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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Food Sci. Technol.</journal-id>
<journal-title>Frontiers in Food Science and Technology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Food Sci. Technol.</abbrev-journal-title>
<issn pub-type="epub">2674-1121</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1666149</article-id>
<article-id pub-id-type="doi">10.3389/frfst.2025.1666149</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Food Science and Technology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Elucidating the effects of nine-steaming-nine-drying on the morphology, metabolomic profile, and active ingredients of <italic>Polygonatum sibiricum</italic> Redout&#xe9;</article-title>
<alt-title alt-title-type="left-running-head">Wang et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/frfst.2025.1666149">10.3389/frfst.2025.1666149</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Rui</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Ping</given-names>
</name>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Siyao</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Guo</surname>
<given-names>Jinchao</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/3209449/overview"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Yongling</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Shen</surname>
<given-names>Huizhen</given-names>
</name>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Siyu</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Li</surname>
<given-names>Haiyan</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3134764/overview"/>
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</contrib-group>
<aff>
<institution>College of Horticulture, Shenyang Agricultural University</institution>, <addr-line>Shenyang</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/620606/overview">Digambar Kavitake</ext-link>, National Institute of Nutrition (ICMR), India</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2857629/overview">Djiazet Steve</ext-link>, UMR7274 Laboratoire R&#xe9;actions et G&#xe9;nie des Proc&#xe9;d&#xe9;s (LRGP), France</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3009605/overview">Michael Villacis</ext-link>, Escuela Polit&#xe9;cnica Nacional, Ecuador</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Haiyan Li, <email>lihaiyan@syau.edu.cn</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>22</day>
<month>10</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>5</volume>
<elocation-id>1666149</elocation-id>
<history>
<date date-type="received">
<day>15</day>
<month>07</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>30</day>
<month>09</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Wang, Li, Chen, Guo, Liu, Shen, Wang and Li.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Wang, Li, Chen, Guo, Liu, Shen, Wang and Li</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>
<sec>
<title>Background</title>
<p>&#x201c;Nine-steaming and nine-drying&#x201d; is a pharmaceutical processing technique for <italic>Polygonatum sibiricum</italic> Redout&#xe9;. It is an incomplete study that the effect of the method on the quality of <italic>P. sibiricum</italic> Red. is only evaluated by the changes in the contents of several components. It is necessary to explore the chemical transformations during the nine cycles of steaming and drying of <italic>P. sibiricum</italic> Red., and the relationship between the chroma and internal chemical compositions.</p>
</sec>
<sec>
<title>Methods</title>
<p>This study investigated the effects of the traditional nine-steaming-nine-drying method on the morphology, metabolomic profile, and medicinal components of <italic>P. sibiricum</italic> Red.</p>
</sec>
<sec>
<title>Results</title>
<p>Through non-targeted metabolomics analysis, 685 metabolites were identified, with 492 showing differential abundance, particularly amino acids and derivatives, lipids, carbohydrates, and phenols or flavonoids. These alterations resulted in darker coloration, as evidenced by a significant decrease in <italic>L&#x2a;</italic> values, elimination of tongue-numbing effects, enhanced sweetness, and improved quality of <italic>P. sibiricum</italic> Red. The processing resulted in a significant decrease in the relative content of lipids, polysaccharides, oligosaccharides, amino acids and their derivatives, while an increase in flavonoids, saponins, polyphenols, 5-HMF and monosaccharides. The browning of <italic>P. sibiricum</italic> Red. subjected to steaming and drying mainly correlated with Maillard reaction. Fructose, erucic acid, palmitic acid, linoleic acid, pipecolic acid, L-proline, L-leucine, (5-L-Glutamyl)-L-glutamate, 5-HMF, flavonoids, polyphenols, saponins and flavor compounds, these metabolites and their derivatives can served as the main biomarkers for evaluating the quality of <italic>P. sibiricum</italic> Red. subjected to steaming and drying. However, excessive steaming and drying caused the bitter and sour flavor intensified, and the quality to deteriorate. Comprehensive analysis revealed that the quality of <italic>P. sibiricum</italic> Red. was optimal after the seventh cycle of steaming and drying, and the <italic>L&#x2a;</italic> value ranged from 21.0 to 22.0, the <italic>a</italic>&#x2a; value ranged from 2.0 to 5.0, the <italic>C</italic>&#x2a; value ranged from 8.0 to 10.0.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>This research elucidated the mechanisms through which steaming and drying affected the morphology and quality of <italic>P. sibiricum</italic> Red., established a theoretical foundation for quality assessment of processed <italic>P. sibiricum</italic> Red.</p>
</sec>
</abstract>
<kwd-group>
<kwd>
<italic>Polygonatum sibiricum</italic> Red.</kwd>
<kwd>nine-steaming-nine-drying</kwd>
<kwd>morphology</kwd>
<kwd>metabolomic analysis</kwd>
<kwd>active ingredients</kwd>
</kwd-group>
<counts>
<page-count count="18"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Food Safety and Quality Control</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>1 Introduction</title>
<p>
<italic>Polygonatum sibiricum</italic> Red., commonly known as Siberian Solomon&#x2019;s seal, is an important plant used in both traditional medicine and as food (<xref ref-type="bibr" rid="B17">Editing Committee of Chinese Flora Chinese Academy of Sciences, 1978</xref>; <xref ref-type="bibr" rid="B10">Chinese Pharmacopoeia Commission, 2020</xref>). It was historically documented in Li Shizhen&#x2019;s Bencao Gangmu, a classical text of traditional Chinese medicine (TCM), and has been utilized both medicinally and nutritionally in ancient China. Its applications extend across East Asia and also appear in India&#x2019;s Vedic medicine. <italic>P. sibiricum</italic> Red. contains numerous bioactive compounds, including polysaccharides, saponins, flavonoids, polyphenols, alkaloids, and cardiac glycosides (<xref ref-type="bibr" rid="B51">Sun et al., 2005</xref>; <xref ref-type="bibr" rid="B5">Chen et al., 2018</xref>; <xref ref-type="bibr" rid="B53">Tang et al., 2019</xref>; <xref ref-type="bibr" rid="B75">Zhang et al., 2022</xref>; <xref ref-type="bibr" rid="B3">Cao et al., 2024</xref>; <xref ref-type="bibr" rid="B35">Liu H. P. et al., 2024</xref>; <xref ref-type="bibr" rid="B83">Zhou et al., 2024</xref>). In TCM theory, <italic>P. sibiricum</italic> Red. is believed to tonify qi and nourish yin, thereby supporting the functions of the spleen, lung, and kidney (<xref ref-type="bibr" rid="B10">Chinese Pharmacopoeia Commission, 2020</xref>). Contemporary pharmacological studies have shown that <italic>P. sibiricum</italic> Red. exhibits antibacterial, anti-inflammatory, antioxidant, and antitumor properties. It also exerts beneficial effects on the cardiovascular, nervous, and immune systems, supporting its use in promoting general health (<xref ref-type="bibr" rid="B16">Du et al., 2016</xref>; <xref ref-type="bibr" rid="B47">Peng et al., 2018</xref>; <xref ref-type="bibr" rid="B79">Zhao et al., 2019</xref>; <xref ref-type="bibr" rid="B59">Wang et al., 2023</xref>; <xref ref-type="bibr" rid="B19">Fei et al., 2024</xref>; <xref ref-type="bibr" rid="B24">Jiang et al., 2024</xref>; <xref ref-type="bibr" rid="B27">Lai et al., 2024</xref>; <xref ref-type="bibr" rid="B31">Li et al., 2024</xref>; <xref ref-type="bibr" rid="B33">Lin et al., 2024</xref>; <xref ref-type="bibr" rid="B45">Pan et al., 2024</xref>; <xref ref-type="bibr" rid="B66">Xiao et al., 2024</xref>; <xref ref-type="bibr" rid="B32">Li et al., 2025</xref>; <xref ref-type="bibr" rid="B82">Zhao et al., 2025</xref>).</p>
<p>Unprocessed <italic>P. sibiricum</italic> Red. rhizomes contain mucous substances that may induce adverse reactions, including tongue numbness, throat irritation, and skin itching. To mitigate these side effects and enhance the concentration of bioactive constituents, the technique of &#x201c;nine-steaming-nine-drying&#x201d; is commonly employed (<xref ref-type="bibr" rid="B72">Yu et al., 2018</xref>; <xref ref-type="bibr" rid="B21">Guan et al., 2024</xref>). Many herbal monographs described the process of nine-steaming-and-nine-drying, as the Compendium of Materia Medica, however, the ancient processing took longer time and relied on experience to judge the quality of the processed products, while ancient Chinese herbal medicine monographs described the standards for nine-steaming-nine-drying, such as &#x201c;honey-like sweetness, dark coloration, luster and softness&#x201d;, these sensory-based criteria alone lacked the objectivity and standardization required for modern mass production.</p>
