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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.2024.1484688</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>Utilizing physiologies, transcriptomics, and metabolomics to unravel key genes and metabolites of <italic>Salvia miltiorrhiza</italic> Bge. seedlings in response to drought stress</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Yu</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2822468"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Hong</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Yuru</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Di</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Meng</surname>
<given-names>Xue</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Chen</surname>
<given-names>Juan</given-names>
</name>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<institution>Institute of Chinese Materia Medica, Shaanxi Provincial Academy of Traditional Chinese
Medicine</institution>, <addr-line>Xi&#x2019;an, Shaanxi</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Jose Sebastian, Indian Institute of Science Education and Research Berhampur (IISER), India</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Hakim Manghwar, Lushan Botanical Garden (CAS), China</p>
<p>Michael Ackah, Jiangsu University, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Juan Chen, <email xlink:href="mailto:158501243@qq.com">158501243@qq.com</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>01</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1484688</elocation-id>
<history>
<date date-type="received">
<day>22</day>
<month>08</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>16</day>
<month>12</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Zhang, Zhang, Zhang, Wang, Meng and Chen</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Zhang, Zhang, Zhang, Wang, Meng and Chen</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>Drought stress inhibits <italic>Salvia miltiorrhiza</italic> Bunge (<italic>S. miltiorrhiza</italic>) seedling growth and yield. Here, we studied the effects of drought stress on the different parts of <italic>S. miltiorrhiza</italic> seedlings through physiological, transcriptomic, and metabolomics analyses, and identified key genes and metabolites related to drought tolerance. Physiological analysis showed that drought stress increased the accumulation of hydrogen peroxide (H<sub>2</sub>O<sub>2</sub>), enhanced the activity of peroxidase (POD), decreased the activity of catalase (CAT) and the contents of chlorophyll b and total chlorophyll, reduced the degree of photosynthesis, enhanced oxidative damage in <italic>S. miltiorrhiza</italic> seedlings, and inhibited the growth of <italic>S. miltiorrhiza</italic> plants. Transcriptome analyses revealed 383 genes encoding transcription factors and 80 genes encoding plant hormones as hypothetical regulators of drought resistance in <italic>S. miltiorrhiza</italic> plants. Moreover, differentially expressed genes (DEGs) and differentially expressed metabolites (DEMs) are involved in a variety of biological processes, such as proline and glycine betaine metabolism, and biosynthesis of tanshinones and phenolic acids. Additionally, it has barely been reported that the AHL gene family may be involved in regulating the neocryptotanshinone biosynthesis. In conclusion, our results suggest that drought stress inhibits <italic>S. miltiorrhiza</italic> seedling growth by enhancing membrane lipid peroxidation, attenuating the antioxidant system, photosynthesis, and regulating proline and glycine betaine metabolism, transcription factors and plant hormones, and tanshinones and phenolic acid metabolism pathways. This study provides new insights into the complex mechanisms by which <italic>S. miltiorrhiza</italic> responds to drought stress.</p>
</abstract>
<kwd-group>
<kwd>
<italic>Salvia miltiorrhiza</italic> Bunge</kwd>
<kwd>drought stress</kwd>
<kwd>transcriptomic analysis</kwd>
<kwd>metabolomic analysis</kwd>
<kwd>AHL gene family</kwd>
</kwd-group>
<counts>
<fig-count count="8"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="83"/>
<page-count count="14"/>
<word-count count="5514"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Plant Abiotic Stress</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>One of the most challenging natural dangers to measure is a drought environment, which affects soil moisture content, evapotranspiration, atmospheric evaporative demand, and vegetation conditions (<xref ref-type="bibr" rid="B65">Vicente-Serrano et&#xa0;al., 2022</xref>). Plants sense the water depletion signal mainly via roots and leaves, and controlling stomatal aperture and closure, which involves some key signaling molecules, including plant hormones, transcription factors (TFs), protein amino acids, reactive oxygen species (ROS), and calcium ion (Ca<sup>2+</sup>) (<xref ref-type="bibr" rid="B37">Liu H et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B51">Qiu J et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B57">Sharma et&#xa0;al., 2019</xref>).</p>
<p>Drought triggers a cascade of physiological and biochemical responses in plants. Photosynthesis is the first mechanism impacted by drought stress, and drought considerably disrupted temperature sensitivities, CO<sub>2</sub> assimilation rates, gas exchange water-use efficiency, and photosynthetic pigments (<xref ref-type="bibr" rid="B11">Fang et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B53">Razi and Muneer, 2021</xref>). The antioxidant system is essential for shielding plants from drought stresses via scavenging the ROS overproduced. Peroxidase (POD), superoxide dismutase (SOD), CAT, glutathione <italic>S</italic>-transferase (GST), and aldehyde dehydrogenase (ALDHs) have been found to respond to drought stress (<xref ref-type="bibr" rid="B33">Li R et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B17">Han L. et&#xa0;al., 2020</xref>). Drought stress renders the maintenance of osmoregulation highly crucial, which depends on the production and buildup of osmolytes including soluble proteins, proline, and sugars (<xref ref-type="bibr" rid="B49">Ozturk et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B13">Furlan et&#xa0;al., 2020</xref>). TFs are also central regulators of transcriptional reprogramming, and drought stress affected the expression of TF genes and may be involved in metabolite biosynthesis (<xref ref-type="bibr" rid="B63">Thirumalaikumar et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B68">Wang et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B24">Jadhao et&#xa0;al., 2023</xref>). For example, the phenolic acids and anthocyanins were antagonistically regulated by <italic>SmbHLH60</italic> and <italic>SmMYC2</italic> in <italic>Salvia miltiorrhiza</italic>; <italic>SmSPL7</italic> inhibits the production of phenolic acid and facilitates the