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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Endocrinol.</journal-id>
<journal-title>Frontiers in Endocrinology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Endocrinol.</abbrev-journal-title>
<issn pub-type="epub">1664-2392</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fendo.2023.1078593</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Endocrinology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Effects of neutral polysaccharide from <italic>Platycodon grandiflorum</italic> on high-fat diet-induced obesity <italic>via</italic> the regulation of gut microbiota and metabolites</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Song</surname>
<given-names>Jing</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>liu</surname>
<given-names>Qin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Hao</surname>
<given-names>Mengqi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhai</surname>
<given-names>Xiaohu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Chen</surname>
<given-names>Juan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/424995"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>College of pharmacy, Anhui University of Chinese Medicine</institution>, <addr-line>Hefei, Anhui</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Yunnan Key Laboratory for Fungal Diversity and Green Development</institution>, <addr-line>Kunming, Yunnan</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>MOE-Anhui Joint Collaborative Innovation Center for Quality Improvement of Anhui Genuine Chinese Medicinal Materials</institution>, <addr-line>Hefei, Anhui</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Anhui Province Key Laboratory of Pharmaceutical Preparation Technology and Application</institution>, <addr-line>Hefei, Anhui</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Solaleh Emamgholipour, Tehran University of Medical Sciences, Iran</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Ghodratollah Panahi, Tehran University of Medical Sciences, Iran; M&#xf3;nica S&#xe1;nchez-Tapia, Instituto Nacional de Ciencias M&#xe9;dicas y Nutrici&#xf3;n Salvador Zubir&#xe1;n (INCMNSZ), Mexico; Afsaneh Goudarzi, Shahid Beheshti University of Medical Sciences, Iran</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Juan Chen, <email xlink:href="mailto:ichenjuan319@163.com">ichenjuan319@163.com</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors contributed equally to this work and share first authorship</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Obesity, a section of the journal Frontiers in Endocrinology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>26</day>
<month>01</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1078593</elocation-id>
<history>
<date date-type="received">
<day>24</day>
<month>10</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>10</day>
<month>01</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Song, liu, Hao, Zhai and Chen</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Song, liu, Hao, Zhai 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 abstract-type="graphical">
<title>Graphical Abstract</title>
<p>
<graphic xlink:href="fendo-14-1078593-g007.tif" position="anchor"/>
</p>
</abstract>
<abstract>
<p>The obesity epidemic has become a global problem with far-reaching health and economic impact. Despite the numerous therapeutic efficacies of <italic>Platycodon grandiflorum</italic>, its role in modulating obesity-related metabolic disorders has not been clarified. In this study, a purified neutral polysaccharide, PGNP, was obtained from <italic>Platycodon grandiflorum</italic>. Based on methylation and NMR analyses, PGNP was found to be composed of 2,1-&#x3b2;-D-Fruf residues ending with a (1&#x2192;2)-bonded &#x3b1;-D-Glcp. The protective effects of PGNP on high-fat HFD-induced obesity were assessed. According to our results, PGNP effectively alleviated the signs of metabolic syndrome, as demonstrated by reductions in body weight, hepatic steatosis, lipid profile, inflammatory response, and insulin resistance in obese mice. Under PGNP treatment, intestinal histomorphology and the tight junction protein, ZO-1, were well maintained. To elucidate the underlying mechanism, 16S rRNA gene sequencing and LC-MS were employed to assess the positive influence of PGNP on the gut microbiota and metabolites. PGNP effectively increased species diversity of gut microbiota and reversed the HFD-induced imbalance in the gut microbiota by decreasing the Firmicutes to Bacteroidetes ratio. The abundance of <italic>Bacteroides</italic> and <italic>Blautia</italic> were increased after PGNP treatment, while the relative abundance of <italic>Rikenella</italic>, <italic>Helicobacter</italic> were reduced. Furthermore, PGNP notably influenced the levels of microbial metabolites, including the increased levels of cholic and gamma-linolenic acid. Overall, PGNP might be a potential supplement for the regulation of gut microbiota and metabolites, further affecting obesity.</p>
</abstract>
<kwd-group>
<kwd>platycodon grandiflorum polysaccharide</kwd>
<kwd>obesity</kwd>
<kwd>lipids metabolism</kwd>
<kwd>inflammation</kwd>
<kwd>gut microbiota</kwd>
<kwd>metabolites</kwd>
</kwd-group>
<contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">Anhui Provincial Department of Education<named-content content-type="fundref-id">10.13039/501100010814</named-content>
</contract-sponsor>
<counts>
<fig-count count="6"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="59"/>
<page-count count="14"/>
<word-count count="6148"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Dietary treatments for obesity have become a central focus of research (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). Severe obesity is known to be a major factor for cardiovascular disease (<xref ref-type="bibr" rid="B3">3</xref>), metabolic disease, and cancer (<xref ref-type="bibr" rid="B4">4</xref>). A high-fat diet may lead to increased production of oxidative stress in the liver, which may trigger lipid accumulation in the liver, leading to hepatic steatosis or many other diseases (<xref ref-type="bibr" rid="B5">5</xref>). Obesity always comes with higher levels of inflammatory factors, such as tumor necrosis factor-&#x3b1; (TNF-&#x3b1;) and interleukin-6 (IL-6) (<xref ref-type="bibr" rid="B6">6</xref>). However, the pathological and molecular mechanisms of obesity development have not been investigated. Based on emerging research, the intestinal microbiome, as an environmental factor, plays an important role in the event and advancement of adiposity (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B8">8</xref>). The gut contains a large reservoir of symbiotic microbes that contribute to nutrient acquisition and energy regulation (<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B10">10</xref>). In recent years, growing evidence has demonstrated that obesity reduces the diversity and richness of the intestinal microbiome (<xref ref-type="bibr" rid="B11">11</xref>&#x2013;<xref ref-type="bibr" rid="B14">14</xref>). Research progress on gut microbiota and its correlation with obesity has gradually changed people&#x2019;s understanding and the investigation of adiposity (<xref ref-type="bibr" rid="B15">15</xref>).</p>
<p>Currently, few drugs can be used to reduce body weight. In addition to increasing the burden on the liver and kidneys, drugs may cause myopathy and rhabdomyolysis (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B17">17</xref>). Certain plant ingredients, such as polysaccharides from <italic>Ganoderma lucidum</italic> (<xref ref-type="bibr" rid="B18">18</xref>), <italic>Sarcodon aspratus</italic> polysaccharides (<xref ref-type="bibr" rid="B19">19</xref>), and <italic>Raphanus sativus</italic> polysaccharides (<xref ref-type="bibr" rid="B20">20</xref>), have demonstrated the potential to improve obesity. Indigestible polysaccharides (dietary fibre) are regularly utilised as prebiotics, such as natural inulin-type fructans, which are digested by gut microbiota and exhibit prebiotic abilities to promote probiotic growth.</p>
<p>
<italic>Platycodon grandiflorum</italic> is a daily dietary material and traditional oriental medicine that is commonly used in China, South Korea, and other Asian countries. Polysaccharides are the main components responsible for biological functions. According to previous studies, polysaccharides of <italic>Platycodon grandiflorum</italic> have anti- oxidative stress (<xref ref-type="bibr" rid="B21">21</xref>) and immunomodulatory activities (<xref ref-type="bibr" rid="B22">22</xref>). Further, a recent study revealed that <italic>Platycodon grandiflorum</italic> polysaccharides have a certain balancing effect on the intestinal flora after exposure to PM2.5 (<xref ref-type="bibr" rid="B23">23</xref>). However, only few studies have been conducted on polysaccharides isolated from <italic>Platycodon grandiflorum</italic> for the amelioration of dyslipidaemia <italic>via</italic> intestinal flora modulation in obese mice.</p>
