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<front>
<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>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpls.2022.1125872</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>Metabolic profiling, <italic>in-situ</italic> spatial distribution, and biosynthetic pathway of functional metabolites in <italic>Dendrobium nobile</italic> stem revealed by combining UPLC-QTOF-MS with MALDI-TOF-MSI</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Qingling</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>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Huang</surname>
<given-names>Yuan</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/535141"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Linghu</surname>
<given-names>Chu</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xiao</surname>
<given-names>Jianfen</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Gu</surname>
<given-names>Ronghui</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1806676"/>
</contrib>
</contrib-group>    <aff id="aff1">
<sup>1</sup>
<institution>Key Laboratory of Plant Resource Conservation and Germplasm Innovation in Mountainous Region (Ministry of Education), Guizhou University</institution>, <addr-line>Guiyang</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>College of Life Sciences, Guizhou University</institution>, <addr-line>Guiyang</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>College of Pharmacy, Guizhou University of Traditional Chinese Medicine</institution>, <addr-line>Guiyang</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>School of Liquor and Food Engineering, Guizhou University</institution>, <addr-line>Guiyang</addr-line>, <country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>National &amp; Local Joint Engineering Research Center for the Exploitation of Homology Resources of Medicine and Food, Guizhou University</institution>, <addr-line>Guiyang</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Xiaodong Wang, Minzu University of China, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Tao Yi, Hong Kong Baptist University, Hong Kong SAR, China; Gui-Hua Tang, Sun Yat-sen University, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Ronghui Gu, <email xlink:href="mailto:rhgu@gzu.edu.cn">rhgu@gzu.edu.cn</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Technical Advances in Plant Science, a section of the journal Frontiers in Plant Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>12</day>
<month>01</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>1125872</elocation-id>
<history>
<date date-type="received">
<day>16</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>12</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Liu, Huang, Linghu, Xiao and Gu</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Liu, Huang, Linghu, Xiao and Gu</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>The stem of <italic>Dendrobium nobile</italic> Lindl. (Orchidaceae), called &#x201c;<italic>Shihu</italic>&#x201d; in traditional Chinese medicine, is a well-known medicinal and edible plant material in China. It is used as an antipyretic, analgesic, and tonic to nourish the stomach and <italic>Yin</italic> (i.e., to improve the production of body fluids). These therapeutic properties are attributed to its alkaloids, sesquiterpenoids, bibenzyls, fluorenones, and phenanthrenes. However, a comprehensive understanding of these metabolites and their spatial distribution in stems is lacking. In this study, ultra-performance liquid chromatography/quadrupole time-of-flight mass spectrometry (UPLC-QTOF-MS) was performed to obtain detailed metabolites information about <italic>D. nobile</italic> stems. Then, the spatial distributions of diverse metabolites, including alkaloids and sesquiterpenoids, were characterized and visualized by matrix-assisted laser desorption/ionization time-of-flight mass spectrometry imaging (MALDI-TOF-MSI). Based on the spatial and metabolic profiling data, sesquiterpene alkaloid dendrobine was chosen for the exhaustive study of a biosynthetic pathway in <italic>D. nobile</italic>. This is the first report on mass spectrometry imaging for <italic>Dendrobium</italic> species. As a result, critical bioactive metabolites such as 11 alkaloids, 10 sesquiterpenes, and 13 other metabolites were putatively identified and relatively quantified. The identified alkaloids were distributed in the parenchyma or vascular bundle, and sesquiterpenes were present in all regions of the stem with higher abundance in the vascular bundle and cuticle, or in the cuticle and epidermis. The biosynthetic pathway and accumulation pattern of dendrobine in <italic>D. nobile</italic> stem were also proposed. Our findings not only provided a critical methodology for the thorough understanding of physiological changes in metabolites and precise utilization of <italic>D. nobile</italic> stem, but also displayed an effective strategy for insight into the biosynthesis of bioactive metabolites in plants.</p>
</abstract>
<kwd-group>
<kwd>
<italic>Dendrobium nobile</italic>
</kwd>
<kwd>spatial imaging</kwd>
<kwd>UPLC-QTOF-MS</kwd>
<kwd>MALDI-MSI</kwd>
<kwd>dendrobine</kwd>
<kwd>sesquiterpenes</kwd>
<kwd>biosynthetic pathway</kwd>
</kwd-group>    <contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<counts>
<fig-count count="7"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="25"/>
<page-count count="11"/>
<word-count count="4814"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>