development of anthocyanins (<xref ref-type="bibr" rid="B38">Liu S et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B7">Chen R et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B76">Yao et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B36">Liu et&#xa0;al., 2021</xref>). Moreover, plants can produce hormones to respond to drought stress, which may be closely related to secondary metabolite synthesis (<xref ref-type="bibr" rid="B25">Jafari and Shahsavar, 2021</xref>), such as methyl jasmonate (MeJA) stimulating the accumulation of salvianolic acids and tanshinones and triggering the activation of genes in <italic>S. miltiorrhiza</italic> (<xref ref-type="bibr" rid="B50">Pei et&#xa0;al., 2018</xref>). Finally, drought stress induces the reduction of yield and quality in plants (<xref ref-type="bibr" rid="B16">Gervais et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B18">Han G et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B21">Hu et&#xa0;al., 2019</xref>). At present, most research focuses on the effects of drought stress on a single system, while the mechanism of multi-system joint resistance to drought stress remains unclear, particularly in the interaction of TFs, plant hormones, and secondary metabolites under drought stress.</p>
<p>
<italic>S. miltiorrhiza</italic> is one of the most frequently used herbal remedies with 1,000 years of clinical application in China (<xref ref-type="bibr" rid="B22">Huang et&#xa0;al., 2021</xref>). The majority of research on <italic>S. miltiorrhiza</italic> primarily focuses on clinical application, pharmacological activity, and active compounds (<xref ref-type="bibr" rid="B70">Wang et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B41">Lu T et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B46">MEIm et&#xa0;al., 2019</xref>). In northwest China, <italic>S. miltiorrhiza</italic> is extensively cultivated and suffered from the drought environment throughout the year (<xref ref-type="bibr" rid="B6">Chen J et&#xa0;al., 2021</xref>). Most importantly, physiological systems, ROS scavenging systems, proline metabolism, TFs, and plant hormones in plants during each development stage are specifically sensitive to drought stress environment (<xref ref-type="bibr" rid="B9">Dietz et&#xa0;al., 2021</xref>). The research of drought-stressed <italic>S. miltiorrhiza</italic> focuses on a single system or tissue, lacking comprehensive studies throughout the multi-system and multi-plant tissues (<xref ref-type="bibr" rid="B10">Duan et&#xa0;al., 2023</xref>). Therefore, exploring the mechanism of the <italic>S. miltiorrhiza</italic> seedlings&#x2019; response to drought stress is crucial for optimizing their growth and yield.</p>
<p>At present, the correlations between MYB, NAC, tanshinones, and phenolic acids in <italic>S. miltiorrhiza</italic> determined through a combination of transcriptomic&#x2013;metabolomic analysis have been reported (<xref ref-type="bibr" rid="B32">Li S et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B77">Yin et&#xa0;al., 2020</xref>), but the mechanism of the comprehensive drought resistance is still unclear and incomplete (<xref ref-type="bibr" rid="B83">Zhou et&#xa0;al., 2024</xref>). Consequently, in this experiment, to explore the drought response of <italic>S. miltiorrhiza</italic> seedlings, a comprehensive analysis of physiologies, transcriptomics, and metabolomics data was performed. We presumed that (i) drought stress can reduce the degree of photosynthesis and proline and glycine betaine metabolism, enhance oxidative damage, and inhibit the growth in <italic>S. miltiorrhiza</italic> seedlings (<xref ref-type="bibr" rid="B1">Altaf et&#xa0;al., 2022</xref>); (ii) the response of TFs and plant hormones to drought stress is closely related (<xref ref-type="bibr" rid="B4">Bhagat et&#xa0;al., 2021</xref>); and (iii) there are key gene regulations in the biosynthesis of tanshinones and phenolic acids under drought stress (<xref ref-type="bibr" rid="B83">Zhou et&#xa0;al., 2024</xref>). This study provides insight to comprehensively elucidate the molecular mechanism underlying the drought resistance of <italic>S. miltiorrhiza</italic> seedlings. This could serve as a theoretical foundation for further research on the molecular mechanism, breeding, cultivation, and genetic regulation of drought stress resistance in <italic>S. miltiorrhiza</italic>.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Plant materials and treatments</title>
<p>Plants of <italic>S. miltiorrhiza</italic> were grown in a greenhouse under the following conditions: 22&#xb0;C, light intensity 100 &#xb5;mol m<sup>&#x2212;2</sup> s<sup>&#x2212;1</sup>, 16/8 h light/dark cycle, and 60% relative humidity. <italic>S. miltiorrhiza</italic> seedlings with essentially the same growth trend were chosen in our study for treatment. A weighing method (saturation moisture content control) was used to simulate water-deficit stress. The experiment was conducted using a randomized design with the following treatments: (i) control group (CK), watering to 75% field capacity; (ii) drought group (CL), water content maintained at 45%. There were 320 seedlings in total and 160 seedlings in each group. After 15 days of treatment, the aerial parts (Y) and underground parts (G) of <italic>S. miltiorrhiza</italic> in each treatment group were collected separately (15 days based on the previous research of the research group) (<xref ref-type="bibr" rid="B6">Chen J et&#xa0;al., 2021</xref>). Some samples were used to measure growth and physiological and biochemical characteristics, and the remaining samples were promptly refrigerated at &#x2212;80&#xb0;C for transcriptome and metabolome sequencing.</p>
</sec>
<sec id="s2_2">
<title>Measurement of physiological and biochemical characteristics</title>
<p>The contents of chlorophyll, H<sub>2</sub>O<sub>2</sub>, superoxide (O<sub>2</sub>
<sup>&#x2212;</sup>), and proline (Pro), and the activities of SOD, POD, and CAT were determined using reagent kits (Beijing Boxbio Science and Technology Co., Ltd., product numbers 1012311035, 10123122110, 10123112010, 1012311145, 10123112850, 10123112030, and 10123112510). The determination was carried out strictly according to the product instruction.</p>
</sec>
<sec id="s2_3">
<title>Transcriptome analysis</title>
<p>Aerial and underground parts were collected from the same position on the <italic>S. miltiorrhiza</italic> seedlings in each treatment group. The RNA extraction, detection, and cDNA library construction and sequencing were completed by Beijing Nuohezhiyuan Technology Co., Ltd. (Beijing, China). Transcriptome determination was conducted on three biological replicates. The specific methods were as described by <xref ref-type="bibr" rid="B8">Cheng et&#xa0;al. (2023)</xref>. After the library passed the quality inspection, it was sequenced on an Illumina HiSeq&#x2122; 4000 sequencing platform (San Diego, CA, USA). Fragments per kilobase of transcript sequence per millions of base pairs sequenced (FPKM) were used to evaluate the expression level of genes or transcripts. Genes with a fold change &gt; 1 and <italic>p</italic> &lt; 0.05 found via DESeq were determined to be differentially expressed. GO functional enrichment analysis and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis were performed using the clusterProfiler 4.2.0 software. Significance threshold for GO functional and KEGG pathways enrichment was both set at <italic>p</italic>
