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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Bioeng. Biotechnol.</journal-id>
<journal-title>Frontiers in Bioengineering and Biotechnology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Bioeng. Biotechnol.</abbrev-journal-title>
<issn pub-type="epub">2296-4185</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
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<article-meta>
<article-id pub-id-type="publisher-id">1647801</article-id>
<article-id pub-id-type="doi">10.3389/fbioe.2025.1647801</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Bioengineering and Biotechnology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Influence of tobacco Flower bud extract on microbial community and aroma quality during cigar leaves fermentation</article-title>
<alt-title alt-title-type="left-running-head">Yao 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/fbioe.2025.1647801">10.3389/fbioe.2025.1647801</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Yao</surname>
<given-names>Lan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/520364/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Shan</surname>
<given-names>Yule</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Guangyu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3183447/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
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<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Jiao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Jingpeng</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Yu</surname>
<given-names>Jun</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Yang</surname>
<given-names>Chunlei</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Chen</surname>
<given-names>Xiong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>Key Laboratory of Fermentation Engineering (Ministry of Education), Cooperative Innovation Center of Industrial Fermentation (Ministry of Education &#x26; Hubei Province), College of Life and Health Science, Hubei University of Technology</institution>, <addr-line>Wuhan</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Tobacco Research Institute of Hubei Province</institution>, <addr-line>Wuhan</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/983907/overview">Damini Maithani</ext-link>, Sardar Vallabhbhai Patel University of Agriculture and Technology, 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/1750926/overview">Priyanka Khati</ext-link>, Indian Council of Agricultural Research (ICAR), India</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2058152/overview">Pragati Srivastava</ext-link>, G. B. Pant University of Agriculture and Technology, India</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Jun Yu, <email>yujun80324@163.com</email>; Chunlei Yang, <email>ycl193737@163.com</email>; Xiong Chen, <email>cx163_qx@163.com</email>
</corresp>
<fn fn-type="equal" id="fn001">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this work</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>03</day>
<month>09</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>13</volume>
<elocation-id>1647801</elocation-id>
<history>
<date date-type="received">
<day>16</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>08</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Yao, Shan, Chen, Wang, Yang, Yu, Yang and Chen.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Yao, Shan, Chen, Wang, Yang, Yu, Yang and Chen</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>Tobacco flower buds play a crucial role in enhancing the aroma quality of cigar tobacco leaves (CTLs). By incorporating tobacco flower bud extract into the fermentation process, this study investigates its effects on microbial community dynamics and the volatile aroma compounds in CTLs, aiming to improve cigar flavor and quality during fermentation.</p>
</sec>
<sec>
<title>Methods</title>
<p>To investigate the effects of tobacco flower bud extract on microbial communities and aroma quality during the fermentation of cigar tobacco leaves, volatile aroma components were evaluated using gas chromatography-mass spectrometry (GC-MS). The microbial community dynamics across different fermentation stages were analyzed using metagenomic sequencing.</p>
</sec>
<sec>
<title>Results and Discussion</title>
<p>Results revealed that tobacco flower buds contain 23 characteristic aroma compounds, including &#x3b2;-ionone and phenylethanal. Notably, the extract induced a pronounced microbial shift, enriching <italic>Aspergillus</italic> in unfermented leaves and promoting <italic>Staphylococcus</italic> dominance (97%&#x2013;98%) during fermentation. This shift facilitated carbohydrate and protein degradation, significantly reducing nicotine content (P &#x3c; 0.001), increased total sugar (12.5%&#x2013;18.75%) and reducing sugar levels (13.04%&#x2013;27.27%), and optimized the potassium-to-chloride ratio. Aroma analysis demonstrated significant enrichment of carotenoid degradation products (farnesyl acetone, citronellal) and Maillard reaction products (5-methyl-2-furaldehyde) in the FE group, with total aroma content increasing by 11.9% compared to control (FW). Metagenomic functional analysis further indicated that the extract inhibited pathways related to harmful metabolite synthesis (47.0% reduction) and enhanced carbohydrate metabolism (30.6% increasing). This study confirms that tobacco flower bud extract reshapes microbial communities and metabolic networks by simultaneously suppressing harmful microbes and enhancing aroma, providing theoretical support for optimizing cigar fermentation and agricultural waste utilization.</p>
</sec>
</abstract>
<kwd-group>
<kwd>tobacco flower bud</kwd>
<kwd>cigar tobacco leaves</kwd>
<kwd>aroma quality</kwd>
<kwd>metagenomics</kwd>
<kwd>microbial community</kwd>
</kwd-group>
<counts>
<page-count count="11"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Traditional fermentation processes, representing the synergistic interaction between human practices and natural microorganism, have evolved over millennia and become deeply embedded in culinary traditions worldwide. From <italic>lactic acid bacteria</italic> metabolism in yogurt (<xref ref-type="bibr" rid="B5">Chen et al., 2017</xref>) to the saccharification and fermentation processes involving <italic>jiuqu</italic> (a traditional fermentation starter), microbial communities shape food flavor profiles and drive the diversity of human diets through distinct biochemical transformation pathways. This transformation process is particularly complex in the fermentation of cigar tobacco leaves, where quality development depends on both physicochemical changes and intricate microbial interactions with tobacco substrates (<xref ref-type="bibr" rid="B34">Yao et al., 2022b</xref>). Microorganisms colonizing cigar surfaces could degrade macromolecules such as proteins and polysaccharides, thereby facilitating aroma precursor formation and contributing to the cigar&#x2019;s characteristic aroma through secondary metabolite production (<xref ref-type="bibr" rid="B35">Yao et al., 2023</xref>). These multi-layered biotransformation processes render microbial community succession a key factor in regulating cigar quality (<xref ref-type="bibr" rid="B15">Jia et al., 2023</xref>).</p>
<p>Traditional fermentation processes are often limited by long durations and poor controllability. Current research explores optimization strategies using exogenous additives. The use of plant extracts, microbial inoculants (<xref ref-type="bibr" rid="B33">Yao et al., 2022a</xref>), and other exogenous compounds can enhance fermentation efficiency by modifying the microenvironment, guiding microbial community structure, and accelerating functional metabolism (<xref ref-type="bibr" rid="B14">Hu et al., 2023</xref>). Notable examples include the addition of <italic>Fangxian huangjiu</italic> (a traditional Chinese yellow rice wine), which significantly improves microbial composition and product quality (<xref ref-type="bibr" rid="B36">Yao et al., 2024</xref>). The intervention of <italic>humi</italic> (parched rice) promotes aroma precursor formation and optimizes tobacco chemical composition (<xref ref-type="bibr" rid="B24">Ren et al., 2024</xref>). The combined use of plant extracts and microbial agents by <xref ref-type="bibr" rid="B4">Cai et al. (2024)</xref> successfully reshaped microbial communities, markedly enhancing cigar aroma richness and smoke freshness (<xref ref-type="bibr" rid="B4">Cai et al., 2024</xref>). These results confirm that exogenous additives influence fermentation via two mechanisms: microecological remodeling and metabolic network regulation.</p>