<p>During the processing of steaming and drying, the browning is a widespread color-changing phenomenon (<xref ref-type="bibr" rid="B56">Wan and Liu, 2019</xref>; <xref ref-type="bibr" rid="B7">Chen L. T. et al., 2024</xref>). The mechanism of food browning can be divided into two major categories: enzymatic browning and non-enzymatic browning. Enzymatic browning is caused by phenolases catalyzing the formation of quinones and their polymers from phenols, this reaction usually occurs in fresh plant tissues rapidly and requires the involvement of oxygen, and the phenolases are relatively heat-resistant, and can be inactivated at 100&#xa0;&#xb0;C for 2&#x2013;8&#xa0;min (<xref ref-type="bibr" rid="B62">Wang F. et al., 2025</xref>; <xref ref-type="bibr" rid="B1">Arnold et al., 2025</xref>). Non-enzymatic browning mainly occurs in a series of reactions when carbohydrates are subjected to heating, resulting in the production of dark-colored melanoids, volatile compounds, etc. Maillard Reaction, a complex reaction, where amino compounds (proteins, peptides, amines, and amino acids) react with carbonyl compounds (reducing sugars, lipids, aldehydes, ketones, polyphenols, ascorbic acids, and steroids) to produce various compounds, including melanoids, ketones, aldehydes and heterocyclic compounds, these compounds play an extremely important role in the formation of the quality of food, including its chemical composition, color, aroma, taste, etc., (<xref ref-type="bibr" rid="B44">Pan and Melton, 2007</xref>; <xref ref-type="bibr" rid="B23">Jiang et al., 2022</xref>; <xref ref-type="bibr" rid="B71">Yang et al., 2024</xref>; <xref ref-type="bibr" rid="B63">Wang W. et al., 2025</xref>). Without the presence of amino compounds, the aldoses or ketoses subjected to the steaming or other high-temperature processing will also undergo the caramelization reaction, resulting in the caramels, furfurals or melanins through the etherification, dehydration, cleavage and polymerization of saccharides (<xref ref-type="bibr" rid="B54">Ta&#x15f; and G&#xf6;kmen, 2017</xref>; <xref ref-type="bibr" rid="B15">Dilara and G&#xf6;kmen, 2022</xref>). In addition, the ascorbic acid reaction and oxidative polymerization of phenolic substances can cause the non-enzymatic browning. The processing of <italic>P. sibiricum</italic> Red. rhizomes inevitably alters their chemical composition and morphology. Previous studies have examined changes in polysaccharides, xanthine 5-hydroxymethylfurfural (5-HMF), and saponins content (<xref ref-type="bibr" rid="B13">Deng et al., 2024</xref>; <xref ref-type="bibr" rid="B48">Ren et al., 2025</xref>) showed that the two innovative streaming methods for <italic>Polygonatum cyrtonema</italic> rhizome resulted in the degradation of polysaccharides and the increase in the contents of 5-HMF, reducing sugar, amino acid, phenolics and diosgenin. Chemical constituent modifications under various processing methods significantly influence pharmacological effects (<xref ref-type="bibr" rid="B48">Ren et al., 2025</xref>). However, the chemical transformations during the nine cycles of steaming and drying of <italic>P. sibiricum</italic> Red., and the relationship between the chroma and internal chemical compositions remain unexplored.</p>
<p>Metabolomics, with its high sensitivity and throughput, enables comprehensive profiling of metabolites from biological samples, offering insights and facilitating differential metabolite analysis. This study employed spectrophotometry, colorimetry, and non-targeted metabolomics to investigate chemical variations during <italic>P. sibiricum</italic> Red. rhizome processing, aiming to establish a theoretical foundation for standardizing processing technology and quality evaluation of steamed and dried <italic>P. sibiricum</italic> Red.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Preparation of samples</title>
<p>Three-year-old <italic>P. sibiricum</italic> Red. were collected from Yingemen Town, Qingyuan County, Fushun City, China, and identified as <italic>P. sibiricum</italic> Red. by Professor Zhongyun Piao of Shenyang Agricultural University (Voucher specimen number <ext-link ext-link-type="uri" xlink:href="https://www.cvh.ac.cn/spms/detail.php?id=e766b773">PE</ext-link> 02089832). Rhizomes of uniform size (length: 8.0&#xa0;cm&#x2013;20.0&#xa0;cm diameter: 1.0&#xa0;cm&#x2013;2.0&#xa0;cm) were selected, cleaned, steamed (100&#xa0;&#xb0;C&#x2013;105&#xa0;&#xb0;C) and dried in a drying oven (JINGHONG DHG-9140A; Shanghai, China) at 50&#xa0;&#xb0;C according to <xref ref-type="table" rid="T1">Table 1</xref> specifications, labeled S0-S9. The epidermis of the rhizomes subjected to each cycle of drying remained dry while the interior was soft and tender. During processing, partial samples were collected after each cycle of steaming and drying, dried to water content&#x2264;8%, cut into small segments, freeze-dried, ground to a powder, sifted through a 60-mesh sieve, and stored at &#x2212;80&#xa0;&#xb0;C.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Nine-steaming-nine-drying parameter of <italic>Polygonatum sibiricum</italic> Red.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">No.of samples</th>
<th align="center">Processing parameters</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">S0</td>
<td align="center">Washing and drying</td>
</tr>
<tr>
<td align="center">S1</td>
<td align="center">Taking part of S0, steaming for 6&#xa0;h with 1800&#xa0;W, braising for 8&#xa0;h, drying for 8&#xa0;h</td>
</tr>
<tr>
<td align="center">S2</td>
<td align="center">Taking part of S1, steaming for 6&#xa0;h with 1800&#xa0;W, braising for 8&#xa0;h, drying for 8&#xa0;h</td>
</tr>
<tr>
<td align="center">S3</td>
<td align="center">Taking part of S2, steaming for 4&#xa0;h with 1200&#xa0;W, braising for 6&#xa0;h, drying for 8&#xa0;h</td>
</tr>
<tr>
<td align="center">S4</td>
<td align="center">Taking part of S3, steaming for 4&#xa0;h with 1200&#xa0;W, braising for 6&#xa0;h, drying for 8&#xa0;h</td>
</tr>
<tr>
<td align="center">S5</td>
<td align="center">Taking part of S4, steaming for 4&#xa0;h with 1200&#xa0;W, braising for 4&#xa0;h, drying for 8&#xa0;h</td>
</tr>
<tr>
<td align="center">S6</td>
<td align="center">Taking part of S5, steaming for 4&#xa0;h with 1200&#xa0;W, braising for 4&#xa0;h, drying for 8&#xa0;h</td>
</tr>
<tr>
<td align="center">S7</td>
<td align="center">Taking part of S6, steaming for 2&#xa0;h with 1000&#xa0;W, braising for 4&#xa0;h, drying for 8&#xa0;h</td>
</tr>
<tr>
<td align="center">S8</td>
<td align="center">Taking part of S7, steaming for 1&#xa0;h with 1000&#xa0;W, braising for 2&#xa0;h, drying for 8&#xa0;h</td>
</tr>
<tr>
<td align="center">S9</td>
<td align="center">Taking part of S8, steaming for 1&#xa0;h with 1000&#xa0;W, braising for 2&#xa0;h, drying for 8&#xa0;h</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2-2">
<title>2.2 Color measurement</title>
<p>Color measurements of <italic>P. sibiricum</italic> Red. powder was performed using a colorimeter (Chroma Meter CR-3; Minolta Corp., NJ, United States), which recorded lightness (<italic>L</italic>&#x2a;), redness (<italic>a</italic>&#x2a;), and yellowness (<italic>b</italic>&#x2a;) values across samples subjected to different cycles of nine-steaming-nine-processing. Dried <italic>P. sibiricum</italic> Red. powder (2.5&#xa0;g) was placed in a quartz dish (diameter: 3&#xa0;cm) and the colourimeter probe placed below. Calibration was performed using a white standard plate. The colorimetric value (C) was calculated using <xref ref-type="disp-formula" rid="e1">Formula 1</xref>.<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msup>
<mml:mi>a</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mi>b</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mi>L</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>
</p>
</sec>
<sec id="s2-3">
<title>2.3 Quantification of saponins, polysaccharides, flavonoids and phenolic compounds</title>
<sec id="s2-3-1">
<title>2.3.1 Total saponins</title>
<p>The dried <italic>P. sibiricum</italic> Red. powder (0.5&#xa0;g) was added to 20&#xa0;mL of 90% ethanol to extract saponins, then the mixture was ultrasonically extracted (40&#xa0;kHz, 70&#xa0;W) for 30&#xa0;min at 60&#xa0;&#xb0;C. After centrifugation, the precipitation was digested with 15&#xa0;mL distilled water, and then petroleum ether was used to dehydrate it once with an equal volume. The lower layer liquid was retained, and the upper layer was extracted three times with 15&#xa0;mL of water-saturated n-butanol. The upper layer was evaporated and then fixed with methanol. Finally, the absorbance values were determined at 530&#xa0;nm using the vanillin-glacial acetic acidperchloric acid colorimetric method (<xref ref-type="bibr" rid="B57">Wan et al., 2013</xref>).</p>
</sec>
<sec id="s2-3-2">
<title>2.3.2 Total polysaccharides</title>
<p>The dried <italic>P. sibiricum</italic> Red. powder (0.5&#xa0;g) was added to 15&#xa0;mL distilled water to extract polysaccharides, then the mixture was ultrasonically extracted (40&#xa0;kHz, 90&#xa0;W) for 30&#xa0;min at 60&#xa0;&#xb0;C, centrifuged (3,600&#xa0;r/min, 10&#xa0;min), and retained the supernatant. This process was repeated 5 times. All the supernatant was then removed proteins with a trichloromethane-n-butanol solution (4:1) with a volume ratio of 5:1, finally total polysaccharides were separated with 80% ethanol and dissolved in 50.0&#xa0;mL of distilled water. The absorbance of the resulting solution was measured at 490&#xa0;nm using the phenol-sulfuric acid colorimetric method.</p>
</sec>
<sec id="s2-3-3">
<title>2.3.3 Total flavonoids</title>
<p>The dried <italic>P. sibiricum</italic> Red. powder (0.5&#xa0;g) was added to 20&#xa0;mL methanol to extract flavonoids, then the mixture was ultrasonically extracted (40&#xa0;kHz, 80&#xa0;W) for 30&#xa0;min at 60&#xa0;&#xb0;C. After centrifugation, the upper layer liquid was retained, then the absorbance values were determined at 510&#xa0;nm using the sodium nitrite-aluminum nitrate colorimetric method (<xref ref-type="bibr" rid="B57">Wan et al., 2013</xref>).</p>
</sec>
<sec id="s2-3-4">
<title>2.3.4 Total phenols</title>
<p>The dried <italic>P. sibiricum</italic> Red. powder (0.5&#xa0;g) was added to 20&#xa0;mL 60% ethanol to extract phenols, then the mixture was ultrasonically extracted (40&#xa0;kHz, 80&#xa0;W) for 30&#xa0;min at 60&#xa0;&#xb0;C. After centrifugation, the upper layer liquid was retained, then the absorbance values were determined at 760&#xa0;nm using the Folin-Ciocalteau&#x2019;s reagent colorimetric method (<xref ref-type="bibr" rid="B29">Li et al., 2022</xref>).</p>
</sec>
</sec>
<sec id="s2-4">
<title>2.4 Metabolomic analysis</title>
<p>
<italic>P. sibiricum</italic> Red. powder (20.0&#xa0;mg) was accurately weighed and added to 600&#xa0;&#xb5;L MeOH containing 2-Amino-3-(2-chloro-phenyl)-propionic acid (4&#xa0;ppm), vortexed for 30&#xa0;s, followed by the addition of 100&#xa0;mg glass bead. The mixture was placed in a tissue grinder for 90&#xa0;s at 60&#xa0;Hz, extracted for 15&#xa0;min using ultrasound at room temperature, and centrifuged for 10&#xa0;min at 12,000&#xa0;rpm and 4&#xa0;&#xb0;C. The supernatant was filtered through a 0.22&#xa0;&#xb5;m membrane and transferred into the detection bottle for Liquid chromatography-mass spectrometry (LC-MS) analysis.</p>
<p>LC-MS analyses were performed using an ultra-high performance liquid chromatography (UPLC) system (Vanquish, Thermo Fisher Scientific, United States) with an ACQUITY UPLC<sup>&#xae;</sup> HSS T3 (2.1 &#xd7; 150&#xa0;mm, 1.8&#xa0;&#xb5;m) (Waters, Milford, MA, United States) column connected to Thermo Orbitrap Exploris 120 mass spectrometry detector (Thermo Fisher Scientific, United States). The column was maintained at 40&#xa0;&#xb0;C, with a flow rate of 0.25&#xa0;mL/min and an injection volume of 2&#xa0;&#x3bc;L. For LC-electrospray ionization (ESI) (&#x2b;)-MS analysis, the mobile phases consisted of (B2) 0.1% formic acid in acetonitrile (v/v) and (A2) 0.1% formic acid in water (v/v). Separation was conducted under the following gradient: 0&#x2013;1&#xa0;min, 2% B2; 1&#x2013;9&#xa0;min, 2%&#x2013;50% B2; 9&#x2013;12&#xa0;min, 50%&#x2013;98% B2; 12&#x2013;13.5&#xa0;min, 98% B2; 13.5&#x2013;14&#xa0;min, 98%&#x2013;2% B2; 14&#x2013;20&#xa0;min, 2% B2. For LC-ESI (&#x2212;)-MS analysis, the analytes were separated using (B3) acetonitrile and (A3) ammonium formate (5&#xa0;mM). Separation was conducted under the following gradient: 0&#x2013;1&#xa0;min, 2% B3; 1&#x2013;9&#xa0;min, 2%&#x2013;50% B3; 9&#x2013;12&#xa0;min, 50%&#x2013;98% B3; 12&#x2013;13.5&#xa0;min, 98% B3; 13.5&#x2013;14&#xa0;min, 98%&#x2013;2% B3; 14&#x2013;17&#xa0;min, 2% B3. The ESI source conditions were set as follows: 30 arb of sheath gas, 10 arb of auxiliary gas, capillary temperature 325&#xa0;&#xb0;C, spray voltage 3.50&#xa0;kV (positive) or &#x2212;2.50&#xa0;kV (negative), full MS resolution of 60, 000 with a primary ion scanning range of 100&#x2013;1,000&#xa0;m/z, secondary resolution of 15,000.</p>
