>
<p>Panagiotis Madesis, Department of Agriculture Crop Production and Rural Environment, Greece</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Jinxin Liu, <email xlink:href="mailto:liujx_23@163.com">liujx_23@163.com</email>; Linchun Shi, <email xlink:href="mailto:linchun_shi@163.com">linchun_shi@163.com</email>; Almaz Borjigidai, <email xlink:href="mailto:almaz_b@muc.edu.cn">almaz_b@muc.edu.cn</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work and share first authorship</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>22</day>
<month>05</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1358136</elocation-id>
<history>
<date date-type="received">
<day>19</day>
<month>12</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>08</day>
<month>05</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Wei, Tian, Zang, Tsambaa, Liu, Shi and Borjigidai</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Wei, Tian, Zang, Tsambaa, Liu, Shi and Borjigidai</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>Accurate identification the species composition in mixtures poses a significant challenge, especially in processed mixtures comprising multiple species, such as those found in food and pharmaceuticals. Therefore, we have attempted to utilize shotgun metabarcoding technology to tackle this issue. In this study, the method was initially established using two mock samples of the Mongolian compound preparation Gurigumu-7 (G-7), which was then applied to three pharmaceutical products and 12 hospital-made preparations. A total of 119.72 Gb of raw data sets were obtained through shotgun metagenomic sequencing. By combining ITS2, <italic>matK</italic>, and <italic>rbcL</italic>, all the labeled bio-ingredients specified in the G-7 prescription can be detected, although some species may not be detectable in all samples. The prevalent substitution of <italic>Akebia quinata</italic> can be found in all the pharmaceutical and hospital samples, except for YN02 and YN12. The toxic alternative to <italic>Akebia quinata</italic>, <italic>Aristolochia manshuriensis</italic>, was exclusively identified in the YN02 sample. To further confirm this result, we validated it in YN02 using HPLC and real-time PCR with TaqMan probes. The results showed that aristolochic acid A (AAA) was detected in YN02 using HPLC, and the ITS2 sequence of <italic>Aristolochia manshuriensis</italic> has been validated in YN02 through qPCR and the use of a TaqMan probe. This study confirms that shotgun metabarcoding can effectively identify the biological components in Mongolian medicine compound preparation G-7. It also demonstrates the method&#x2019;s potential to be utilized as a general identification technique for mixtures containing a variety of plants.</p>
</abstract>
<kwd-group>
<kwd>Gurigumu-7</kwd>
<kwd>biological ingredients</kwd>
<kwd>shotgun metabarcoding</kwd>
<kwd>HPLC</kwd>
<kwd>validation</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="30"/>
<page-count count="10"/>
<word-count count="3726"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Technical Advances in Plant Science</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>According to the National Center for Health Statistics (NCHS), there are 4.5 million adults diagnosed with liver disease (LD), constituting 1.8% of the adult population (<ext-link ext-link-type="uri" xlink:href="https://www.cdc.gov/nchs/nhis/SHS/tables.htm">https://www.cdc.gov/nchs/nhis/SHS/tables.htm</ext-link>). The number of deaths caused by liver disease accounts for 4% of the total annual deaths (<xref ref-type="bibr" rid="B7">Devarbhavi et&#xa0;al., 2023</xref>). In China, after nearly 20 years of efforts, the incidence of viral liver disease has been declining. However, non-viral liver diseases, such as ALD, NAFLD, and DILI, have been on the rise. Especially noteworthy, NAFLD has emerged as one of the most prevalent chronic liver diseases (<xref ref-type="bibr" rid="B8">Ding et&#xa0;al., 2023</xref>). Meanwhile, liver cancer stands as the second leading cause of death in China, constituting 45.3% of liver cancer cases and 47.1% of liver cancer-related deaths globally. The Inner Mongolia compound preparation Gurigumu-7 (G-7) is documented in the Drug Standards of the Ministry of Public Health of China (Mongolian medicine Fascicule, 1998 edition). It has been widely utilized in Inner Mongolia as a hospital compound preparation for treating non-viral liver diseases, particularly acute liver injury, fatty liver, and liver enlargement (<xref ref-type="bibr" rid="B29">Xu et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B23">Shan et&#xa0;al., 2021</xref>). G-7 is composed of seven ingredients, six of which are derived from plants and one from minerals. Quality control of G-7 serves as the foundation to ensure its clinical efficacy. However, there is still a lack of efficient method to authenticate all bio-ingredients at the species level, especially for Mutong (Lardizabalaceae), which has the possibility of being contaminated by Chuanmutong (Ranunculaceae) and Guanmutong (Aristolochiaceae). Mixing with Guanmutong usually results in very severe repercussions because Guanmutong contains aristolochic acid, a powerful nephrotoxin and human carcinogen (<xref ref-type="bibr" rid="B25">Vanherweghem et&#xa0;al., 1993</xref>; <xref ref-type="bibr" rid="B24">Vanhaelen et&#xa0;al., 1994</xref>). In the early 1990s, cases of rapidly progressive renal failure resulting in end-stage renal disease were reported in women who were taking weight-reducing pills (<xref ref-type="bibr" rid="B25">Vanherweghem et&#xa0;al., 1993</xref>; <xref ref-type="bibr" rid="B6">De Broe, 2012</xref>). Subsequent studies revealed that the cause of this &#x2018;aristolochic acid nephropathy&#x2019; was the misuse of Mutong in the weight-reducing pills as Guanmutong. In recent times, shotgun metabarcoding has been recommended as a general method to authenticate biological components in traditional herbal products (<xref ref-type="bibr" rid="B27">Xin et&#xa0;al., 2018a</xref>; <xref ref-type="bibr" rid="B17">Liu et&#xa0;al., 2021a</xref>, <xref ref-type="bibr" rid="B18">b</xref>). This technology sequences the whole DNA without PCR amplification procedures, thus avoiding the biases associated with PCR method (<xref ref-type="bibr" rid="B1">Berry et&#xa0;al., 2011</xref>). A recent study has confirmed that shotgun metabarcoding possesses the capability to simultaneously detect plant, fungal, and animal ingredients in traditional herbal products, owing to its high sequencing throughput and sensitivity (<xref ref-type="bibr" rid="B30">Zhang et&#xa0;al., 2023</xref>).</p>