<p>In the current study, a neutral polysaccharide was obtained from <italic>Platycodon grandiflorum</italic>, and its chemical structure was revealed using Fourier transform-infrared spectroscopy (FT-IR), high-performance liquid chromatography (HPLC), methylation analysis, and 1D and 2D nuclear magnetic resonance (NMR) spectroscopy. Biochemical and pathological methods were also used to determine the effects of PGNP on body weight, lipid metabolism and inflammation in HFD-induced obese mice. Notably, PGNP had an enormous influence on gut dysbiosis in mice based on 16S rRNA and LC-MS based microbiological and metabolite profile analysis. Thus, our findings highlight the positive role of PGNP in the control of HFD-induced obesity by regulating gut microbiota and metabolites.</p>
</sec>
<sec id="s2" sec-type="materials and methods">
<label>2</label>
<title>Materials and methods (Experimental subjects)</title>
<sec id="s2_1">
<label>2.1</label>
<title>Isolation and purification of PGNP</title>
<p>Dried roots of <italic>Platycodon grandiflorum</italic> (Jacq.) A. DC. were purchased from Hefei Mandi New Pharmaceutical Co., Ltd., and identified and stored at the College of Pharmacy, Anhui University of Chinese Medicine. <italic>Platycodon grandiflorum</italic> was used as a raw material to extract polysaccharides <italic>via</italic> hot water extraction and 85% ethanol/water precipitation. The extract was deproteinised using the Sevag method, which was repeated several times. The polysaccharide-rich fraction was dissolved in distilled water (1:100), filtered with a 0.45 &#x3bc;m filter, and purified using cellulose DEAE-52 and Sephadex G-100 columns (60 &#xd7; 1.6&#xa0;cm). Finally, the purified neutral <italic>Platycodon grandiflorum</italic> (PGNP) was obtained for further identification (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>). The phenol-sulfuric acid method (<xref ref-type="bibr" rid="B24">24</xref>, <xref ref-type="bibr" rid="B25">25</xref>) was used to determine the carbohydrate content of the PGNP. With ascorbic acid as the control, the scavenging ability of PGNP on DPPH radical scavenging was determined.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Extraction, purification, and characterization of polysaccharide PGNP from <italic>Platycodon grandiflorum</italic>. Flow chart for the extraction and purification of PGNP <bold>(A)</bold>. HPLC chromatogram of PGNP demonstrating its molecular weight distribution <bold>(B)</bold>. Monosaccharide composition of PGNP identified by the IC chromatogram method. IC chromatograms of standard monosaccharides and PGNP <bold>(C)</bold>. Ultraviolet full wavelength scanning of PGNP <bold>(D)</bold>. FT-IR spectrum of PGNP <bold>(E)</bold>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-14-1078593-g001.tif"/>
</fig>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Chemical identification of PGNP</title>
<p>The FT-IR spectra were recorded using an FT-IR spectrometer (Thermo Electron, USA) in the range of 4000&#x2013;400 cm<sup>&#x2212;1</sup> (<xref ref-type="bibr" rid="B26">26</xref>). Thereafter, ion chromatography (IC) was performed to detect the monosaccharide composition of polysaccharides. Briefly, the dried PGNP (20 mg) was hydrolysed with 6 M HCL at 105&#xb0;C for 8&#xa0;h. The filtrate was eluted with distilled water and 15 mM NaOHC,15 mM NaOH, and 100 mM NaOAC at a flow rate of 0.3 mL/min. The monosaccharide standards were purchased from Sigma-Aldrich Chemical Co., Inc. The homogeneity and molecular weight of PGNP were detected using HPLC on an Agilent 1260 instrument (Agilent, USA) (<xref ref-type="bibr" rid="B27">27</xref>). The PGNP was methylated using previously reported methods (<xref ref-type="bibr" rid="B26">26</xref>). PGNP (60 mg) was dissolved in 1.0 mL D<sub>2</sub>O. The <sup>1</sup>H NMR, <sup>13</sup>C NMR, and two-dimensional NMR (including COSY, HMBC, and HSQC) spectra were recorded on a Bruker 600 MHz NMR spectrometer.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Anti-obesity effects <italic>in vivo</italic>
</title>
<p>This animal trial was conducted under the supervision of the Ethics Committee of the Anhui University of Chinese Medicine, Hefei, China. Eight-week-old male C57BL/6 mice were supplied by Anhui Medical University (Hefei, China) (Reg. No. SCXK (Wan) 2019-0004). The timeline of animal administration is outlined in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>. After a 1-week acclimation period, mice were randomly divided into three groups: one group was fed a chow diet (D12450B, 10% energy derived from fat, Research Diets, Inc.), while the remaining two groups were fed an HFD (D12492 60% of energy from fat, Research Diets, Inc.) with or without PGNP (300 mg/kg/day) <italic>via</italic> oral gavage. Each cage contained three animals and was housed under pathogen-free conditions with temperature control (25&#x2212;28&#xb0;C) and light-dark cycles. Body weight and fodder intake were recorded weekly throughout the experimental period. At 14 weeks, the main organs of animals and their serum were collected after killing with carbon dioxide. The epididymal white adipose tissue (EWAT) was collected and weighed, and the caecal contents of five mice in each group were collected in sterile cryovials, frozen in liquid nitrogen, and stored at -80&#xb0;C for the analysis of gut microbiota.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Effects of PGNP on body weight gain and fat accumulation in HFD-fed mice. Schematic representation of animal experiment process <bold>(A)</bold> Body weight, two-way anova coupled with Turkey&#x2019;s multiple-comparison <italic>post hoc</italic> test was used, and <italic>P</italic>&lt;0.001 was determined and shown at week 14 <bold>(B)</bold> Epididymal white adipose tissue <bold>(C)</bold> Oral glucose tolerance test (OGTT) <bold>(D)</bold> TC levels in serum <bold>(E)</bold> TG levels in serum <bold>(F)</bold> HDL-C levels in serum <bold>(G)</bold>; LDL-C levels in serum <bold>(H)</bold> Liver tissue sections histologically stained with H&amp;E and Oil Red O <bold>(I, J)</bold> <sup>***</sup>
<italic>P</italic> &lt; 0.001, <sup>**</sup>
<italic>P</italic> &lt; 0.01, <sup>*</sup>
<italic>P</italic> &lt; 0.05.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-14-1078593-g002.tif"/>
</fig>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Histopathological and biochemical analyses</title>
<p>Liver and colon tissues were fixed in 4% paraformaldehyde and embedded in paraffin, as previously described (<xref ref-type="bibr" rid="B19">19</xref>). All the biochemical parameters in serum were measured according to the manufacturer&#x2019;s instructions. The serum collected from all mice was analysed for TC, total cholesterol, TG, triglyceride, LDL-C, low-density lipoprotein cholesterol, AST, aspartate aminotransferase, ALT, and alanine aminotransferase levels using commercial kits (Nanjing Jiancheng Institute of Bioengineering, Nanjing, China). Serum interleukin-1&#x3b2; (IL-1&#x3b2;) and tumour necrosis factor-&#x3b1; (TNF-&#x3b1;) levels were measured using commercial ELISA kits (Dogesce, China).</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Oral glucose tolerance test (OGTT)</title>
<p>The impaired glucose tolerance range was detected after HFD feeding and PGNP intervention for 12 weeks. Mice in each group fasted for 12&#xa0;h before testing. Subsequently, 2 g/kg D-glucose was administered to mice <italic>via</italic> oral gavage (<xref ref-type="bibr" rid="B28">28</xref>). The tail blood glucose levels of mice were monitored at 0, 30, 60, and 120&#xa0;min using glucose kits. The blood glucose-time correlation curves were plotted, and the area defined by the glucose concentration curve at the top and the x-axis (time) at the bottom was determined using SPSS 11.5 software (SPSS Inc., Chicago, IL, USA).</p>
</sec>
<sec id="s2_6">
<label>2.6</label>
<title>Immunohistochemistry (IHC) assay</title>
<p>The EWAT and colon were placed in a fresh 10% paraformaldehyde solution, wrapped in paraffin blocks, and cut into thin sections (4 &#xb5;m) for occult IHC. The sections were then dewaxed with xylene followed by graded ethanol, washed three times with PBS, and treated with 10% foetal bovine serum at 37&#xb0;C for 30&#xa0;min. The EWAT was then incubated with the anti-F4/80 (Wuhan Servicebio Technology Co., Ltd, Wuhan, China) primary antibody, while the colon was incubated with the ZO-1(Wuhan Servicebio Technology Co., Ltd, Wuhan, China) primary antibody. After three washes with PBS, the cells were incubated with HRP-labelled secondary antibody for 30&#xa0;min. Finally, all slides were counterstained with haematoxylin.</p>
</sec>
<sec id="s2_7">
<label>2.7</label>
<title>Gut microbiota analysis</title>