<p>The filtered data were analyzed using Microsoft Excel 2019, SPSS 19.0, and SIMCA-P software for statistical tests. The heatmap was generated using Multiple Experiment Viewer (4.9.0). Differentially abundant metabolites (DAMs) were identified based on criteria of <italic>VIP</italic> &#x2265;1, <italic>P</italic> value &#x3c;0.05, and &#x7c;log<sub>2</sub> (fold change (FC))&#x7c; &#x2265;1.</p>
</sec>
<sec id="s2-5">
<title>2.5 Statistical analysis</title>
<p>The quality of <italic>P. sibiricum</italic> Red. subjected to nine cycles of steaming and drying was evaluated using PCA. The membership function value <italic>U(X</italic>
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<p>The experiments were conducted in triplicates and expressed and mean &#xb1; SD. Statistical analyses of experimental data were performed using IBM SPSS statistical software. Duncan&#x2019;s tests were conducted to evaluate significant differences at the 5% level. Graphical representations were generated using Origin Lab software (Origin Lab, MA, United States).</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussions</title>
<sec id="s3-1">
<title>3.1 The effects of steaming and drying on the morphology of <italic>Polygonatum sibiricum</italic> Red. rhizomes</title>
<p>The traditional Chinese medicinal technique, known as &#x201c;nine-steaming-nine-drying&#x201d;, is commonly employed to mitigate adverse reactions, increase bioactive components, and enhance pharmaceutical effects of <italic>P. sibiricum</italic> Red. (<xref ref-type="bibr" rid="B72">Yu et al., 2018</xref>; <xref ref-type="bibr" rid="B21">Guan et al., 2024</xref>). However, this process alters the external appearance (e.g., color, luster) and internal texture (e.g., hardness, moisture content) of the rhizomes, posing challenges to standardization (<xref ref-type="bibr" rid="B34">Liu et al., 2020</xref>; <xref ref-type="bibr" rid="B37">Lu, 2021</xref>; <xref ref-type="bibr" rid="B74">Yu et al., 2023</xref>). In this study, unprocessed <italic>P. sibiricum</italic> Red. (S0) exhibited a yellowish-white color with tongue-numbing properties, color, as illustrated in <xref ref-type="fig" rid="F1">Figure 1</xref>, after the third steaming (S3), the rate of color change decreased. Following the fourth steaming (S4), the tongue-numbing sensation dissipated, and the sweetness intensified. After the seventh steaming (S7), bitter and sour flavor notes began to develop. Previous studies found that the tongue-numbing sensation might be related to the mucilage, positive hexanal, camphene, saponins and calcium oxalate needle crystals, and polysaccharides are the main components of mucilage, therefore, in this study, the disappeared tongue-numbing sensation might be related to the decreased polysaccharides (<xref ref-type="fig" rid="F8">Figure 8A</xref>) and the cracking of the calcium oxalate needle crystals dispersing within the mucous cells (<xref ref-type="bibr" rid="B4">Chen, 2023</xref>). The bitter flavor is usually related to the alkaloids, terpenoids, glycosides, amino acids and peptides (<xref ref-type="bibr" rid="B20">Germ&#xe1;n, 2024</xref>; <xref ref-type="bibr" rid="B38">Luo et al., 2025</xref>; <xref ref-type="bibr" rid="B2">Bureau et al., 2025</xref>). As shown in <xref ref-type="fig" rid="F2">Figure 2A</xref>, this investigation revealed that during processing, total content of the main bitter substances including alkaloids, glycosides, some bitter amino acids and peptides exhibited an increasing trend. The sour flavor might be related to the organic acids, as the gluconic acid, and the increasing trend was also observed for sour substances in processed <italic>P. sibiricum</italic> Red. as the cycles of steaming and drying increased (<xref ref-type="fig" rid="F2">Figure 2B</xref>; <xref ref-type="bibr" rid="B69">Yan et al., 2018</xref>; <xref ref-type="bibr" rid="B70">Yan et al., 2024</xref>). These findings suggest that moderate processing can effectively ensure the quality and flavor of <italic>P. sibiricum</italic> Red.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Differences in the morphology of <italic>Polygonatum sibiricum</italic> Red. subjected to nine cycles of steaming and drying. S0 refers to the raw <italic>Polygonatum sibiricum</italic> Red. samples. S1-S9 refer to the nine cycles of steamed and dried <italic>Polygonatum sibiricum</italic> Red. samples.</p>
</caption>
<graphic xlink:href="frfst-05-1666149-g001.tif">
<alt-text content-type="machine-generated">Ten samples labeled S0 to S9 show progressively darkening lotus rhizomes from raw to steamed and dried. S0 appears light-colored, while S9 is dark and shriveled, indicating transformation through processing stages.</alt-text>
</graphic>
</fig>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Change of contents of <bold>(A)</bold> main bitter substances and <bold>(B)</bold> organic acids during processing of <italic>Polygonatum sibiricum</italic> Red.</p>
</caption>
<graphic xlink:href="frfst-05-1666149-g002.tif">
<alt-text content-type="machine-generated">Chart A displays the peak areas of alkaloids, glycosides, and amino acids and peptides in samples S0 to S9, with amino acids and peptides being the most prevalent. Chart B shows the peak areas of organic acids in the same samples, with varied levels from lower in S0 and S1 to higher in S8 and S9.</alt-text>
</graphic>
</fig>
<p>To quantify color changes during processing, a colorimeter was utilized to measure color changes in <italic>P. sibiricum</italic> Red. rhizomes subjected to different cycles of steaming and drying. <italic>L</italic>&#x2a; represents color lightness, ranging from black (<italic>L</italic>&#x2a; &#x3d; 0) to white (<italic>L</italic>&#x2a; &#x3d; 100). The degree of blackening increased as the <italic>L</italic>&#x2a; value decreased rapidly before the fourth steaming (S4), as shown in <xref ref-type="fig" rid="F3">Figure 3A</xref>, after S4, the <italic>L</italic>&#x2a; value stabilized between 20 and 24, indicating that five-steaming-five-drying maximally reduced product brightness. Positive and negative <italic>a</italic>&#x2a; values indicated red and green, while positive and negative <italic>b</italic>&#x2a; values denoted yellow and blue, respectively. The <italic>a</italic>&#x2a; values of S0-S9 (<xref ref-type="fig" rid="F3">Figure 3C</xref>), ranging from 36.13 to &#x2212;14.08, peaked at the fifth steaming (S5), with browning intensity increasing as <italic>a</italic>&#x2a; values rose, followed by a sharp decline. The elevated <italic>a</italic>&#x2a; value may be attributed to browning during processing (<xref ref-type="bibr" rid="B44">Pan and D. Melton, 2007</xref>), the negative <italic>a</italic>&#x2a; value revealed the red component had faded away, and the color had been changed to dark black. The <italic>b</italic>&#x2a; values, ranging from 47.72 to &#x2212;10.15 (<xref ref-type="fig" rid="F3">Figure 3D</xref>), reached a maximum at the second steaming (S2), with color intensity increasing as <italic>b</italic>&#x2a; values rose, then declined sharply, likely due to <italic>P. sibiricum</italic> Red.&#x2019; gradual transition from yellow to black. The <italic>C</italic> value, represents the purity or saturation of a color, it indicates the proportion of spectral colors, the higher the <italic>C</italic> value, the higher the purity or saturation of the color. The <italic>C</italic> value of S0-S5, as shown in <xref ref-type="fig" rid="F3">Figure 3B</xref>, ranged from 50.54 to 30.69, then declined sharply, indicated that reasonable steaming and drying potentially maintained the product&#x2019;s color saturation to the greatest extent. These findings offer a quantitative basis for implementing precise quality control during processing, improving upon empirical judgment by addressing the challenge of distinguishing appearance changes between consecutive steaming and drying cycles with the naked eye (<xref ref-type="bibr" rid="B34">Liu et al., 2020</xref>; <xref ref-type="bibr" rid="B21">Guan et al., 2024</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Differences in the colour <bold>(A&#x2013;D)</bold> of <italic>Polygonatum sibiricum</italic> Red. subjected to nine cycles of steaming and drying. a-j refer to the signiffcant differences among the different steamed and dried <italic>Polygonatum sibiricum</italic> Red. samples (<italic>P &#x3c; 0.05</italic>).</p>
</caption>
<graphic xlink:href="frfst-05-1666149-g003.tif">
<alt-text content-type="machine-generated">Bar charts labeled A, B, C, and D depict the effect of processing times on color parameters. Each chart showcases different measurements: L* (A), C* (B), a* (C), and b* (D). Bars are color-coded orange and blue, showing varying heights across processing times S0 to S9, with labels a to j indicating statistical significance. Error bars represent variability.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-2">
<title>3.2 Effect of steaming and drying on the metabolic phenotype of <italic>Polygonatum sibiricum</italic> Red.</title>
<sec id="s3-2-1">
<title>3.2.1 Metabolite overview of steamed and dried <italic>Polygonatum sibiricum</italic> Red.</title>
<p>Different steaming and drying methods can induce complex compositional changes and significant alterations in pharmacological action (<xref ref-type="bibr" rid="B21">Guan et al., 2024</xref>; <xref ref-type="bibr" rid="B13">Deng et al., 2024</xref>). To elucidate the mechanisms underlying quality differences among processed <italic>P. sibiricum</italic> Red., a non-targeted metabolism study examined metabolite alterations in samples treated with different steaming and drying cycles. The analysis detected 685 metabolites categorized into 42 classes, with the most prevalent being &#x2018;lipids and lipid-like molecules&#x2019; (14.01%), &#x2018;Carbohydrates&#x2019; (14.31%), and &#x2018;Amino acids, peptides, and analogs&#x2019; (18.54%) (<xref ref-type="fig" rid="F4">Figure 4</xref>). Principal component analysis (PCA) was conducted to evaluate metabolite profile variations across the nine processed samples (<xref ref-type="fig" rid="F5">Figure 5</xref>). During processing, sample color darkened progressively, with notable differences observed between unprocessed <italic>P. sibiricum</italic> Red. and the first five processing cycles. In contrast, S6, S7, S8, and S9 showed overlapping PCA distributions, suggesting comparable metabolite profiles, which was further confirmed by hierarchical cluster analysis (<xref ref-type="fig" rid="F6">Figure 6</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Pie plot of metabolite classiffcation and proportion of <italic>Polygonatum sibiricum</italic> Red. subjected to nine cycles of steaming and drying.</p>