<p>With the aim of establishing a method for identifying the labeled bio-ingredients of G-7 prescriptions, we made two lab-made mock samples, obtained three samples from pharmaceutical factories, and gathered 12 hospital preparations in this study. Our objective was to establish a method for identifying G-7 prescription ingredients. To validate the accuracy of this method, we authenticated two self-made samples. Subsequently, we applied this method to assess the presence of substitutes or adulterants in these 15 market samples.</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>Production of lab-made mock samples and collection of G-7 product samples</title>
<p>Seven labeled herbal materials comprising G-7 were purchased from a Tongrentang drugstore to make mock samples. These materials include Carthami Flos (Honghua), Chebulae Fructus (Hezi), Ephedrae Herba (Mahuang), Violae Herba (Zihua diding), Flos Scabiosae (Lanpenhua), Akebiae Caulis (Mutong) and Gypsum Fibrosum (Shigao) (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Furthermore, the root of <italic>Panax ginseng</italic> was utilized as a positive control. All these herbal materials were firstly morphologically identified according to the Chinese Pharmacopeia, and then verified based on ITS2 sequences of DNA barcoding (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;1</bold>
</xref>). Following the proportions documented in the Drug Standards of the Ministry of Public Health of China (Mongolian Medicine Fascicule), a share of lab-made mock G-7 sample was formulated in the laboratory using the following procedures: (1) seven medicinal materials, Carthami flos (25&#xa0;g), Ephedrae herba (15&#xa0;g), Gypsum fibrosum (15&#xa0;g), Chebulae fructus (10&#xa0;g), Flos scabiosae (10&#xa0;g), Violae herba (10&#xa0;g), Akebiae caulis (10&#xa0;g) were crushed into powder and mixed. (2) Ten grams of the mixed powder were weighed and marked as RS01, and ten grams of the mixed powder and 1.05&#xa0;g <italic>Panax ginseng</italic> powder were weighed and mixed, which was marked as RS02. It is worth mentioning that <italic>Panax ginseng</italic> was at the same weight as Akebiae caulis, which accounts for the lowest percentage of the prescription, to be used as a biological indicator for monitoring parameters. (3) The powder was sieved and mixed well with double distilled water and then made into pills. Additionally, three batches of pharmaceutical G-7 samples (SS01-SS03) and 12 batches of hospital self-made G-7 preparations (YN01-YN12) have been collected to simulate the testing of market samples (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure 1</bold>
</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Sample list of the herbal ingredients in lab-made mock G-7 sample.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Herbal material name</th>
<th valign="middle" align="left">Plant part</th>
<th valign="middle" align="left">Botanical source</th>
<th valign="middle" align="left">Family</th>
<th valign="middle" align="left">Identification of the lab-made mock ingredients</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Carthami flos</td>
<td valign="middle" align="left">Flower</td>
<td valign="middle" align="left">Carthamus tinctorius L.</td>
<td valign="middle" align="left">Asteraceae</td>
<td valign="middle" align="left">Carthamus tinctorius (species level)</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="left">Ephedrae herba</td>
<td valign="middle" rowspan="3" align="left">Rhizome</td>
<td valign="middle" align="left">Ephedra sinica Stapf</td>
<td valign="middle" rowspan="3" align="left">Ephedraceae</td>
<td valign="middle" rowspan="3" align="left">
<italic>Ephedra sinica</italic> (species level)</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>Ephedra intermedia</italic> Schrenk et C.A.Mey.</td>
</tr>
<tr>
<td valign="middle" align="left">Ephedra equisetina Bge.</td>
</tr>
<tr>
<td valign="middle" rowspan="2" align="left">Chebulae fructus</td>
<td valign="middle" rowspan="2" align="left">Fruit</td>
<td valign="middle" align="left">Terminalia chebula Retz.</td>
<td valign="middle" rowspan="2" align="left">Combretaceae</td>
<td valign="middle" rowspan="2" align="left">Terminalia chebula (species level)</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>Terminalia chebula</italic> Retz. var. tomentella Kurt.</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="left">Akebiae caulis</td>
<td valign="middle" rowspan="3" align="left">Vine</td>
<td valign="middle" align="left">
<italic>Akebia quinata</italic> (Thunb.) Decne.</td>
<td valign="middle" rowspan="3" align="left">Lardizabalaceae</td>
<td valign="middle" rowspan="3" align="left">Akebia trifoliata (species level)</td>
</tr>
<tr>
<td valign="middle" align="left">Akebia trifoliata (Thunb).Koidz.</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>Akebia trifoliata</italic> (Thunb.) Koidz. var. australis (Diels) Rehd.</td>
</tr>
<tr>
<td valign="middle" align="left">Violae herba</td>
<td valign="middle" align="left">Whole herb</td>
<td valign="middle" align="left">Viola yedoensis Cav.</td>
<td valign="middle" align="left">Violaceae</td>
<td valign="middle" align="left">
<italic>Viola yedoensis</italic> (species level)</td>
</tr>
<tr>
<td valign="middle" align="left">Flos scabiosae</td>
<td valign="middle" align="left">Flower</td>
<td valign="middle" align="left">Scabiosa comosa Fisch.<break/>Scabiosa tschilliensis Grunning</td>
<td valign="middle" align="left">Caprifoliaceae</td>
<td valign="middle" align="left">Scabiosa comosa (species level)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>DNA extraction, quality evaluation and illumina sequencing</title>
<p>The DNA extraction procedure followed a previously published protocol designed for isolating total genomic DNA from traditional herbal products (<xref ref-type="bibr" rid="B27">Xin et&#xa0;al., 2018a</xref>). And then the obtained DNA was purified by Wizard Genomic DNA Purification Kit (Promega Biotech Co., United States). The purified DNA concentration was quantified on NanoDrop 2000 spectrophotometer (Thermo Fisher Scientific, United States) and Qubit 4.0 (Thermo Fisher Scientific, United States).</p>
<p>High-throughput sequencing was performed by NovaSeq 6000 sequecing system (Illumina, United States) using the PE150 PCR-free method.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Bioinformatic analysis of shotgun metabarcoding and species identification</title>