<sub>adj</sub> &lt; 0.05. Gene set enrichment analysis (GSEA) set the threshold values with <italic>p</italic> &lt; 0.05 and FDR &lt; 0.25 using the local version of the GSEA tool (<ext-link ext-link-type="uri" xlink:href="http://www.broadinstitute.org/gsea/index.jsp">http://www.broadinstitute.org/gsea/index.jsp</ext-link>), and GO and KEGG datasets were used for GSEA independently. As for the correlation analysis of TFs and plant hormones, the differentially expressed genes (DEGs) encoding TFs and plant hormones were imported into the Cytoscape v3.9.1 software.</p>
</sec>
<sec id="s2_4">
<title>Metabolomics analysis</title>
<p>The aerial and underground parts of the <italic>S. miltiorrhiza</italic> seedlings in each treatment group were shipped to Beijing Nuohezhiyuan Technology to conduct qualitative and quantitative analyses of the broad-target metabolome in 24 samples using the LC-QTRAP platform. The specific methods were as described by <xref ref-type="bibr" rid="B8">Cheng et&#xa0;al. (2023)</xref>. A grinder (MM 400, Retsch, Haan, Germany) was used to crush all tissues to powder (30 Hz, 1.5 min). After being weighed, 100 mg of powder was dissolved in 1.2 mL of 70% methanol. The samples were put at 4&#xb0;C and vortexed six times, once every 30 min. A microporous membrane with a pore size of 0.22 &#x3bc;m was used to filter the samples after centrifugation (12,000 rpm, 10 min) and the supernatant was aspirated. The samples were then placed in a sample vial for analysis using ultraperformance liquid chromatography&#x2013;tandem mass spectrometry (UPLC-MS/MS). The secondary spectrum data were used to characterize the metabolites based on a self-constructed database. During the analysis, the repeated and isotopic signals were eliminated. Triple-quadrupole mass spectrometry (TQ-MS) in the multiple reaction monitoring (MRM) mode was used to quantitatively examine the metabolites. Hierarchical cluster analysis (HCA) was used to examine the pattern of metabolite accumulation across the various samples using R software (<ext-link ext-link-type="uri" xlink:href="http://www.r-project.org">www.r-project.org</ext-link>). Differentially expressed metabolites (DEMs) were defined as metabolites with VIP &gt; 1 and <italic>p</italic> &lt; 0.05 and fold change &#x2265; 2 or FC &#x2264; 0.5, and were annotated, classified, and analyzed by the KEGG database.</p>
</sec>
<sec id="s2_5">
<title>DEG and DEM network analysis</title>
<p>In order to conduct a correlation analysis, the sample sizes must first be consistent. In order to eliminate the impact of magnitude, the data were standardized. The correlation analysis between DEGs and DEMs is based on the Pearson statistical method, calculating the correlation coefficient <italic>r</italic>
<sup>2</sup> and <italic>p</italic>-value. In the correlation heatmap analysis, the top 50 DEGs and DEMs were determined (sorted by <italic>p</italic>-value from smallest to largest), the top 5 metabolites were selected from the metabolomics enrichment results and the top 10 genes from the transcriptomics, and then the mixOmics package in R software was used to draw a correlation network diagram.</p>
</sec>
<sec id="s2_6">
<title>Statistical analyses</title>
<p>All statistical analyses were performed using GraphPad 9.0 Statistics. Three replications were presented in all treatments; the specific methods of one-way analysis of variance (ANOVA), Duncan&#x2019;s multiple range tests, and statistical significance were as described by <xref ref-type="bibr" rid="B47">Ming et&#xa0;al. (2023)</xref>.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>General description of transcriptome data and metabolome data</title>
<p>The transcriptomic and metabolomic changes in <italic>S. miltiorrhiza</italic> seedlings under
different groups were compared. Detailed statements of transcriptome data are presented in <xref ref-type="supplementary-material" rid="SM2">
<bold>Supplementary Table S1</bold>
</xref>. The 8,588 and 6,327 DEGs were screened in G_CL vs. G_CK groups (3,657 upregulated and 4,931 downregulated), and Y_CL vs. Y_CK groups (2,699 upregulated and 3,628 downregulated), respectively (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1A</bold>
</xref>). The heatmap visualized distinct hierarchical clustering of genes, suggesting that these genes have different expression patterns in response to the drought stress (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1B</bold>
</xref>). A heatmap of DEMs was constructed in two-ion mode, which clearly reflects the different impacts of drought stress on the aerial and underground parts of <italic>S. miltiorrhiza</italic> seedlings (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures S1C, D</bold>
</xref>). Moreover, we identified 80 common DEMs between the G_CL vs. G_CK and Y_CL vs. Y_CK groups in positive ion mode, and 34 in negative ion mode (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures S1E, F</bold>
</xref>).</p>
</sec>
<sec id="s3_2">
<title>Plant growth parameters and photosynthesis</title>
<p>The change of morphological characteristics in stressed <italic>S. miltiorrhiza</italic> seedlings was performed (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>). Relative to the control group, drought stress inhibited the growth of <italic>S. miltiorrhiza</italic> seedlings by decreasing fiber root length, chlorophyll b, total chlorophyll, and fresh weight, but chlorophyll a did not show significant changes (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>). The four genes encoding <italic>LHC</italic> (photosystem I complex) and one gene encoding <italic>ATP synthase</italic> were downregulated in the Y-CL vs. Y-CK comparison (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1C, D</bold>
</xref>). Moreover, metabolomic analysis showed that the content of NADP<sup>+</sup> decreased in the Y-CL vs. Y-CK comparison (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C</bold>