</caption>
<graphic xlink:href="frfst-05-1666149-g004.tif">
<alt-text content-type="machine-generated">Pie chart showing the distribution of chemical compound categories, with carbohydrates and lipids as the largest segments at 14.31% and 14.01%, respectively. Other categories include amino acids, benzene derivatives, phenols, and many more, with percentages ranging from 0.15% to 12.85%.</alt-text>
</graphic>
</fig>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Metabolite overview of <italic>Polygonatum sibiricum</italic> Red. subjected to nine cycles of steaming and drying. <bold>(A)</bold> Principal component analysis (PCA) of the LC&#x2013;MS identified metabolites in positive ion mode; <bold>(B)</bold> Principal component analysis (PCA) of the LC&#x2013;MS identified metabolites in negative ion mode.</p>
</caption>
<graphic xlink:href="frfst-05-1666149-g005.tif">
<alt-text content-type="machine-generated">Two side-by-side scatter plots labeled A and B with ellipses representing confidence intervals. Plot A shows data points S0 to S9 distributed across two principal components, with S0 and S1 more spread apart. Plot B shows a similar distribution, with points clustered more closely together around the center. The axes are labeled PC1 and PC2 with percentages indicating explained variance.</alt-text>
</graphic>
</fig>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Clustering heatmap of the levels of all the identified metabolites of <italic>Polygonatum sibiricum</italic> Red. subjected to nine cycles of steaming and drying.</p>
</caption>
<graphic xlink:href="frfst-05-1666149-g006.tif">
<alt-text content-type="machine-generated">Heatmap displaying hierarchical clustering of data. Rows and columns represent samples and features respectively, with color variations from blue to red indicating different data values. Dendrograms illustrate clustering relationships.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-2-2">
<title>3.2.2 Differentially abundant metabolites</title>
<p>Variations in the relative abundance of 14 metabolite classes in <italic>P. sibiricum</italic> Red. subjected to nine cycles of steaming and drying were analyzed (<xref ref-type="fig" rid="F7">Figure 7A</xref>). Lipid content peaked at the two-steaming-two-drying stage (S2) before decreasing significantly. The relative content of phenols, carbohydrates, carboxylic acids, and derivatives demonstrated an initial increase followed by a decrease, while the relative content of keto acids and derivatives increased gradually. After the fifth steaming (S5), the tongue-numbing sensation disappeared, sweetness became more pronounced, and bitterness and sourness began to emerge after the seventh steaming (S7). Compared to the S0, the relative content of 6 classes of metabolites in S7, including lipids, organic acids and derivatives, imidazopyrimidines, amino acids, peptides, and analogs, carboxylic acids and derivatives, organonitrogen compounds alkaloids and derivatives, decreased significantly. Conversely, carbohydrates, nucleosides, and nucleotide analogs increased significantly, and the color progressively darkened.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Differentially abundant metabolites (DAMs) in <italic>Polygonatum sibiricum</italic> Red. subjected to nine cycles of steaming and drying. <bold>(A)</bold> the variation in relative content of 14 classes of metabolites, <bold>(B)</bold> the number of DAMs.</p>
</caption>
<graphic xlink:href="frfst-05-1666149-g007.tif">
<alt-text content-type="machine-generated">Chart A shows a stacked bar graph of peak area percentages for various chemical compounds across samples S0 to S9, including lipids, flavonoids, and amino acids. Chart B presents a bar graph comparing numbers of differentially accumulated metabolites (DAMs) between sample pairs S0 to S9, indicating up-regulated (blue) and down-regulated (red) metabolites.</alt-text>
</graphic>
</fig>
<p>To determine metabolite differences among the nine cycles of steaming and drying <italic>P. sibiricum</italic> Red., metabolite abundance was compared pairwise among the seventeen sample groups. Metabolites with VIP &#x2265;1, <italic>P</italic> value &#x3c;0.05, and &#x7c;log<sub>2</sub> (fold change (FC))&#x7c; &#x2265;1 were designated as differentially abundant metabolites (DAMs). As shown in <xref ref-type="fig" rid="F7">Figure 7B</xref> and <xref ref-type="sec" rid="s11">Supplementary Tables S1&#x2013;S17</xref> DAMs were identified across various comparisons: 276 in S0vsS1, 430 in S0vsS2, 466 in S0vsS3, 485 in S0vsS4, 486 in S0vsS5, 491 in S0vsS6, 492 in S0vsS7, 490 in S0vsS8, 476 in S0vsS9, 375 in S1vsS2, 179 in S2vsS3, 181 in S3vsS4, 156 in S4vsS5, 146 in S5vsS6, 118 in S6vsS7, 125 in S6vsS9, and 114 in S7vsS9. More abundant differences were observed in the first five cycles of steaming and drying samples, suggesting that seven-steaming-seven-drying may effectively produce abundant metabolites in <italic>P. sibiricum</italic> Red.</p>
<p>The top 10 DAMs showing the highest variations were selected as biomarkers to distinguish <italic>P. sibiricum</italic> Red. processed through different steaming and drying cycles (<xref ref-type="fig" rid="F8">Figures 8A&#x2013;F</xref>). The DAMs which appeared in the negative side of the axes meant the upregulated metabolites in the former sample compared with the latter, in contrast, those who appeared on the positive side meant the downregulated metabolites. As shown in <xref ref-type="fig" rid="F8">Figure 8A</xref>, compared with S0, gentiobiose and other 9 DAMs downregulated significantly in S1, sphinganine and other DAMs. Compared with S1 (<xref ref-type="fig" rid="F8">Figure 8B</xref>), two flavonoids, hesperidin and orientin upregulated significantly in S2, N-acetylaspartylglutamate, cellopentaose and other DAMs downregulated significantly. These DAMs showing the highest variations, representing the main downregulated or upregulated metabolites across all samples, mainly belonged to the lipids, amino acids, peptides, analogs, carbohydrates, carbonyl compounds, phenols or flavonoids, indicating their significance as the characteristic metabolites. These results provide clear insights into the differential metabolites after steaming and drying. The variations in metabolite accumulation and degradation among differently processed <italic>P. sibiricum</italic> Red. samples may correlate with steaming temperature, steaming time, drying temperature, and drying time.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>The plus and minus coordinate bar chart analysis of the top10 DAMs in <italic>Polygonatum sibiricum</italic> Red. subjected to nine cycles of steaming and drying <bold>(A-F)</bold>.</p>
</caption>
<graphic xlink:href="frfst-05-1666149-g008.tif">
<alt-text content-type="machine-generated">Bar charts labeled A to F compare log&#x2082; fold changes of various compounds across different conditions. Red bars indicate a positive change, while blue bars show a negative change. Each chart has specific compounds listed; for instance, A shows &#x22;Gentiobiose&#x22; with a positive change and &#x22;Sphinganine&#x22; with a negative change. Axes are marked &#x22;log&#x2082; Fold Change&#x22; ranging approximately from -12 to 9.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec id="s3-3">
<title>3.3 Effect of steaming and drying on the saccharides of <italic>Polygonatum sibiricum</italic> Red.</title>
<p>Saccharides, including polysaccharides, oligosaccharides and monosaccharides, are the most important constituents of <italic>P. sibiricum</italic> Red. (<xref ref-type="bibr" rid="B58">Wang et al., 2017</xref>; <xref ref-type="bibr" rid="B80">Zhao et al., 2020</xref>; <xref ref-type="bibr" rid="B81">Zhao et al., 2020b</xref>). Polysaccharides exhibit blood sugar regulation and anti-cancer properties, representing significant medicinal components of <italic>P. sibiricum</italic> Red. (<xref ref-type="bibr" rid="B25">Jin et al., 2018</xref>; <xref ref-type="bibr" rid="B10">Chinese Pharmacopoeia Commission, 2020</xref>; <xref ref-type="bibr" rid="B66">Xiao et al., 2024</xref>; <xref ref-type="bibr" rid="B65">Wu et al., 2024</xref>). Research indicates that steaming treatment significantly affects both polysaccharides and their antioxidant properties (<xref ref-type="bibr" rid="B18">Fan et al., 2020</xref>; <xref ref-type="bibr" rid="B65">Wu et al., 2024</xref>; <xref ref-type="bibr" rid="B78">Zhang Q. H. et al., 2024</xref>). During processing, the polysaccharides showed a decreasing trend (<xref ref-type="fig" rid="F9">Figure 9A</xref>). The content of total polysaccharides decreased significantly in S1&#x2212;S3, decreased slowly in S4&#x2212;S7, compared to the S0, the content of polysaccharides in S9 decreased by 47.38%.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Change of contents of <bold>(A)</bold> total polysaccharides, <bold>(B)</bold> thirteen main oligosaccharides, <bold>(C)</bold> total monosaccharides, and <bold>(D)</bold> nine main monosaccharides during processing of <italic>Polygonatum sibiricum</italic> Red.</p>
</caption>
<graphic xlink:href="frfst-05-1666149-g009.tif">
<alt-text content-type="machine-generated">Bar charts labeled A, B, C, and D show data on polysaccharides and sugars across samples S0 to S9. A depicts total polysaccharide content, highest in S0. B displays various sugar peaks, with acetyl-maltose dominating. C highlights glucose levels, peaking in S7. D indicates other sugar peaks, with fructose being significant only in S7. Each chart features distinct color-coded legends for different compounds.</alt-text>
</graphic>
</fig>