<p>The raw data obtained by high-throughput sequencing was firstly preprocessed with Trimmonmatic v0.38 (<xref ref-type="bibr" rid="B2">Bolger et&#xa0;al., 2014</xref>) to remove adapter sequences and filter low quality reads. Afterward, sequencing reads of ITS2, <italic>rbcL</italic>, <italic>matK</italic> were extracted using a local python script. Thereafter, metaSPAdes v3.140 and MEGAHIT v1.2.9 are used for sequence assembly (<xref ref-type="bibr" rid="B16">Li et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B22">Nurk et&#xa0;al., 2017</xref>), and the assembly quality evaluation was based on Quast v5.0.2 (<xref ref-type="bibr" rid="B11">Gurevich et&#xa0;al., 2013</xref>). Subsequently, annotating the sequences was based on CodonCode Aligner v9.0. Detecting and removing chimeras sequences based on Uchime v4.2 (<xref ref-type="bibr" rid="B9">Edgar et&#xa0;al., 2011</xref>). Using Bowtie2 v2.4.1 (<xref ref-type="bibr" rid="B15">Langmead and Salzberg, 2012</xref>) to map the short sequences and then after calculation of sequencing depth and coverage based on Samtools v1.10 (<xref ref-type="bibr" rid="B10">Etherington et&#xa0;al., 2015</xref>). Finally, botanical medicinal materials are identified using TCM-BOL database, GenBank and BOLD database, and the basis of the lowest common ancestor (LCA) strategies provided by MEGAN v6.24.23 (<xref ref-type="bibr" rid="B13">Huson et&#xa0;al., 2007</xref>).</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Detection of Aristolochia manshuriensis</title>
<sec id="s2_4_1">
<label>2.4.1</label>
<title>HPLC</title>
<sec id="s2_4_1_1">
<label>2.4.1.1</label>
<title>Materials and reagents</title>
<p>Aristolochic acid A (AAA) (lot no. 110746&#x2013;201912) was purchased from National Institutes for Food and Drug Control. Acetonitrile and methanol were HPLC grade and purchased from Meridian Medical Technologies. Distilled water was prepared using a Milli-Q purification system (Millipore, Milford, MA). 1260 Infinity II HPLC system (Agilent, United States). 1260 Infinity II Fluorescence Detector (Agilent, United States). MS204TS/02 and&#xa0;XSE205DU electronic balances (METTLER TOLEDO, Switzerland). KQ-500DE Ultrasonic Cleaner (Kushan Ultrasonic Instruments CO., China).</p>
</sec>
<sec id="s2_4_1_2">
<label>2.4.1.2</label>
<title>Chromatographic condition</title>
<p>The chromatographic system for HPLC detection was as follows: Intersil ODS-3 (250 mm&#xd7;4.6 mm, 5 &#x3bc;m) was used as the stationary phase, and a mixture of methanol (A) and 0.1% phosphoric acid solution (B) (70:30) was used as the mobile phase. The flow rate of the mobile phase was 1.0 mL/min, and the column temperature was set to 30&#xb0;C. The spectrophotometer was set to 250 nm, and the injection volume was 10 &#x3bc;L.</p>
</sec>
<sec id="s2_4_1_3">
<label>2.4.1.3</label>
<title>Sample preparation</title>
<p>Aristolochic acid A (AAA) reference solution: 10.44 mg of AAA was weighed precisely and put it in a volumetric flask of 50 mL, and methanol was added and dissolved into a solution containing 0.2088 mg/mL as reference substance solution.</p>
<p>YN02 test solution: 0.5&#xa0;g of YN02 was precisely weighed, then put into a conical flask and added 10 mL methanol, after 40&#xa0;min of ultrasonic processing (power of 700 W, frequency of 40 kHz), followed by filtration with 0.45 &#x3bc;m microporous filters.</p>
<p>Negative solution: 0.5&#xa0;g of lab-made mock sample RS01 was weighed, others refer to the method of preparing YN02 test solution.</p>
</sec>
<sec id="s2_4_1_4">
<label>2.4.1.4</label>
<title>Method validation</title>
<p>For the specificity test, 10 &#x3bc;L of each AAA reference solution, YN02 test solution and negative solution was injected for HPLC measurement to test the specificity of the method. The test of precision, stability, repeat, and recovery were in according with &#x201c;General requirements 9101&#x201d; documented in the 2020 edition of Chinese Pharmacopoeia. Finally, we determined the AAA contents in YN02 per above methods.</p>
</sec>
</sec>
<sec id="s2_4_2">
<label>2.4.2</label>
<title>Real-time PCR with a TaqMan probe</title>
<sec id="s2_4_2_1">
<label>2.4.2.1</label>
<title>Plant materials and DNA extraction</title>
<p>The following components of <italic>Aristolochia manshuriensis</italic>, <italic>Akebia quinata</italic>, and <italic>Clematis armandii</italic> were collected and identified by Pro. Liqiu Zhang. About 100 mg of sample YN02 and negative sample (YN03)were weighed separately and ground for two minutes (30 times/s) for genomic DNA extraction using DP305&#x2013;03Z plant genomic DNA Extraction Kit (Tiangen Biotech Co., China). The quality of DNA was measured using NanoDrop2000 spectrophotometer, and DNA concentration, A260/A280 and A260/A230 were recorded.</p>
</sec>
<sec id="s2_4_2_2">
<label>2.4.2.2</label>
<title>Primer and probe design</title>
<p>According to the ITS2 sequences of <italic>Akebia quinata</italic>, <italic>Aristolochia manshuriensis</italic>, and <italic>Clematis armandii</italic>, MEGA X (<xref ref-type="bibr" rid="B14">Kumar et&#xa0;al., 2018</xref>) software was used to analyze the sequence to find out the DNA differences among above species for designing primers and probe. The specificity of primers and probe was analyzed by premier 6.0 software, and the sequences of probe and primers were synthesized from Sangon Biotech (Shanghai) Co., Ltd. (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;3</bold>
</xref>).</p>
</sec>
<sec id="s2_4_2_3">
<label>2.4.2.3</label>
<title>Real-time PCR</title>
<p>Real-time PCR assays were carried out in a 20 &#x3bc;L reaction volume:10 &#x3bc;L of 2 &#xd7; mix, 0.4 &#x3bc;L of the forward and reverse primers (10 &#x3bc;M), 0.8 &#x3bc;L of probe (10 &#x3bc;M), 2 &#x3bc;L of DNA template (about 100 ng/&#x3bc;L), make up the volume to 20 &#x3bc;L with sterilized ultrapure water. The reaction conditions of real-time PCR: 95&#xb0;C for 30s; 35 cycles of 95&#xb0;C for 30s, 60&#xb0;C for 30s, and 72&#xb0;C for 30s.</p>
</sec>
</sec>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Summary of sequencing data and bioinformatics workflow</title>
<p>For six plant materials used to make mock samples of Gurigumu-7 compounds (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>), their ITS2, <italic>rbcL</italic>, and <italic>matK</italic> sequences were acquired to double-check the accuracy of their species identification. They were then utilized as reference sequences to refine the data analysis process in shotgun metagenomics. All samples yielded clear bidirectional sequencing electropherograms, and these sequences corresponded consistently with their respective dominant haplotype sequences in TCM-BOL.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>The photographs of raw bio-ingredients of the lab-made mock G-7 sample. <bold>(A)</bold> Chebulae Fructus. <bold>(B)</bold> Carthami Flos. <bold>(C)</bold> Flos Scabiosae. <bold>(D)</bold> Akebiae Caulis. <bold>(E)</bold> Violae Herba. <bold>(F)</bold> Ephedrae Herba.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1358136-g001.tif"/>
</fig>
<p>For Gurigumu-7 compounds, a total of 119.72 Gb of raw data sets were obtained from two lab-made mock samples (RS01-RS02), three pharmaceutical products (SS01-SS03), and 12 hospital-made preparations (YN01-YN12). The average sequencing data for each sample was 7.04 Gb. Additionally, 409,097 paired-end reads were extracted from the raw sequencing data to assemble <italic>matK</italic>, <italic>rbcL</italic>, and ITS2 DNA barcodes. Following the removal of their flanking regions, 202 Operational Taxonomic Units (OTUs) of <italic>matK</italic>, <italic>rbcL</italic>, and ITS2 were obtained, among which 171 OTUs were associated with ITS2 (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Standard quality control bioinformatics pipeline for G-7 samples based on Shotgun metabarcoding.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1358136-g002.tif"/>