</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Effects of drought stress on growth and photosynthesis in <italic>S.miltiorrhiza</italic> seedling. <bold>(A)</bold> Growth situation in different conditions in <italic>S.miltiorrhiza</italic> seedlings. <bold>(B)</bold> Growth index and photosynthesis index in different conditions. <bold>(C)</bold> Expression patterns of the differentially expressed genes (DEGs) and differentially expressed metabolites (DEMs) related to photosynthesis. <bold>(D)</bold> Expression patterns of the genes related to photosynthesis. Values are the mean &#xb1; SE(n=3). Genes with <italic>p</italic>&lt;0.05 and fold change&#x2265;1.5 were considered differentially expressed, metabolites with <italic>p</italic>&lt;0.05, and variable importance in projection (VIP)&gt;1, and fold change&#x2265;1 were considered differentially expressed. The &#x201c; * &#x201c; stands for the significant difference at <italic>p</italic>&lt;0.05. The &#x201c; **** &#x201c; stands for the significant difference at <italic>p</italic>&lt;0.001.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1484688-g001.tif"/>
</fig>
</sec>
<sec id="s3_3">
<title>ROS scavenging process</title>
<p>The contents of O<sub>2</sub>
<sup>&#x2212;</sup> and H<sub>2</sub>O<sub>2</sub> significantly increased in the G-CL vs. G-CK comparison, and the content of H<sub>2</sub>O<sub>2</sub> also significantly increased in the Y-CL vs. Y-CK comparison (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). The activity of CAT significantly decreased in the Y-CL vs. Y-CK comparison; however, the activity of POD significantly increased in the G-CL vs. G-CK comparison (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). The genes of different groups encoding the ROS scavenging process were differentially expressed (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2B, C</bold>
</xref>). Two genes encoding <italic>SOD</italic> and five genes encoding <italic>POD</italic> were upregulated; inversely, eight genes encoding <italic>POD</italic> were downregulated in the G-CL vs. G-CK comparison and 1 gene encoding <italic>SOD</italic> was upregulated; in contrast, one gene encoding <italic>SOD</italic> and two genes encoding <italic>POD</italic> were downregulated in the Y-CL vs. Y-CK comparison (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Effects of drought stress on ROS scavenging process in <italic>S.miltiorrhiza</italic> seedling. <bold>(A)</bold> the contents of ROS scavenging process markers and activities of the antioxidant enzymes. <bold>(B)</bold> Expression patterns of the DEGs related to antioxidant enzymes. <bold>(C)</bold> Expression patterns of the genes related to ROS scavenging process. Values are the mean &#xb1; SE(n=3). Genes with <italic>p</italic>&lt;0.05 and fold change&#x2265;1.5 were considered differentially expressed. The &#x201c; * &#x201c; stands for the significant difference at <italic>p</italic>&lt;0.05. The &#x201c; ** &#x201c; stands for the significant difference at <italic>p</italic>&lt;0.01. The &#x201c; *** &#x201c; stands for the significant difference at <italic>p</italic>&lt;0.005.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1484688-g002.tif"/>
</fig>
</sec>
<sec id="s3_4">
<title>Proline and glycine betaine metabolism</title>
<p>Physiological data were combined with transcriptomic and metabolomic data to obtain a detailed pathway for proline and glycine betaine metabolism (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). The two genes encoding <italic>ProDH</italic> were downregulated in the G-CL vs. G-CK comparison, and one gene encoding <italic>ProDH</italic> was downregulated in the Y-CL vs. Y-CK comparison (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3C</bold>
</xref>). Moreover, the metabolomic analysis showed that the content of ornithine decreased in the G-CL vs. G-CK comparison, and the contents of glutamate (Glu) and serine decreased in the Y-CL vs. Y-CK comparison (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3C</bold>
</xref>). Inversely, the content of proline increased in both comparisons (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3C</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Effects of drought stress on proline and glycine betaine metabolism in <italic>S.miltiorrhiza</italic> seedling. <bold>(A)</bold> the content of proline. <bold>(B)</bold> Expression patterns of the genes related to proline and glycine betaine metabolism. <bold>(C)</bold> Expression patterns of the DEGs and DEMs related to proline and glycine betaine metabolism. Values are the mean &#xb1; SE (n=3). Genes with p&lt;0.05 and fold change&#x2265;1.5 were considered differentially expressed, metabolites with <italic>p</italic>&lt;0.05, and variable importance in projection (VIP)&gt;1, and fold change&#x2265;1 were considered differentially expressed.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1484688-g003.tif"/>
</fig>
</sec>
<sec id="s3_5">
<title>Transcription factors and plant hormones</title>
<p>TFs and plant hormones play an important regulatory role in plant responses to drought stress. In this study, a total of 383 TFs and 80 plant hormones were identified as hypothetical regulators of drought resistance in <italic>S. miltiorrhiza</italic> (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). TFs include 73 genes encoding <italic>basic helix-loop-helix</italic> (<italic>bHLHs</italic>), 25 genes encoding <italic>far-red impaired response 1</italic> (<italic>FAR1s</italic>), 15 genes encoding <italic>TCP</italic> proteins (<italic>TCPs</italic>), 42 genes encoding <italic>basic region-leucine zipper</italic> (<italic>bZIPs</italic>), 43 genes encoding <italic>MYB</italic> domain proteins (<italic>MYBs</italic>), 53 genes encoding <italic>WRKY</italic> proteins (<italic>WRKYs</italic>), 85 genes encoding <italic>Cys3His</italic> zinc finger proteins (<italic>C3Hs</italic>), and 32 genes encoding <italic>NAC</italic> proteins (<italic>NACs</italic>) (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>). Plant hormones include 15 genes encoding abscisic acid (ABA), 9 genes encoding auxin, 2 genes encoding cytokinin (CTK), 1 gene encoding brassinolide (BR), and 53 genes encoding ethylene (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4C</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Effects of drought stress on transcription factors and plant hormones in <italic>S.miltiorrhiza</italic> seedling. <bold>(A)</bold> Expression patterns of the genes related to transcription factors. <bold>(B)</bold> the correlation of transcription factors and plant hormones. <bold>(C)</bold> Expression patterns of the genes related to plant hormones.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1484688-g004.tif"/>
</fig>
<p>Moreover, the correlation of TFs and plant hormones was analyzed (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>). The genes encoding ethylene were correlated with genes encoding <italic>bZIP</italic>, <italic>bHLH</italic>, <italic>C3H</italic>, <italic>NAC</italic>, <italic>MYB</italic>, and <italic>WRKY</italic>. Genes encoding BR were correlated with genes encoding <italic>MYB</italic> and <italic>bZIP</italic>. In addition, genes encoding ABA were correlated with genes encoding <italic>bZIP</italic>.</p>
</sec>
<sec id="s3_6">
<title>Biosynthesis of tanshinones and phenolic acids</title>