<p>Tobacco production generates substantial organic waste, such as tobacco flower buds, whose utilization remains limited. Improper disposal of these residues not only causes environmental pollution but also results in considerable resource waste (<xref ref-type="bibr" rid="B26">Shen et al., 2024</xref>). Tobacco flower buds, a byproduct of tobacco topping, are rich in aromatic compounds and nutrients, representing untapped potential (<xref ref-type="bibr" rid="B30">Xu et al., 2016</xref>). Although existing studies have demonstrated the positive impact of tobacco flower bud extract on the fermentation of cigar tobacco leaves (<xref ref-type="bibr" rid="B40">Zheng et al., 2023</xref>), critical gaps remain in understanding its underlying mechanisms. This study introduces tobacco flower bud extract into the cigar fermentation system, employing metagenomic sequencing to systematically elucidate its regulatory effects on microbial community composition, functional gene expression, and aroma compound biosynthesis. This microbial ecology-driven research strategy provides theoretical insights into improving fermentation efficiency and optimizing product flavor, while also proposing innovative approaches for utilization tobacco waste, thereby promoting circular economy principles and contributing to sustainable development goals, as graphically summarized in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Graphical abstract.</p>
</caption>
<graphic xlink:href="fbioe-13-1647801-g001.tif">
<alt-text content-type="machine-generated">Graphical abstract showing three stages: Fermentation of tobacco leaves with images of tobacco plants and leaves in a wooden box; Routine chemical composition and flavor analysis with bar charts and graphs; Analysis of microbial community and metabolic function with various charts and a circular diagram.</alt-text>
</graphic>
</fig>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Experimental materials</title>
<p>Cigar tobacco leaves (CX-012 wrapper leaves) and tobacco flower buds were cultivated at the Enshi Prefecture Tobacco Station, Hubei Province, China, in 2023.</p>
</sec>
<sec id="s2-2">
<title>2.2 Methods</title>
<sec id="s2-2-1">
<title>2.2.1 Preparation of tobacco flower bud extract</title>
<p>Dried tobacco flower buds were ground into powder and mixed with water at a solid-to-liquid ratio of 1:10. The mixture was heated in a water bath at 90 &#xb0;C for 2&#xa0;h, cooled, and filtered to remove residues, yielding the tobacco flower bud extract.</p>
</sec>
</sec>
<sec id="s2-3">
<title>2.3 Fermentation protocol</title>
<p>Middle-layer cigar wrapper leaves (5&#xa0;kg) were evenly sprayed with water or tobacco flower bud extract. After equilibration for 4&#xa0;h to restore moisture to 35%, the leaves were fermented in a constant temperature and humidity incubator at 37 &#xb0;C and 80% relative humidity for 15 days. Four groups were established: FE group (fermented leaves with tobacco flower bud extract added at 15% of leaf weight), UFE group (unfermented leaves with tobacco flower bud extract), FW group (naturally fermented leaves with an equivalent volume of water), and UW group (unfermented leaves with water). For clarity and consistency, these abbreviations (FE, UFE, FW, UW) will be used throughout the manuscript.</p>
</sec>
<sec id="s2-4">
<title>2.4 Analysis of conventional chemical components in cigar tobacco leaves</title>
<p>Following the methods of <xref ref-type="bibr" rid="B13">Hu et al. (2022)</xref>, chemical components were determined using a FUTURA continuous flow analyzer (Alliance Instruments, France). Total sugar and reducing sugar contents were measured according to standard YC/T 159-2019. Total nitrogen content was determined via YC/T 161-2002. Nicotine content was analyzed using YC/T 559-2018. Total potassium and chloride contents were measured following YC/T 217-2007 and YC/T 202-2006, respectively.</p>
</sec>
<sec id="s2-5">
<title>2.5 Volatile aroma compound analysis in tobacco leaves and flower buds</title>
<p>Dried tobacco leave/flower bud powder (10&#xa0;g) was processed via simultaneous distillation extraction (SDE) using saturated NaCl solution and dichloromethane as solvents. The extract was concentrated to 2&#xa0;mL, spiked with 50&#xa0;&#xb5;L phenethyl acetate (1.2028&#xa0;mg/mL) as an internal standard, and analyzed by gas chromatography-mass spectrometry (GC-MS).</p>
<p>GC-MS analysis was performed using an Agilent 7890A GC coupled with a 5975C mass spectrometer (Agilent Technologies, Santa Clara, CA), equipped with an HP-5MS capillary column (30&#xa0;m &#xd7; 0.25&#xa0;mm, 0.25&#xa0;&#xb5;m). Helium was used as the carrier gas at a flow rate of 1&#xa0;mL/min with a split ratio of 10:1. The temperature program started at 40 &#xb0;C (held for 2&#xa0;min), ramped to 200 &#xb0;C at 2&#xa0;&#xb0;C/min (held for 5&#xa0;min), then increased to 280 &#xb0;C at 10&#xa0;&#xb0;C/min. Electron impact ionization was set at 70&#xa0;eV, with ion source and transfer line temperatures maintained at 230 &#xb0;C and 250 &#xb0;C, respectively. A solvent delay of 3&#xa0;min was applied.</p>
</sec>
<sec id="s2-6">
<title>2.6 Microbial collection from tobacco leaf surfaces</title>
<p>Sample (30&#xa0;g) was cut into fragments, immersed in 300&#xa0;mL phosphate buffer, and sonicated for 30&#xa0;min. The suspension was filtered through four layers of sterile gauze. The filtrate was centrifuged at 8,000&#xa0;rpm for 10&#xa0;min (4 &#xb0;C), and the pellet was resuspended in buffer. Microbial cells were stored at &#x2212;80 &#xb0;C.</p>
</sec>
<sec id="s2-7">
<title>2.7 DNA extraction, library preparation, and metagenomic sequencing</title>
<p>Extracted DNA was amplified using primers 515F (5&#x2032;-GTGCCAGCMGCCGCGGTAA-3&#x2032;) and 907R (5&#x2032;-CCGTCAATTCMTTTRAGTTT-3&#x2032;) targeting the bacterial 16S rRNA gene. Library construction and sequencing were performed by Beijing Novogene Co., Ltd.</p>
</sec>
<sec id="s2-8">
<title>2.8 Data processing</title>
<p>Chromatograms were analyzed using GC-MS Solution (Agilent Technologies). Volatile compounds were identified by matching mass spectra against the NIST 14 library. Statistical analyses were conducted in Excel 2017. Significant analysis, principal coordinate analysis (PCoA), and heatmaps were generated using the CNSknowall platform (<ext-link ext-link-type="uri" xlink:href="https://cnsknowall.com">https://cnsknowall.com</ext-link>). Correlation analysis was performed via Bioincloud (<ext-link ext-link-type="uri" xlink:href="https://www.bioincloud.tech/">https://www.bioincloud.tech/</ext-link>).</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>3 Results</title>
<sec id="s3-1">
<title>3.1 Analysis of conventional chemical components</title>
<p>Nicotine, reducing sugars, total sugars, total nitrogen, potassium, and chloride are key chemical components of cigar tobacco leaves, with their concentrations significantly influencing product quality. As shown in <xref ref-type="fig" rid="F2">Figure 2</xref>, nicotine, reducing sugars, total sugars, total nitrogen, and potassium-to-chloride (K/Cl) ratios decreased after fermentation, partly due to microbial metabolic activity. Notably, the FE group exhibited the most pronounced reduction in nicotine content (P &#x3c; 0.001), which contributes to reduced tobacco harshness and health risks. Total and reducing sugars, crucial for enhancing smoke flavor (<xref ref-type="bibr" rid="B25">Roemer et al., 2012</xref>), were elevated in the FE group compared to FW group. This aligns with the higher sugar content observed in the UFE versus UW group, suggesting that tobacco flower bud extract contributes sugar reserves. Previous studies have shown that tobacco flower buds are naturally rich in reducing sugars, with contents reaching up to 15.2% depending on the drying method (<xref ref-type="bibr" rid="B27">Wei et al., 2024</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Changes in conventional chemical components during cigar tobacco leaves fermentation. N nicotine, RS reducing sugars, TS total sugars, TN total nitrogen, Cl chloride, K potassium, K/Cl potassium-to-chloride ratio.</p>
</caption>
<graphic xlink:href="fbioe-13-1647801-g002.tif">
<alt-text content-type="machine-generated">Bar charts showing the content percentage of various elements (N, RS, TS, Cl, TN, K, K/Cl) across four treatments: UW, UFE, FW, and FE. Significant differences are indicated by asterisks, with comparisons marked by horizontal lines.</alt-text>
</graphic>
</fig>
<p>Additionally, moderate reductions in total nitrogen during fermentation can alleviate post-smoking bitterness and astringency (<xref ref-type="bibr" rid="B23">Qiao et al., 2024</xref>), with the FE group showing a significant decrease in total nitrogen compared to FW group (P &#x3c; 0.05).</p>