</fig>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>The accuracy of bioinformatics workflow verified by mock samples</title>
<p>The accuracy of the workflow was confirmed by aligning the shotgun assembly results with the reference sequences obtained from Sanger sequencing, showing alignment consistency between the two methods. All six bio-ingredients used in making the mock sample, namely <italic>Carthamus tinctorius</italic> (Honghua), <italic>Ephedra sinica</italic> (Caomahuang), <italic>Terminalia chebula</italic> (Hezi), <italic>Akebia trifoliata</italic> (Sanyemutong), <italic>Scabiosa comosa</italic> (Lanpenhua) and <italic>Viola yedoensis</italic> (Zihuadiding), were successfully detected. The DNA barcoding sequences of the positive control, <italic>Panax ginseng</italic>, added in mock sample RS02 were also detected. In addition to sequences that precisely matched the reference sequence, some ITS2 sequences that differ from the reference sequence by 1&#x2013;3 bases were also assembled from the shotgun sequencing data. Further BLAST analysis revealed that the species identified by these sequences belonged to the previously mentioned species. This might be attributed to high-throughput sequencing&#x2019;s ability to capture more intra-genomic ITS2 copy types, which could have been easily overlooked by Sanger sequencing technology (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;2</bold>
</xref>).</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Species composition analysis of pharmaceutical and hospital self-made G-7 preparation samples</title>
<p>For three pharmaceutical samples (SS01-SS03), four labaled ingredients including <italic>Carthamus tinctorius</italic> (Honghua), <italic>Ephedra sinica</italic> (Caomahuang), <italic>Viola yedoensis</italic> (Zihuadiding) and <italic>Scabiosa comosa</italic> (Lanpenhua) can be detected. And another two labeled ingredent, <italic>Terminalia chebula</italic>(hezi), <italic>Akebia quinate</italic> (mutong) were not detected, but the common mutong adulterant <italic>Clematis armandii</italic> and <italic>Clematis grandidentata</italic> were detected (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Identification results of pharmaceutical and hospital self-made preparations of G-7.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" colspan="2" align="center">Species</th>
<th valign="middle" colspan="3" align="center">pharmaceutical samples</th>
<th valign="middle" colspan="12" align="center">hospital-made G-7 samples</th>
</tr>
<tr>
<th valign="middle" align="center">SS01</th>
<th valign="middle" align="center">SS02</th>
<th valign="middle" align="center">SS03</th>
<th valign="middle" align="center">YN01</th>
<th valign="middle" align="center">YN02</th>
<th valign="middle" align="center">YN03</th>
<th valign="middle" align="center">YN04</th>
<th valign="middle" align="center">YN05</th>
<th valign="middle" align="center">YN06</th>
<th valign="middle" align="center">YN07</th>
<th valign="middle" align="center">YN08</th>
<th valign="middle" align="center">YN09</th>
<th valign="middle" align="center">YN10</th>
<th valign="middle" align="center">YN11</th>
<th valign="middle" align="center">YN12</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" rowspan="6" align="center">Labeled&#xa0;ingredients</td>
<td valign="middle" align="center">
<italic>Carthamus tinctorius</italic>
</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Ephedra sinica</italic>
</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Viola yedoensis</italic>
</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Scabiosa comosa</italic>
</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Terminalia chebula</italic>
</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Akebia quinata</italic>
</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2713;</td>
</tr>
<tr>
<td valign="middle" rowspan="4" align="center">Potential&#xa0;adulterants</td>
<td valign="middle" align="center">
<italic>Clematis armandii</italic>
</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Clematis grandidentata</italic>
</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Aristolochia manshuriensis</italic>
</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Corydalis bungeana</italic>
</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2713;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2713;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>"&#x2713;" denotes the detection of the species in the sample, while "-" indicates that the species was not detected in the sample.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Among the 12 hospital-made G-7 samples, <italic>Carthamus tinctorius</italic> (Honghua) was detected in all samples. <italic>Viola yedoensis</italic> (Zihuadiding) was detected in eight samples (YN02-YN06, YN08-YN10), while <italic>Scabiosa comosa</italic> (Lanpenhua) was present in eight samples (YN01, YN04-YN10). <italic>Terminalia chebula</italic> (Hezi) was exclusively detected in YN06, whereas <italic>Akebia quinata</italic> (Mutong) was solely detected in YN12. Similar to pharmaceutical samples, <italic>Clematis grandidentata</italic> was found in eleven hospital-made samples, while the presence of <italic>Clematis armandii</italic> was found in seven hospital samples (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). Furthermore, <italic>Aristolochia manshuriensis</italic>, a poisonous plant was only found in YN02. <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref> shows the clustering analysis of the pharmaceutical (SS01-SS03) and hospital (YN01-YN12) preparations, highlighting for each taxonomic node the identified species in pie charts.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Clustering analysis of three pharmaceutical products and 12 hospital-self-made preparations. Each taxonomic node is plotted as a pie chart, and the size of the node represents the number of ITS2, <italic>matK</italic>, and <italic>rbcL</italic> fragment reads obtained by sequencing for each taxon, with larger nodes indicating more reads assigned to them. The colors of the pie charts indicate the proportion of taxa represented by each species in each sample.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1358136-g003.tif"/>
</fig>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Detection of <italic>Aristolochia manshuriensis</italic> by HPLC and real-time PCR</title>