<p>
<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref> displays the tanshinones biosynthesis pathway. Transcriptomic analysis showed that the two genes encoding <italic>GGPPS</italic> and one gene encoding <italic>KSL</italic> were downregulated in the G-CL vs. G-CK comparison, respectively, and one gene encoding <italic>CYP76AK1</italic> was upregulated in the Y-CL vs. Y-CK comparison.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Effects of drought stress on tanshinones biosynthesis. <bold>(A)</bold> Expression patterns of the DEGs related to tanshinones biosynthesis. <bold>(B)</bold> Expression patterns of the genes related to tanshinones biosynthesis. Genes with <italic>p</italic>&lt;0.05 and fold change&#x2265;1.5 were considered differentially expressed.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1484688-g005.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref> displays salvianolic acid B (<xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6A, B</bold>
</xref>) and phenolic acid (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6C</bold>
</xref>) pathways. Transcriptomic analysis showed that one gene encoding <italic>4CL</italic>, one gene encoding <italic>CSE</italic>, two genes encoding <italic>CCR</italic>, and two genes encoding <italic>CAD</italic> were downregulated, but one gene encoding <italic>4CL</italic>, two genes encoding <italic>HCT</italic>, one gene encoding <italic>CSE</italic>, two genes encoding <italic>CCR</italic>, two genes encoding <italic>RAS</italic>, and two genes encoding <italic>TAT</italic> were upregulated in the G-CL vs. G-CK comparison (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6B</bold>
</xref>). In the Y-CL vs. Y-CK comparison, one gene encoding <italic>HCT</italic>, one gene encoding <italic>CSE</italic>, and one gene encoding <italic>RAS</italic> were downregulated; inversely, one gene encoding <italic>4CL</italic> and one gene encoding <italic>TAT</italic> were upregulated (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6B</bold>
</xref>). Moreover, the metabolomic analysis showed that the content of L-tyrosine, salvianolic acid D, danshensu, and caffeic acid increased, but the content of protocatechualdehyde decreased in the G-CL vs. G-CK comparison; the content of L-phenylalanine, L-tyrosine, and danshensu increased in the Y-CL vs. Y-CK comparison (<xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6B, C</bold>
</xref>).</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Effects of drought stress on phenolic acids biosynthesis. <bold>(A)</bold> Expression patterns of the genes related to phenolic acids biosynthesis. <bold>(B, C)</bold> Expression patterns of the DEGs and DEMs related to phenolic acids biosynthesis. Genes with <italic>p</italic>&lt;0.05 and fold change&#x2265;1.5 were considered differentially expressed, metabolites with <italic>p</italic>&lt;0.05, and variable importance in projection (VIP)&gt;1, and fold change&#x2265;1 were considered differentially expressed.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1484688-g006.tif"/>
</fig>
</sec>
<sec id="s3_7">
<title>The transcriptome and metabolome network analysis</title>
<p>In the G-CL vs. G-CK comparison (negative ion mode) (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7A</bold>
</xref>), danshensu was negatively correlated with 18 genes and positively correlated with 28 genes, with 1 gene encoding <italic>CYP450</italic> (<italic>novel.1263</italic>) negatively correlated and 1 gene encoding <italic>PILS2</italic> (<italic>NDS_047582</italic>) and 1 gene encoding <italic>MLO6</italic> (<italic>NDS_068781</italic>) positively correlated; salvianolic acid D was negatively correlated with 18 genes and positively correlated with 30 genes. In the G-CL vs. G-CK comparison (positive ion mode) (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7B</bold>
</xref>), proline was negatively correlated with 18 genes and positively correlated with 29 genes, with 1 gene encoding <italic>CYP450</italic> (<italic>novel.1263</italic>) negatively correlated and 1 gene encoding <italic>PILS2</italic> (<italic>NDS_047582</italic>) and 1 gene encoding <italic>MLO6</italic> (<italic>NDS_068781</italic>) positively correlated.</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Association analysis of DEGs and DEMs. Heatmap of the expression of Top 50 DEGs (horizontal) and Top 50 DEMs (vertical) that differ in positive ion mode (positive) and negative ion mode (negative). <bold>(A, B)</bold> G-CL vs G-CK in negative and positive mode. <bold>(C, D)</bold> G-CL vs Y-CL in negative and positive mode. <bold>(E, F)</bold> Y-CL vs Y-CK in negative and positive mode. Network of the expression of Top 10 DEGs (blue) and Top 5 DEMs (yellow) that differ in positive ion mode (positive) and negative ion mode (negative). The positive correlation is red, and negative correlation is blue. Genes with p&lt;0.05 and fold change&#x2265;1.5 were considered differentially expressed, metabolites with p&lt;0.05, and variable importance in projection (VIP)&gt;1, and fold change&#x2265;1 were considered differentially expressed. The p-values are ordered from smallest to largest.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1484688-g007.tif"/>
</fig>
<p>In the G-CL vs. Y-CL comparison (negative ion mode) (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7C</bold>
</xref>), carnosol was negatively correlated with two genes encoding <italic>NLTP2</italic> (<italic>NDS_062121</italic>; <italic>NDS_062118</italic>), one gene encoding <italic>Y1457</italic> (<italic>NDS_020819</italic>), one gene encoding <italic>CB4A</italic> (<italic>NDS_063548</italic>), and one gene encoding <italic>GEDH1</italic> (<italic>NDS_059582</italic>); inversely, carnosol was positively correlated with one gene encoding <italic>AAP3</italic> (<italic>NDS_012939</italic>), one gene encoding <italic>AHL20</italic> (<italic>NDS_060381</italic>), and one gene encoding <italic>PTR6Z</italic> (<italic>NDS_020751</italic>). Moreover, the correlation of neocryptotanshinone (NCTS) was the same as that of carnosol. In the G-CL vs. Y-CL comparison (positive ion mode) (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7D</bold>
</xref>), ABA was negatively correlated with 24 genes and positively correlated with 15 genes, and tanshinone IIA was negatively correlated with 24 genes and positively correlated with 21 genes.</p>
<p>In the Y-CL vs. Y-CK comparison (negative ion mode) (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7E</bold>