<italic>Dendrobium nobile</italic> Lindl. is a prized medicinal, ornamental, and edible plant species from the genus <italic>Dendrobium</italic> in Orchidaceae family. The stems of <italic>D. nobile</italic>, <italic>D. chrysotoxum</italic>, <italic>D. fimbriatum</italic>, or <italic>D. huoshanense</italic> are called <italic>Shihu</italic> (&#x77f3;&#x659b;) in the <italic>Chinese Pharmacopoeia</italic> for nourishing <italic>Yin</italic> (<italic>Yin</italic> refers to body fluids. Nourishing <italic>Yin</italic>, an important term in traditional Chinese medicine (TCM), refers to improve the production of body fluids), nourishing the lung and stomach, strengthening the body, brightening the eyes, relieving coughs, and clearing heat (<xref ref-type="bibr" rid="B15">Nie et&#xa0;al., 2020</xref>). The medicinal utilization of <italic>Shihu</italic> in China can trace back to 2000 years ago following the records in Shennong&#x2019;s Classic of Material Medica (<italic>Shen Nong Ben Cao Jing</italic>). The detailed document of <italic>Shihu</italic> was found in Compendium of Materia Medica (<italic>Ben Cao Gang Mu</italic>) (1590 AD) (<xref ref-type="bibr" rid="B14">Mou et&#xa0;al., 2021</xref>). Among these above-mentioned species, <italic>D. nobile</italic> is regarded as the base fundamental species of <italic>Shihu</italic>, which annual production nowadays exceeds 4.5 million kg in China (<xref ref-type="bibr" rid="B19">Teoh, 2019</xref>).</p>
<p>Due to the crucial medicinal values of <italic>D. nobile</italic> stem in TCM, its phytochemistry and modern pharmacology have attracted increasing attention. Some review papers have summarized that the main bioactive constituents of <italic>D. nobile</italic> stem were alkaloids, sesquiterpenes, dibenzyls, phenanthrenes, and polysaccharides, and the important pharmacological effects include anti-tumor, anti-oxidation, anti-aging, anti-inflammation, improving immunity, anti-fatigue, neuroprotection, and protecting the liver and kidney (<xref ref-type="bibr" rid="B7">He et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B15">Nie et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B10">Linghu et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B22">Wang et&#xa0;al., 2022</xref>). Among these constituents, alkaloids have caught researcher&#x2019;s special concerns because it was the earliest identified classification of bioactive compounds in <italic>Dendrobium</italic> and responsible for numerous pharmacological effects (<xref ref-type="bibr" rid="B2">Chen and Chen, 1935</xref>). More importantly, dendrobine, the first active alkaloid isolated from <italic>D. nobile</italic> and a major ingredient in its stem, has drawn attention due to its wide applications for health benefits, such as analgesic, antipyretic, antiviral, and antihyperlipidaemic effects (<xref ref-type="bibr" rid="B9">Li R, et al., 2017</xref>; <xref ref-type="bibr" rid="B3">Gong et&#xa0;al., 2021</xref>). In addition, sesquiterpenes from <italic>D. nobile</italic> stem not only showed relatively high content but also acted as vital pharmacological activity, especially providing the most of precursors for the biosynthesis of dendrobine-type alkaloid in <italic>D. nobile</italic> stem (<xref ref-type="bibr" rid="B3">Gong et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B14">Mou et&#xa0;al., 2021</xref>). However, the comprehensive qualitative and spatial distribution of alkaloids and sesquiterpenes in mature <italic>D. nobile</italic> stem are still lacking.</p>    <p>Analyzing the metabolic profiling and spatial distribution of important metabolites in mature <italic>D. nobile</italic> stem is critical for the thoroughly understanding of its physiological changes and precise utilization of the prized plant resource. Recently, metabolomics has developed rapidly and applied widely to profile plant metabolites and study plant physiology (<xref ref-type="bibr" rid="B17">&#x160;imura et&#xa0;al., 2018</xref>). In particular, the application of UPLC-QTOF-MS improved the resolution, sensitivity, and throughput for metabolites detection (<xref ref-type="bibr" rid="B5">Gu et&#xa0;al., 2019</xref>), which made the metabolomics studies possible to probe greater amounts of metabolic information for complex biological mixtures and discover previously unidentified metabolites (<xref ref-type="bibr" rid="B20">Tong et&#xa0;al., 2022</xref>). For the studies on metabolite spatial distribution, mass spectrometry imaging (MSI) has been developed as a powerful <italic>in-situ</italic> analysis technique to visualize the spatial distribution of metabolites in complex biological mixtures (<xref ref-type="bibr" rid="B6">He et&#xa0;al., 2019</xref>). Among MSI technologies, the matrix-assisted laser desorption/ionization mass spectrometry imaging (MALDI-MSI) is the most frequently used because of the suitable spatial resolution of imaging (3-100 <italic>&#x3bc;</italic>m) and the wide measurable mass range with soft ionization type (<xref ref-type="bibr" rid="B16">Qin et&#xa0;al., 2018</xref>). MALDI-MSI has been proven successfully in the visualization of metabolites in plant tissues. For instance, it has been carried out to analyze the cyanogenic glucoside in sorghum (<xref ref-type="bibr" rid="B13">Montini et&#xa0;al., 2020</xref>), lipids in cottonseeds (<xref ref-type="bibr" rid="B11">Liu et&#xa0;al., 2021</xref>), and alkaloids in areca nut (<xref ref-type="bibr" rid="B23">Wu et&#xa0;al., 2022</xref>).</p>