<p>Since <italic>Aristolochia manshuriensis</italic> detected in sample YN02, the confirmation of its presence was performed by HPLC and real-time PCR with a specific TaqMan probe. For the HPLC method, the concentration of Aristolochic acid A (AAA) had a good linearity in the range of 2.088 to 20.88 mg/mL, described by the linear equation Y=42825X+0.1587 (R<sup>2&#xa0;</sup>=&#xa0;0.9998) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;2</bold>
</xref>). The precision test of instrument presented the RSD value of AAA peak area was 0.09% (n=6). For stable test, the RSD value of AAA peak area was 0.47% (n=6). According to the result of recovery test, the average recovery of AAA was 100.41% with an RSD of 2.26% (n=6). The AAA content of YN02 was determined to be 0.2205 mg/g. Moreover, the negative sample (YN03) showed no signal at the AAA position, passing the HPLC specificity test (<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>Aristolochic acid A chromatogram of three different samples. The meaning of &#x201c;1&#x201d; in the figure represents the chromatographic peak of aristolochic acid. <bold>(A)</bold> reference substance solution. <bold>(B)</bold> test sample (YN02), <bold>(C)</bold> negative sample (YN03).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1358136-g004.tif"/>
</fig>
<p>The qualitative PCR conditions with <italic>Aristolochia manshuriensis</italic> specific primers (P1-F/P2-R) were previously optimized and the fragments were sequenced using Sanger sequencing, revealing a 100% identity match with the target region of species. For qPCR with TaqMan probe, the target fragment of <italic>Aristolochia manshuriensis</italic> could be amplified in YN02 (red curves) with Cq values of 18.52&#x2013;19.08, without amplification curves or delayed amplification (Cq &gt; 30) for YN03 without adulterants (blue&#xa0;curves), and blank control (green curves) (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). The&#xa0;reproducibility of five replicates was shown by the low RSD (1.045%).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Results of real-time PCR with Primer P1-F/P2-R and TaqMan probe. The samples containing adulterants <italic>Aristolochia manshuriensis</italic> (red curves), the samples (YN03) without adulterants (blue curves) and blank control (green curves).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1358136-g005.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>With the rapid development of sequencing technology and the reduction of sequencing costs, next-generation sequencing (NGS) has been widely utilized to analyze the biological ingredients in traditional herbal products (<xref ref-type="bibr" rid="B19">Lo and Shaw, 2019</xref>). Unlike Sanger sequencing, NGS allows sequencing thousands of targets simultaneously. With the capability to combine numerous samples in a single sequencing run and achieve high sequence coverage per sample, NGS-based metagenomic sequencing can capture very low abundance members of the microbial community that may be missed or are too expensive to identify them using other methods. Therefore, the utilization of NGS-based molecular biology techniques, such as DNA barcoding,&#xa0;can potentially play an important role in improving pharmacovigilance of traditional herbal medicines (<xref ref-type="bibr" rid="B5">de Boer et&#xa0;al., 2015</xref>).</p>
<p>The combination of multiple barcodes can improve the resolution and accuracy of species identification to a certain extent (<xref ref-type="bibr" rid="B3">Chen et&#xa0;al., 2023</xref>). Several studies on traditional herbal products have been conducted using sequencing platforms such as Illumina and PacBio. Recent research showed that six prescription ingredients contained in Chinese herb production, Fukedeshengwan, were successfully detected using ITS2, <italic>matK</italic>, and <italic>rbcL</italic> fragments based on the illumina platform using shotgun metabarcoding (<xref ref-type="bibr" rid="B26">Xie et&#xa0;al., 2021</xref>). It was verified that the method is feasible and highly promising for the compositional detection of herbal medicines mixtures. Another study, based on the combination of metabarcoding and real-time (SMRT) sequencing, using two barcodes for the detection of components in traditional herbal products, demonstrated that the method was reproducible and reliable. This indicates its potential as an effective quality monitoring tool for traditional herbal products (<xref ref-type="bibr" rid="B28">Xin et&#xa0;al., 2018b</xref>). In this study, the results showed that all the biological ingredients can be successfully detected, although <italic>Terminalia chebula</italic> was detected only by ITS2 sequences, the potential reason might be that <italic>Terminalia chebula</italic> was used with its dried ripe fruit, which may have led to the lack of chloroplast DNA (<xref ref-type="bibr" rid="B30">Zhang et&#xa0;al., 2023</xref>).</p>
<p>Furthermore, some substitutes of its labeled ingredients were found in commercially available G-7 samples. For <italic>Viola yedoensis</italic>, its common substitution, <italic>Corydalis bungeana</italic>, has been detected in some samples, and this was consistent with the results of previous study (<xref ref-type="bibr" rid="B4">Chen et&#xa0;al., 2018</xref>). As for one of the labeled ingredients, <italic>Akebia quinata</italic>, it can only be detected in YN12 sample, and its common substitution, <italic>Clematis armandii</italic> or <italic>Clematis grandidentata</italic>, can be detected in all the three pharmaceutical and most of the 12 hospital self-made preparations. The 2020 edition of Chinese Pharmacopoeia records <italic>Akebia quinata</italic> and <italic>Clematis armandii</italic> as two independent medicinal materials. However, as far as the circulation of Chinese medicinal herbs market is concerned, the phenomenon of mixing the two medicinal materials is very common, even <italic>Clematis armandii</italic> and its adulterant <italic>Clematis grandidentata</italic> notably dominates this trend (<xref ref-type="bibr" rid="B20">Mu et&#xa0;al., 2022</xref>). A previous study (<xref ref-type="bibr" rid="B12">Huang et&#xa0;al., 2017</xref>) demonstrated that ITS2 sequences can readily differentiate between <italic>Akebia quinata</italic> and <italic>Clematis armandii</italic>. The findings of this study further confirm that ITS2 exhibits a strong capability in discriminating between these two species, proving its effectiveness in practical quality control of herbal products.</p>