</xref>), danshensu was negatively correlated with 2 genes and positively correlated with 22 genes. &#x3b1;,&#x3b1;-trehalose was positively correlated with one gene encoding <italic>ADH1</italic> (<italic>NDS_019455</italic>), one gene encoding <italic>EXLB1</italic> (<italic>NDS_006601</italic>), one gene encoding <italic>MLO6</italic> (<italic>NDS_068781</italic>), two genes encoding <italic>UGT2</italic> (<italic>NDS_030967</italic> and <italic>NDS_031009</italic>), one gene encoding <italic>amino acid permease 7</italic> (<italic>novel.5775</italic>), one gene encoding <italic>TDT</italic> (<italic>NDS_045007</italic>), one gene encoding <italic>HSP7C</italic> (<italic>NDS_015364</italic>), one gene encoding <italic>EDL3</italic> (<italic>NDS_070785</italic>), and one gene encoding <italic>SKU5</italic> (<italic>NDS_068906</italic>). In the Y-CL vs. Y-CK comparison (positive ion mode) (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7F</bold>
</xref>), proline was negatively correlated with 5 genes and positively correlated with 15 genes. In particular, the correlation results of proline and valine were the same as that of &#x3b1;,&#x3b1;-trehalose.</p>
</sec>
<sec id="s3_8">
<title>GO and KEGG enrichment analysis</title>
<p>The GO terms &#x201c;oxidoreductase activity&#x201d; and &#x201c;transcription regulator activity&#x201d; were highly enriched among gene sets in the G_CL vs. G_CK group, and the GO terms &#x201c;photosystem&#x201d;, &#x201c;photosynthetic membrane&#x201d;, and &#x201c;thylakoid part&#x201d; were highly enriched among gene sets in Y_CL vs. Y_CK (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures S2A, B</bold>
</xref>). The KEGG terms &#x201c;Plant hormone signal transduction&#x201d;, &#x201c;MAPK signaling pathway - plant&#x201d;, and &#x201c;Peroxisome&#x201d; were the significantly enriched different genes in the G_CL vs. G_CK group, and the KEGG terms &#x201c;Plant hormone signal transduction&#x201d;, &#x201c;MAPK signaling pathway-plant&#x201d;, &#x201c;Photosynthesis&#x201d;, and &#x201c;Photosynthesis - antenna proteins&#x201d; were the significantly enriched different genes in Y_CL vs. Y_CK (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures S2C, D</bold>
</xref>).</p>
</sec>
<sec id="s3_9">
<title>Gene set enrichment analysis</title>
<p>GSEAs of the photosynthesis pathway (ATH00195), peroxisome pathway (ATH04146), MAPK signaling pathway (ATH04016), plant hormone signal transduction pathway (ATH04075), and biosynthesis of secondary metabolites pathway (ATH01110) were performed to ascertain the function changes in response to drought stress in <italic>S. miltiorrhiza</italic> seedlings (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref>). In the Y-CL vs. Y-CK comparison, the photosynthesis pathway was significantly enriched and downregulated (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8A</bold>
</xref>). However, peroxisome, MAPK signaling pathway, plant hormone signal transduction, and biosynthesis of secondary metabolites pathways were overall upregulated in two comparisons (<xref ref-type="fig" rid="f8">
<bold>Figures&#xa0;8B-G</bold>
</xref>).</p>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>GSEA analysis of photosynthesis <bold>(A)</bold>, peroxisome <bold>(B, C)</bold>, plant hormone signal transduction <bold>(D, E)</bold>, and biosynthesis of secondary metabolites pathway <bold>(F, G)</bold> in different treatments with p&lt;0.05, FDR &lt;0.25.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1484688-g008.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<sec id="s4_1">
<title>Drought stress affects growth indexes and photosynthesis of <italic>S. miltiorrhiza</italic> seedlings</title>
<p>During plant cultivation, drought stress affects morphological and physiological changes in plants, which has a great impact on its growth and productivity (<xref ref-type="bibr" rid="B35">Lim et&#xa0;al., 2022</xref>). In this research, drought stress decreased fiber root length and fresh weight in <italic>S. miltiorrhiza</italic> seedlings (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>), so we predicted that root morphology would be firstly negatively affected under drought stress (<xref ref-type="bibr" rid="B64">Verbraeken et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B16">Gervais et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B1">Altaf et&#xa0;al., 2022</xref>). Moreover, drought stress decreased the contents of chlorophyll b, total chlorophyll, and NADP<sup>+</sup>, and downregulated the genes of encoding <italic>LHC</italic> and <italic>ATP synthase</italic> (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1B, C</bold>
</xref>), which were similar to the results of the GO, KEGG, and GSEA (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8A</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures S2B, D</bold>
</xref>). PSI and the ATP synthase are embedded where solar energy is collected and converted into NADPH and ATP (<xref ref-type="bibr" rid="B26">Jonwal et&#xa0;al., 2022</xref>). LHC proteins collect light energy and photoprotection and regulate chlorophyll synthesis in plants (<xref ref-type="bibr" rid="B55">Rochaix and Bassi, 2019</xref>). Therefore, in our research, drought stress inhibited the expression of genes encoding <italic>LHC</italic> and <italic>NADP<sup>+</sup>
</italic> supply, reduced light harvest, and thereby decreased the content of chlorophyll, which slowed down the growth of <italic>S. miltiorrhiza</italic> seedlings (<xref ref-type="bibr" rid="B79">Zhang et&#xa0;al., 2022</xref>).</p>
</sec>
<sec id="s4_2">
<title>Drought stress affects the ROS scavenging process of <italic>S. miltiorrhiza</italic> seedlings</title>
<p>Plants benefit from the ROS scavenging mechanism during drought stress, because it allows them to modify their metabolism and mount an appropriate acclimation response (<xref ref-type="bibr" rid="B15">Gao et&#xa0;al., 2022</xref>). Our KEGG and GSEA results showed that the peroxisome pathway was significantly enriched and upregulated (<xref ref-type="fig" rid="f8">
<bold>Figures&#xa0;8B, C</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S2C</bold>
</xref>), which is consistent with the changes of SOD and POD (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2A, B</bold>
</xref>), and may be involved in ROS detoxification by accelerating the dismutation of O<sub>2</sub>
<sup>&#x2212;</sup> into H<sub>2</sub>O<sub>2</sub> and scavenging the H<sub>2</sub>O<sub>2</sub> under drought stress mainly by the increase in PODs rather than CATs (<xref ref-type="bibr" rid="B54">Ritonga et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B3">Balfag&#xf3;n et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B20">Hou et&#xa0;al., 2021</xref>). Interestingly, the results of transcriptomic analysis and enzyme activity on POD in the G-CL vs. G-CK comparison were not consistent (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2A, B</bold>
</xref>), indicating that these genes might not be key genes for the regulation of POD activity.</p>
</sec>
<sec id="s4_3">
<title>Drought stress affects the proline and glycine betaine metabolism of <italic>S. miltiorrhiza</italic> seedlings</title>