<p>In this study, we focused on the metabolic profiles and their relative content in mature <italic>D. nobile</italic> stem, especially the spatial distribution of alkaloids and sesquiterpenes. Moreover, the accumulation pattern and biosynthesis of sesquiterpene alkaloid dendrobine in mature <italic>D. nobile</italic> stem were also proposed. This work reported the use of MALDI-MSI to demonstrate the distribution of metabolites in mature <italic>D. nobile</italic> stem for the first time, particularly in alkaloids and sesquiterpenes. The findings showed that the combination of UPLC-QTOF-MS and MALDI-MSI was a superior methodology with both sensitive and visualizable, providing a deep insight into the metabolic profiling and <italic>in situ</italic> spatial distribution of some special and crucial bioactive metabolites in medicinal and edible plants.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Material and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Plant material</title>
<p>
<italic>Dendrobium nobile</italic> was grown on the imitation wild cultivation base at Wanglong in Chishui City, Guizhou province. Based on the growth cycle of <italic>D. nobile</italic>, the suitable harvest time of <italic>D. nobile</italic> stem was between September and October in Guizhou. Three-year-old mature stems of <italic>D. nobile</italic> were collected in October 2020. Immediately after harvesting, the samples were put in dry ice for transportation, and stored in a freezer at -80&#xb0;C until used.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Chemicals</title>
<p>The solvents, including LC/MS-grade water, acetonitrile, methanol, formic acid, acetic acid, and trifluoroacetic acid, were bought from Sigma-Aldrich (Saint Louis, MO, USA). 2,5-dihydroxybenzoic acid (DHB), &#x3b1;-cyano-4-hydroxycinnamic acid (CHCA), and 2&#x2010;mercaptobenzothiazole (2-MBT) were purchased from J&amp;K Scientific (Beijing, China). Dendrobine standard was purchased from Yuanye Shengwu (Shanghai, China).</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Sample preparation for UPLC-QTOF-MS analysis</title>
<p>The fresh stem was crushed manually on ice. The crushed sample (1g) was extracted with 10 mL of 80% methanol (v/v) followed by an ultrasonic bath for 30&#xa0;min at room temperature and then centrifugation (6000 r/min) for 15&#xa0;min using a Cence H1850 centrifuge (Changsha, China). The supernatant was transferred, and the extraction was repeated twice. The combined supernatant was evaporated under nitrogen flow at room temperature to obtain extracts and kept at -20 &#xb0;C. Prior to UPLC-QTOF-MS analysis, the extract was dissolved in 80% methanol (v/v) to a concentration of 1 mg/mL and then subjected to centrifugation (15000 r/min). The supernatant (100 &#x3bc;L) was added to the sample vial with a 250 &#x3bc;L insert pipe for analysis.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Sample preparation for MALDI-MSI analysis</title>
<p>The preparation of <italic>D. nobile</italic> stems sections were based on previously reported methods (<xref ref-type="bibr" rid="B6">He et&#xa0;al., 2019</xref>) with few modification. Briefly, fresh stems were stored at -80 &#xb0;C until use; the stems were cryo-sectioned into 20-&#x3bc;m-thick slices at -20 &#xb0;C on a freezing microtome (Leica CM1860, Germany) and then were immediately adhered to indium tin oxide (ITO) glass microscope slides. A matrix solution containing 2-MBT (12 mg/mL) in acetonitrile/ddH<sub>2</sub>O/TFA (80:20:0.2, v/v/v) was prepared and sprayed to the surfaces of stem sections by air-brush sprayer <italic>via</italic> five cycles (5 s spraying, 60 s drying). After air-drying in a fume hood, an extra matrix spray was conducted on the same stem sections for 40 cycles. The optical images of the stem section were obtained using a Photo Scanner (Epson Perfection V550). The standard histological optical images were gained by Hematoxylin and eosin (H&amp;E) staining following a previous procedure (<xref ref-type="bibr" rid="B1">Casadonte and Caprioli, 2011</xref>).</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>UPLC-QTOF-MS and MALDI-MSI analysis</title>
<p>The UPLC-QTOF-MS analysis was executed with an ACQUITY UPLC coupled to Xevo G2 QTOF mass spectrometer system (Waters, Milford, MA, USA). The UPLC system was equipped with ACQUITY UPLC BEH C18 column (2.1&#xd7;50 mm, I.D. 1.7 &#x3bc;m), autosampler, binary pump, and column compartment. The mobile phase consisted of water containing 0.1% formic acid (A) and acetonitrile containing 0.1% formic acid (B). The gradient elution procedure was as follows: 0-1.0&#xa0;min, 3-13% B; 1.0-2.5&#xa0;min, 13-25% B; 2.5-4.0&#xa0;min, 25-40% B; 4.0-8.0&#xa0;min, 40-60% B; 8.0-8.5&#xa0;min, 60-97% B; 8.5-11.0&#xa0;min, 97% B; 11.0-13.5 min, 97-3% B, 13.5-15.0&#xa0;min, 3% B. The column temperature was 40&#xb0;C, the flow rate was 0.5 mL/min, and the injection volume was 1 &#x3bc;L.</p>
<p>Mass spectrometry was obtained from both positive and negative ionization modes with scan time (1 s) and scan mass range (50-1500 Da). The capillary voltages were 3.0 kV (positive mode) and 2.5 kV (negative mode), and the sample cone voltage was 30&#xa0;V. The desolvation temperature and ion source temperature were 400&#xb0;C and 110&#xb0;C, respectively. Nitrogen was used as the carrier gas with an 800 L/h flow rate for desolvation gas and a 50 L/h flow rate for sample cone gas. The low collision energy was 6 eV, and the high collision energy was changed repeatedly from 20 eV to 60 eV. Leucine-enkephalin (1 &#x3bc;g/mL) was used as Lock-Mass solution during data collection. The UPLC-QTOF-MS system was controlled by MassLynx 4.2 software (Waters, Milford, MA, USA).</p>
<p>MALDI-MSI was carried out on Bruker AutoFlex Speed MALDI TOF mass spectrometer (Bruker Daltonics, Germany) equipped with a 2000&#xa0;Hz solid-state Smartbeam Nd: YAG UV laser (355 nm, Azura Laser AG). The detected mass ranges from 120 Da to 500 Da in positive-ion mode. Profiling data of MALDI-MS were obtained from 5000 laser shots accumulation, and each scan accumulated 500 laser shots. The images were acquired using Bruker&#x2019;s <italic>FlexImaging</italic> v. 4.1. Moreover, serine ([M + H]<sup>+</sup>, m/z 106.0498), L-glutamic ([M + H]<sup>+</sup>, m/z 148.0604), and proline ([M + H]<sup>+</sup>, m/z 116.0706) were used for external mass calibration. 2-MBT ([M + H]<sup>+</sup>, m/z 167.994) was used for internal mass calibration. The calibration was performed with cubic enhanced mode.</p>