<p>The content of thirteen main oligosaccharides showed dynamic changes (<xref ref-type="fig" rid="F9">Figure 9B</xref>), decreased slowly in S2, S4&#x2212;S8, compared to the S0, whereas had no significant decreasing in S1, S3 S9; among the oligosaccharides, turanose rapidly degraded, the relative content decreased from 76.15% to 11.18% of total oligosaccharides, the stachyose decreased from 2.37% to 0.37%, while the trehalose increased from 20.09% to 65.66%, the cellobiose increased from 0.06% to 17.95%, these suggest that the turanose in the pcocessed <italic>P. sibiricum</italic> Red. can transform to smaller monosaccharides, or participate in other reactions. Meanwhile, fructose, galactose, and glucose emerge as the primary monosaccharides, with their contents increasing substantially to comprise 93.11%, 3.51%, and 1.10% of total monosaccharides, respectively, and among this monosaccharides, only the fructose had the greatest decline, this suggests that the changes that occur in the later processing may be related to fructose (<xref ref-type="fig" rid="F9">Figures 9C,D</xref>). Given the noticeable increase in sweetness after processing, fructose serves as a key biomarker for measuring sweetness in processed <italic>P. sibiricum</italic> Red., which is consistent with previous studies (<xref ref-type="bibr" rid="B25">Jin et al., 2018</xref>; <xref ref-type="bibr" rid="B78">Zhang Q. H. et al., 2024</xref>; <xref ref-type="bibr" rid="B49">Shi et al., 2025</xref>). After processing, the reduction in the content of total polysaccharides and oligosaccharides, increased relative content of certain monosaccharides suggests the transformation of large molecular sugars into smaller monosaccharides. However, excessive steaming may intensify bitterness. This indicates that steaming and drying are beneficial for the conversion of the saccharides in <italic>P. sibiricum</italic> Red.</p>
</sec>
<sec id="s3-4">
<title>3.4 Effect of steaming and drying on amino acids metabolites of <italic>Polygonatum sibiricum</italic> Red.</title>
<p>Amino acids and analogs represent key functional components that provide tonifying and strengthening effects while enhancing immune function. They serve as essential precursors for protein synthesis, enzyme formation, antibody production, and the formation of certain hormonal compounds in the body (<xref ref-type="bibr" rid="B73">Yu et al., 2019</xref>; <xref ref-type="bibr" rid="B46">Park et al., 2020</xref>). The analysis identified 88 amino acids, peptides, and analogs in unprocessed, steamed, and dried <italic>P. sibiricum</italic> Red., representing the most diverse group among all metabolites. As illustrated in <xref ref-type="fig" rid="F10">Figure 10A</xref>, the identification revealed 29, 43, 26, 20, 12, 16, 12, 7, 10, and 51 DAMs of amino acids, peptides, and analogs in S0vsS1, S1vsS2, S2vsS3, S3vsS4, S4vsS5, S5vsS6, S6vsS7, S7vsS8, S8vsS9, S0vsS7, respectively. These data suggest a gradual reduction in changes, with more substantial differences observed in the initial five cycles of steaming and drying samples. Leucine, glutamic acid, proline, tyrosine, and valine have been identified as markers of unprocessed <italic>P. sibiricum</italic> Red. Post-processing analysis revealed amino acids predominantly existing as dipeptides or polypeptides, as demonstrated in <xref ref-type="fig" rid="F10">Figures 10B&#x2013;F</xref>, particularly in S0vsS7, where 47 amino acids increased and 4 decreased significantly. The metabolites showing the most substantial increase included S-Hexyl-glutathione, linatine, N-Acetylornithine, N2-Succinyl-L-glutamic acid 5-semialdehyde, tyrosine methylester, L-arogenate, (5-L-glutamyl)-L-glutamate, cyclopeptine, L-dopa, and gamma-glutamyltyramine, and others, primarily comprising dipeptides or polypeptides. Additionally, S7 exhibited elevated levels of pyroglutamic acid, leucine, tyrosine, proline, valine, glutamic acid, and arginine, confirming their status as distinguishing metabolites in the processed rhizomes. The most notable reductions occurred in L-serine, while other groups showed decreases in L-leucine, N-acetylaspartylglutamate, N-methyl-L-glutamic acid, saccharopine, N-acetyl-alpha-D-glucosamine, N-acetylleucine, L-glutamine, L-arogenate, N-a-acetylcitrulline, 2-amino-2-deoxy-D-gluconate, pyroglutamic acid, L-leucine, gamma-glutamyltyramine, predominantly comprising serine, leucine, glutamic acid, and their derivatives. These findings partially align with previous research (<xref ref-type="bibr" rid="B46">Park et al., 2020</xref>; <xref ref-type="bibr" rid="B31">Li et al., 2024</xref>). The results provide comprehensive insights into the differentiation of amino acids and their derivatives following steaming and drying processes. The variations in amino acid metabolite accumulation and degradation across different cycles of steamed and dried <italic>Polygonatum sibicum</italic> may correlate with steaming temperature, duration, drying temperature, and time (<xref ref-type="bibr" rid="B6">Chen N. Y. et al., 2024</xref>; <xref ref-type="bibr" rid="B21">Guan et al., 2024</xref>).</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Differentially abundant metabolites (DAMs) of amino acids, peptides, and analogues in <italic>Polygonatum sibiricum</italic> Red. subjected to nine cycles of steaming and drying. <bold>(A)</bold> the number of DAMs of 10 groups, <bold>(B&#x2013;F)</bold> plus and minus coordinate bar chart analysis of the top10 DAMs.</p>
</caption>
<graphic xlink:href="frfst-05-1666149-g010.tif">
<alt-text content-type="machine-generated">Bar charts illustrating differential abundance of metabolites (DAMs) across various comparisons (A to F). Chart A shows the number of up-regulated (blue) and down-regulated (red) DAMs for comparisons S0vsS1 through S0vsS7. Charts B to F display log&#x2082; fold changes for specific metabolites in pairwise comparisons: S0vsS1 (B), S0vsS7 (C), S1vsS2 (D), S2vsS3 (E), S3vsS4 (F), with several metabolites highlighted as up- or down-regulated.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-5">
<title>3.5 Effect of steaming and drying on total flavonoids, total polyphenols, and total saponins of <italic>Polygonatum sibiricum</italic> Red.</title>
<p>Flavonoids and polyphenols constitute essential active compounds with extensive applications in pharmaceuticals and functional foods (<xref ref-type="bibr" rid="B64">Wojdy&#x142;o et al., 2009</xref>; <xref ref-type="bibr" rid="B14">Devkota et al., 2022</xref>; <xref ref-type="bibr" rid="B75">Zhang et al., 2022</xref>). Research has demonstrated that steaming treatments significantly enhance both the quantity of bioactive compounds, including flavonoids and polyphenols, and their antioxidant properties (<xref ref-type="bibr" rid="B43">Musilov&#xe1; et al., 2024</xref>; <xref ref-type="bibr" rid="B39">Ma et al., 2025</xref>; <xref ref-type="bibr" rid="B11">Ciudad Mulero et al., 2025</xref>). This investigation revealed that during processing, total flavonoid content exhibited an increasing trend (<xref ref-type="fig" rid="F11">Figure 11A</xref>), peaking in S7, followed by a gradual decrease. A similar trend was observed for polyphenols (<xref ref-type="fig" rid="F11">Figure 11B</xref>); compared to the S0, the content of polyphenols in S7 increased by 5.62 times. These findings suggest that processing causes a breakdown in the structural characteristics of some flavonoids and polyphenols, thereby increasing their accessibility for detection (<xref ref-type="bibr" rid="B12">Collins et al., 2024</xref>). Additionally, repeated high-temperature steaming may facilitate tissue cell fragmentation and covalent bond breakage, promote increased phenolic substance release (<xref ref-type="bibr" rid="B42">Mudgal and Singh, 2024</xref>; <xref ref-type="bibr" rid="B48">Ren et al., 2025</xref>). Furthermore, elevated temperatures can inactivate certain endogenous enzymes and prevent polyphenol oxidation, result in increased polyphenol content after steaming (<xref ref-type="bibr" rid="B64">Wojdy&#x142;o et al., 2009</xref>; <xref ref-type="bibr" rid="B36">Liu R. L. et al., 2024</xref>; <xref ref-type="bibr" rid="B68">Xu L. et al., 2025</xref>; <xref ref-type="bibr" rid="B67">Xu N. et al., 2025</xref>).</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Change of contents of <bold>(A)</bold> total flavonoids, <bold>(B)</bold> total polyphenols, and <bold>(C)</bold> total saponins during processing of <italic>Polygonatum sibiricum</italic> Red.</p>
</caption>
<graphic xlink:href="frfst-05-1666149-g011.tif">
<alt-text content-type="machine-generated">Bar charts labeled A, B, and C show contents of total flavonoids, polyphenols, and saponins respectively, measured in mg/g across samples S0 to S9. Chart A, in orange, shows highest flavonoid content at S7. Chart B, in blue, shows highest polyphenol content at S6. Chart C, in dark blue, shows highest saponin content at S9. Each chart uses letters to denote significant differences among samples.</alt-text>
</graphic>
</fig>
<p>Saponins demonstrate antibacterial, antitumor, and other therapeutic effects (<xref ref-type="bibr" rid="B45">Pan et al., 2024</xref>; <xref ref-type="bibr" rid="B78">Zhang Q. H. et al., 2024</xref>; <xref ref-type="bibr" rid="B50">Song et al., 2024</xref>). Analysis of saponin content in <italic>P. sibiricum</italic> Red. processed through multiple steaming and drying cycles reveals, as shown in <xref ref-type="fig" rid="F11">Figure 11C</xref>, minimal variation during the initial two cycles. A significant increase occurred in S3 (<italic>P</italic> &#x3c; 0.05), followed by gradual increases after S4. The mass fraction in S9 reached 74.06 &#xb1; 3.38&#xa0;mg/g, representing a 1.58-fold increase compared to S0. Research suggests that steaming facilitates the conversion of steroidal saponins to glycosides and secondary glycosides, thereby elevated saponin content (<xref ref-type="bibr" rid="B21">Guan et al., 2024</xref>; <xref ref-type="bibr" rid="B60">Wang et al., 2024</xref>).</p>
</sec>
<sec id="s3-6">
<title>3.6 Effect of steaming and drying on non-enzymatic browning of <italic>Polygonatum sibiricum</italic> Red.</title>
<p>Previous studies have established that heat treatment affected sample color and processing product quality through enzymatic reactions and non-enzymatic reactions (<xref ref-type="bibr" rid="B28">Li et al., 2018</xref>; <xref ref-type="bibr" rid="B52">Suri et al., 2019</xref>; <xref ref-type="bibr" rid="B48">Ren et al., 2025</xref>). However, the steaming process for a long time (95&#xa0;&#xb0;C &#x223c; 105&#xa0;&#xb0;C) can cause the deactivation of polyphenol oxidase to inhibit the enzymatic browning. Therefore, it can be inferred that non-enzymatic browning was the main reason of the color change in <italic>P. sibiricum</italic> Red. subjected to nine cycles of steaming and drying. In this study, the content of polysaccharides and oligosaccharides decreased continuously (<xref ref-type="fig" rid="F9">Figures 9A,B</xref>), the monosaccharides, especially the fructose, with their contents increased substantially in S1-S7, then rapidly decreased in S8 and S9 (<xref ref-type="fig" rid="F9">Figures 9C,D</xref>), alongside an increase in nine main lipids in S3-S5 and decrease in S6-S9 (<xref ref-type="fig" rid="F12">Figure 12A</xref>), significant decrease in 1-aminocyclopropanecarboxylic acid, gamma-aminobutyric acid, L-proline and L-leucine (<xref ref-type="fig" rid="F12">Figure 12B</xref>), these findings indicate that steaming and drying induced the Maillard Reaction, where amino compounds (proteins, peptides, amines, and amino acids) reacted with carbonyl compounds (reducing sugars, lipids, aldehydes, ketones, polyphenols, ascorbic acids, and steroids) to produce various compounds including melanoids, ketones, aldehydes and heterocyclic compounds (<xref ref-type="bibr" rid="B28">Li et al., 2018</xref>; <xref ref-type="bibr" rid="B28">Li et al., 2018</xref>; <xref ref-type="bibr" rid="B52">Suri et al., 2019</xref>; <xref ref-type="bibr" rid="B56">Wan and Liu, 2019</xref>; <xref ref-type="bibr" rid="B78">Zhang Q. H. et al., 2024</xref>; <xref ref-type="bibr" rid="B4">Chen, 2023</xref>). 5-HMF, an intermediate product of the Maillard reaction, commonly occurs in traditional Chinese medicinal products and undergoes notable content changes during processing, storage, and compatibility. It demonstrates pharmacological effects, including antioxidation, improved learning and memory, antiallergy, neuroprotection, and anti-inflammation, while also finding applications in agricultural plant growth regulation and as a spice (<xref ref-type="bibr" rid="B55">Uchida et al., 2020</xref>; <xref ref-type="bibr" rid="B26">Joachim et al., 2022</xref>; <xref ref-type="bibr" rid="B40">Mahon et al., 2024</xref>).</p>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>The variation in the relative content of lipids <bold>(A)</bold>, amino acids <bold>(B)</bold>, 5-HMF <bold>(C)</bold> and carbonyl compounds <bold>(D)</bold> in <italic>Polygonatum sibiricum</italic> Red. subjected to nine cycles of steaming and drying.</p>