<p>Drought stress renders the maintenance of osmoregulation highly vital (<xref ref-type="bibr" rid="B62">Tan et&#xa0;al., 2022</xref>). Specifically, biosynthesis of proline and glycine betaine in plants occurs through Glu pathways, catalyzed by three pathways (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3C</bold>
</xref>). In our study, drought stress increased the content of proline and downregulated the expression of genes encoding <italic>ProDH</italic> (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3C</bold>
</xref>); the result might be due to drought stress mainly generating pyrroline-5-carboxylate (P5C) and then further reduced by P5CR to generate proline, rather than proline degradation pathway by ProDH (<xref ref-type="bibr" rid="B23">Ingrisano et&#xa0;al., 2023</xref>). Moreover, the content of ornithine and serine decreased due to drought stress (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3C</bold>
</xref>), and it was further proved that drought stress mainly provided sufficient substrate for proline by GSA, and the decrease in the ornithine and serine content might be due to one part being used to synthesize proline (<xref ref-type="bibr" rid="B56">Shafiq et&#xa0;al., 2021</xref>). Interestingly, we found in the G-CL vs. G-CK comparison (positive ion mode) (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7B</bold>
</xref>) that proline was positively correlated with one gene encoding <italic>PILS2</italic> (<italic>NDS_047582</italic>). PILS can give a homeostatic feedback on the auxin signaling pathway, and proline and auxin signal transduction pathways are also crucial mechanisms for coping with drought stress, probably indicating that proline and auxin combined to respond to drought stress in <italic>S. miltiorrhiza</italic> seedlings (<xref ref-type="bibr" rid="B12">Feraru et&#xa0;al., 2022</xref>).</p>
</sec>
<sec id="s4_4">
<title>Drought stress affects the transcription factors and plant hormones of <italic>S. miltiorrhiza</italic> seedlings</title>
<p>Stress-responsive genes are expressed due to TFs, which are a crucial component of the adaptive stress process (<xref ref-type="bibr" rid="B42">Lu X et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B28">Ju et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B27">Joo et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B18">Han G et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B74">Xuan et&#xa0;al., 2022</xref>). In our study, bHLHs, WRKYs, and C3Hs are more sensitive to drought stress in <italic>S. miltiorrhiza</italic> seedlings (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>), because of which bHLHs, WRKYs, and C3Hs could regulate cellular activities and membrane-lipid stability, increase drought tolerance, and promote root growth and water retention (<xref ref-type="bibr" rid="B52">Qiu X. et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B72">Xiang et&#xa0;al., 2021</xref>). In addition, plant hormone homeostasis is critical to regulating plant growth and development under stress conditions, and multiple levels are regulated (<xref ref-type="bibr" rid="B78">Zhang et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B69">Wang and Qiao, 2020</xref>; <xref ref-type="bibr" rid="B34">Li et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B66">Waadt et&#xa0;al., 2022</xref>). In our study, drought stress regulated expression genes of ethylenes, ABAs, auxins, CTKs, and BRs, of which ABAs and ethylenes were encoded the most (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4C</bold>
</xref>), which was consistent with KEGG and GSEA results (<xref ref-type="fig" rid="f8">
<bold>Figures&#xa0;8D, E</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S2C</bold>
</xref>). ABA and ethylene play key roles in mediating vessel size, cell wall thickness, water loss, and oxidative damage in plant responses to drought stress (<xref ref-type="bibr" rid="B14">Gambhir et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B2">Auler et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B29">Kong et&#xa0;al., 2023</xref>).</p>
<p>Interestingly, the correlation results of TFs and plant hormones showed that <italic>NAC92</italic> was correlated with <italic>EIN3</italic>, <italic>ETR1</italic>, and <italic>EIL1</italic> (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>), which were involved in regulating chlorophyll metabolism, the carotenoid biosynthetic process, and ethylene pathways (<xref ref-type="bibr" rid="B19">He et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B43">Luo et&#xa0;al., 2019</xref>). We found that <italic>EIN3</italic> and <italic>EIL1</italic> can bind to several gene members of <italic>MYB</italic> and <italic>bHLH</italic> (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>), which may mainly the regulate ethylene signaling pathway, thereby promoting root hair formation (<xref ref-type="bibr" rid="B71">Wen et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B61">Song et&#xa0;al., 2022</xref>). Moreover, we found that <italic>bZIP8</italic> may be a key gene, because it involves most genes encoding plant hormones (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>), but little was known. Currently, it is known that <italic>BRI1</italic> and <italic>ABAs</italic> are related to <italic>bZIP8</italic> and regulate cell communication, membrane signaling, plant development, photomorphogenesis, flavonoid biosynthesis, nutrient acquisition, and response to drought stress (<xref ref-type="bibr" rid="B40">Lozano-Elena and Ca&#xf1;o-Delgado, 2019</xref>; <xref ref-type="bibr" rid="B4">Bhagat et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B73">Xiao et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B48">Nie et&#xa0;al., 2022</xref>). According to these reports and our study results, the combination of key TFs and plant hormones might play a specific role in drought-stressed <italic>S. miltiorrhiza</italic> seedlings. These key genes are involved in regulating seedling growth, photosynthesis, the ROS scavenging system, proline metabolism, etc., and they are worthy of further research and development.</p>
</sec>
<sec id="s4_5">
<title>Drought stress affects the biosynthesis of tanshinones and phenolic acids of <italic>S. miltiorrhiza</italic> seedlings</title>
<p>Tanshinones (liposoluble) and phenolic acids (water-soluble) are a series of crucial compounds in <italic>S. miltiorrhiza</italic> (<xref ref-type="bibr" rid="B59">Shi et&#xa0;al., 2022</xref>). In our study, we only found that drought stress downregulated some genes encoding <italic>GGPPS</italic> and <italic>KSL</italic> in the tanshinones biosynthesis pathway (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>); this result indicates that the effect of the tanshinones biosynthesis pathway in the present seedlings growth stage is relatively minimal, or the effect of drought stress on the tanshinones biosynthesis pathway is not significant (<xref ref-type="bibr" rid="B39">Loyola et&#xa0;al., 2011</xref>). Surprisingly, in the G-CL vs. Y-CL comparison (negative ion mode) (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7C</bold>