<p>Bacterial DNA was separated from the caecal contents using a DNeasy PowerSoil kit (Qiagen, Hilden, Germany). The V3&#x2013;V4 region of 16S rRNA was amplified using the universal primers, 343F and 798R. 16S rRNA gene amplicon sequencing of faecal samples was performed by OE Biotech Co. Ltd. on a MiSeq platform (Illumina, San Diego, CA, USA). The sequence was processed according to a previous method and stored in FASTQ format (<xref ref-type="bibr" rid="B29">29</xref>). The raw data were processed using the QIIME2 software package (version 2020.11). Clustering sequences within a 97% similarity threshold for OTUs using Vsearch software. All representative reads were annotated and blasted against Silva database (Version 138) using q2-feature-classifier with the default parameters. QIIME2 software was used for alpha and beta diversity analysis. Alpha diversity was estimated using the Simpson diversity index. The unweighted Unifrac distance matrix performed by R package was used for unweighted Unifrac Principal coordinates analysis (PCoA) to estimate the beta diversity. Then the R package was used to analyze the significant differences between different groups using ANOVA and T test.</p>
</sec>
<sec id="s2_8">
<label>2.8</label>
<title>Untargeted faecal metabolomics analysis</title>
<p>The intestinal contents were analysed, as previously described (<xref ref-type="bibr" rid="B30">30</xref>). The analytical instrument used in this study was an LC/MS system composed of an ACQUITY UPLC I-Class PLUS ultra-high-performance liquid phase tandem QE plus high-resolution mass spectrometer. The LC-MS analysis data of each sample were collected in negative ion mode and positive ion mode. Spearman correlation analysis was performed using R version 3.6.2 to evaluate the correlations between bacterial taxa and metabolomics and biochemical index.</p>
</sec>
<sec id="s2_9">
<label>2.9</label>
<title>Statistical analysis</title>
<p>
<italic>In vivo</italic> experimental data are presented as mean &#xb1; SD of body weight gain, while other parameters are presented as mean &#xb1; SEM. Differences between groups were analysed using one-way ANOVA or repeated measures two-way ANOVA and Student&#x2019;s t-test. The outcomes for alpha diversity (Simpson index) are expressed as median &#xb1; interquartile range (IQR). The differences between groups were based on Anosim analysis. A significant difference between the data was indicated by <italic>p</italic>&lt; 0.05. Statistical analysis was performed using SPSS 11.5 software (SPSS Inc., Chicago, IL, USA). Raw LC-MS data were processed using Progenesis QI V2.3 software (Nonlinear, Kinetics, Newcastle, UK) for baseline filtering, peak identification, integration, retention time correction, alignment, and peak normalisation.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Preparation and preliminary characterization of PGNP</title>
<p>After a series of processes (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>), a neutral polysaccharide was successfully purified from <italic>P. grandiflorum</italic> (PGNP). Based on the calibration curve with standard dextran, PGNP was a purified fraction with an average molecular weight of approximately 13.6 kDa. PGNP was characterised by a single symmetrical peak in HPLC (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>). The sugar content of PGNP measured using the phenol-sulfuric acid method was 92%. The PGNP had obvious DPPH free radical scavenging abilities within a certain concentration range in a concentration-dependent manner but were still lower than the positive control (vitamin C) (<xref ref-type="supplementary-material" rid="SF1">
<bold>Figure S1F</bold>
</xref>). As shown in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C</bold>
</xref>, PGNP was mainly composed of glucose and fructose, with molar percentages of 10.9% and 84.1%, respectively. As the foremost monosaccharide component of PGNP was fructose, the bone chain may consist of fructose residues. PGNP contained almost no protein, and no obvious absorption peak was found at 280 nm in the UV spectrum (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1D</bold>
</xref>). <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1E</bold>
</xref> shows the infrared spectrum of PGNP. The broad characteristic strong peak near 3384 cm<sup>-1</sup> was attributed to the OH stretching vibration of the polysaccharide (<xref ref-type="bibr" rid="B31">31</xref>), while the peak at 2937 cm<sup>-1</sup> was attributed to the C-H stretching vibration (<xref ref-type="bibr" rid="B32">32</xref>). PGNP might have a &#x3b2;-configuration glycosidic bond due to the bands at 935 and 871 cm<sup>-1</sup> (<xref ref-type="bibr" rid="B33">33</xref>, <xref ref-type="bibr" rid="B34">34</xref>).</p>
<sec id="s3_1_1">
<label>3.1.1</label>
<title>Methylation analysis</title>
<p>Methylation analysis of PGNP was carried out to determine the type of linkage between fructosyl residues. Fructose can be converted to mannitol and glucitol under reducing conditions (<xref ref-type="bibr" rid="B35">35</xref>). <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref> shows the results of the methylation analysis, which suggested that PGNP is an inulin-type fructan containing a &#x3b2;-D-(2&#x2192;1)-linked linear backbone.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Linkages of PGNP determined <italic>via</italic> GC&#x2013;MS methylation analysis.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Partially O-methylated alditol acetates</th>
<th valign="middle" align="center">Diagnostic fragments</th>
<th valign="middle" align="center">Deduced residues</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">2,5-Di-O-acetyl-(2-deuterio)-1,3,4,6-tetra-O-methyl glucitol</td>
<td valign="middle" align="center">205,161,129,117,101,87</td>
<td valign="middle" align="left">t-Fruf</td>
</tr>
<tr>
<td valign="middle" align="left">2,3,4,6-Me4-Glcp</td>
<td valign="middle" align="center">207,162,129,101,87</td>
<td valign="middle" align="left">t-Glcp</td>
</tr>
<tr>
<td valign="middle" align="left">1,2,5-Tri-O-acetyl-(2-deuterio)-3,4,6-tri-O-methyl mannitol</td>
<td valign="middle" align="center">233,207,189,161,129,101,87</td>
<td valign="middle" align="left">(2&#x2192;1)-Fruf</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3_1_2">
<label>3.1.2</label>
<title>NMR analysis</title>
<p>The structure of PGNP was further explained by <sup>1</sup>H-NMR, <sup>13</sup>C-NMR, and two-dimensional NMR (COSY, HSQC, and HMBC) (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). A minor peak was detected in the anomeric region (5.40-5.46 ppm) in <xref ref-type="supplementary-material" rid="SF1">
<bold>Figure S1A</bold>
</xref>, indicating the existence of an anomeric proton in Glc (<xref ref-type="bibr" rid="B36">36</xref>). Notably, the signal at 92.56 ppm in the anomeric carbon region is based on C-1 of &#x3b1;-D-Glcp. Meanwhile, the signals assigned to the C-2 of &#x3b2;-D-Fruf were observed at 102.99&#x2013;103.60 ppm (<xref ref-type="supplementary-material" rid="SF1">
<bold>Figure S1B</bold>
</xref>). Based on the H-H COSY (<xref ref-type="supplementary-material" rid="SF1">
<bold>Figure S1C</bold>
</xref>), the generation of signals at &#x3b4;H 4.27/4.11 and &#x3b4;H 4.11/3.87 is due to the H3-H4 and H4-H5 of fructose residues, respectively. Of note, a weak cross-peak, denoted as Glcp, appeared in the HSQC spectra between &#x3b4; 5.44 and 92.42 ppm (<xref ref-type="supplementary-material" rid="SF1">
<bold>Figure S1D</bold>
</xref>). Glycosyl residue sequences were determined using HMBC experiments. As shown in <xref ref-type="supplementary-material" rid="SF1">
<bold>Figure S1E</bold>
</xref>, the extraordinary cross-peak between H-1 and C-2 of the residue manifested a (2&#x2192;1)-linkage between fructosyl residues, which aligned with an inulin-type structure.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Assignments of the <sup>1</sup>H and <sup>13</sup>C NMR spectra of PGNP based on an analysis of the COSY, HSQC, and HMBC spectra.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Glycosyl residues</th>
<th valign="middle" align="center">Proton</th>
<th valign="middle" align="center">Carbon</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">&#x3b2;-D-Fruf-2,1</td>
<td valign="middle" align="center">H1a (&#x3b4; 3.73), H1b (&#x3b4; 3.93)<break/>H2 (-)<break/>H3 (&#x3b4;4.27)<break/>H4 (&#x3b4;4.12)<break/>H5 (&#x3b4;3.88)<break/>H6a (&#x3b4;3.78), H6b (&#x3b4;3.85)</td>
<td valign="middle" align="center">C1 (&#x3b4;60.77)<break/>C2 (&#x3b4;103.25)<break/>C3 (&#x3b4;77.08)<break/>C4 (&#x3b4;74.38)<break/>C5 (&#x3b4;81.15)<break/>C6 (&#x3b4;62.15)</td>
</tr>
<tr>
<td valign="middle" align="left">t-&#x3b1;-D-Glcp</td>
<td valign="middle" align="center">H1 (&#x3b4;5.46)</td>
<td valign="middle" align="center">C1 (&#x3b4;92.56)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>PGNP plays a critical role in body weight, blood plasma lipid concentrations, and dextrose tolerance in mice fed a high-fat diet</title>