</caption>
<graphic xlink:href="frfst-05-1666149-g012.tif">
<alt-text content-type="machine-generated">Four bar graphs labeled A to D depict peak area measurements for various compounds across samples S0 to S9. Graph A shows a diverse range of acids, graph B focuses on amino acids, graph C emphasizes a single compound, while graph D highlights nitrogen compounds, ketones, aldehydes, and carboxylic acids. Each graph has bars color-coded for specific substances, demonstrating varying peak areas in milli-Absorbance Units per minute (mAU*min). Data labels and color legends accompany each graph for identification.</alt-text>
</graphic>
</fig>
<p>During steaming and drying, 5-HMF content increased progressively until the seventh steaming (<xref ref-type="fig" rid="F12">Figure 12C</xref>), then gradually decreased, where amino acids condense with reducing sugars to form Amadori/Heynes rearrangased after reaching its peak, suggesting that steaming and drying may promote the Maillard reactionement products, which further decompose into flavor compounds such as furfural and reduced ketones, as shown in <xref ref-type="fig" rid="F12">Figure 12D</xref>, the content of aldehydes, ketones, carboxylic acids and derivatives increased significantly in S4-S8 compared to S0, nitrogen-containing heterocyclic compounds content increased progressively until the fourth steaming (<xref ref-type="bibr" rid="B22">Huang et al., 2024</xref>; <xref ref-type="bibr" rid="B61">Wang et al., 2024b</xref>). In this study, the caramelization reaction can not occur in <italic>P. sibiricum</italic> Red. subjected to nine cycles of steaming and drying because of the presence of amino acids, furthermore, only a small amount of ascorbic acid was detected in the processed <italic>P. sibiricum</italic> Red., but the dehydroascorbic acids or 2,3-Diketogulonic acid, as the intermediate products of ascorbic acid degradation, were not detected, in conclusion, it can be concluded that the browning mainly correlated with Maillard reaction.</p>
</sec>
<sec id="s3-7">
<title>3.7 Correlation analysis between 31 morphology and quality traits</title>
<p>Pearson&#x2019;s correlation analysis finds widespread application across disciplines, facilitating the identification of crucial evaluation indicators in comprehensive assessments. This method enables the selection of metrics highly relevant to evaluation objectives, thereby streamlining evaluation models and enhancing assessment accuracy and efficiency (<xref ref-type="bibr" rid="B76">Zhang X. Y. et al., 2024</xref>; <xref ref-type="bibr" rid="B41">Mitiku et al., 2025</xref>). The analysis revealed relationships between 27 primary quality traits and 4 morphological traits (<xref ref-type="fig" rid="F13">Figure 13</xref>). The bigger the circle, the stronger the correlation. As shown by the color bar, from the deepest red equals to the strongest positive correlation to the deepest blue equal to the strongest negative correlation. The parameter <italic>L</italic>&#x2a; showed positive correlations with amino acids, peptides, and analogs, <italic>C</italic>&#x2a;, xylose, imidazopyrimidines, organic acids and derivatives, arabinose, lipids, <italic>b</italic>&#x2a;, and polysaccharides, with particularly strong positive correlations with the latter six components. Negative correlations were observed with carboxylic acids and derivatives, total monosaccharides, fructose, keto acids and derivatives, flavonoids, polyphenols, saponins, nucleoside and nucleotide analogs, and benzene and substituted derivatives, with notably strong negative correlations with the latter five components. 5-HMF demonstrated positive correlations with 23 parameters, particularly strong with iditol, imidazopyrimidines, glucose, erythrulose, and <italic>C</italic>&#x2a;, while showing negative correlations with carboxylic acids and derivatives, total monosaccharides, and fructose. This investigation specifically illuminates the relationship between chroma and internal chemical composition, offering novel insights into how steaming and drying processes affect <italic>P. sibiricum</italic> Red. &#x2019;s flavor and quality.</p>
<fig id="F13" position="float">
<label>FIGURE 13</label>
<caption>
<p>Pearson&#x2019;s correlation coefficients of 31 morphology and quality traits of the raw rhizomes and nine samples under different cycles of steaming and drying of <italic>Polygonatum sibiricum</italic> Red. Fla: Flavonoids; Phe: Polyphenols; Sap: Saponins; PS: Polysaccharides; Fru: Fructose; Rib: Ribose; Gal: Galactose; Psi: Psicose; Ery: Erythrulose; Xyl:Xylose; Glu: Glucose; Idi: Iditol; Ara: Arabinose; MS: Total monosaccharides; Lip: Lipids; Ami: Amino acids, peptides, and analogues; Carb: Carbohydrates; Orga: Organic acids and derivatives; Car: Carboxylic acids and derivatives; Imi: Imidazopyrimidines; Benz: Benzene and substituted derivatives; Keto: Keto acids and derivatives; Orgn: Organonitrogen compounds; Nuc: Nucleoside and nucleotide analogues; Alka: Alkaloids and derivatives; Phen: Phenylpropanoic acids.</p>
</caption>
<graphic xlink:href="frfst-05-1666149-g013.tif">
<alt-text content-type="machine-generated">Correlation matrix displaying relationships between variables, represented as a grid of colored circles, with red indicating strong positive correlation and blue indicating strong negative correlation. The gradient bar on the right ranges from negative one to one. Asterisks mark significant correlations.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-8">
<title>3.8 PCA and comprehensive evaluation based on 27 quality traits</title>
<p>Nine-steaming-nine-drying represents a TCM processing technique that alters medicinal materials by reducing toxicity, enhancing efficacy, improving absorption, and adjusting medicinal properties (<xref ref-type="bibr" rid="B72">Yu et al., 2018</xref>; <xref ref-type="bibr" rid="B21">Guan et al., 2024</xref>). The quality evaluation of processed <italic>P. sibiricum</italic> Red. <italic>rhizomes</italic> requires multiple parameters for accurate assessment. A comprehensive evaluation methodology incorporating PCA, membership function analysis, and cluster analysis encompasses multiple evaluation indicators, thereby avoids the limitations of single-indicator assessment and enables objective quality evaluation of medicinal materials (<xref ref-type="bibr" rid="B9">Chen W. M. et al., 2024</xref>; <xref ref-type="bibr" rid="B77">Zhang Y. Q. et al., 2024</xref>). The quality analysis of <italic>P. sibiricum</italic> Red. processed through nine cycles of steaming and drying utilized PCA. This analysis categorized the quality traits of <italic>P. sibiricum</italic> Red. into six main components (<xref ref-type="table" rid="T2">Table 2</xref>). The first principal component, comprising saponins, nucleoside and nucleotide analogs, flavonoids, polyphenols, and benzene and substituted derivatives, demonstrated a load score exceeding 0.90 with a contribution rate of 53.769%. The second principal component, based on carboxylic acids and derivatives, showed a maximum load score of 0.63 with a contribution rate of 13.221%. The third principal component indicators, including organic acids and derivatives, amino acids, peptides and analogs, and arabinose, exhibited load scores above 0.60 with a variance contribution rate of 7.901%. The fourth principal component presented an eigenvalue of 1.759 and a variance contribution of 6.514%. The fifth and sixth principal components showed variance contributions of 5.393% and 4.628%, respectively, with imidazopyrimidines and carboxylic acids and derivatives demonstrating a maximum positive impact on these components.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Eigen values and correlation contribution, index weight of each comprehensive indexes, loading matrix of each component, and system matrix of composition scoring.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th colspan="13" align="center">Principal component</th>
</tr>
<tr>
<th colspan="1" align="center">Categories</th>
<th colspan="2" align="center">I</th>
<th colspan="2" align="center">II</th>
<th colspan="2" align="center">III</th>
<th colspan="2" align="center">IV</th>
<th colspan="2" align="center">V</th>
<th colspan="2" align="center">VI</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Eigen value</td>
<td colspan="2" align="center">14.518</td>
<td colspan="2" align="center">3.570</td>
<td colspan="2" align="center">2.133</td>
<td colspan="2" align="center">1.759</td>
<td colspan="2" align="center">1.456</td>
<td colspan="2" align="center">1.250</td>
</tr>
<tr>
<td align="center">Contribution (%)</td>
<td colspan="2" align="center">53.769</td>
<td colspan="2" align="center">13.221</td>
<td colspan="2" align="center">7.901</td>
<td colspan="2" align="center">6.514</td>
<td colspan="2" align="center">5.393</td>
<td colspan="2" align="center">4.628</td>
</tr>
<tr>
<td align="center">Cumulative contribution (%)</td>
<td colspan="2" align="center">53.769</td>
<td colspan="2" align="center">66.990</td>
<td colspan="2" align="center">74.891</td>
<td colspan="2" align="center">81.405</td>
<td colspan="2" align="center">86.798</td>
<td colspan="2" align="center">91.427</td>
</tr>
</tbody>
</table>
<table>
<thead valign="top">
<tr>
<th align="left">Quality traits</th>
<th align="center">LMEC</th>
<th align="center">SMCS</th>
<th align="center">LMEC</th>
<th align="center">SMCS</th>
<th align="center">LMEC</th>
<th align="center">SMCS</th>
<th align="center">LMEC</th>
<th align="center">SMCS</th>
<th align="center">LMEC</th>
<th align="center">SMCS</th>