</sec>
<sec id="s2_6">
<label>2.6</label>
<title>Processing of LC-MS data</title>
<p>The raw mass spectrum data with <italic>.raw</italic> format obtained in centroid mode were converted by <italic>Reifycs</italic> ABF converter software (<uri xlink:href="https://www.reifycs.com/AbfConverter/">https://www.reifycs.com/AbfConverter/</uri>) to get.<italic>abf</italic> format files, and furtherly imported into MS-DIAL software (Ver.4.7) for peak alignment, peak picking, normalization, deconvolution, and compound identification (<xref ref-type="bibr" rid="B21">Tsugawa et&#xa0;al., 2019</xref>). The main parameter settings were as follows: retention time range, 0-15&#xa0;min; MS1 tolerance, 0.015 Da; MS2 tolerance, 0.02 Da; mass range, 50-1500 Da; smoothing level, 3 scans; minimum peak width, 5 scans; retention time tolerance, 0.05&#xa0;min; identification score cut off, 80%. Adduct types as [M+H]<sup>+</sup>, [M+Na]<sup>+</sup>, [M+H-H<sub>2</sub>O]<sup>+</sup>, [2M+H]<sup>+</sup>, and [2M +Na]<sup>+</sup> in positive-ion mode, and [M-H]<sup>-</sup>, [M-H-H<sub>2</sub>O]<sup>-</sup>, [M+FA-H]<sup>-</sup>, [2M-H]<sup>-</sup>, and [2M+FA-H]<sup>-</sup> in negative-ion mode. Identification was performed by comparing MS, MS/MS, and retention index with MS/MS-Public-Pos/Neg database in MS-DIAL. The metabolites were regarded as potential identifications when the matching degree with the spectrum database was higher than 80%. The <italic>.txt</italic> file results, including sample name, metabolites, peak area, retention time, and quantitative quality, were exported after MS-DAIL process. The fragment ions of exported compounds were further confirmed by its original MS and MSe data in MassLynx with mass error&lt;10 ppm and compared with mass data reported in related databases (SciFinder, PubMed, Mzcloud) and literatures.</p>
</sec>
<sec id="s2_7">
<label>2.7</label>
<title>Statistical analysis</title>
<p>Heatmap analysis were carried out using HeatMap illustrator tool in TBtool v1.01 software. The ion maps of detected compounds were reconstructed using Bruker <italic>FlexImaging</italic> 4.1 software. The general histogram analysis was performed using GraphPad Prism software (GraphPad Software, Inc., La Jolla, CA, USA) and was calculated on the base of the peak intensity of identified compounds. The data were presented as mean &#xb1; standard deviation (SD).</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results and discussion</title>
<sec id="s3_1">
<label>3.1</label>
<title>Metabolic profiling of <italic>D. nobile</italic> stems</title>
<p>Based on the established UPLC-QTOF-MS methods, the prepared extracts of <italic>D. nobile</italic> stems were analyzed and acquired the mass spectral data in both positive and negative ionization modes. The MS-DAIL platform and MassLynx software were used to identify and characterize the metabolites. By comparing the multi-level ion fragment information, mass spectrometry database, and related literature data, a total of 34 compounds were tentatively identified, including 11 alkaloids, 10 sesquiterpenes, 5 amino acids, 1 lignan, 1 steroid, and 6 others. Detailed information on the identifications, including compound type, name, formula, and fragments were performed in <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S1</bold>
</xref>. The results showed alkaloids and sesquiterpenes were the main constituents in the mature <italic>D. nobile</italic> stem, which was accordant to the previous report that alkaloids and sesquiterpenes were the primary active constituents in the stems of <italic>D. nobile</italic>, especially alkaloids were representatives of the earliest identified classification of compounds from <italic>Dendrobium</italic> species (<xref ref-type="bibr" rid="B24">Xu et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B14">Mou et&#xa0;al., 2021</xref>). Based on the structural features of identified alkaloids and sesquiterpenes, we classified alkaloids as dendrobine-type alkaloids (dendrobine, dendrobine-<italic>N</italic>-oxide, dendramine, mubironine B, <italic>N</italic>-methyl-dendrobinium, and <italic>N</italic>-isopentenyl-dendrobinium) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>), and dendroxine-type alkaloids (dendroxine, 4-hydroxy-dendroxine/6-hydroxy-dendroxine, <italic>N</italic>-isopentenyl-6-hydroxydendroxinium, <italic>N</italic>-isopentenyl-dendroxinium, and nobilonine) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>). Moreover, the identified sesquiterpenes were also classified into two types, the one was dendrobine-type sesquiterpenes (findlayanin, endroterpene C, nobilomethylene, dendroside G, dendroside F, and dendronobilin F) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C</bold>
</xref>), and the remaining were listed as other-type (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1D</bold>
</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>The structures of identified alkaloids and sesquiterpenes. <bold>(A)</bold> dendrobine-type alkaloids; <bold>(B)</bold> dendroxine-type alkaloids; <bold>(C)</bold> dendrobine-type sesquiterpenes; <bold>(D)</bold> other type sesquiterpenes.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-13-1125872-g001.tif"/>
</fig>