<p>Potassium and chloride levels critically affect cigar combustibility. A potassium-to-chloride ratio (K/Cl) of 4&#x2013;10 is ideal for optimal combustion (<xref ref-type="bibr" rid="B17">Li et al., 2015</xref>). Post-fermentation, both FW and FE groups achieved K/Cl ratios within this range (4&#x2013;10), indicating improved chemical equilibrium.</p>
<p>Microbial diversity and chemical components were interlinked during fermentation. Compared to FW, FE group showed reductions of 3.10%&#x2013;4.13% in total nitrogen and 35.66%&#x2013;37.12% in nicotine, while increasing total sugars (12.50%&#x2013;18.75%), reducing sugars (13.04%&#x2013;27.27%), and K/Cl ratio (30.20%&#x2013;40.01%). These results confirm that tobacco flower bud extract enhances the chemical profile of fermented cigar leaves, aligning with quality optimization objectives.</p>
</sec>
<sec id="s3-2">
<title>3.2 Determination of volatile aroma compounds in tobacco flower buds</title>
<p>Volatile aroma compounds in tobacco flower buds were qualitatively analyzed using GC-MS. A total of 23 aroma compounds were identified (<xref ref-type="table" rid="T1">Table 1</xref>), including key components such as &#x3b2;-ionone, phenylethanal, 5-methylfurfural, and sclareol, which exhibited floral, fruity, and ambergris-like aromas. These compounds synergistically integrate with the inherent aroma of tobacco leaves, endowing cigars with a more complex and captivating aromatic profile (<xref ref-type="bibr" rid="B37">Zhang et al., 2024</xref>). As demonstrated by <xref ref-type="bibr" rid="B2">Bai et al. (2018)</xref>, tobacco flower buds serve as an ideal substrate for Maillard reactions. When processed via enzymatic hydrolysis into tobacco flavoring agents, they could significantly enrich the aromatic complexity of tobacco leaves while enhancing the depth and subtlety of sensory attributes.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Volatile aroma compounds in tobacco flower buds.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Cas</th>
<th align="center">Aroma compounds</th>
<th align="center">Cas</th>
<th align="center">Aroma compounds</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">
<ext-link ext-link-type="uri" xlink:href="https://www.chemsrc.com/baike/1085304.html">503-74-2</ext-link>
</td>
<td align="center">isovaleric acid</td>
<td align="center">
<ext-link ext-link-type="uri" xlink:href="https://www.chemsrc.com/baike/618006.html">5166-53-0</ext-link>
</td>
<td align="center">5-methyl-3-hexen-2-one</td>
</tr>
<tr>
<td align="center">
<ext-link ext-link-type="uri" xlink:href="https://www.chemsrc.com/baike/80206.html">4536-23-6</ext-link>
</td>
<td align="center">2-Methylhexanoic acid</td>
<td align="center">
<ext-link ext-link-type="uri" xlink:href="https://www.chemsrc.com/baike/342032.html">14901-07-6</ext-link>
</td>
<td align="center">&#x3b2;-Ionone</td>
</tr>
<tr>
<td align="center">
<ext-link ext-link-type="uri" xlink:href="https://www.chemsrc.com/baike/752950.html">1188-02-9</ext-link>
</td>
<td align="center">2-Methylheptanoic acid</td>
<td align="center">
<ext-link ext-link-type="uri" xlink:href="https://www.chemsrc.com/baike/1298928.html">1937-54-8</ext-link>
</td>
<td align="center">D-Solanone</td>
</tr>
<tr>
<td align="center">
<ext-link ext-link-type="uri" xlink:href="https://www.chemsrc.com/baike/897201.html">105-43-1</ext-link>
</td>
<td align="center">DL-3-Methylvaleric acid</td>
<td align="center">
<ext-link ext-link-type="uri" xlink:href="https://www.chemsrc.com/baike/178601.html">473-67-6</ext-link>
</td>
<td align="center">cis-verbenol</td>
</tr>
<tr>
<td align="center">
<ext-link ext-link-type="uri" xlink:href="https://www.chemsrc.com/baike/246351.html">373-49-9</ext-link>
</td>
<td align="center">palmitoleic acid</td>
<td align="center">
<ext-link ext-link-type="uri" xlink:href="https://www.chemsrc.com/baike/668834.html">109-20-6</ext-link>
</td>
<td align="center">geranyl isovalerate</td>
</tr>
<tr>
<td align="center">
<ext-link ext-link-type="uri" xlink:href="https://www.chemsrc.com/baike/946605.html">60-33-3</ext-link>
</td>
<td align="center">linoleic acid</td>
<td align="center">
<ext-link ext-link-type="uri" xlink:href="https://www.chemsrc.com/baike/672568.html">564-20-5</ext-link>
</td>
<td align="center">(3aR)-(&#x2b;)-Sclareolide</td>
</tr>
<tr>
<td align="center">
<ext-link ext-link-type="uri" xlink:href="https://www.chemsrc.com/baike/830440.html">3155-71-3</ext-link>
</td>
<td align="center">boronal</td>
<td align="center">
<ext-link ext-link-type="uri" xlink:href="https://www.chemsrc.com/baike/1586865.html">56554-41-7</ext-link>
</td>
<td align="center">glyceryl linolenate</td>
</tr>
<tr>
<td align="center">
<ext-link ext-link-type="uri" xlink:href="https://www.chemsrc.com/baike/539148.html">1775-44-6</ext-link>
</td>
<td align="center">Z)-4-methylpent-2-enoic acid</td>
<td align="center">
<ext-link ext-link-type="uri" xlink:href="https://www.chemsrc.com/baike/263459.html">22882-89-9</ext-link>
</td>
<td align="center">(2Z)-1-ethoxy-3,7-dimethylocta-2,6-diene</td>
</tr>
<tr>
<td align="center">
<ext-link ext-link-type="uri" xlink:href="https://www.chemsrc.com/baike/79307.html">515-03-7</ext-link>
</td>
<td align="center">sclareol</td>
<td align="center">
<ext-link ext-link-type="uri" xlink:href="https://www.chemsrc.com/baike/836715.html">43016-78-0</ext-link>
</td>
<td align="center">2-(dimethylamino)ethyl tetradecanoate</td>
</tr>
<tr>
<td align="center">
<ext-link ext-link-type="uri" xlink:href="https://www.chemsrc.com/baike/829288.html">122-78-1</ext-link>
</td>
<td align="center">phenylacetaldehyde</td>
<td align="center">67-47-0</td>
<td align="center">5-hydroxymethylfurfural</td>
</tr>
<tr>
<td align="center">628-97-7</td>
<td align="center">ethyl hexadecanoate</td>
<td align="center">57-10-3</td>
<td align="center">Palmitic acid</td>
</tr>
<tr>
<td align="center">7493-69-8</td>
<td align="center">prop-2-enyl 2-ethylbutanoate</td>
<td align="left"/>
<td align="left"/>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-3">
<title>3.3 Analysis of volatile aroma components in cigar tobacco leaves</title>
<p>As shown in <xref ref-type="fig" rid="F3">Figure 3a</xref>, the addition of tobacco flower buds effectively increased the total content of volatile aroma compounds in cigar tobacco leaves. Although the total aroma content in the FE group decreased after fermentation compared to UFE (from 1,135.03&#xa0;&#x3bc;g/g to 901.51&#xa0;&#x3bc;g/g), it remained 11.9% higher than the FW group, likely due to microbial biotransformation during fermentation. Most aroma compounds are derived from precursors such as carotenoid degradation products, chlorophyll degradation products, and phenylalanine degradation products (<xref ref-type="bibr" rid="B11">Guo et al., 2024</xref>). Among them, neophytadiene, a chlorophyll degradation product, accounted for 67%&#x2013;74% of the total aroma. Despite its low odor threshold, neophytadiene significantly impacts aroma quality at high concentrations, though excessive levels may contribute to grassy off-flavors in smoke (<xref ref-type="bibr" rid="B37">Zhang et al., 2024</xref>). <xref ref-type="fig" rid="F3">Figure 3b</xref> highlights significant enrichment of carotenoid degradation products (e.g., farnesyl acetone, citronellal) and Maillard reaction products (e.g., 5-methyl-2-furaldehyde, 3-oxo-alpha-ionol, furfuryl alcohol) in the FE group. These compounds are positively correlated with tobacco aroma quality (<xref ref-type="bibr" rid="B16">Jia et al., 2025</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Changes in volatile aroma compounds in cigar tobacco leaves. <bold>(a)</bold> Bar chart of total aroma component classification, <bold>(b)</bold> Heatmap of intergroup aroma compound variations, <bold>(c)</bold> Heatmap of key aroma compounds.</p>
</caption>
<graphic xlink:href="fbioe-13-1647801-g003.tif">
<alt-text content-type="machine-generated">Three-part figure showing volatile aroma compounds in cigar tobacco leaves. (a) Bar chart comparing total aroma compound classes across four treatments (UW, UFE, FW, FE). (b) Heatmap illustrating intergroup differences in aroma compound abundance, with intensity indicated by color shading. (c) Heatmap displaying key aroma compounds with odor activity values &#x3e;1.0, highlighting compounds such as Beta-Cyclocitral, Damascone, Geranylacetone, and Citronellal, and their relative enrichment across treatments. Together, these panels demonstrate that tobacco flower bud extract and fermentation alter both the quantity and composition of aroma-active compounds.</alt-text>
</graphic>
</fig>