<p>Moreover, <italic>Aristolochia manshuriensis</italic> contains aristolochic acid, which has obvious nephrotoxicity and maybe cause impaired renal tubular function and even the risk of causing kidney cancer (<xref ref-type="bibr" rid="B25">Vanherweghem et&#xa0;al., 1993</xref>; <xref ref-type="bibr" rid="B24">Vanhaelen et&#xa0;al., 1994</xref>). Due to its irreversible renal toxicity, aristolochic acid has been classified as a Class I carcinogen. As demonstrated in this work, its presence can be detected by HPLC or, indirectly, by real-time PCR with a TaqMan probe. Furthermore, other studies have indicated that mutations caused by aristolochic acid are closely associated with liver cancer (<xref ref-type="bibr" rid="B21">Ng et&#xa0;al., 2017</xref>). In addition, this study detected several fungal species, including genera <italic>Aspergillus</italic>, <italic>Alternaria</italic>, and <italic>Cladosporium</italic>, in multiple samples. This suggestion that the raw materials used in the compound preparation G-7 might have undergone mildew during storage or that the production enterprise or production area of the preparation department is not adequately clean.</p>
</sec>
<sec id="s5" 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/s.</p>
</sec>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>MW: Investigation, Methodology, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. YT: Data curation, Methodology, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. EZ: Visualization, Writing &#x2013; review &amp; editing. BT: Formal analysis, Writing &#x2013; review &amp; editing. JL: Conceptualization, Funding acquisition, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. LS: Investigation, Methodology, Software, Writing &#x2013; review &amp; editing. AB: Funding acquisition, Project administration, Resources, Writing &#x2013; review &amp; editing.</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This work was supported by the National Key Research and Development Program of China: Intergovernmental Cooperation in International Science and Technology lnnovation (grant No. 2022YFE0119300), China Postdoctoral Science Foundation (2022M720504), Natural Science Foundation of Beiiing Municipality [No 7202109].</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors would like to thank Liqiu Zhang for his invaluable help in the collection and identification of Mutong and common substitution.</p>
</ack>
<sec id="s8" 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="s9" 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="s10" 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/fpls.2024.1358136/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpls.2024.1358136/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Berry</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Ben Mahfoudh</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Wagner</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Loy</surname> <given-names>A.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Barcoded primers used in multiplex amplicon pyrosequencing bias amplification</article-title>. <source>Appl. Environ. Microbiol.</source> <volume>77</volume>, <fpage>7846</fpage>&#x2013;<lpage>7849</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1128/AEM.05220-11</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bolger</surname> <given-names>A. M.</given-names>
</name>
<name>
<surname>Lohse</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Usadel</surname> <given-names>B.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Trimmomatic: a flexible trimmer for Illumina sequence data</article-title>. <source>Bioinformatics</source> <volume>30</volume>, <fpage>2114</fpage>&#x2013;<lpage>2120</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/bioinformatics/btu170</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Yin</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Han</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Sun</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Yao</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Song</surname> <given-names>J.</given-names>
</name>
<etal/>
</person-group>. (<year>2023</year>). <article-title>DNA barcoding in herbal medicine: Retrospective and prospective</article-title>. <source>J. Pharm. Anal.</source> <volume>13</volume>, <fpage>431</fpage>&#x2013;<lpage>441</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.jpha.2023.03.008</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Jin</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Yu</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Jin</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>C.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>Exploratory Research on the ldentification of Herba Violae and its Adulterants</article-title>. <source>Chin. J. Med. Guide</source> <volume>20</volume>, <fpage>414</fpage>&#x2013;<lpage>418</lpage>.</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>de Boer</surname> <given-names>H. J.</given-names>
</name>
<name>
<surname>Ichim</surname> <given-names>M. C.</given-names>
</name>
<name>
<surname>Newmaster</surname> <given-names>S. G.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>DNA barcoding and pharmacovigilance of herbal medicines</article-title>. <source>Drug Saf.</source> <volume>38</volume>, <fpage>611</fpage>&#x2013;<lpage>620</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s40264-015-0306-8</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>De Broe</surname> <given-names>M. E.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Chinese herbs nephropathy and Balkan endemic nephropathy: toward a single entity, aristolochic acid nephropathy</article-title>. <source>Kidney Int.</source> <volume>81</volume>, <fpage>513</fpage>&#x2013;<lpage>515</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/ki.2011.428</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Devarbhavi</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Asrani</surname> <given-names>S. K.</given-names>
</name>
<name>
<surname>Arab</surname> <given-names>J. P.</given-names>
</name>
<name>
<surname>Nartey</surname> <given-names>Y. A.</given-names>
</name>
<name>
<surname>Pose</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Kamath</surname> <given-names>P. S.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Global burden of liver disease: 2023 update</article-title>. <source>J. Hepatol.</source> <volume>79</volume>, <fpage>516</fpage>&#x2013;<lpage>537</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.jhep.2023.03.017</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ding</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Zhou</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Gu</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Wu</surname> <given-names>J.</given-names>
</name>
<etal/>
</person-group>. (<year>2023</year>). <article-title>Cassiae Semen improves non-alcoholic fatty liver disease through autophagy-related pathway</article-title>. <source>Chin. Herb Med.</source> <volume>15</volume>, <fpage>421</fpage>&#x2013;<lpage>429</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.chmed.2022.09.006</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Edgar</surname> <given-names>R. C.</given-names>
</name>
<name>
<surname>Haas</surname> <given-names>B. J.</given-names>
</name>