<p>The alkaloids from <italic>D. nobile</italic> shown numerous significant pharmacological effects, including neuroprotection, hepatic lipid regulation, anti-tumor, anti-diabetes, anti-inflammatory, and anti-virus (<xref ref-type="bibr" rid="B10">Linghu et&#xa0;al., 2021</xref>). Meanwhile, the sesquiterpenes from <italic>D. nobile</italic> also exhibited multiple bioactivities such as anti-microbial, anti-malarial, anti-inflammatory, anti-tumor, and immunomodulatory (<xref ref-type="bibr" rid="B3">Gong et&#xa0;al., 2021</xref>).</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Relative quantification of the identified compounds</title>
<p>Heatmap and boxplot analysis were applied to compare the relative content of the identified different metabolites in the matured stems of <italic>D. nobile</italic>. As shown in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>, alkaloids were the most abundant metabolites in stems, especially dendrobine-type alkaloids. Sesquiterpenes presented a certain abundance, but different metabolites in sesquiterpenes were varied in relative content. Most of amino acids showed lower content in mature stems. The identified lignan (niranthin, NIA) and steroid (stigmasterol, STS) displayed higher content than most of the identified amino acids. Furtherly, the boxplot demonstrated the relative content of each identified metabolites distinctly (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2B-G</bold>
</xref>). Notably, dendrobine-type alkaloids (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>) had higher content than dendroxine-type alkaloids (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2C</bold>
</xref>), revealing that the alkaloid biosynthesis and accumulation were main dendrobine-type and few dendroxine-type alkaloids during the development of <italic>D. nobile</italic> stem. Dendrobine (DDB) has the highest accumulation than other dendrobine-type alkaloids, particularly the relative content higher than dendrobine-<italic>N</italic>-oxide (DNO) and dendramine (DDM) have (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>). Dendrobine was the characteristic and first found alkaloid from <italic>D. nobile</italic>, which has considered as the evaluation indicator (mass content&gt;0.4%) for the quality control of this species by <italic>Chinese Pharmacopoeia</italic> (2020 edition) (<xref ref-type="bibr" rid="B14">Mou et&#xa0;al., 2021</xref>). The low accumulations of DDM, DNO, <italic>N</italic>-methyl-dendrobinium (NMD), and mubironine B (MBB) were gradually reduced, indicating these compounds may have little biosynthesis or may provide intermediates for the biosynthesis of DDB. The relative content of dendroxine-type alkaloids decreased in the trends following dendroxine (DDX), <italic>N</italic>-isopentenyl-dendroxinium (NID), nobilonine (NBN), <italic>N</italic>-isopentenyl-6-hydroxydendroxinium (NHD), and 4/6-hydroxy-dendroxine (4/6HD) (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2C</bold>
</xref>), revealing that NID, NBN, NHD, and 4/6HD may have little biosynthesis or decompose at mature <italic>D. nobile</italic> stems.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Relative content of the identified metabolites, including alkaloids and sesquiterpenes, from the mature stems of <italic>Dendrobium nobile</italic>. <bold>(A)</bold> heatmap for full view; <bold>(B)</bold> dendrobine-type alkaloids; <bold>(C)</bold> dendroxine-type alkaloids; <bold>(D)</bold> dendrobine-type sesquiterpenes; <bold>(E)</bold> other types sesquiterpenes; <bold>(F)</bold>: amino acid; <bold>(G)</bold>: other metabolites; All the full names of identified metabolites could be found in <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S1</bold>
</xref>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-13-1125872-g002.tif"/>
</fig>
<p>The different sesquiterpenes were also varied in the relative content of mature <italic>D. nobile</italic> stem (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2D-E</bold>
</xref>). For the accumulation of dendrobine-type sesquiterpenes, findlayanin (FLN) showed the highest content, followed by dendroterpene C (DTC), nobilomethylene (NBM), dendroside G (DSG), dendroside F (DSF), and dendronobilin F (DBF) (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2D</bold>
</xref>), indicating that DBF may provide the basic skeleton; and both of DSF and DSG with glycosyl group may support energy for the biosynthesis of the sesquiterpene with more complex structure (such as NBM, DTC, and FLN) during the <italic>D. nobile</italic> stem mature. Most dendrobine-type sesquiterpenes have been reported as intermediates for the biosynthesis of dendrobine (<xref ref-type="bibr" rid="B3">Gong et&#xa0;al., 2021</xref>). Besides, the different accumulated levels of the identified amino acid and others, including lignin (NIA) and steroid (STS), were presented in <xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2F, G</bold>
</xref>, respectively.</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Visualization and spatial distribution of diverse metabolites in <italic>D. nobile</italic> stem</title>
<p>Many studies previously focused on the qualitative and quantitative of <italic>D. nobile</italic> metabolites, particularly in alkaloids and sesquiterpenes. However, the spatial distributions of these critical compounds in stem are still lacking, which has severely hampered the thorough understanding of <italic>D. nobile</italic> physiological activities and the biosynthesis of the crucial metabolites. Thus, we herein analyzed the spatial distribution of alkaloids and sesquiterpenes in <italic>D. nobile</italic> stem for the first time to understand the biosynthesis of metabolites.</p>
<sec id="s3_3_1">
<label>3.3.1</label>
<title>Optimization of sample preparation and MALDI matrix</title>