</xref>), we found that NCTS was correlated with genes encoding <italic>NLTP2</italic>, <italic>Y1457</italic>, <italic>CB4A</italic>, <italic>GEDH1</italic>, <italic>AAP3</italic>, <italic>AHL20</italic>, and <italic>PTR6Z</italic>, which related to the salicylic acid biosynthesis pathway and nutrient transport (<xref ref-type="bibr" rid="B60">Silverio-G&#xf3;mez et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B80">Zhang et&#xa0;al., 2021</xref>). At present, the effect of drought stress on NCTS and AHL gene family has not been reported in <italic>S. miltiorrhiza</italic> seedlings (<xref ref-type="bibr" rid="B44">Ma et&#xa0;al., 2023</xref>). Studies have shown that NCTS is a diterpenoid with a similar structure to these tanshinones, and it has anti-inflammatory and blood-activating effects (<xref ref-type="bibr" rid="B75">Yang et&#xa0;al., 2022</xref>). AHL family members play a critical role in stress resistance regulation by DNA and protein interactions in plant biological processes (<xref ref-type="bibr" rid="B81">Zhao et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B30">Kumar et&#xa0;al., 2023</xref>). Therefore, the finding of NCTS and AHL gene family can provide more evidence and potential on the tanshinones pathway and growth and development in <italic>S. miltiorrhiza</italic>.</p>
<p>The phenolic acids biosynthesis pathway was significantly regulated under drought stress (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). Interestingly, in the present study, drought stress was significantly involved in lignin synthesis, indicating that lignin synthesis was sensitive to drought stress and lignin deposition in the plant secondary cell wall as a protection to drought attacks (<xref ref-type="bibr" rid="B58">Sharma et&#xa0;al., 2023</xref>). Moreover, genes encoding <italic>RAS</italic> upregulated in the G-CL vs. G-CK comparison (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6B</bold>
</xref>), which might accelerate the synthesis of salvianolic acid B in <italic>S. miltiorrhiza</italic> and upregulate the genes&#x2019; expression encoding <italic>TAT</italic> in the tyrosine pathway (<xref ref-type="bibr" rid="B82">Zhong et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B67">Wagay et&#xa0;al., 2023</xref>). In our study, the contents of salvianolic acid D, danshensu, and caffeic acid increased in the G-CL vs. G-CK comparison (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6C</bold>
</xref>), indicating that correlations were observed between drought stress and salvianolic acid accumulation, and this chemical is also the most responsive to drought stress. Above all, the secondary metabolite pathway was significantly enriched in two comparisons and was upregulated (<xref ref-type="fig" rid="f8">
<bold>Figures&#xa0;8F, G</bold>
</xref>). Interestingly, danshensu was negatively correlated with one gene encoding <italic>CYP450</italic> (<italic>novel.1263</italic>) in the G-CL vs. G-CK comparison (negative ion mode) (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7A</bold>
</xref>), but CYPs played a continuous catalytic role in the tanshinones biosynthesis pathway (<xref ref-type="bibr" rid="B45">Mao et&#xa0;al., 2020</xref>); therefore, this gene could redirect both salvianolic acids and tanshinones biosynthesis possibly through bidirectional regulation. Danshensu was positively correlated with one gene encoding <italic>PILS2</italic> (<italic>NDS_047582</italic>) and one gene encoding <italic>MLO6</italic> (<italic>NDS_068781</italic>) (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7A</bold>
</xref>), which indicates that drought stress may produce the change of network system related to gene <italic>PILS</italic>, auxin, and danshensu (<xref ref-type="bibr" rid="B5">Bogaert et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B31">Li Q. et&#xa0;al., 2022</xref>). In addition, we also found that salvianolic acid D was negatively correlated with 18 genes and positively correlated with 30 genes (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7A</bold>
</xref>). However, at present, there are only a few reports on these genes and phenolic acids in plants; their response to drought stress in <italic>S. miltiorrhiza</italic> seedlings needs to be clarified in future research.</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusions">
<title>Conclusion</title>
<p>This study found that <italic>S</italic>. <italic>miltiorrhiza</italic> seedlings can quickly regulate gene expression, enzyme activity, and metabolism content, which is involved in photosynthesis, the ROS scavenging process, proline and glycine betaine metabolism, TFs, plant hormones, biosynthesis of tanshinones and phenolic acids, and adapting to drought stress conditions. We found that <italic>bZIP8</italic> may be a key gene as it involves most genes encoding plant hormones, which regulate cell communication, membrane signaling, plant development, and response to drought stress. The relationship between NCTS and the AHL gene family plays pivotal roles in <italic>S</italic>. <italic>miltiorrhiza</italic>&#x2019;s response to drought stress at the tanshinones pathway and various growth stages. These findings substantially enhance our understanding of the mechanisms underlying <italic>S</italic>. <italic>miltiorrhiza</italic>&#x2019;s response to drought stress and provide new insights into the functions of relevant genes and metabolites in drought tolerance.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>YZ: Writing &#x2013; original draft. HZ: Investigation, Writing &#x2013; review &amp; editing. YRZ: Formal analysis, Writing &#x2013; review &amp; editing. DW: Visualization, Writing &#x2013; review &amp; editing. XM: Data curation, Writing &#x2013; review &amp; editing. JC: Methodology, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s8" 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 Key Research and Development Program of Shaanxi (Program Nos. 2023-YBSF-471/491, 2023-YBSF-471/491, and 2024SF-YBXM-470), the project of Shaanxi Administration of Traditional Chinese Medicine (Program Nos. SZY-KJCYC-2023-052 and SZY-KJCYC-2023-026/052), the Natural Science Foundation of Shaanxi Province (2019JQ-995), and the Xi&#x2019;an S&amp;T Plan Project (22YXYJ0114).</p>
</sec>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="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="s11" 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.2024.1484688/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpls.2024.1484688/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table1.doc" id="SM1" mimetype="application/msword"/>
<supplementary-material xlink:href="Table2.doc" id="SM2" mimetype="application/msword"/>
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