<p>To investigate the modulation of PGNP on the disordered profile of glycolipid metabolism, obese mice were administered PGNP (300 mg/kg) for 14 weeks. As expected, mice fed the HFD had significantly higher body weights than those fed the low-fat diet (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>, <italic>P</italic>&lt;0.001). Notably, PGNP treatment attenuated weight gain in the HFD group (31.734 &#xb1; 1.64 <italic>vs</italic> 25.75 &#xb1; 1.52g, <italic>P</italic>&lt;0.001). During the intervention period, no significant differences in the mean daily food intake were found (<xref ref-type="supplementary-material" rid="SF2">
<bold>Figure S2A</bold>
</xref>), which suggested that the effect of PGNP on body weight and fat parameters was not based on decreased fodder utilisation. The average daily food intake (kcal) levels in the HFD group were significantly higher than the CHOW group (<italic>P</italic>&lt;0.001, <xref ref-type="supplementary-material" rid="SF2">
<bold>Figure S2B</bold>
</xref>).</p>
<p>As depicted in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2C</bold>
</xref>, EWAT weight markedly increased after 14 weeks in the HFD-fed group, while PGNP supplementation reversed this change (<italic>P</italic>&lt;0.001 <italic>vs</italic> HFD group). Histological analysis confirmed that the HFD group had larger adipocytes than the CHOW group. Further, the HFD + PGNP group showed a significant decrease in the mean size of adipocytes (<xref ref-type="supplementary-material" rid="SF2">
<bold>Figure S2D</bold>
</xref>, <italic>P</italic>&lt;0.001), which was similar to that of the CHOW group (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Effects of PGNP on lipid metabolism and chronic low-grade inflammation. Immunohistochemical staining of F4/80 expression <bold>(A)</bold> AST levels in serum <bold>(B)</bold> ALT levels in serum <bold>(C)</bold> TNF-&#x3b1; levels in serum <bold>(D)</bold> IL-1&#x3b2; levels in serum <bold>(E)</bold> Colon tissue sections histologically stained with H&amp;E <bold>(F)</bold> Immunohistochemical staining of ZO-1 expression <bold>(G)</bold>. <sup>***</sup>
<italic>P</italic> &lt; 0.001, <sup>**</sup>
<italic>P</italic> &lt; 0.01, <sup>*</sup>
<italic>P</italic> &lt; 0.05.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-14-1078593-g003.tif"/>
</fig>
<p>The serum lipid product content was analysed in HFD-fed mice. Serum TG, TC, and LDL-C levels in the CHOW group were lower than those in the HFD group (<italic>P</italic>&lt;0.05, <italic>P</italic>&lt;0.001, respectively). Furthermore, PGNP treatment significantly reduced the levels of TC and TG in the serum of HFD-fed mice (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2E, F</bold>
</xref>, <italic>P</italic>&lt; 0.001, <italic>P</italic>&lt; 0.05). We assessed the impact of PGNP on glucose metabolism after 12 weeks of HFD feeding. During the OGTT, fasting glucose levels in the HFD group were approximately 15.17 &#xb1; 2.9 mmol/L. After PGNP treatment, obese mice developed good glucose tolerance with a smoother line (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2D</bold>
</xref>). Similarly, the glucose concentration profile of the PGNP-treated group was reduced compared to that of the HFD group (<xref ref-type="supplementary-material" rid="SF2">
<bold>Figure S2C</bold>
</xref>, <italic>P</italic>&lt;0.01). These results suggest that PGNP was remarkably beneficial to body weight gain, impaired glucose tolerance, and disordered lipid profile induced by HFD feeding.</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Impacts of PGNP on liver function, inflammation, and metabolic disorders</title>
<p>Arresting hepatic steatosis and hypertrophy of hepatocytes were observed in the HFD group through haematoxylin and eosin and Oil Red O staining. Hepatic cells with critical ballooning degeneration and higher hepatic lipid droplets were observed in the HFD group (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2I, J</bold>
</xref>). After 14 weeks, PGNP suppressed the abnormal accumulation of lipid droplets in the hepatic tissue (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2I, J</bold>
</xref>). Furthermore, PGNP significantly reduced ALT and AST levels, which were increased by the HFD (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3B, C</bold>
</xref>).</p>
<p>Alterations in glycolipid metabolism are often accompanied by chronic low-grade inflammation, which is a malignant process. Thus, the accumulation of triglycerides in adipose tissue accelerates the production of the pro-inflammatory factors, IL-1&#x3b2; and TNF-&#x3b1;. Conversely, a strong inflammatory response contributes to adiposity. In this study, PGNP supplementation markedly reduced the serum expression of IL-1&#x3b2; and TNF-&#x3b1; compared to HFD alone (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3D, E</bold>
</xref>). Meanwhile, immunohistochemical staining revealed the F4/80 of macrophages in adipose tissue (brown cells; <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). Evidently, the HFD group had more brown areas than the PGNP group (<xref ref-type="supplementary-material" rid="SF2">
<bold>Figure S2F</bold>
</xref>). In summary, PGNP had positive ameliorating effects on HFD-related metabolic characteristics, which were revealed by the prevention of liver function and adipose inflammation.</p>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Histological observation of the colon</title>
<p>Colonic histological examination was performed using haematoxylin and eosin staining. The HFD group displayed inflammation-related histopathological changes. Inflammation in the colon usually manifests as abundant red blood cells, lymphocytes, and loosely arranged intestinal glands. Significant differences in intestinal morphology were observed between the CHOW and HFD groups, whereas no significant differences were observed between the PGNP and CHOW groups (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3F</bold>
</xref>). Zo-1 expression (brown) in colon tissue was determined by IHC. The emergence of Zo-1 in the HFD group was markedly lower than that in the PGNP group (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3G</bold>
</xref>, <xref ref-type="supplementary-material" rid="s11">
<bold>S2E</bold>
</xref>, <italic>P</italic>&lt;0.001).</p>
</sec>
<sec id="s3_5">
<label>3.5</label>
<title>PGNP improves HFD-induced intestinal dysbacteria</title>
<p>To evaluate the regulatory role of PGNP on gut bacteria, the IlluminaMiQ platform was used to analyse the bacterial 16S rRNA in the variable region V3-V4 of the caecal samples based on pyrosequencing. After the exclusion of unqualified sequences, high-throughput barcode sequencing yielded 1,083,465 high-quality sequences from 15 samples. There were 773, 669, and 894 mice in the Chow, HFD, and HFD + PGNP groups, respectively (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>). However, the Chow and HFD groups only had 422 unique OTUs and 364 unique OTUs, respectively. The 555 unique OTUs in the HFD + PGNP group were investigated (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>). The Simpson index of the PGNP group was significantly higher than that of the HFD group, indicating that PGNP can effectively increase the diversity of the microflora (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>). Clustering of the study participants was performed using PCoA based on weighted UniFrac distances. As shown in <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4C</bold>
</xref>, PGNP markedly changed the intestinal flora composition.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Effects of PGNP on gut microbial dysbiosis in HFD-fed mice (<italic>n</italic>=5). Venn graph of the OTUs from gut microbiota of the Chow (green), HFD (blue), and HFD + PGNP(yellow) groups <bold>(A)</bold>. Simpson index <bold>(B)</bold>. Weighted UniFrac PCoA of gut microbiota based on the OTU data of three groups <bold>(C)</bold>. The component of gut microbiota at the phylum level <bold>(D)</bold>. Firmicutes/Bacteroidetes abundance ratio in faecal microbiota in Chow, HFD, and HFD + PGNP groups <bold>(E)</bold>. Relative abundance of Firmicutes <bold>(F)</bold>. Relative abundance of Bacteroidetes <bold>(G)</bold>. Relative abundance of Desulfobacterota <bold>(H)</bold>. <sup>**</sup>
<italic>P</italic> &lt; 0.01, <sup>*</sup>
<italic>P</italic> &lt; 0.05.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-14-1078593-g004.tif"/>
</fig>
<p>To further determine the distinct bacterial communities among the groups, we analysed the similarity of bacterial taxa at the phylum level. Accordingly, the top 15 most abundant phyla were assessed. The HFD group had a higher relative abundance of Firmicutes, Desulfobacterota, and Campilobacterota phyla. However, the relative abundance of the Bacteroidetes phylum decreased considerably in the HFD group. Surprisingly, PGNP reversed the above changes in relative abundance (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4D</bold>
</xref>). The increased Firmicutes/Bacteroidetes (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4E</bold>
</xref>) abundance ratio positively correlates with the obesity phenotype (<xref ref-type="bibr" rid="B37">37</xref>). Notably, PGNP treatment led to a reduction in the Firmicutes/Bacteroidetes abundance ratio.</p>