<p>In general, the frozen section of the samples from human and animal tissues can be prepared easily for MALDI-MSI analysis. While plant tissues difficult to prepare the frozen section due to the varied textures, waxy, and other physical characteristics. For the sample preparation of <italic>D. nobile</italic> stem (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3A&#x2013;D</bold>
</xref>), we have investigated preparation methods, including sucrose phosphate buffer protection, chloroform washes, and slice thickness. The frozen section can present a complete cross-view without notch under the slice thickness at 20, 22, and 24 &#x3bc;m, but the better peak intensity performance of the mass spectrum was shown on the 20-&#x3bc;m-thick slices (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3B-D, F</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Morphology of <italic>Dendrobium nobile</italic> and MALDI-MS results based on optimized conditions. <bold>(A)</bold> Morphology of the plant; <bold>(B)</bold> Cross-section image of <italic>D nobile</italic> stem; <bold>(C)</bold> H&amp;E stain image; <bold>(D)</bold> Frozen section; <bold>(E)</bold> The schematic image of cross-sections of <italic>D nobile</italic> stem showed the location of different tissues; <bold>(F)</bold> MALDI-MS results from the optimized frozen section of <italic>D nobile</italic> stem in positive-ion mode using 2-MBT as a matrix; <bold>(G)</bold> Table display of part of detected alkaloids and sesquiterpenes; <bold>(H)</bold> Dendrobine was used to show the optimized conditions suitable for alkaloids detection; <bold>(I)</bold> Dendronobilin K was used to show the optimized conditions suitable for sesquiterpenes detection.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-13-1125872-g003.tif"/>
</fig>
<p>Matrix was considered as a vital role in the detection of metabolites for MALDI-MSI analysis (<xref ref-type="bibr" rid="B12">Liu et&#xa0;al., 2018</xref>). 2,5-dihydroxybenzoic acid (DHB), &#x3b1;-cyano-4-hydroxycinnamic acid (CHCA), and 2&#x2010;mercaptobenzothiazole (2-MBT) have been widely used as MALDI matrices for the detection of low-molecular-weight metabolites (<xref ref-type="bibr" rid="B6">He et&#xa0;al., 2019</xref>). To obtain more abundant alkaloids and sesquiterpenes information, we selected DHB, CHCA, and 2-MBT as matrix to compare the performance of MALDI-MSI analysis on <italic>D. nobile</italic> stem. Under the same optimized conditions, 2-MBT was found with the best signal intensity distributed on the sample and the better performance of alkaloids and sesquiterpenes (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3G-I</bold>
</xref>). Thus, 2-MBT was proposed as the suitable matrix for MSI analysis in this study.</p>
</sec>
<sec id="s3_3_2">
<label>3.3.2</label>
<title>Distribution of alkaloids in <italic>D. nobile</italic> mature stems</title>
<p>As shown in <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>, the spatial distribution of dendrobine-type alkaloids was varied in the mature stem. Most of these alkaloids were distributed in the parenchyma or vascular bundle, while <italic>N</italic>-methyl-dendrobinium was obviously distributed in the cuticle (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3E</bold>
</xref> and <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). As the most important bioactive metabolite in <italic>D. nobile</italic>, dendrobine was extremely abundant in the epidermis but also prominent in vascular bundle and little exist in parenchyma, indicating that the biosynthesis of dendrobine may occur in vascular bundle and parenchyma but transfer to epidermis for accumulation during stem maturation. The distribution of dendramine and dendrobine-<italic>N</italic>-oxide was found in all stem tissues, while the stronger signals were detected in vascular bundle for dendramine and in epidermis for dendrobine-<italic>N</italic>-oxide. However, the abundance of <italic>N</italic>-isopentenyl-dendrobinium and mubironine B were concentrated in vascular bundle and parenchyma and were absent in most part of cuticle.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Distribution of dendrobine-type alkaloids in mature <italic>Dendrobium nobile</italic> stem imaged by MALDI-MSI. Heat maps were applied to present the relative distributions and contents.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-13-1125872-g004.tif"/>
</fig>
<p>The spatial distribution of identified dendroxine-type alkaloids in mature stems was almost identical, and the metabolites were obviously concentered in epidermis (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3E</bold>
</xref> and <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). The lower signals of these metabolites indicated the low accumulation in mature <italic>D. nobile</italic> stem, which was consistent with their relative content detected by UPLC-QTOF-MS and speculation that dendroxine-type alkaloids may little biosynthesize. Particularly necessary to point out that 4/6-hydroxy-dendroxine was a pair of isomers, which was hard to distinguish by MALDI-MSI; thereby, the same MS image was used to show their distribution. [<italic>N</italic>-isopentenyl-6-hydroxydendroxinium+Na]<sup>+</sup> and [<italic>N</italic>-isopentenyl-dendroxinium+K]<sup>+</sup> also shared the same MS image for their quite similar ion mass (m/z 399.238 and 399.217) (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). Moreover, nobilonine could be a precursor or intermediate for biosynthesis of dendroxine- and dendrobine-type alkaloids, which was verified by its shallow signal in MS image of mature <italic>D. nobile</italic> stem.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Distribution of dendroxine-type alkaloids in mature <italic>Dendrobium nobile</italic> stem imaged by MALDI-MSI. Heat maps were applied to present the relative distributions and contents.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-13-1125872-g005.tif"/>