<th align="center">LMEC</th>
<th align="center">SMCS</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Fla</td>
<td align="center">0.949</td>
<td align="center">0.065</td>
<td align="center">&#x2212;0.213</td>
<td align="center">&#x2212;0.060</td>
<td align="center">0.044</td>
<td align="center">0.021</td>
<td align="center">&#x2212;0.033</td>
<td align="center">&#x2212;0.019</td>
<td align="center">0.010</td>
<td align="center">0.007</td>
<td align="center">0.017</td>
<td align="center">0.014</td>
</tr>
<tr>
<td align="center">Phe</td>
<td align="center">0.969</td>
<td align="center">0.067</td>
<td align="center">&#x2212;0.201</td>
<td align="center">&#x2212;0.056</td>
<td align="center">0.046</td>
<td align="center">0.022</td>
<td align="center">&#x2212;0.090</td>
<td align="center">&#x2212;0.051</td>
<td align="center">&#x2212;0.050</td>
<td align="center">&#x2212;0.034</td>
<td align="center">&#x2212;0.016</td>
<td align="center">&#x2212;0.013</td>
</tr>
<tr>
<td align="center">Sap</td>
<td align="center">0.935</td>
<td align="center">0.064</td>
<td align="center">&#x2212;0.010</td>
<td align="center">&#x2212;0.003</td>
<td align="center">&#x2212;0.035</td>
<td align="center">&#x2212;0.016</td>
<td align="center">&#x2212;0.229</td>
<td align="center">&#x2212;0.130</td>
<td align="center">&#x2212;0.039</td>
<td align="center">&#x2212;0.027</td>
<td align="center">&#x2212;0.204</td>
<td align="center">&#x2212;0.163</td>
</tr>
<tr>
<td align="center">PS</td>
<td align="center">&#x2212;0.906</td>
<td align="center">&#x2212;0.062</td>
<td align="center">&#x2212;0.179</td>
<td align="center">&#x2212;0.050</td>
<td align="center">0.134</td>
<td align="center">0.063</td>
<td align="center">0.078</td>
<td align="center">0.044</td>
<td align="center">0.210</td>
<td align="center">0.144</td>
<td align="center">0.204</td>
<td align="center">0.163</td>
</tr>
<tr>
<td align="center">Fru</td>
<td align="center">0.635</td>
<td align="center">0.044</td>
<td align="center">&#x2212;0.592</td>
<td align="center">&#x2212;0.166</td>
<td align="center">&#x2212;0.042</td>
<td align="center">&#x2212;0.020</td>
<td align="center">0.379</td>
<td align="center">0.215</td>
<td align="center">0.164</td>
<td align="center">0.113</td>
<td align="center">0.230</td>
<td align="center">0.184</td>
</tr>
<tr>
<td align="center">Gal</td>
<td align="center">0.879</td>
<td align="center">0.061</td>
<td align="center">&#x2212;0.393</td>
<td align="center">&#x2212;0.110</td>
<td align="center">0.041</td>
<td align="center">0.019</td>
<td align="center">0.079</td>
<td align="center">0.045</td>
<td align="center">&#x2212;0.029</td>
<td align="center">&#x2212;0.020</td>
<td align="center">&#x2212;0.111</td>
<td align="center">&#x2212;0.088</td>
</tr>
<tr>
<td align="center">Psi</td>
<td align="center">0.572</td>
<td align="center">0.039</td>
<td align="center">0.514</td>
<td align="center">0.144</td>
<td align="center">0.137</td>
<td align="center">0.064</td>
<td align="center">0.458</td>
<td align="center">0.261</td>
<td align="center">&#x2212;0.123</td>
<td align="center">&#x2212;0.085</td>
<td align="center">0.220</td>
<td align="center">0.176</td>
</tr>
<tr>
<td align="center">Ery</td>
<td align="center">0.581</td>
<td align="center">0.040</td>
<td align="center">0.231</td>
<td align="center">0.065</td>
<td align="center">&#x2212;0.532</td>
<td align="center">&#x2212;0.249</td>
<td align="center">0.160</td>
<td align="center">0.091</td>
<td align="center">0.466</td>
<td align="center">0.320</td>
<td align="center">&#x2212;0.089</td>
<td align="center">&#x2212;0.072</td>
</tr>
<tr>
<td align="center">Xyl</td>
<td align="center">0.663</td>
<td align="center">0.046</td>
<td align="center">0.539</td>
<td align="center">0.151</td>
<td align="center">&#x2212;0.452</td>
<td align="center">&#x2212;0.212</td>
<td align="center">0.010</td>
<td align="center">0.006</td>
<td align="center">&#x2212;0.087</td>
<td align="center">&#x2212;0.060</td>
<td align="center">0.159</td>
<td align="center">0.127</td>
</tr>
<tr>
<td align="center">Glu</td>
<td align="center">0.752</td>
<td align="center">0.052</td>
<td align="center">0.094</td>
<td align="center">0.026</td>
<td align="center">&#x2212;0.021</td>
<td align="center">&#x2212;0.010</td>
<td align="center">&#x2212;0.303</td>
<td align="center">&#x2212;0.172</td>
<td align="center">&#x2212;0.204</td>
<td align="center">&#x2212;0.140</td>
<td align="center">&#x2212;0.084</td>
<td align="center">&#x2212;0.067</td>
</tr>
<tr>
<td align="center">Idi</td>
<td align="center">0.885</td>
<td align="center">0.061</td>
<td align="center">0.098</td>
<td align="center">0.027</td>
<td align="center">&#x2212;0.160</td>
<td align="center">&#x2212;0.075</td>
<td align="center">&#x2212;0.165</td>
<td align="center">&#x2212;0.094</td>
<td align="center">&#x2212;0.017</td>
<td align="center">&#x2212;0.012</td>
<td align="center">&#x2212;0.197</td>
<td align="center">&#x2212;0.158</td>
</tr>
<tr>
<td align="center">Rib</td>
<td align="center">0.135</td>
<td align="center">0.009</td>
<td align="center">&#x2212;0.410</td>
<td align="center">&#x2212;0.115</td>
<td align="center">&#x2212;0.225</td>
<td align="center">&#x2212;0.106</td>
<td align="center">&#x2212;0.535</td>
<td align="center">&#x2212;0.304</td>
<td align="center">0.216</td>
<td align="center">0.148</td>
<td align="center">0.088</td>
<td align="center">0.071</td>
</tr>
<tr>
<td align="center">Ara</td>
<td align="center">&#x2212;0.065</td>
<td align="center">&#x2212;0.005</td>
<td align="center">0.261</td>
<td align="center">0.073</td>
<td align="center">0.472</td>
<td align="center">0.221</td>
<td align="center">0.567</td>
<td align="center">0.322</td>
<td align="center">&#x2212;0.143</td>
<td align="center">&#x2212;0.098</td>
<td align="center">&#x2212;0.478</td>
<td align="center">&#x2212;0.383</td>
</tr>
<tr>
<td align="center">MS</td>
<td align="center">0.666</td>
<td align="center">0.046</td>
<td align="center">&#x2212;0.574</td>
<td align="center">&#x2212;0.161</td>
<td align="center">&#x2212;0.045</td>
<td align="center">&#x2212;0.021</td>
<td align="center">0.366</td>
<td align="center">0.208</td>
<td align="center">0.159</td>
<td align="center">0.109</td>
<td align="center">0.216</td>
<td align="center">0.173</td>
</tr>
<tr>
<td align="center">Lip</td>
<td align="center">&#x2212;0.862</td>
<td align="center">&#x2212;0.059</td>
<td align="center">&#x2212;0.047</td>
<td align="center">&#x2212;0.013</td>
<td align="center">&#x2212;0.068</td>
<td align="center">&#x2212;0.032</td>
<td align="center">0.295</td>
<td align="center">0.167</td>
<td align="center">&#x2212;0.326</td>
<td align="center">&#x2212;0.224</td>
<td align="center">0.029</td>
<td align="center">0.023</td>
</tr>
<tr>
<td align="center">Ami</td>
<td align="center">0.692</td>
<td align="center">0.048</td>
<td align="center">0.048</td>
<td align="center">0.014</td>
<td align="center">0.647</td>
<td align="center">0.303</td>
<td align="center">0.040</td>
<td align="center">0.023</td>
<td align="center">0.228</td>
<td align="center">0.157</td>
<td align="center">0.103</td>
<td align="center">0.082</td>
</tr>
<tr>
<td align="center">Carb</td>
<td align="center">0.674</td>
<td align="center">0.046</td>
<td align="center">&#x2212;0.571</td>
<td align="center">&#x2212;0.160</td>
<td align="center">&#x2212;0.051</td>
<td align="center">&#x2212;0.024</td>
<td align="center">0.358</td>
<td align="center">0.204</td>
<td align="center">0.159</td>
<td align="center">0.109</td>
<td align="center">0.217</td>
<td align="center">0.174</td>
</tr>
<tr>
<td align="center">Orga</td>
<td align="center">&#x2212;0.190</td>
<td align="center">&#x2212;0.013</td>
<td align="center">0.204</td>
<td align="center">0.057</td>
<td align="center">0.679</td>
<td align="center">0.319</td>
<td align="center">&#x2212;0.224</td>
<td align="center">&#x2212;0.127</td>
<td align="center">0.495</td>
<td align="center">0.340</td>
<td align="center">&#x2212;0.136</td>
<td align="center">&#x2212;0.109</td>
</tr>
<tr>
<td align="center">Car</td>
<td align="center">0.356</td>
<td align="center">0.025</td>
<td align="center">0.630</td>
<td align="center">0.177</td>
<td align="center">0.172</td>
<td align="center">0.081</td>
<td align="center">&#x2212;0.102</td>
<td align="center">&#x2212;0.058</td>
<td align="center">&#x2212;0.239</td>
<td align="center">&#x2212;0.164</td>
<td align="center">0.477</td>
<td align="center">0.382</td>
</tr>
<tr>
<td align="center">Imi</td>
<td align="center">&#x2212;0.375</td>
<td align="center">&#x2212;0.026</td>
<td align="center">0.565</td>
<td align="center">0.158</td>
<td align="center">&#x2212;0.172</td>
<td align="center">&#x2212;0.081</td>
<td align="center">0.096</td>
<td align="center">0.055</td>
<td align="center">0.683</td>
<td align="center">0.469</td>
<td align="center">0.019</td>
<td align="center">0.015</td>
</tr>
<tr>
<td align="center">Benz</td>
<td align="center">0.913</td>
<td align="center">0.063</td>
<td align="center">0.345</td>
<td align="center">0.097</td>
<td align="center">&#x2212;0.113</td>
<td align="center">&#x2212;0.053</td>
<td align="center">0.060</td>
<td align="center">0.034</td>
<td align="center">0.060</td>
<td align="center">0.041</td>
<td align="center">&#x2212;0.042</td>
<td align="center">&#x2212;0.033</td>
</tr>
<tr>
<td align="center">Keto</td>
<td align="center">0.827</td>
<td align="center">0.057</td>
<td align="center">&#x2212;0.390</td>
<td align="center">&#x2212;0.109</td>
<td align="center">0.307</td>
<td align="center">0.144</td>
<td align="center">&#x2212;0.065</td>
<td align="center">&#x2212;0.037</td>
<td align="center">&#x2212;0.137</td>
<td align="center">&#x2212;0.094</td>
<td align="center">&#x2212;0.066</td>
<td align="center">&#x2212;0.053</td>
</tr>
<tr>
<td align="center">Orgn</td>
<td align="center">0.875</td>
<td align="center">0.060</td>
<td align="center">0.022</td>
<td align="center">0.006</td>
<td align="center">0.169</td>
<td align="center">0.079</td>
<td align="center">&#x2212;0.075</td>
<td align="center">&#x2212;0.042</td>
<td align="center">0.093</td>
<td align="center">0.064</td>
<td align="center">&#x2212;0.155</td>
<td align="center">&#x2212;0.124</td>
</tr>
<tr>
<td align="center">Nuc</td>
<td align="center">0.944</td>
<td align="center">0.065</td>
<td align="center">0.005</td>
<td align="center">0.002</td>
<td align="center">0.143</td>
<td align="center">0.067</td>
<td align="center">&#x2212;0.219</td>
<td align="center">&#x2212;0.125</td>
<td align="center">&#x2212;0.065</td>
<td align="center">&#x2212;0.045</td>
<td align="center">0.017</td>
<td align="center">0.014</td>
</tr>
<tr>
<td align="center">Alka</td>
<td align="center">0.686</td>
<td align="center">0.047</td>
<td align="center">0.460</td>
<td align="center">0.129</td>
<td align="center">0.350</td>
<td align="center">0.164</td>
<td align="center">&#x2212;0.083</td>
<td align="center">&#x2212;0.047</td>
<td align="center">0.057</td>
<td align="center">0.039</td>