<p>We proceeded to investigate the composition of the gut microbiota at the genus level to further evaluate its structure. The abundance of <italic>Bacteroides</italic> (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>, <italic>p</italic> &lt; 0.05) and <italic>Blautia</italic> (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5C</bold>
</xref>) were improved after PGNP treatment, which was decreased by the consumption of an HFD; conversely, for <italic>Rikenella</italic>, the PGNP group exhibited lower levels than the HFD group (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5D</bold>
</xref>, <italic>p</italic> &lt; 0.05). The level of <italic>Helicobacter</italic> was significantly elevated in the HFD group (<italic>p</italic> &lt; 0.05 <italic>vs</italic> CHOW group, <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4E</bold>
</xref>). Intriguingly, after PGNP treatment, the levels of the above bacteria in the CHOW group were similar to those in the HFD group (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5C</bold>
</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Heatmap of microbial distributions at the genus level for each sample. Blocks in red and blue denote high and low z-score values of OTU sizes, respectively <bold>(A)</bold>. Effects of PGNP on the relative abundance of <italic>Bacteroides</italic> <bold>(B)</bold>, <italic>Bualtia</italic> <bold>(C)</bold>, <italic>Rikenella</italic> <bold>(D)</bold>, and <italic>Helicobacter</italic> <bold>(E)</bold> in HFD-fed mice. <sup>**</sup>
<italic>P</italic> &lt; 0.01, <sup>*</sup>
<italic>P</italic> &lt; 0.05.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-14-1078593-g005.tif"/>
</fig>
</sec>
<sec id="s3_6">
<label>3.6</label>
<title>PGNP adjusts metabolites in HFD-fed mice</title>
<p>Altered gut microbiota composition has a documented relationship with adiposity and metabolic syndromes. Intestinal microorganisms metabolise the intestinal contents and produce different metabolites. To explore the relationship between intestinal microbes and metabolites, the intestinal contents were analysed using LC-MS. Partial least-squares discriminant analysis (PLS-DA) clearly revealed predictive and descriptive modelling. Further, the PLS-DA results revealed that the metabolite profiles in the three groups were markedly modified (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6A</bold>
</xref>).</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Alterations of the metabolite levels in samples after HFD or HFD + PGNP treatment. PLS-DA of metabolites in the CHOW, HFD, and HFD+PGNP groups <bold>(A)</bold>. Heatmap of the altered metabolites in CHOW and HFD <bold>(B)</bold>. KEGG enriched pathways of the altered metabolites in CHOW and HFD <bold>(C)</bold>. Heatmap of the altered metabolites in HFD+PGNP and HFD <bold>(D)</bold>. KEGG enriched pathways of the altered metabolites in HFD+PGNP and HFD <bold>(E)</bold>. Correlation of metabolites and gut microbiota <bold>(F)</bold>. Correlation of metabolites and pharmacodynamic parameters <bold>(G)</bold>. *<italic>P</italic> &lt; 0.05; **<italic>P</italic> &lt; 0.01.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-14-1078593-g006.tif"/>
</fig>
<p>The differentially expressed metabolites were identified by the VIP value of OPLS-DA (VIP&gt;1) combined with the Student&#x2019;s T test (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6A</bold>
</xref>, <italic>P</italic>&lt;0.05). A notable difference in metabolites was found between the CHOW and HFD groups. A total of 824 metabolites were altered when the CHOW and HFD groups were compared. Of these metabolites, 333 were upregulated and 491 were downregulated (<xref ref-type="supplementary-material" rid="SF2">
<bold>Figure S2G</bold>
</xref>). Furthermore, the crucial altered metabolic pathways of metabolic syndrome, linoleic acid metabolism, PPAR signalling pathway, steroid hormone biosynthesis, and dehydroepiandrosterone sulphate (DHEAS), were available for metabolic enrichment and pathway analysis based on a database search (<xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6B, C</bold>
</xref>).</p>
<p>A comparison of the HFD+PGNP and HFD groups revealed 513 differential metabolites, with 227 upregulated and 286 downregulated metabolites (<xref ref-type="supplementary-material" rid="SF2">
<bold>Figure S2H</bold>
</xref>). <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6E</bold>
</xref> shows a schematic of the affected metabolic pathways, for example, linoleic acid metabolism, d-arginine and d-ornithine metabolism, and primary bile acid biosynthesis. PGNP treatment significantly altered the HFD profile after 14 weeks, significantly increasing the levels of both saturated fatty acids and bile acids (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6D</bold>
</xref>).</p>
<p>To clarify the exact role of PGNP in improving metabolic disorders, the causal links between the host gut microbiota and metabolites were assessed using Spearman correlation analysis. Based on our results, the gut microbiota community structures were closely related to the gut metabolites and pharmacodynamic parameter profiles. Herein 16 microbiota taxa were identified at the genus level. Further, pharmacodynamic parameters <italic>in vivo</italic> were positively or negatively associated with differential metabolites (<xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6F, G</bold>
</xref>). Among them, HDL-C was positively associated, whereas seven other pharmacodynamic parameters were negatively associated with gamma-linolenic acid.</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>Dietary changes have been verified as the most prominent shapers of gut microbiota composition, which reflects metabolite profiles and major physiological phenotypes. Accordingly, examining the protective effects of food-derived polysaccharides on obesity is important. To our knowledge, this is the first study to reveal that a neutral polysaccharide isolated from <italic>Platycodon grandiflorum</italic> could suppress obesity-related symptoms by altering the composition of gut microbiota and metabolites.</p>
<p>
<italic>Platycodon grandiflorum</italic> is a common edible plant and a traditional Chinese medicine that belongs to the <italic>Campanulaceae</italic> family and is mainly distributed in Northeast Asia. Polysaccharides have been reported to be the main components responsible for their biological functions. Through isolation and purification, a neutral polysaccharide was obtained from <italic>Platycodon grandiflorum</italic>, which is mainly composed of fructose and glucose in a molar ratio of 84.1% to 10.9%. Methylation and NMR analyses revealed that PGNP has a linear backbone composed of 2,1-&#x3b2;-D-Fruf residues, ending with a (1&#x2192;2)-bonded &#x3b1;-D-Glcp. From the above analysis, the main monosaccharide component of PGNP is fructose, which is consistent with the results of previous studies (<xref ref-type="bibr" rid="B38">38</xref>). Fructans are indigestible and no absorbed carbohydrates are fermented by the bacterial flora upon reaching the colon. Generally, adiposity is strongly related to long-term excessive intake of energy-dense foods. In our study, PGNP effectively reduced the typical parameters of obesity in HFD-fed mice for 14 weeks, indicating that PGNP can increase fat consumption. Consistently, the serum levels of TG, TC, LDL-C, and blood glucose in HFD-fed mice decreased sharply after PGNP supplementation. Our findings indicated that PGNP ameliorates obesity-induced weight gain, fat accumulation, and insulin resistance.</p>
<p>At a broader level, lipid droplet formation in hepatocytes and hepatocyte steatosis are the most typical pathological changes observed in obese patients (<xref ref-type="bibr" rid="B39">39</xref>). In this study, inflammatory infiltration and lipid droplet accumulation were observed in the liver tissues of obese mice. However, PGNP reduced the formation of hepatic lipid droplets in HFD-fed mice (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2J</bold>
</xref>, <xref ref-type="fig" rid="f3">
<bold>3A</bold>
</xref>). AST and ALT levels are important parameters for assessing acute or chronic liver injury. PGNP significantly reduced ALT and AST levels, which were increased by HFD (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3B, C</bold>
</xref>). These results imply that in lipid metabolism disorder, PGNP has beneficial effects on the improvement of liver tissue function.</p>
<p>Chronic inflammation is deeply involved in metabolic disorders, such as obesity (<xref ref-type="bibr" rid="B40">40</xref>). PGNP was found to markedly reduce the levels of pro-inflammatory cytokines in serum, such as TNF-&#x3b1; and IL-1&#x3b2; (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3D, E</bold>