</fig>
</sec>
<sec id="s3_3_3">
<label>3.3.3</label>
<title>Distribution of sesquiterpenes in <italic>D. nobile</italic> mature stem</title>
<p>We also visualized the distribution of sesquiterpenes, another kind of important medicinal substance in <italic>D. nobile</italic> stem, by MALDI-MSI (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). The cross-section imaging of mature stem showed that dendronobilin F, dendroside G, dendroterpene C, and findlayanin were concentrated in the area of the cuticle and epidermis. The distribution of nobilomethylene, dendronobilin K, rupestonic acid G, and isopetasol were present in all regions of stem with higher abundance in the vascular bundle and cuticle. Dendroside F showed a low signal in all areas of stem imaging with a relatively stronger signal in the vascular bundle. These findings revealed that most of sesquiterpene precursors were still widely distributed in the mature stem, <italic>e.g</italic>., nobilomethylene, dendronobilin K, rupestonic acid G, and isopetasol, while the sesquiterpene showed low abundance, <italic>e.g</italic>., dendronobilin F, dendroside F, dendroside G, and dendroterpene C. The spital distribution and low abundance of these metabolites demonstrated that sesquiterpenes were consumed to biosynthesize alkaloids during the maturation of <italic>D. nobile</italic> stem, particularly in dendrobine biosynthesis.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Distribution of sesquiterpenes in mature <italic>Dendrobium nobile</italic> stem imaged by MALDI-MSI. Heat maps were applied to present the relative distributions and contents.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-13-1125872-g006.tif"/>
</fig>
<p>The spatial distribution of identified alkaloids and sesquiterpenes varied in the mature stem of <italic>D. nobile</italic>. The abundance of these metabolites was consistent in their relative content measured by UPLC-QTOF-MS, that is dendrobine-type alkaloids&gt; dendroxine-type alkaloids&gt; sesquiterpenes. Based on the accorded results from UPLC-QTOF-MS and MALDI-MSI analysis, we made a careful conclusion that sesquiterpenes were the precursors or intermediates contributing to the biosynthesis of dendrobine-type alkaloids and dendroxine-type alkaloids, which mainly accumulated in cuticle and epidermis regions, and traditional collection season of <italic>D. nobile</italic> (mature stem) in Guizhou was benefited for obtaining alkaloid but not for sesquiterpenes.</p>
</sec>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Metabolic pathway for the biosynthesis of dendrobine in <italic>D. nobile</italic> stem</title>
<p>Dendrobine, belonging to sesquiterpene alkaloids, accounted for 92.6% of <italic>D. nobile</italic> alkaloids (<xref ref-type="bibr" rid="B25">Xu et&#xa0;al., 2017</xref>). Moreover, dendrobine was also the first isolated bioactive alkaloid from <italic>D. nobile</italic> (<xref ref-type="bibr" rid="B2">Chen and Chen, 1935</xref>), and has been considered as the indicator ingredient for the quality evaluation of <italic>D. nobile</italic> stem attributing to its many important pharmacological effects (<xref ref-type="bibr" rid="B8">Li R et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B18">Song et&#xa0;al., 2019</xref>). Given this, the synthesis of dendrobine has attracted lots of researchers&#x2019; interest. So far, total chemical synthesis of dendrobine has been available, but the yield and purity of dendrobine still meet the challenge (<xref ref-type="bibr" rid="B3">Gong et&#xa0;al., 2021</xref>). Therefore, biosynthesis of dendrobine was prospect and primary investigation, which promoted some enzymes and genes of the biosynthetic pathway of dendrobine have been found, such as cytochrome P450 oxidase (CYP450), farnesyl diphosphate synthase (FPPS), sesquiterpene synthase (SES), 3-hydroxy-3-methylglutaryl-CoA synthase (<italic>HMGS</italic>), 3-hydroxy- 3-methylglutaryl-CoA reductase (<italic>HMGR</italic>), and mevalonate diphosphate decarboxylase (<italic>MVD</italic>) (<xref ref-type="bibr" rid="B8">Li Q et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B3">Gong et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B4">Gong et&#xa0;al., 2022</xref>). However, due to the enormous genome of <italic>D. nobile</italic> and the complex structure of dendrobine, the biosynthesis of dendrobine was still unclear.</p>
<p>This study combined the superiority of both UPLC-QTOF-MS and MALDI-MSI, high accuracy and visualizable information, to analyze the biosynthesis and accumulation of dendrobine in <italic>D. nobile</italic> stem. Dendrobine was a sesquiterpene alkaloid, thus, the sesquiterpenes were proposed as precursors and intermediates in dendrobine biosynthesis, which pathway was also like that of sesquiterpene due to the sesquiterpene skeleton of dendrobine. Our metabolic profiling by UPLC-QTOF-MS has revealed that, a wide variety of sesquiterpene metabolites were identified in <italic>D. nobile</italic> stem, whereas the abundance was low. This result corresponded to the fact that sesquiterpene was consumed for dendrobine biosynthesis during the maturation of <italic>D. nobile</italic> stem. <xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref> displayed information referring to the main compounds of the proposed dendrobine biosynthesis pathway in stems of <italic>D. nobile</italic> based on the data of UPLC-QTOF-MS and MALDI-MS, and previous speculation (<xref ref-type="bibr" rid="B3">Gong et&#xa0;al., 2021</xref>).</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Proposed metabolic pathway for the biosynthesis of dendrobine in mature <italic>Dendrobium nobile</italic> stem based on the integrating analysis from UPLC-QTOF-MS and MALDI-MSI. <bold>(A-G)</bold> are the predicted skeleton of proposed intermediates.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-13-1125872-g007.tif"/>