<td align="center">0.360</td>
<td align="center">0.288</td>
</tr>
<tr>
<td align="center">Phen</td>
<td align="center">0.725</td>
<td align="center">0.050</td>
<td align="center">0.264</td>
<td align="center">0.074</td>
<td align="center">&#x2212;0.204</td>
<td align="center">&#x2212;0.096</td>
<td align="center">0.265</td>
<td align="center">0.151</td>
<td align="center">0.066</td>
<td align="center">0.045</td>
<td align="center">&#x2212;0.457</td>
<td align="center">&#x2212;0.365</td>
</tr>
<tr>
<td align="center">5-HMF</td>
<td align="center">0.860</td>
<td align="center">0.059</td>
<td align="center">0.339</td>
<td align="center">0.095</td>
<td align="center">&#x2212;0.180</td>
<td align="center">&#x2212;0.084</td>
<td align="center">0.141</td>
<td align="center">0.080</td>
<td align="center">&#x2212;0.105</td>
<td align="center">&#x2212;0.072</td>
<td align="center">0.131</td>
<td align="center">0.105</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>LMEC: loading matrix of each component; SMCS: system matrix of composition scoring; Fla: Flavonoids; Phe: Polyphenols; Sap: Saponins; PS: polysaccharides; Fru: Fructose; Rib: Ribose; Gal: Galactose; Psi:Psicose; Ery: Erythrulose; Xyl:Xylose; Glu: Glucose; Idi: Iditol; Ara: Arabinose; MS: total monosaccharides; Lip: Lipids; Ami: Amino acids, peptides, and analogues; Carb: Carbohydrates; Orga: Organic acids and derivatives; Car: Carboxylic acids and derivatives; Imi: Imidazopyrimidines; Benz: Benzene and substituted derivatives; Keto: Keto acids and derivatives; Orgn: Organonitrogen compounds; Nuc: Nucleoside and nucleotide analogues; Alka: Alkaloids and derivatives; Phen: Phenylpropanoic acids.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Based on the <italic>U</italic>-value and index weight of comprehensive indices for each sample, the <italic>D</italic>-value comprehensive quality evaluation was conducted for <italic>P. sibiricum</italic> Red. materials subjected to different steaming and drying cycles (<xref ref-type="table" rid="T3">Table 3</xref>). Higher <italic>D</italic>-value indicates superior quality of processed <italic>P. sibiricum</italic> Red. S1 and S0 exhibited lower <italic>D</italic>-values, while increasing steaming and drying cycles corresponded to gradual <italic>D</italic>-value increases, reaching peak quality at S7 before the gentle decline. These findings suggest that moderate steaming and drying effectively reduces <italic>P. sibiricum</italic> Red. irritability while enhances beneficial properties. Analysis of primary active ingredient changes in <italic>P. sibiricum</italic> Red., particularly those associated with pharmacological activity, establishes optimal processing parameters: <italic>L</italic>&#x2a; value below 30, colorimetric value (<italic>C</italic> value) below 10, and <italic>a</italic> value approximately 2, conditions under which <italic>P. sibiricum</italic> Red. main active ingredient content remained elevated. Thus, these comprehensive evaluation methods effectively reflect TCM quality and provide an objective assessment of Chinese medicinal materials and herbal slices, establishing a robust foundation for selecting optimal therapeutic processing methods.</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Comprehensive index value, <italic>U(X)</italic> value and <italic>D</italic>-value of nine-steamed-nine-dried <italic>Polygonatum sibiricum</italic> Red. materials.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Samples</th>
<th align="center">
<italic>U(X</italic>
<sub>
<italic>1j</italic>
</sub>
<italic>)</italic>
</th>
<th align="center">
<italic>U(X</italic>
<sub>
<italic>2j</italic>
</sub>
<italic>)</italic>
</th>
<th align="center">
<italic>U(X</italic>
<sub>
<italic>3j</italic>
</sub>
<italic>)</italic>
</th>
<th align="center">
<italic>U(X</italic>
<sub>
<italic>4j</italic>
</sub>
<italic>)</italic>
</th>
<th align="center">
<italic>U(X</italic>
<sub>
<italic>5j</italic>
</sub>
<italic>)</italic>
</th>
<th align="center">
<italic>U(X</italic>
<sub>
<italic>6j</italic>
</sub>
<italic>)</italic>
</th>
<th align="center">
<italic>D-value</italic>
</th>
<th align="center">Order</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">S0</td>
<td align="center">0.00000</td>
<td align="center">0.41399</td>
<td align="center">0.94750</td>
<td align="center">0.19363</td>
<td align="center">1.00000</td>
<td align="center">0.48745</td>
<td align="center">0.239</td>
<td align="center">9</td>
</tr>
<tr>
<td align="center">S1</td>
<td align="center">0.00374</td>
<td align="center">0.36654</td>
<td align="center">0.06501</td>
<td align="center">0.37542</td>
<td align="center">0.04581</td>
<td align="center">0.57518</td>
<td align="center">0.119</td>
<td align="center">10</td>
</tr>
<tr>
<td align="center">S2</td>
<td align="center">0.44681</td>
<td align="center">0.66628</td>
<td align="center">0.00000</td>
<td align="center">0.29713</td>
<td align="center">0.50790</td>
<td align="center">0.36144</td>
<td align="center">0.429</td>
<td align="center">8</td>
</tr>
<tr>
<td align="center">S3</td>
<td align="center">0.29445</td>
<td align="center">0.90951</td>
<td align="center">0.45739</td>
<td align="center">1.00000</td>
<td align="center">0.61411</td>
<td align="center">0.04806</td>
<td align="center">0.454</td>
<td align="center">7</td>
</tr>
<tr>
<td align="center">S4</td>
<td align="center">0.58671</td>
<td align="center">1.00000</td>
<td align="center">0.67869</td>
<td align="center">0.36364</td>
<td align="center">0.42789</td>
<td align="center">1.00000</td>
<td align="center">0.650</td>
<td align="center">4</td>
</tr>
<tr>
<td align="center">S5</td>
<td align="center">0.72009</td>
<td align="center">0.94244</td>
<td align="center">0.20475</td>
<td align="center">0.00000</td>
<td align="center">0.69247</td>
<td align="center">0.43573</td>
<td align="center">0.640</td>
<td align="center">5</td>
</tr>
<tr>
<td align="center">S6</td>
<td align="center">0.91202</td>
<td align="center">0.00000</td>
<td align="center">0.14987</td>
<td align="center">0.82622</td>
<td align="center">0.75564</td>
<td align="center">0.63855</td>
<td align="center">0.685</td>
<td align="center">3</td>
</tr>
<tr>
<td align="center">S7</td>
<td align="center">1.00000</td>
<td align="center">0.55237</td>
<td align="center">0.57913</td>
<td align="center">0.56790</td>
<td align="center">0.56772</td>
<td align="center">0.51053</td>
<td align="center">0.818</td>
<td align="center">1</td>
</tr>
<tr>
<td align="center">S8</td>
<td align="center">0.85430</td>
<td align="center">0.69106</td>
<td align="center">1.00000</td>
<td align="center">0.15977</td>
<td align="center">0.00000</td>
<td align="center">0.15684</td>
<td align="center">0.708</td>
<td align="center">2</td>
</tr>
<tr>
<td align="center">S9</td>
<td align="center">0.82634</td>
<td align="center">0.54994</td>
<td align="center">0.05862</td>
<td align="center">0.08483</td>
<td align="center">0.79024</td>
<td align="center">0.00000</td>
<td align="center">0.623</td>
<td align="center">6</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>The steaming and drying processes significantly influenced the morphology, metabolomic profile, and medicinal components of <italic>P. sibiricum</italic> Red. With increasing cycles of steaming and drying, the rhizomes darkened progressively, as evidenced by a significant decrease in <italic>L&#x2a;</italic> values. The tongue-numbing sensation diminished, and after the seventh steaming and drying cycle, bitter and sour tastes gradually emerged. Non-targeted metabolomics analysis detected 685 metabolites in <italic>P. sibiricum</italic> Red. The browning of <italic>P. sibiricum</italic> Red. subjected to steaming and drying mainly correlated with Maillard reaction. The steaming and drying procedure mediates metabolic pathways such as saccharides metabolism, amino acids metabolism, thus affecting the composition of metabolites (such as fructose, erucic acid, palmitic acid, linoleic acid, pipecolic acid, L-proline, L-leucine, (5-L-Glutamyl)-L-glutamate, 5-HMF, flavonoids, polyphenols, saponins and flavor compounds) in <italic>P. sibiricum</italic> Red. These metabolites and their derivatives serve as the main biomarkers for evaluate the quality of <italic>P. sibiricum</italic> Red. subjected to steaming and drying. Pearson&#x2019;s correlation analysis demonstrated relationships between 27 main quality traits associated with pharmacological activity and 4 morphology traits. Combined with comprehensive evaluation results, the optimal preparation process can be assessed more objectively using <italic>L</italic>&#x2a; value, <italic>C</italic> value, and <italic>a</italic> value compared to empirical judgment alone. This study provides comprehensive insights into the mechanisms by which steaming and drying affects the morphology and quality of <italic>P. sibiricum</italic> Red., establishing a theoretical foundation for quality assessment of processed <italic>P. sibiricum</italic> Red.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s11">Supplementary Material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="s6">
<title>Author contributions</title>
<p>RW: Data curation, Writing &#x2013; original draft. PL: Formal Analysis, Investigation, Methodology, Writing &#x2013; original draft. SC: Data curation, Investigation, Writing &#x2013; original draft. JG: Investigation, Methodology, Writing &#x2013; original draft. YL: Investigation, Writing &#x2013; original draft. HS: Data curation, Investigation, Writing &#x2013; original draft. SW: Data curation, Investigation, Writing &#x2013; original draft. HL: Funding acquisition, Investigation, Methodology, Project administration, Resources, Supervision, Writing &#x2013; review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s7">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. The research was supported by grants from State Administration of Traditional Chinese Medicine of the People&#x2019;s Republic of China (No. Z20220087).</p>
</sec>
<ack>
<p>This work is supported by the State Administration of Traditional Chinese Medicine of the People&#x2019;s Republic of China (No. Z20220087). The authors would like to thank Suzhou PANOMIX Biomedical Tech Co., Ltd. (<ext-link ext-link-type="uri" xlink:href="https://www.panomix.com/">https://www.panomix.com/</ext-link>) for their support in the extraction and detection of the samples.</p>
</ack>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="s9">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<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 sec-type="supplementary-material" id="s11">
<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/frfst.2025.1666149/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/frfst.2025.1666149/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table1.xls" id="SM1" mimetype="application/xls" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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