<p>Of the 28 aroma compounds detected, 13 with olfactory activity values (OAV) &#x3e; 1.0 were further analyzed using a heatmap (<xref ref-type="fig" rid="F3">Figure 3c</xref>). Key contributors included &#x3b2;-cyclocitral, damascone, geranylacetone, citronellal, and dihydroactinidiolide. In the FE group, farnesyl acetone and citronellal -carotenoid-derived compounds imparting fruity and sweet notes (<xref ref-type="bibr" rid="B28">Wu et al., 2023</xref>) -as well as indole&#x2014;a Maillard reaction product linked to tryptophan metabolism, contributing to floral and smooth smoke (<xref ref-type="bibr" rid="B32">Yang et al., 2024</xref>) -dominated the aroma profile. In contrast, the FW group was characterized by geranylacetone and 2,2&#x2032;-methylenebis(6-tert-butyl-4-methylphenol). This divergence confirms that tobacco flower bud extract alters the composition of aroma-active compounds in cigar leaves.</p>
</sec>
<sec id="s3-4">
<title>3.4 Metagenomic analysis of microbial community dynamics during cigar tobacco leaves fermentation</title>
<sec id="s3-4-1">
<title>3.4.1 Microbial community diversity</title>
<p>Microbial community analysis was conducted on unfermented (UW), naturally fermented (FW), and tobacco flower bud-treated (FE) groups. Alpha diversity indices (ACE, Chao1, and Shannon) were used to assess species richness and evenness. All samples exhibited high microbial coverage (close to 1.0), confirming the reliability of sequencing results in representing the true distribution of surface microbiota (<xref ref-type="table" rid="T2">Table 2</xref>).</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Alpha diversity indices across experimental groups.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Index</th>
<th align="center">UW</th>
<th align="center">UFE</th>
<th align="center">FW</th>
<th align="center">FE</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">ace</td>
<td align="center">2,342.2 &#xb1; 23.8</td>
<td align="center">2,368.1 &#xb1; 22.5</td>
<td align="center">1,553.2 &#xb1; 51.1</td>
<td align="center">1,075.2 &#xb1; 44.4</td>
</tr>
<tr>
<td align="center">chao1</td>
<td align="center">2,365.5 &#xb1; 21.0</td>
<td align="center">2,378.0 &#xb1; 36.0</td>
<td align="center">1,568.3 &#xb1; 48.7</td>
<td align="center">1,072.6 &#xb1; 45.7</td>
</tr>
<tr>
<td align="center">shannon</td>
<td align="center">3.58 &#xb1; 0.04</td>
<td align="center">4.03 &#xb1; 0.04</td>
<td align="center">1.41 &#xb1; 0.18</td>
<td align="center">0.76 &#xb1; 0.06</td>
</tr>
<tr>
<td align="center">goods_coverage</td>
<td align="center">0.9999855 &#xb1; 0.0000004</td>
<td align="center">0.9999935 &#xb1; 0.0000018</td>
<td align="center">0.9999967 &#xb1; 0.0000004</td>
<td align="center">0.9999931 &#xb1; 0.0000005</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The addition of tobacco flower buds significantly affected microbial richness and diversity. As shown in <xref ref-type="table" rid="T2">Table 2</xref>, declines in ACE and Chao1 indices suggested suppressed microbial growth and reduced richness. Similarly, decreases in Shannon index suggested reduced diversity and shifts in dominant species. Although the initial microbial richness and diversity slightly increased upon flower bud addition, the overall impact was limited. After fermentation, microbial richness and diversity markedly decreased across all groups, with the FE group (treated with flower bud extract) showing the most pronounced changes.</p>
<p>Principal coordinate analysis (PCoA) revealed distinct clustering of the four groups (<xref ref-type="fig" rid="F4">Figure 4a</xref>). FE and FW groups clustered closer to each other but were distant from unfermented groups (UW, UFE), highlighting fermentation-driven structural shifts. Non-overlapping confidence intervals between the FE and FW groups further confirmed that tobacco flower bud extract altered bacterial community composition.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Microbial community composition of cigar tobacco leaves at the genus level. <bold>(a)</bold> PCoA analysis of microbial communities under different conditions; <bold>(b)</bold> Relative abundance bar chart of microbial communities at the genus level, <bold>(c)</bold> Significantly differentiated microbes across treatments at the genus level.</p>
</caption>
<graphic xlink:href="fbioe-13-1647801-g004.tif">
<alt-text content-type="machine-generated">Microbial community composition of cigar tobacco leaves across treatments. (a) PCoA plot displaying distinct clustering of UW, UFE, FW, and FE groups, indicating structural differences in bacterial communities. (b) Stacked bar chart showing genus-level relative abundances, with dominant taxa including Staphylococcus, Aspergillus, Pseudomonas, Escherichia, and Methylobacterium. (c) LEfSe analysis bar plot of significantly differentiated genera across groups, highlighting taxa enriched in each treatment, such as Aspergillus in UFE, Pantoea in FW, and Staphylococcus with Pseudoalteromonas in FE. The results confirm that tobacco flower bud extract drives marked microbial succession.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-4-2">
<title>3.4.2 Microbial community composition</title>
<p>Genus-level analysis elucidated the impact of tobacco flower buds on microbial succession (<xref ref-type="fig" rid="F4">Figure 4b</xref>). In the unfermented leaves (UW group), <italic>Staphylococcus</italic>, <italic>Pseudomonas</italic>, and <italic>Aspergillus</italic> dominated. Upon adding flower bud extract (UFE group), <italic>Aspergillus</italic> replaced <italic>Staphylococcus</italic> as the dominant genus (63%&#x2013;65% to 2%&#x2013;3%), while <italic>Escherichia</italic> and <italic>Methylobacterium</italic> increased from 1%-3% to 6%&#x2013;8%. After-fermentation, FW group showed enhanced dominance of <italic>Staphylococcus</italic> (81%&#x2013;88%) and a moderate rise in <italic>Aspergillus</italic> (5%&#x2013;10%&#x2013;16%). In contrast, FE group exhibited near-exclusive dominance of <italic>Staphylococcus</italic> (97%&#x2013;98%) with <italic>Aspergillus</italic> reduced to 1%.</p>
<p>
<italic>Staphylococcus</italic> demonstrates a strong negative correlation with nicotine (<xref ref-type="bibr" rid="B31">Xue et al., 2023</xref>) and efficiently degrades carbohydrates and proteins to generate aroma compounds (<xref ref-type="bibr" rid="B21">Pei et al., 2025</xref>). Conversely, <italic>Aspergillus</italic>-a saprophytic fungus associated with tobacco mold-alters aroma profiles and compromises quality. Technical interventions (e.g., moisture control) are typically required to suppress <italic>Aspergillus</italic> and mitigate mold risks (<xref ref-type="bibr" rid="B29">Wu et al., 2024</xref>).</p>
<p>Genus-level microbial biomarkers with significant differences (LDA threshold &#x3e;3) among different groups were identified by Linear discriminant analysis Effect Size (LEfSe) (<xref ref-type="fig" rid="F4">Figure 4c</xref>), where distinct colors denote taxa enriched in specific treatments. Differentially abundant microbes spanned 46 families, with the UW group dominated by <italic>Sphingomonas</italic>, <italic>Pseudomonas</italic>, and <italic>Methylobacterium</italic>, UFE group by <italic>Aspergillus</italic>, <italic>Aureimonas</italic> and <italic>Escherichia</italic> FW group by <italic>Pantoea</italic>, FE group by <italic>Staphylococcus</italic>, <italic>Mammaliicoccus</italic>, <italic>Enterococcus</italic>, and <italic>Pseudoalteromonas</italic>. These results demonstrate that tobacco flower bud extract significantly alters the composition of differential microbial taxa in cigar tobacco leaves.</p>
</sec>
<sec id="s3-4-3">
<title>3.4.3 Metabolic functions and shifts in cigar tobacco leaves microbiota</title>
<p>Distinct microbial community structures among treatment groups led to significant alterations in metabolic pathways. KEGG pathway analysis (level 2) revealed the top five metabolic functions by relative abundance (<xref ref-type="fig" rid="F5">Figure 5</xref>): carbohydrate metabolism, amino acid metabolism, energy metabolism, metabolism of cofactors and vitamins, and membrane transport, with metabolic functions predominating. Carbohydrate metabolism is critical for generating aroma precursors, as intermediates from this pathway serve as substrates for diverse compound synthesis. Similarly, amino acids participate in Maillard reactions with reducing sugars, a key source of tobacco aroma (<xref ref-type="bibr" rid="B9">Gao et al., 2025</xref>). Natural fermentation (FW group) significantly enhanced microbial metabolic activity, elevating carbohydrate and amino acid metabolism by 30.6% and 24.5%, respectively, compared to the UW group. The addition of tobacco flower bud extract (FE group) further optimized carbohydrate metabolism while suppressing pathways linked to human diseases, including a 47.0% reduction in carcinogen synthesis and a 61.2% decline in neurodegenerative disease-related pathways. Notably, unfermented leaves treated with flower bud extract (UFE group) exhibited transient increases in aroma precursors but showed a 50% reduction in core metabolic functions relative to the FW group, underscoring the necessity of fermentation for synergistic activation of bioactive compounds in flower buds.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Gene abundance analysis of KEGG metabolic pathways.</p>