</fig>
<p>As shown in <xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>, farnesyl diphosphate (FPP) was first obtained from acetyl-CoA in the mevalonate (MVA) pathway, that is, the proposed biosynthetic pathway of dendrobine was started by the catalysis of FPPS. Then FPP can form dendronobilin G through intramolecular cyclization under the action of FPPS. Dendronobilin G putatively produces intermediate A under the effects of P450 oxidoreductase. Subsequently, the intermediate A undergoes molecule rearrangement, cyclization, and Michael addition to form dendronobilin K and (+)-(1R,5R,6S,8R,9R)-8,12-dihydroxy-copacamphan-3-en-2-one. These compounds were oxidized to produce B skeleton with opened-ring and hydrolyzation, and produce C- and D-type compounds, like dendronobiloside A and dendronobiloside B. D-type intermediates undergo redox reactions furtherly to form E, and E subjected to esterification to produce intermediate F. Thus far, the skeleton of picrotoxane-type sesquiterpene (E and F) was present through the intramolecular esterification of intermediate D. We have identified and visualized five picrotoxane-type sesquiterpenes in <italic>D. nobile</italic> stem. These picrotoxane-type sesquiterpenes may on the one hand form dendronobilin C by cyclization, dendronobilin C was aminated to form intermediate G, and G was finally methylated to produce dendrobine. On the other hand, the sesquiterpenes may be aminated to form nobilonine, nobilonine then transfer to dendrobine by cyclization and decarboxylation. <xref ref-type="bibr" rid="B3">Gong et&#xa0;al. (2021)</xref> have speculated a similar biosynthetic pathway of dendrobine, while our work found the most of sesquiterpenes in the pathway, including their relative contents and spatial distribution, which further confirmed the biosynthetic pathway of dendrobine.</p>
</sec>
</sec>
<sec id="s4" sec-type="conclusions">
<label>4</label>
<title>Conclusion</title>
<p>This work conducted a comprehensive metabolic profiling and spatial distribution of metabolites from the stem of <italic>D. nobile</italic> by integrating the advantages of UPLC-QTOF-MS and MALDI-TOF-MSI in high sensitivity and <italic>in situ</italic> visualization, respectively. The critical bioactive metabolites, such as 11 alkaloids, 10 sesquiterpenes, and 13 other metabolites, were putatively identified and relatively quantified. For the first time, <italic>in situ</italic> spatial distribution of metabolites in <italic>Dendrobium</italic> was investigated. The results revealed that most of these alkaloids were distributed in the parenchyma or vascular bundle. Meanwhile, dendrobine was highly abundant in the epidermis but also prominent in vascular bundle and little existed in parenchyma, and the identified sesquiterpenes present in all regions of stem with higher abundance in vascular bundle and cuticle, or in cuticle and epidermis. Moreover, the biosynthetic pathway and accumulation pattern of dendrobine in <italic>D. nobile</italic> stem were also proposed. These findings not only provided a critical methodology for the thorough understanding of physiological changes in chemical and precise utilization of <italic>D. nobile</italic> stem, but also displayed an effective strategy for insight into the biosynthesis of biological active plant metabolites.</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.</p>
</sec>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>RG designed and supervised the study. QL, YH, CL, and RG carried out the experiments and data analysis. QL and YH wrote the draft manuscript. JX, YH, and RG revised the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by the Basic Research Program of Guizhou Province (2021ZKYB085), the Youth Talent Improving Program of Guizhou University (2019GDPY39), the Natural Science Foundation for First-class Disciplines Special Program of Guizhou University (2020GDTG03), and National Natural Science Foundation of China (32260104).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We are grateful to Mr. Liang Qin from Huayi Technology Innovation Center for the assistance with imaging data processing.</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.2022.1125872/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpls.2022.1125872/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
</sec>
<fn-group>
<title>Abbreviations</title>
<fn fn-type="abbr">
<p>UPLC-QTOF-MS, ultra-performance liquid chromatography/quadrupole time-of-flight mass spectrometry; MALDI-MSI, matrix-assisted laser desorption/ionization mass spectrometry imaging; 2-MBT, 2-mercaptobenzothiazole; DHB, 2,5-dihydroxybenzoic acid; CHCA, &#x3b1;-cyano-4-hydroxycinnamic acid; ITO, indium tin oxide; DDB, dendrobine; DNO, dendrobine-<italic>N</italic>-oxide; DDM, dendramine; NMD, <italic>N</italic>-methyl-dendrobinium; MBB, mubironine B; DDX, dendroxine; NID, <italic>N</italic>-isopentenyl-dendroxinium; NBN, nobilonine; NHD, <italic>N</italic>-isopentenyl-6-hydroxydendroxinium; 4/6HD, 4/6-hydroxy-dendroxine; FLN, findlayanin; DTC, dendroterpene C; NBM, nobilomethylene; DSG, dendroside G; DSF, dendroside F; DBF, dendronobilin F; NIA, niranthin; STS, stigmasterol; MVA, mevalonate, FPP, farnesyl diphosphate; FPPS, farnesyl diphosphate synthase; CYP450, cytochrome P450 oxidase; SES, sesquiterpene synthase; HMGS, 3-hydroxy-3-methylglutaryl-CoA synthase; HMGR, 3-hydroxy- 3-methylglutaryl-CoA reductase; MVD, mevalonate diphosphate decarboxylase.</p>
</fn>
</fn-group>
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