<name>
<surname>Clemente</surname> <given-names>J. C.</given-names>
</name>
<name>
<surname>Quince</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Knight</surname> <given-names>R.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>UCHIME improves sensitivity and speed of chimera detection</article-title>. <source>Bioinformatics</source> <volume>27</volume>, <fpage>2194</fpage>&#x2013;<lpage>2200</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/bioinformatics/btr381</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Etherington</surname> <given-names>G. J.</given-names>
</name>
<name>
<surname>Ramirez-Gonzalez</surname> <given-names>R. H.</given-names>
</name>
<name>
<surname>MacLean</surname> <given-names>D.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>bio-samtools 2: a package for analysis and visualization of sequence and alignment data with SAMtools in Ruby</article-title>. <source>Bioinformatics</source> <volume>31</volume>, <fpage>2565</fpage>&#x2013;<lpage>2567</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/bioinformatics/btv178</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gurevich</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Saveliev</surname> <given-names>V.</given-names>
</name>
<name>
<surname>Vyahhi</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Tesler</surname> <given-names>G.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>QUAST: quality assessment tool for genome assemblies</article-title>. <source>Bioinformatics</source> <volume>29</volume>, <fpage>1072</fpage>&#x2013;<lpage>1075</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/bioinformatics/btt086</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Huang</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Jin</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Lin</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Lu</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Ma</surname> <given-names>X.</given-names>
</name>
<etal/>
</person-group>. (<year>2017</year>). <article-title>Investigation of akebiae caulis and clematidis armandii caulis</article-title>. <source>Chin. J. Inf. Tradition. Chin. Med.</source> <volume>24</volume>, <fpage>1</fpage>&#x2013;<lpage>4</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3969/j.issn.1005-5304.2017.03.001</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Huson</surname> <given-names>D. H.</given-names>
</name>
<name>
<surname>Auch</surname> <given-names>A. F.</given-names>
</name>
<name>
<surname>Qi</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Schuster</surname> <given-names>S. C.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>MEGAN analysis of metagenomic data</article-title>. <source>Genome Res.</source> <volume>17</volume>, <fpage>377</fpage>&#x2013;<lpage>386</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1101/gr.5969107</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kumar</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Stecher</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Knyaz</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Tamura</surname> <given-names>K.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>MEGA X: molecular evolutionary genetics analysis across computing platforms</article-title>. <source>Mol. Biol. Evol.</source> <volume>35</volume>, <fpage>1547</fpage>&#x2013;<lpage>1549</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/molbev/msy096</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Langmead</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Salzberg</surname> <given-names>S. L.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Fast gapped-read alignment with Bowtie 2</article-title>. <source>Nat. Methods</source> <volume>9</volume>, <fpage>357</fpage>&#x2013;<lpage>359</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/nmeth.1923</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>C. M.</given-names>
</name>
<name>
<surname>Luo</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Sadakane</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Lam</surname> <given-names>T. W.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>MEGAHIT: an ultra-fast single-node solution for large and complex metagenomics assembly <italic>via</italic> succinct de Bruijn graph</article-title>. <source>Bioinformatics</source> <volume>31</volume>, <fpage>1674</fpage>&#x2013;<lpage>1676</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/bioinformatics/btv033</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Mu</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Shi</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Zhao</surname> <given-names>Q.</given-names>
</name>
<name>
<surname>Kong</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Xie</surname> <given-names>H.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>a). <article-title>The species identification in traditional herbal patent medicine, wuhu san, based on shotgun metabarcoding</article-title>. <source>Front. Pharmacol.</source> <volume>12</volume>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fphar.2021.607200</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Shi</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Zhao</surname> <given-names>Q.</given-names>
</name>
<name>
<surname>Kong</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Mu</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Xie</surname> <given-names>H.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>b). <article-title>Precise species detection in traditional herbal patent medicine, qingguo wan, using shotgun metabarcoding</article-title>. <source>Front. Pharmacol.</source> <volume>12</volume>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fphar.2021.607210</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lo</surname> <given-names>Y. T.</given-names>
</name>
<name>
<surname>Shaw</surname> <given-names>P. C.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Application of next-generation sequencing for the identification of herbal products</article-title>. <source>Biotechnol. Adv.</source> <volume>37</volume>, <elocation-id>107450</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.biotechadv.2019.107450</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mu</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Xie</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Zhao</surname> <given-names>Q.</given-names>
</name>
<name>
<surname>Shi</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Hu</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Wei</surname> <given-names>M.</given-names>
</name>
<etal/>
</person-group>. (<year>2022</year>). <article-title>Molecular identification of commercially available Akebiae Caulis and its adulterants based on ITS2 sequence</article-title>. <source>Chin. Tradition. Herb. Drugs</source> <volume>53</volume>, <fpage>2108</fpage>&#x2013;<lpage>2114</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.7501/i.issn.0253-2670.2022.07.021</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ng</surname> <given-names>A. W. T.</given-names>