</caption>
<graphic xlink:href="fbioe-13-1647801-g005.tif">
<alt-text content-type="machine-generated">Bar chart representing predicted microbial functional pathways (KEGG level 2) in different treatments (UW, UFE, FW, FE). Major pathways include carbohydrate metabolism, amino acid metabolism, energy metabolism, metabolism of cofactors and vitamins, and membrane transport. Bar height indicates relative gene abundance, with FE showing enhanced carbohydrate metabolism and reduced disease-related pathways compared to FW. This functional analysis highlights how tobacco flower bud extract modifies microbial metabolic potential, promoting beneficial pathways related to aroma precursor formation while suppressing harmful metabolite synthesis.</alt-text>
</graphic>
</fig>
</sec>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>4 Discussion</title>
<p>Tobacco flower buds, as a typical agricultural by-product, have traditionally been regarded as processing waste. In recent years, they have been found to be rich in natural aroma precursors and nutrients, and to possess unique potential for application in cigar tobacco leaves fermentation (<xref ref-type="bibr" rid="B7">Ding et al., 2024</xref>). Compared with the study by <xref ref-type="bibr" rid="B36">Yao et al. (2024)</xref> using <italic>Fangxian huangjiu</italic> (a traditional Chinese yellow rice wine), the aroma precursors of tobacco flower buds (e.g., &#x3b2;-ionone, phenylacetaldehyde, etc.) exhibit greater structural similarity to the tobacco leaves matrix, making them more favorable for aroma formation. Previous studies have shown that the addition of tobacco flower buds or their extracts can significantly improve tobacco quality (<xref ref-type="bibr" rid="B18">Nong, 2015</xref>). However, the mechanisms by which they influence microbial community dynamics and metabolic network remain unclear. Fermentation, as a key link in the cigar production process, centers on the conversion of macromolecules (e.g., proteins, sugars) into small molecules and volatile compounds under the synergistic action of microorganisms and enzymes. Traditional fermentation largely relies on natural processes but is often limited by long durations and poor controllability. In recent years, strategy involving the exogenous addition of fermentation media to enhance efficiency by modulating microbial activity have attracted gained increasing attention (<xref ref-type="bibr" rid="B8">Fang et al., 2024</xref>), although most studies remain limited to single-strain applications or chemical index analyses (<xref ref-type="bibr" rid="B11">Guo et al., 2024</xref>). In this study, we systematically revealed the multilevel regulation of microbial communities, chemical components and aroma quality of tobacco bud extracts in cigar fermentation by integrating macrogenomics and flavoromics techniques, providing a theoretical basis for the application of plant resources in fermentation engineering.</p>
<p>The addition of tobacco flower bud extract significantly altered the chemical profile of fermented leaves. In the FE group, nicotine content decreased markedly compared with the natural fermentation group (P &#x3c; 0.001), with a 35% greater reduction than that reported by <xref ref-type="bibr" rid="B23">Qiao et al. (2024)</xref> for <italic>Saccharomyces cerevisiae</italic>-treated groups. This reduction mitigates nicotine&#x2019;s harshness and associated health risks (<xref ref-type="bibr" rid="B1">Abrams et al., 2018</xref>), likely mediated by <italic>Staphylococcus</italic>-driven nicotine degradation (<xref ref-type="bibr" rid="B21">Pei et al., 2025</xref>). Total sugar and reducing sugar contents was increased by 12.5%&#x2013;18.75% and 13.04%&#x2013;27.27%, respectively. These elevated sugar levels provided sufficient substrates for Maillard reactions, helping to neutralize nicotine-induced irritation, improve smoke smoothness, and promote the generation of acids and other compounds that help stabilize smoke pH and reduce harshness. Additionally, total nitrogen content decreased markedly (P &#x3c; 0.01) compared with that before fermentation (UW group). Protein and starch are macromolecules in tobacco, high levels of which are detrimental to the smoking characteristics of tobacco (<xref ref-type="bibr" rid="B8">Fang et al., 2024</xref>). In addition, the potassium-to-chloride (K/Cl) ratio was optimized to an optimal range of 4-10, which significantly improved the combustibility and softness of the tobacco.</p>
<p>GC-MS analysis results showed pronounced shifts in aroma composition. Unfermented leaves treated with flower bud extract (UFE group) exhibited the most total aroma content (1,135.03&#xa0;&#x3bc;g/g), dominated by neophytadiene, &#x3b2;-ionone, phenylacetaldehyde, and 5-methyl-2-furaldehyde. Flower bud extract enriched total aroma by 106%, directly supplementing key compounds like beta-Ionone, D-Solanone, 5-methyl-2-furaldehyde, phenylacetaldehyde and sclareol (from 53.84&#xa0;&#x3bc;g/g to 161.94&#xa0;&#x3bc;g/g). Post-fermentation (FE group), total aroma decreased by 20.5% compared with UFE, but compositional optimization occurred: carotenoid degradation products (e.g., farnesyl acetone, citronellal) increased by 6.05%, Maillard reaction products (e.g., furfuryl alcohol) by 21.16%, and Cembranoid degradation products (e.g., D-solanone) by 26.64%, alongside a 24.6% reduction in neophytadiene to minimize grassy off-flavors. Notably, FE retained a 12.3% aroma advantage over FW, likely due to microbial metabolic shifts and accelerated chlorophyll derivative conversion during high-temperature fermentation (<xref ref-type="bibr" rid="B28">Wu et al., 2023</xref>). Similar to <italic>Staphylococcus nepalensis</italic>-enhanced carotenoid degradation (<xref ref-type="bibr" rid="B21">Pei et al., 2025</xref>), <italic>Staphylococcus</italic> dominance in FE likely drove aroma enrichment. Carotenoid derivatives (e.g., farnesylacetone&#x2019;s fruity notes) and indole&#x2019;s floral tones synergistically crafted the cigar&#x2019;s complex aroma (<xref ref-type="bibr" rid="B16">Jia et al., 2025</xref>), while citronellal&#x2019;s freshness enhanced aromatic complexity. Tobacco flower buds, rich in Maillard reaction precursors, have been used to develop flavor-enhancing agents (<xref ref-type="bibr" rid="B2">Bai et al., 2018</xref>). Cembranoid degradation products, particularly solanone-a major neutral aroma compound in tobacco-impart a fresh carrot-like sweetness that refines smoke smoothness (<xref ref-type="bibr" rid="B34">Yao et al., 2022b</xref>). These results underscore the necessity of synergizing tobacco flower bud extract with fermentation. The unfermented stage establishes a foundation for precursor accumulation through the flower buds&#x2019; nutrient richness, while functional microbial metabolism during fermentation achieves final aroma transformation and balance. The increased levels of key aroma compounds and optimized compositional ratios demonstrate that integrating flower bud extract with fermentation significantly enhances tobacco leaves quality.</p>
<p>Changes in chemical and aroma compounds were closely associated with the structure of microbial communities and their metabolic activities. Macrogenomic sequencing results showed that the introduction of the bud flower extract triggered a colony remodeling&#x2014;relative abundance of <italic>Aspergillus</italic> surged from 5% to 63% during the unfermented stage (UFE group), while <italic>Staphylococcus</italic> decreased abruptly from 63% to 2%. This initial flora dominance may stem from sugars and amino acids in the extract being more compatible with the metabolic requirements of <italic>Aspergillus</italic>. Although rapid proliferation of <italic>Aspergillus</italic> may increase the risk of mold (<xref ref-type="bibr" rid="B29">Wu et al., 2024</xref>), its amylase activity reserves reducing sugars for subsequent fermentation (<xref ref-type="bibr" rid="B28">Wu et al., 2023</xref>). Its abundance was effectively suppressed to 1% by temperature and humidity regulation in the subsequent fermentation stage (FE group), achieving a balance between aroma persistence and safety. Bacterial dominance was further confirmed through LEfSe analysis, Fourteen characteristic genera were identified in the UW group (e.g., <italic>Sphingomonas</italic>, <italic>Pseudomonas</italic>, <italic>Methylobacterium</italic>), while 26 genera were found in the UFE group, including <italic>Aspergillus</italic>, <italic>Aureimonas</italic>, <italic>Escherichia</italic>, <italic>Methylorubrum</italic>, <italic>Leucosporidium</italic>. <italic>Leucosporidium</italic> is a psychrophilic yeast that is not adapted to the high-temperature conditions of cigar fermentation (<xref ref-type="bibr" rid="B10">Glushakova et al., 2021</xref>; <xref ref-type="bibr" rid="B20">Pan et al., 2024</xref>). Its presence in the UFE group likely originates from environmental sources or microbial residues in the flower bud extract, rather than from active fermentation. As it has no known role in aroma formation or tobacco quality improvement, <italic>Leucosporidium</italic> is not considered a beneficial genus in this context. After fermentation, the number of microbial genera declined from 26 species in the UFE group to 5 species in the FE group, including <italic>Staphylococcus</italic> and <italic>Pseudoalteromonas</italic>, The LDA score of <italic>Staphylococcus</italic> reached 4.8, indicating a shift toward microbial community specialization. <italic>Staphylococcus</italic> has been shown to play a dominant role in the process of tobacco fermentation, and is capable of generating aroma precursors by degrading proteins and polysaccharides, and facilitating the conversion of sugars into volatile aroma components (<xref ref-type="bibr" rid="B12">Hu et al., 2019</xref>). <italic>Pseudoalteromonas</italic> complements the metabolism of <italic>Staphylococcus</italic> through the secretion of lipase, amylase, and protease (<xref ref-type="bibr" rid="B19">Odeyemi et al., 2018</xref>) to jointly enhance the efficiency of substrate conversion. In contrast, only <italic>Pantoea</italic> was present in the FW group. Previous studies have shown that <italic>Pantoea</italic> is widely present in the brewing environment of traditional fermented foods due to its good environmental resistance. Furthermore, it has been associated with the formation of various aroma substances (<xref ref-type="bibr" rid="B38">Zhang et al., 2025</xref>). The predominance of <italic>Sphingomonas</italic> in the pre fermentation UW group suggests its potential importance at this stage. Previous studies have shown that <italic>Sphingomonas</italic> can be used for biodegradation of aromatic compounds (<xref ref-type="bibr" rid="B22">Pinyakong et al., 2003</xref>). <italic>Aspergillus</italic> was the dominant genus in the UFE group, and its relative abundance decreased dramatically as fermentation progressed, consistent with the results of <xref ref-type="bibr" rid="B39">Zhao et al. (2024)</xref>.</p>
<p>Metabolic profiling revealed enhanced carbohydrate metabolism and membrane transport post-fermentation, underpinning substrate conversion and energy supply (<xref ref-type="bibr" rid="B6">Ding et al., 2023</xref>). Increased Maillard reaction intermediates (e.g., 5-Methyl-2-furaldehyde) (<xref ref-type="bibr" rid="B1">Abrams et al., 2018</xref>) aligned with aroma optimization. Crucially, the flower bud extract suppressed harmful metabolite pathways (e.g., carcinogens reduced by 47.0%), enhancing product safety. However, (1) <italic>Aspergillus</italic> suppression requires stringent humidity and temperature control, and (2) excessive <italic>Staphylococcus</italic> dominance may compromise diversity. Future studies should explore synergistic applications of flower bud extract with multifunctional strains (e.g., sugar-metabolizing, antimicrobial species) to refine efficiency and stability.</p>
<p>In conclusion, the incorporation of tobacco bud extract led to microbial community structure remodeling, metabolic network and regulation of aroma synthesis pathways, which significantly enhanced the fermentation efficiency and quality of cigar tobacco leaves. These findings offer a promising strategy for the high-value utilization of agricultural byproducts and provide a foundation for optimizing fermentation processes across diverse agricultural products.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: <ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/">https://www.ncbi.nlm.nih.gov/</ext-link>, PRJNA1247888.</p>
</sec>
<sec sec-type="author-contributions" id="s6">
<title>Author contributions</title>
<p>LY: Writing &#x2013; original draft. YS: Formal Analysis, Writing &#x2013; original draft. GC: Writing &#x2013; review and editing. JW: Writing &#x2013; review and editing. JiY: Writing &#x2013; review and editing. JuY: Funding acquisition, Writing &#x2013; review and editing. CY: Writing &#x2013; review and editing. XC: Funding acquisition, Project administration, 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. This work was financially supported by the Major Special Projects of China Tobacco Corporation (110202101059 (XJ-08), 110202201040 (XJ-11), 110202201035 (XJ-06)), key project of Hubei Provincial Department of Education (D20211404, T2022011). The Major Special Projects of China Tobacco Corporation was not involved in the study design, collection, analysis, interpretation of data, the writing of this article, or the decision to submit it for publication.</p>
</sec>
<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>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Abrams</surname>
<given-names>D. B.</given-names>
</name>
<name>
<surname>Glasser</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Pearson</surname>
<given-names>J. L.</given-names>
</name>
<name>
<surname>Villanti</surname>
<given-names>A. C.</given-names>
</name>
<name>
<surname>Collins</surname>
<given-names>L. K.</given-names>
</name>
<name>
<surname>Niaura</surname>
<given-names>R. S.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Harm minimization and tobacco control: reframing societal views of nicotine use to rapidly save lives</article-title>. <source>Annu. Rev. Public Health</source> <volume>39</volume>, <fpage>193</fpage>&#x2013;<lpage>213</lpage>. <pub-id pub-id-type="doi">10.1146/annurev-publhealth-040617-013849</pub-id>
<pub-id pub-id-type="pmid">29323611</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bai</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Ran</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Effects of different heating time on the volatile aroma components of maillard reaction products from enzymolysis solution of tobacco bud</article-title>. <source>J. Yunnan Agric. Univ.</source> <fpage>1089</fpage>&#x2013;<lpage>1098</lpage>. <pub-id pub-id-type="doi">10.12101/j.issn.1004-390X(n).201709016</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cai</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Chai</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Huo</surname>
<given-names>D.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Effects of different adding methods of fermentation medium on the quality of cigar</article-title>. <source>Front. Bioeng. Biotechnol.</source> <volume>12</volume>, <fpage>1440961</fpage>. <pub-id pub-id-type="doi">10.3389/fbioe.2024.1440961</pub-id>
<pub-id pub-id-type="pmid">39188375</pub-id>
</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Hao</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Tian</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>G.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Role of lactic acid bacteria on the yogurt flavour: a review</article-title>. <source>Int. J. Food Prop.</source> <volume>20</volume>, <fpage>S316</fpage>&#x2013;<lpage>S330</lpage>. <pub-id pub-id-type="doi">10.1080/10942912.2017.1295988</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ding</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wei</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Shang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Sha</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Qin</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>H.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Bacterial dynamic of flue-cured tobacco leaf surface caused by change of environmental conditions</article-title>. <source>Front. Microbiol.</source> <volume>14</volume>, <fpage>1280500</fpage>. <pub-id pub-id-type="doi">10.3389/fmicb.2023.1280500</pub-id>
<pub-id pub-id-type="pmid">38088968</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ding</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Yao</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Effect of yeast fermentation of tobacco bud extract on fermentation of cigar leaves</article-title>. <source>J. Henan Agric. Sci.</source> <pub-id pub-id-type="doi">10.15933/j.cnki.1004-3268.2024.07.019</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Qin</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Guo</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>R.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Roles of cigar microbes in flavor formation during roasted-rice leachate fermentation</article-title>. <source>Appl. Microbiol. Biotechnol.</source> <volume>108</volume>, <fpage>457</fpage>. <pub-id pub-id-type="doi">10.1007/s00253-024-13289-x</pub-id>