</xref>). IHC was used to assess local inflammation in the adipose tissues. HFD mice had higher levels of macrophages in the liver and adipose tissue than normal-fed mice. Macrophage levels decreased in HFD-fed mice after PGNP treatment. Thus, PGNP attenuates the inflammatory response and reduces macrophage infiltration in HFD-fed mice. Numerous studies have confirmed that a long-term high-energy diet could disrupt the intestinal barrier, which increases LPS entering the blood circulation and causes chronic inflammation, adiposity, and insulin resistance in the body (<xref ref-type="bibr" rid="B41">41</xref>). ZO-1 is an important protein that maintains the intestinal barrier function. PGNP increased ZO-1 protein expression in our study, which was beneficial in improving chronic inflammation (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3G</bold>
</xref>).</p>
<p>The gut microbiota is well known to be associated with obesity (<xref ref-type="bibr" rid="B42">42</xref>). Obesity generally involves a lower level of intestinal Bacteroidetes and a higher level of Firmicutes, indicating that these major phyla may play a decisive role in obesity-induced inflammation. Of note, existing findings suggest that the diversity and richness of intestinal flora are reduced in obese humans (<xref ref-type="bibr" rid="B11">11</xref>). Numerous studies have shown that inulin-type fructan has beneficial prebiotic efficacy and excellent performance in regulating intestinal flora. The activity of PGNP, an inulin-type fructan, has been extensively studied in the intervention of intestinal flora in obese mice.</p>
<p>In this study, based on the results of pyrosequencing analysis, PGNP significantly increased the diversity of the gut microbiota. Correspondingly, PGNP effectively reversed the decrease in the abundance of Bacteroidetes and the increase in Firmicutes caused by HFD. On one hand, an extensive analysis supported the conclusion that Firmicutes can markedly ferment and metabolize carbohydrates and lipids, thereby contributing to the development of obesity. Notably, increased Firmicutes produces more lipopolysaccharide and deoxycholic acid, which enter the liver through the hepatic portal vein, leading to liver inflammation (<xref ref-type="bibr" rid="B43">43</xref>, <xref ref-type="bibr" rid="B44">44</xref>). On the other hand, Bacteroidetes mainly inhabit the distal part of the intestine and are involved in the fermentation of dietary fibres, such as cellulose, hemicellulose, &#x3b2;-glucan, etc (<xref ref-type="bibr" rid="B45">45</xref>).</p>
<p>At the phylum level, the ratio of Firmicutes to Bacteroidetes is a crucial indicator of the intestinal microbial population in obesity (<xref ref-type="bibr" rid="B46">46</xref>). Accordingly, the ratio of Firmicutes/Bacteroidetes was reduced by PGNP in the HFD-fed group. Of note, HFD had a 6-fold larger ratio of Firmicutes/Bacteroidetes than CHOW. Moreover, PGNP treatment markedly reduced (70%) the Firmicutes/Bacteroidetes ratio. In addition, PGNP significantly reduced the abundance of Desulfobacterota, which may liberate LPS into the intestine to cause an inflammatory response and disrupt intestinal energy metabolism (<xref ref-type="bibr" rid="B47">47</xref>). Overall, the improvement of PGNP on adiposity may be related to intestinal flora.</p>
<p>At the genus level, the levels of <italic>Bacteroides</italic> and <italic>Blautia</italic> in the PGNP group were higher than those in the HFD group. <italic>Bacteroides</italic> can break down polysaccharides, and the products released by <italic>Bacteroides</italic> are beneficial for the host (<xref ref-type="bibr" rid="B48">48</xref>). Moreover, an increase in <italic>Bacteroidetes</italic> is significantly associated with weight loss (<xref ref-type="bibr" rid="B46">46</xref>). <italic>Blautia</italic> can mediate beneficial anti-inflammatory effects (<xref ref-type="bibr" rid="B49">49</xref>). In summary, the ameliorating effect of PGNP on obesity might be related to the elevation of <italic>Bacteroides</italic> and <italic>Blautia</italic>. Remarkably, a reduction in <italic>Helicobacter</italic> was observed in the PGNP group, whereas an increase was observed in the HFD group. <italic>Helicobacter</italic> enhance the intestinal immune system, prompting the body to secrete inflammatory factors, thereby promoting insulin resistance, together with the synergistic effect of intestinal flora, which is predisposing factor for obesity (<xref ref-type="bibr" rid="B50">50</xref>, <xref ref-type="bibr" rid="B51">51</xref>).</p>
<p>Gut microbiota generate numerous metabolites that are beneficial to human health. In recent years, SCFAs have been among the most intensively studied multifarious metabolites produced by gut microbiota. Few studies have investigated the benefits of fatty acids in the host. For instance, pentadecanoic acid may have led to significant declines in the TC and LDL-C levels (<xref ref-type="bibr" rid="B52">52</xref>). Differential metabolites from the major metabolic pathways were identified using KEGG. Thus, the levels of both &#x3b3;-linolenate and eicosanoids in CHOW increased compared to those in HFD. Eicosanoids and &#x3b3;-linolenate are long chain fatty acids. Based on this study, &#x3b3;-linolenate supplementation effectively suppressed weight loss (<xref ref-type="bibr" rid="B53">53</xref>). Such findings suggest that linoleic acid has long-term benefits in preventing type 2 diabetes. Eicosanoids activate PPAR&#x3b3; receptors to promote adipocyte differentiation and lipid metabolism. Intriguingly, of the discrepant metabolites between the CHOW and HFD groups, the thiamine content was found to be higher in the HFD group. According to prior studies, increased thiamine intake reduces the risk of metabolic syndrome (<xref ref-type="bibr" rid="B54">54</xref>).</p>
<p>The beneficial effect of PGNP on HFD-induced adiposity is mainly reflected in the regulation of metabolites in two aspects: long-chain fatty acids and bile acid metabolism. On one hand, compared to the HFD group, eicosanoids must be increased after PGNP treatment. Inflammation is affected by fatty acids <italic>via</italic> various mechanisms ranging from the cell membrane to the nucleus. Eicosanoids produced from arachidonic acid are well known to play a critical role in inflammation (<xref ref-type="bibr" rid="B55">55</xref>). In contrast, the content of cholic acid was altered by HFD and reversed by PGNP. A large body of evidence indicates that bile acid has a favourable effect on obesity, type 2 diabetes, dyslipidaemia, and nonalcoholic fatty liver disease (<xref ref-type="bibr" rid="B56">56</xref>, <xref ref-type="bibr" rid="B57">57</xref>). Cholic acid might strengthen glucose metabolism and energy expenditure through the bile acid-signalling pathway.</p>
<p>Intestinal metabolites co-produced by the host and the intestinal flora play a crucial role in maintaining host health. To identify the relationships between differential metabolites and the beneficial effects of PGNP, the metabolite profiles and metabolic pathway variations were analysed. The &#x201c;harmful&#x201d; bacteria <italic>rikenalla</italic> and <italic>helicobacter</italic> were negatively correlated with cholic acid, while &#x201c;beneficial&#x201d; bacteria had no correlation with cholic acid. <italic>Blautia</italic> has a clear relationship with changes in the bile acid pool and enhances some important secondary bile acids (<xref ref-type="bibr" rid="B58">58</xref>). Notably, changes in these bile acids were associated with changes in glucose and lipid metabolism, particularly in glucose and high-density lipoprotein cholesterol levels, suggesting that these secondary bile acids, formed by specific members of the gut microbiota, may have an effect.</p>
<p>The relevance of metabolites and pharmacodynamic parameters revealed that &#x3b3;-linolenic acid weakened the serum levels of AST, ALT, TC, TG, LDL-C, TNF-&#x3b1;, and IL-1&#x3b2;. Gamma-Linolenic acid plays an essential role in metabolic disorders and is an anti-inflammatory metabolite that inhibits leukotriene B4 biosynthesis (<xref ref-type="bibr" rid="B59">59</xref>). Herein, gamma-linolenic acid was significantly negatively correlated with <italic>Helicobacter</italic>. Our findings indicate that PGNP enhanced these two metabolites, which were reduced by HFD intake, indicating the beneficial effect of PGNP on adiposity. Other metabolites that may be involved in the improvement of high-fat diet-induced obesity by PGNP were also found. Based on the above analysis, PGNP has a moderating effect on obesity-induced gut microbiota imbalance and metabolic disorders.</p>
<p>As mentioned above, this is the first study to highlight the protective effects of a neutral polysaccharide from <italic>Platycodon grandiflorum</italic> on HFD-induced obesity through animal experiments. Our preliminary results suggest that PGNP effectively alleviated obesity-related parameters, as demonstrated by reductions in body weight gain, hepatic steatosis, lipid profile, inflammatory response, and insulin resistance in obese mice. Furthermore, the abundance of Bacteroidetes, <italic>Bacteroides</italic>, and <italic>Blautia</italic> improved after PGNP treatment. Primary bile acid biosynthesis and linoleic acid metabolism were found in the metabolite pathway enrichment analysis, indicating the significance of these two pathways in the amelioration of metabolic disorders.</p>