</name>
<name>
<surname>Poon</surname> <given-names>S. L.</given-names>
</name>
<name>
<surname>Huang</surname> <given-names>M. N.</given-names>
</name>
<name>
<surname>Lim</surname> <given-names>J. Q.</given-names>
</name>
<name>
<surname>Boot</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Yu</surname> <given-names>W.</given-names>
</name>
<etal/>
</person-group>. (<year>2017</year>). <article-title>Aristolochic acids and their derivatives are widely implicated in liver cancers in Taiwan and throughout Asia</article-title>. <source>Sci. Transl. Med.</source> <volume>9</volume> (<issue>412</issue>), <page-range>eaan6446</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1126/scitranslmed.aan6446</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nurk</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Meleshko</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Korobeynikov</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Pevzner</surname> <given-names>P. A.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>metaSPAdes: a new versatile metagenomic assembler</article-title>. <source>Genome Res.</source> <volume>27</volume>, <fpage>824</fpage>&#x2013;<lpage>834</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1101/gr.213959.116</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shan</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Xue</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Ma</surname> <given-names>C.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>A predictive study of targets and mechanisms of a compound Mongolian medicineGuriqumu-7 on liver diseases based on network pharmacology</article-title>. <source>J. Inner Mongolia University(Natural Sci. Edition)</source> <volume>52</volume>, <fpage>162</fpage>&#x2013;<lpage>175</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.13484/j.nmgdxxbzk.20210208</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Vanhaelen</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Vanhaelen-Fastre</surname> <given-names>R.</given-names>
</name>
<name>
<surname>But</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Vanherweghem</surname> <given-names>J. L.</given-names>
</name>
</person-group> (<year>1994</year>). <article-title>Identification of aristolochic acid in Chinese herbs</article-title>. <source>Lancet</source> <volume>343</volume>, <fpage>174</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/S0140-6736(94)90964-4</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Vanherweghem</surname> <given-names>J. L.</given-names>
</name>
<name>
<surname>Depierreux</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Tielemans</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Abramowicz</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Dratwa</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Jadoul</surname> <given-names>M.</given-names>
</name>
<etal/>
</person-group>. (<year>1993</year>). <article-title>Rapidly progressive interstitial renal fibrosis in young women: association with slimming regimen including Chinese herbs</article-title>. <source>Lancet</source> <volume>341</volume>, <fpage>387</fpage>&#x2013;<lpage>391</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/0140-6736(93)92984-2</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xie</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Zhao</surname> <given-names>Q.</given-names>
</name>
<name>
<surname>Shi</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Kong</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Mu</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>B.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Biological ingredient analysis of traditional herbal patent medicine fuke desheng wan using the shotgun metabarcoding approach</article-title>. <source>Front. Pharmacol.</source> <volume>12</volume>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fphar.2021.607197</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xin</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Su</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Lin</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Xu</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Song</surname> <given-names>J.</given-names>
</name>
</person-group> (<year>2018</year>a). <article-title>Precise species detection of traditional Chinese patent medicine by shotgun metagenomic sequencing</article-title>. <source>Phytomedicine</source> <volume>47</volume>, <fpage>40</fpage>&#x2013;<lpage>47</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.phymed.2018.04.048</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xin</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Xu</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Jia</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Leon</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Hu</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Lin</surname> <given-names>Y.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>b). <article-title>Biomonitoring for traditional herbal medicinal products using DNA metabarcoding and single molecule, real-time sequencing</article-title>. <source>Acta Pharm. Sin. B</source> <volume>8</volume>, <fpage>488</fpage>&#x2013;<lpage>497</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.apsb.2017.10.001</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xu</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Ma</surname> <given-names>Q.</given-names>
</name>
<name>
<surname>Ma</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Wu</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Ma</surname> <given-names>C.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Hepato-protective effects and chemical constituents of a bioactive fraction of the traditional compound medicine-Gurigumu-7</article-title>. <source>BMC Complement Altern. Med.</source> <volume>16</volume>, <fpage>179</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s12906-016-1156-3</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Mu</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Kong</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Zhao</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Zhao</surname> <given-names>Q.</given-names>
</name>
<etal/>
</person-group>. (<year>2023</year>). <article-title>Validation of the shotgun metabarcoding approach for comprehensively identifying herbal products containing plant, fungal, and animal ingredients</article-title>. <source>PloS One</source> <volume>18</volume>, <elocation-id>e0286069</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.pone.0286069</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>