<pub-id pub-id-type="pmid">39222255</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gao</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Hou</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Fang</surname>
<given-names>S.</given-names>
</name>
<etal/>
</person-group> (<year>2025</year>). <article-title>Diversity of microbial communities in cigar filler leaves with different initial water contents analyzed based on high-throughput sequencing technology</article-title>. <source>Front. Microbiol.</source> <volume>16</volume>, <fpage>1508866</fpage>. <pub-id pub-id-type="doi">10.3389/fmicb.2025.1508866</pub-id>
<pub-id pub-id-type="pmid">39990154</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Glushakova</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Kachalkin</surname>
<given-names>A. V.</given-names>
</name>
<name>
<surname>Lysak</surname>
<given-names>L. V.</given-names>
</name>
<name>
<surname>Streletskiy</surname>
<given-names>R. A.</given-names>
</name>
<name>
<surname>Belov</surname>
<given-names>A. A.</given-names>
</name>
<name>
<surname>Ivanova</surname>
<given-names>A. E.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Auxin-producing activity of bacteria and yeast strains isolated from the components of soil constructions</article-title>. <source>Mosc. Univ. Soil Sci. Bull.</source> <volume>76</volume>, <fpage>186</fpage>&#x2013;<lpage>192</lpage>. <pub-id pub-id-type="doi">10.3103/S0147687421040025</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Guo</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Jia</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Introducing CCD1 into isolated rhodotorula strain enhances flavor production and improves cigar fermentation</article-title>. <source>Front. Bioeng. Biotechnol.</source> <volume>12</volume>, <fpage>1510075</fpage>. <pub-id pub-id-type="doi">10.3389/fbioe.2024.1510075</pub-id>
<pub-id pub-id-type="pmid">39691208</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Wen</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Qin</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Kong</surname>
<given-names>B.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Quality characteristics and flavor profile of harbin dry sausages inoculated with lactic acid bacteria and Staphylococcus xylosus</article-title>. <source>LWT-Food Sci. Technol.</source> <volume>114</volume>, <fpage>108392</fpage>. <pub-id pub-id-type="doi">10.1016/j.lwt.2019.108392</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hu</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Cai</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Luo</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Xue</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Exogenous additives facilitate the fermentation of cigar tobacco leaves: improving sensory quality and contents of aroma components</article-title>. <source>Food Sci. Technol.</source> <volume>42</volume>, <fpage>e68122</fpage>. <pub-id pub-id-type="doi">10.1590/fst.68122</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hu</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Cai</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>D.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Effects of coffee and cocoa as fermentation additives on sensory quality and chemical compositions of cigar tobacco leaves</article-title>. <source>Food Sci. Technol.</source> <volume>43</volume>, <fpage>e96122</fpage>. <pub-id pub-id-type="doi">10.1590/fst.96122</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jia</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>A critical assessment of the <italic>Candida</italic> strains isolated from cigar tobacco leaves</article-title>. <source>Front. Bioeng. Biotechnol.</source> <volume>11</volume>, <fpage>1201957</fpage>. <pub-id pub-id-type="doi">10.3389/fbioe.2023.1201957</pub-id>
<pub-id pub-id-type="pmid">37691904</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jia</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Guo</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Z.</given-names>
</name>
<etal/>
</person-group> (<year>2025</year>). <article-title>Effects of different fermentation temperatures on microbiomes of cigar tobacco leaves</article-title>. <source>Front. Bioeng. Biotechnol.</source> <volume>13</volume>, <fpage>1550383</fpage>. <pub-id pub-id-type="doi">10.3389/fbioe.2025.1550383</pub-id>
<pub-id pub-id-type="pmid">40070551</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Tang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Liang</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Long</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Analysis of the differences in the main chemical components of cigar tobacco leaves between Indonesia and China</article-title>. <source>J. Zhejiang Agric. Sci.</source>, <fpage>1080</fpage>&#x2013;<lpage>1083</lpage>. <pub-id pub-id-type="doi">10.16178/j.issn.0528-9017.20150743</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Nong</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Effect of addition of volatile oil from tobacco flower into reconstituted sheet on the smoke chemical composition</article-title>. <source>Zhengzhou Univ. Light Indust. (Nat. Sci.)</source> <volume>30</volume> (<issue>01</issue>), <fpage>19</fpage>&#x2013;<lpage>23</lpage>. <pub-id pub-id-type="doi">10.3969/j.issn.2095-476X.2015.01.005</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Odeyemi</surname>
<given-names>O. A.</given-names>
</name>
<name>
<surname>Burke</surname>
<given-names>C. M.</given-names>
</name>
<name>
<surname>Bolch</surname>
<given-names>C. C. J.</given-names>
</name>
<name>
<surname>Stanley</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Seafood spoilage microbiota and associated volatile organic compounds at different storage temperatures and packaging conditions</article-title>. <source>Int. J. Food Microbiol.</source> <volume>280</volume>, <fpage>87</fpage>&#x2013;<lpage>99</lpage>. <pub-id pub-id-type="doi">10.1016/j.ijfoodmicro.2017.12.029</pub-id>
<pub-id pub-id-type="pmid">29478710</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pan</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Wei</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Fu</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Lu</surname>
<given-names>X.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Phyllospheric fungal diversity in decomposing larch leaf litter: a comparative study of epiphytic and endophytic fungi</article-title>. <source>Front. Microbiol.</source> <volume>15</volume>, <fpage>1489889</fpage>. <pub-id pub-id-type="doi">10.3389/fmicb.2024.1489889</pub-id>
<pub-id pub-id-type="pmid">39651344</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pei</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Xie</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Xiong</surname>
<given-names>T.</given-names>
</name>
<etal/>
</person-group> (<year>2025</year>). <article-title>Study on quality enhancement during cigar tobacco fermentation by Staphylococcus nepalensis: insights into microbial community, volatile substances and sensory evaluation</article-title>. <source>Front. Microbiol.</source> <volume>16</volume>, <fpage>1526178</fpage>. <pub-id pub-id-type="doi">10.3389/fmicb.2025.1526178</pub-id>
<pub-id pub-id-type="pmid">40008043</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pinyakong</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Habe</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Omori</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>2003</year>). <article-title>The unique aromatic catabolic genes in sphingomonads degrading polycyclic aromatic hydrocarbons (PAHs)</article-title>. <source>J. General Appl. Microbiol.</source> <volume>49</volume>, <fpage>1</fpage>&#x2013;<lpage>19</lpage>. <pub-id pub-id-type="doi">10.2323/jgam.49.1</pub-id>
<pub-id pub-id-type="pmid">12682862</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Qiao</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Cheng</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>Y.-M.</given-names>
</name>
<name>
<surname>Gou</surname>
<given-names>J.-Y.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>X.-P.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Microbial community change and quality improve via endophytic colonization of tobacco by <italic>Saccharomyces cerevisiae</italic>