<p>Altogether, the current study highlights that PGNP has beneficial effects on improving HFD-induced metabolic disorders by regulating intestinal metabolism and gut microbial, it has not been explored in depth and there is a lack of intestinal flora transplantation verification. Carbohydrates are diverse bio-macromolecules with highly complex structures. In this study, PGNP is a novel purified polysaccharide. The interaction between the structural features of PGNP and specific gut microbiota would be explored <italic>via</italic> carbohydrate enzymes. The intestinal flora of mice should be transplanted into HFD-induced obesity in mice after administration of PGNP to observe whether it can treat obesity, which may become a new breakthrough in the treatment of obesity. Our findings provide critical new evidence of the underlying mechanisms of PGNP in treating metabolic disorders at both gut microbiota and metabolism levels.</p>
</sec>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s6" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The animal study was reviewed and approved by Ethics Review Committee of Anhui University of Traditional Chinese Medicine.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>JS: Methodology, writing &#x2013; original draft, data curation. QL: Methodology. MH: Methodology and investigation. XZ: Formal analysis. JC: Conceptualisation, writing &#x2013; review and editing, funding acquisition, project administration, and investigation. JS and QL contributed equally to this study. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by the National Natural Science Foundation of China (U21A20406), Educational Commission of Anhui Province of China (KJ2020A0389), Youth Project of Natural Science Foundation of Anhui Province (2208085QC98), Fund of Yunnan Key Laboratory for Fungal Diversity and Green Development (E03A311261-4) and Innovative Talents Support Program of Anhui University of Chinese Medicine (2020rczd005).</p>
</sec>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s11" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fendo.2023.1078593/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fendo.2023.1078593/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.docx" id="SF1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document">
<label>Supplementary Figure&#xa0;1</label>
<caption>
<p>1H NMR <bold>(A)</bold>, 13C NMR <bold>(B)</bold>, COSY <bold>(C)</bold>, HSQC <bold>(D)</bold>, and HMBC spectra of PGNP <bold>(E)</bold>, Scavenging effect of PGNP and Vitamin C (Vc) at different concentrations on DPPH radicals <bold>(F)</bold>.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="DataSheet_1.docx" id="SF2" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document">
<label>Supplementary Figure&#xa0;2</label>
<caption>
<p>Average daily intake(g) <bold>(A)</bold>; Average daily intake(kcal) <bold>(B)</bold>; The area of OGTT <bold>(C)</bold>; Mean fat area (50 &#x3bc;m) <bold>(D)</bold>; Relative expression of ZO-1 <bold>(E)</bold>; Relative expression of F4/80 <bold>(F)</bold>; Volcano plot of altered metabolites with VIP &gt; 1 and <italic>P</italic> &lt; 0.05 in a two-tailed, unpaired Student&#x2019;s <italic>t</italic>-test between two groups, Chow and HFD groups <bold>(G)</bold>; HFD and HFD + PGNP groups <bold>(H)</bold>. ***<italic>P</italic> &lt; 0.001, **<italic>P</italic> &lt; 0.01.</p>
</caption>
</supplementary-material>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<label>1</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>G&#xfc;ng&#xf6;r</surname> <given-names>N</given-names>
</name>
</person-group>. <article-title>Overweight and obesity in children and adolescents</article-title>. <source>J Clin Res Pediatr Endocrinol</source> (<year>2014</year>) <volume>6</volume>(<issue>3</issue>):<page-range>129&#x2013;43</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.4274/jcrpe.1471</pub-id>
</citation>
</ref>
<ref id="B2">
<label>2</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Clarke</surname> <given-names>MA</given-names>
</name>
<name>
<surname>Fetterman</surname> <given-names>B</given-names>
</name>
<name>
<surname>Cheung</surname> <given-names>LC</given-names>
</name>
<name>
<surname>Wentzensen</surname> <given-names>N</given-names>
</name>
<name>
<surname>Gage</surname> <given-names>JC</given-names>
</name>
<name>
<surname>Katki</surname> <given-names>HA</given-names>
</name>
<etal/>
</person-group>. <article-title>Epidemiologic evidence that excess body weight increases risk of cervical cancer by decreased detection of precancer</article-title>. <source>J Clin Oncol</source> (<year>2018</year>) <volume>36</volume>(<issue>12</issue>):<page-range>1184&#x2013;91</page-range>. doi: <pub-id pub-id-type="doi">10.1200/JCO.2017.75.3442</pub-id>
</citation>
</ref>
<ref id="B3">
<label>3</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Carbone</surname> <given-names>S</given-names>
</name>
<name>
<surname>Lavie</surname> <given-names>CJ</given-names>
</name>
<name>
<surname>Elagizi</surname> <given-names>A</given-names>
</name>
<name>
<surname>Arena</surname> <given-names>R</given-names>
</name>
<name>
<surname>Ventura</surname> <given-names>HO</given-names>
</name>
</person-group>. <article-title>The impact of obesity in heart failure</article-title>. <source>Heart Fail Clin</source> (<year>2020</year>) <volume>16</volume>(<issue>1</issue>):<fpage>71</fpage>&#x2013;<lpage>80</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.hfc.2019.08.008</pub-id>
</citation>
</ref>
<ref id="B4">
<label>4</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gul</surname> <given-names>T</given-names>
</name>
<name>
<surname>Balkhi</surname> <given-names>HM</given-names>
</name>
<name>
<surname>Haq</surname> <given-names>E</given-names>
</name>
</person-group>. <article-title>Obesity: medical consequences and treatment strategies</article-title>. <source>Haya Saudi J Life Sci</source> (<year>2018</year>) <volume>2</volume>:<page-range>284&#x2013;97</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.21276/haya.2017.2.8.2</pub-id>
</citation>
</ref>
<ref id="B5">
<label>5</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Denechaud</surname> <given-names>PD</given-names>
</name>
<name>
<surname>Lopez-Mejia</surname> <given-names>IC</given-names>
</name>
<name>
<surname>Giralt</surname> <given-names>A</given-names>
</name>
<name>
<surname>Lai</surname> <given-names>Q</given-names>
</name>
<name>
<surname>Blanchet</surname> <given-names>E</given-names>
</name>
<name>
<surname>Delacuisine</surname> <given-names>B</given-names>
</name>
<etal/>
</person-group>. <article-title>E2F1 mediates sustained lipogenesis and contributes to hepatic steatosis</article-title>. <source>J Clin Invest.</source> (<year>2016</year>) <volume>126</volume>(<issue>1</issue>):<page-range>137&#x2013;50</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1172/JCI81542</pub-id>
</citation>
</ref>
<ref id="B6">
<label>6</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ghazarian</surname> <given-names>M</given-names>
</name>
<name>
<surname>Revelo</surname> <given-names>XS</given-names>
</name>
<name>
<surname>N&#xf8;hr</surname> <given-names>MK</given-names>
</name>
<name>
<surname>Luck</surname> <given-names>H</given-names>
</name>
<name>
<surname>Zeng</surname> <given-names>K</given-names>
</name>
<name>
<surname>Lei</surname> <given-names>H</given-names>
</name>
<etal/>
</person-group>. <article-title>Type I interferon responses drive intrahepatic T cells to promote metabolic syndrome</article-title>. <source>Sci Immunol</source> (<year>2017</year>) <volume>2</volume>(<issue>10</issue>). doi:&#xa0;<pub-id pub-id-type="doi">10.1126/sciimmunol.aai7616</pub-id>
</citation>
</ref>
<ref id="B7">
<label>7</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gomes</surname> <given-names>AC</given-names>
</name>
<name>
<surname>Hoffmann</surname> <given-names>C</given-names>
</name>
<name>
<surname>Mota</surname> <given-names>JF</given-names>
</name>
</person-group>. <article-title>The human gut microbiota: Metabolism and perspective in obesity</article-title>. <source>Gut Microbes</source> (<year>2018</year>) <volume>9</volume>:<page-range>308&#x2013;25</page-range>. doi: <pub-id pub-id-type="doi">10.1080/19490976.2018.1465157</pub-id>
</citation>
</ref>
<ref id="B8">
<label>8</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sonnenburg</surname> <given-names>JL</given-names>
</name>
<name>
<surname>B&#xe4;ckhed</surname> <given-names>F</given-names>
</name>
</person-group>. <article-title>Die&#x201d; microbiota interactions as moderators of human metabolism</article-title>. <source>Nature</source> (<year>2016</year>) <volume>535</volume>:<fpage>56</fpage>&#x2013;<lpage>64</lpage>. doi: <pub-id pub-id-type="doi">10.1038/nature18846</pub-id>