</article-title>. <source>Ind. Crop. Prod.</source> <volume>222</volume>, <fpage>119637</fpage>. <pub-id pub-id-type="doi">10.1016/j.indcrop.2024.119637</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ren</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Qin</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Effects of microbes and metabolites on tobacco quality in &#x201c;humi&#x201d; characteristic fermentation of cigar tobacco leaf</article-title>. <source>Process Biochem.</source> <volume>143</volume>, <fpage>186</fpage>&#x2013;<lpage>197</lpage>. <pub-id pub-id-type="doi">10.1016/j.procbio.2024.05.008</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Roemer</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Schorp</surname>
<given-names>M. K.</given-names>
</name>
<name>
<surname>Piade</surname>
<given-names>J.-J.</given-names>
</name>
<name>
<surname>Seeman</surname>
<given-names>J. I.</given-names>
</name>
<name>
<surname>Leyden</surname>
<given-names>D. E.</given-names>
</name>
<name>
<surname>Haussmann</surname>
<given-names>H.-J.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Scientific assessment of the use of sugars as cigarette tobacco ingredients: a review of published and other publicly available studies</article-title>. <source>Crit. Rev. Toxicol.</source> <volume>42</volume>, <fpage>244</fpage>&#x2013;<lpage>278</lpage>. <pub-id pub-id-type="doi">10.3109/10408444.2011.650789</pub-id>
<pub-id pub-id-type="pmid">22263649</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shen</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Xia</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Tobacco as bioenergy and medical plant for biofuels and bioproduction</article-title>. <source>Heliyon</source> <volume>10</volume>, <fpage>e33920</fpage>. <pub-id pub-id-type="doi">10.1016/j.heliyon.2024.e33920</pub-id>
<pub-id pub-id-type="pmid">39055830</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wei</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Zong</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Hou</surname>
<given-names>X.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Effects of drying methods on the reducing sugars and free amino acid contents of tobacco flowers</article-title>. <source>Chin. Tob. Sci.</source> <pub-id pub-id-type="doi">10.13496/j.issn.1007-5119.2024.05.011</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Peng</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Pan</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Interaction analysis of tobacco leaf microbial community structure and volatiles flavor compounds during cigar stacking fermentation</article-title>. <source>Front. Microbiol.</source> <volume>14</volume>, <fpage>1168122</fpage>. <pub-id pub-id-type="doi">10.3389/fmicb.2023.1168122</pub-id>
<pub-id pub-id-type="pmid">37637131</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Guo</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Mildew invasion: deciphering its influence on primary metabolites and microbial dynamics in fermented cigar tobacco ecosystems</article-title>. <source>Process Biochem.</source> <volume>146</volume>, <fpage>128</fpage>&#x2013;<lpage>139</lpage>. <pub-id pub-id-type="doi">10.1016/j.procbio.2024.07.004</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xu</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Dai</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Tan</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Chemical composition, antimicrobial and antioxidant activities of essential oil from flue-cured tobacco flower bud</article-title>. <source>Biotechnol. Biotechnol. Equip.</source> <volume>30</volume>, <fpage>1026</fpage>&#x2013;<lpage>1030</lpage>. <pub-id pub-id-type="doi">10.1080/13102818.2016.1195240</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xue</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Luo</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>G.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Metagenomic insight into the biodegradation of biomass and alkaloids in the aging process of cigar</article-title>. <source>Bioresour. Bioprocess.</source> <volume>10</volume>, <fpage>45</fpage>. <pub-id pub-id-type="doi">10.1186/s40643-023-00667-y</pub-id>
<pub-id pub-id-type="pmid">38647787</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Xue</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>G.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Oxygen regulation of microbial communities and chemical compounds in cigar tobacco curing</article-title>. <source>Front. Microbiol.</source> <volume>15</volume>, <fpage>1425553</fpage>. <pub-id pub-id-type="doi">10.3389/fmicb.2024.1425553</pub-id>
<pub-id pub-id-type="pmid">39109208</pub-id>
</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yao</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Ding</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>2022a</year>). <article-title>Application of yeast in plant-derived aroma formation from cigar filler leaves</article-title>. <source>Front. Bioeng. Biotechnol.</source> <volume>10</volume>, <fpage>1093755</fpage>. <pub-id pub-id-type="doi">10.3389/fbioe.2022.1093755</pub-id>
<pub-id pub-id-type="pmid">36619396</pub-id>
</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yao</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Mao</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2022b</year>). <article-title>Screening of cellulase-producing bacteria and their effect on the chemical composition and aroma quality improvement of cigar wrapper leaves</article-title>. <source>BioResources</source> <volume>17</volume>, <fpage>1566</fpage>&#x2013;<lpage>1590</lpage>. <pub-id pub-id-type="doi">10.15376/biores.17.1.1566-1590</pub-id>
</citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yao</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Ding</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Jia</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Dai</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Zheng</surname>
<given-names>X.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Heterogeneity changes of active bacterial community on cigar filler leaves after fermentation based on metagenome</article-title>. <source>Biosci. Biotechnol. Biochem.</source> <volume>87</volume>, <fpage>1056</fpage>&#x2013;<lpage>1067</lpage>. <pub-id pub-id-type="doi">10.1093/bbb/zbad071</pub-id>
<pub-id pub-id-type="pmid">37279907</pub-id>
</citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yao</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Shan</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>The impact of fangxian huangjiu on the fermentation quality and microbial community dynamics of cigar wrapper leaves</article-title>. <source>Front. Bioeng. Biotechnol.</source> <volume>12</volume>, <fpage>1428750</fpage>. <pub-id pub-id-type="doi">10.3389/fbioe.2024.1428750</pub-id>
<pub-id pub-id-type="pmid">39119271</pub-id>
</citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Guo</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Analyzing microbial community and volatile compound profiles in the fermentation of cigar tobacco leaves</article-title>. <source>Appl. Microbiol. Biotechnol.</source> <volume>108</volume>, <fpage>243</fpage>. <pub-id pub-id-type="doi">10.1007/s00253-024-13043-3</pub-id>
<pub-id pub-id-type="pmid">38421433</pub-id>
</citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Peng</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2025</year>). <article-title>Effect of microbial community on the formation of flavor components in cigar tobacco leaves during air-curing</article-title>. <source>BMC Microbiol.</source> <volume>25</volume>, <fpage>56</fpage>. <pub-id pub-id-type="doi">10.1186/s12866-025-03774-2</pub-id>
<pub-id pub-id-type="pmid">39891085</pub-id>
</citation>
</ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhao</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Lei</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Dynamic changes in fungal communities and functions in different air-curing stages of cigar tobacco leaves</article-title>. <source>Front. Microbiol.</source> <volume>15</volume>, <fpage>1361649</fpage>. <pub-id pub-id-type="doi">10.3389/fmicb.2024.1361649</pub-id>
<pub-id pub-id-type="pmid">38567079</pub-id>
</citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zheng</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Ren</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Bai</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Headspace solid-phase microextraction coupled with gas chromatography-mass spectrometry (HS-SPME-GC-MS) and odor activity value (OAV) to reveal the flavor characteristics of ripened Pu-erh tea by co-fermentation</article-title>. <source>Front. Nutr.</source> <volume>10</volume>, <fpage>1138783</fpage>. <pub-id pub-id-type="doi">10.3389/fnut.2023.1138783</pub-id>
<pub-id pub-id-type="pmid">37051132</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>