</citation>
</ref>
<ref id="B9">
<label>9</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Catry</surname> <given-names>E</given-names>
</name>
<name>
<surname>Bindels</surname> <given-names>LB</given-names>
</name>
<name>
<surname>Tailleux</surname> <given-names>A</given-names>
</name>
<name>
<surname>Lestavel</surname> <given-names>S</given-names>
</name>
<name>
<surname>Neyrinck</surname> <given-names>AM</given-names>
</name>
<name>
<surname>Goossens</surname> <given-names>J-F</given-names>
</name>
<etal/>
</person-group>. <article-title>Targeting the gut microbiota with inulin-type fructans: Preclinical demonstration of a novel approach in the management of endothelial dysfunction</article-title>. <source>Gut</source> (<year>2018</year>) <volume>67</volume>:<page-range>271&#x2013;83</page-range>. doi: <pub-id pub-id-type="doi">10.1136/gutjnl-2016-313316</pub-id>
</citation>
</ref>
<ref id="B10">
<label>10</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lee</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>H-Y</given-names>
</name>
</person-group>. <article-title>Revisiting the bacterial phylum composition in metabolic diseases focused on host energy metabolism</article-title>. <source>Diabetes Metab J</source> (<year>2020</year>) <volume>44</volume>:<page-range>658&#x2013;67</page-range>. doi: <pub-id pub-id-type="doi">10.4093/dmj.2019.0220</pub-id>
</citation>
</ref>
<ref id="B11">
<label>11</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Denou</surname> <given-names>E</given-names>
</name>
<name>
<surname>Marcinko</surname> <given-names>K</given-names>
</name>
<name>
<surname>Surette</surname> <given-names>MG</given-names>
</name>
<name>
<surname>Steinberg</surname> <given-names>GR</given-names>
</name>
<name>
<surname>Schertzer</surname> <given-names>JD</given-names>
</name>
</person-group>. <article-title>High-intensity exercise training increases the diversity and metabolic capacity of the mouse distal gut microbiota during diet-induced obesity</article-title>. <source>Am J Physiol Endocrinol Metab</source> (<year>2016</year>) <volume>310</volume>(<issue>11</issue>):<page-range>982&#x2013;93</page-range>. doi: <pub-id pub-id-type="doi">10.1152/ajpendo.00537.2015</pub-id>
</citation>
</ref>
<ref id="B12">
<label>12</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Heiss</surname> <given-names>CN</given-names>
</name>
<name>
<surname>Olofsson</surname> <given-names>LE</given-names>
</name>
</person-group>. <article-title>Gut microbiota-dependent modulation of energy metabolism</article-title>. <source>J Innate Immun</source> (<year>2017</year>) <volume>10</volume>:<page-range>163 &#x2013; 71</page-range>. doi: <pub-id pub-id-type="doi">10.1159/000481519</pub-id>
</citation>
</ref>
<ref id="B13">
<label>13</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Greenhill</surname> <given-names>CJ</given-names>
</name>
</person-group>. <article-title>Obesity: Gut microbiota, host genetics and diet interact to affect the risk of developing obesity and the metabolic syndrome</article-title>. <source>Nat Rev Endocrinol</source> (<year>2015</year>) <volume>11</volume>:<page-range>630&#x2013;0</page-range>. doi: <pub-id pub-id-type="doi">10.1038/nrendo.2015.152</pub-id>
</citation>
</ref>
<ref id="B14">
<label>14</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ciob&#xe2;rc&#x103;</surname> <given-names>D</given-names>
</name>
<name>
<surname>C&#x103;toi</surname> <given-names>AF</given-names>
</name>
<name>
<surname>Copaescu</surname> <given-names>C</given-names>
</name>
<name>
<surname>Miere</surname> <given-names>D</given-names>
</name>
<name>
<surname>Cri&#x219;an</surname> <given-names>G</given-names>
</name>
</person-group>. <article-title>Bariatric surgery in obesity: Effects on gut microbiota and micronutrient status</article-title>. <source>Nutrients</source> (<year>2020</year>) <volume>235</volume>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/nu12010235</pub-id>
</citation>
</ref>
<ref id="B15">
<label>15</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname> <given-names>B</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>X</given-names>
</name>
<name>
<surname>Liang</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>J</given-names>
</name>
</person-group>. <article-title>Gut microbiota in obesity</article-title>. <source>World J Gastroenterol</source> (<year>2021</year>) <volume>27</volume>:<page-range>3837&#x2013;50</page-range>. doi: <pub-id pub-id-type="doi">10.3748/wjg.v27.i25.3837</pub-id>
</citation>
</ref>
<ref id="B16">
<label>16</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chung</surname> <given-names>JY</given-names>
</name>
<name>
<surname>Ain</surname> <given-names>QU</given-names>
</name>
<name>
<surname>Song</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Yong</surname> <given-names>S</given-names>
</name>
<name>
<surname>Kim</surname> <given-names>Y</given-names>
</name>
</person-group>. <article-title>Targeted delivery of crispr interference system against Fabp4 to white adipocytes ameliorates obesity, inflammation, hepatic steatosis, and insulin resistance</article-title>. <source>Genome Res</source> (<year>2019</year>) <volume>29</volume>(<issue>9</issue>):<page-range>1442&#x2013;52</page-range>. doi: <pub-id pub-id-type="doi">10.1101/gr.246900.118</pub-id>
</citation>
</ref>
<ref id="B17">
<label>17</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lee</surname> <given-names>J</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>J</given-names>
</name>
<name>
<surname>Feng</surname> <given-names>X</given-names>
</name>
<name>
<surname>Salazar Hern&#xe1;ndez</surname> <given-names>MA</given-names>
</name>
<name>
<surname>Mucka</surname> <given-names>P</given-names>
</name>
<name>
<surname>Ibi</surname> <given-names>D</given-names>
</name>
<etal/>
</person-group>. <article-title>Withaferin a is a leptin sensitizer with strong anti-diabetic properties in mice</article-title>. <source>Nat Med</source> (<year>2016</year>) <volume>22</volume>:<page-range>1023&#x2013;32</page-range>. doi: <pub-id pub-id-type="doi">10.1038/nm.4145</pub-id>
</citation>
</ref>
<ref id="B18">
<label>18</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chang</surname> <given-names>C</given-names>
</name>
<name>
<surname>Lin</surname> <given-names>C</given-names>
</name>
<name>
<surname>Lu</surname> <given-names>C</given-names>
</name>
<name>
<surname>Martel</surname> <given-names>J</given-names>
</name>
<name>
<surname>Ko</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Ojcius</surname> <given-names>DM</given-names>
</name>
<etal/>
</person-group>. <article-title>Ganoderma lucidum reduces obesity in mice by modulating the composition of the gut microbiota</article-title>. <source>Nat Commun</source> (<year>2015</year>) <volume>6</volume>:<fpage>1</fpage>&#x2013;<lpage>19</lpage>. doi: <pub-id pub-id-type="doi">10.1038/ncomms8489</pub-id>
</citation>
</ref>
<ref id="B19">
<label>19</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname> <given-names>J</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>J</given-names>
</name>
<name>
<surname>Yan</surname> <given-names>C</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>C</given-names>
</name>
<name>
<surname>Pan</surname> <given-names>W</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>W</given-names>
</name>
<etal/>
</person-group>. <article-title>Sarcodon aspratus polysaccharides ameliorated obesity-induced metabolic disorders and modulated gut microbiota dysbiosis in mice fed a high-fat diet</article-title>. <source>Food Funct</source> (<year>2020</year>) <volume>11</volume>(<issue>3</issue>):<page-range>2588&#x2013;602</page-range>. doi: <pub-id pub-id-type="doi">10.1039/C9FO00963A</pub-id>
</citation>
</ref>
<ref id="B20">
<label>20</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Do</surname> <given-names>Mh</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>H-B</given-names>
</name>
<name>
<surname>Oh</surname> <given-names>M-J</given-names>
</name>
<name>
<surname>Jhun</surname> <given-names>H</given-names>
</name>
<name>
<surname>SY</surname> <given-names>C</given-names>
</name>
<name>
<surname>Park</surname> <given-names>H-Y</given-names>
</name>
</person-group>. <article-title>Polysaccharide fraction from greens of raphanus sativus alleviates high fat diet-induced obesity</article-title>. <source>Food Chem</source> (<year>2020</year>) <volume>343</volume>:<fpage>128395</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.foodchem.2020.128395</pub-id>
</citation>
</ref>
<ref id="B21">
<label>21</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sheng</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>G</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>M</given-names>
</name>
<name>
<surname>Lv</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Du</surname> <given-names>Pi</given-names>
</name>
</person-group>. <article-title>A selenium polysaccharide from platycodon grandiflorum rescues PC12 cell death caused by H2O2 <italic>via</italic> inhibiting oxidative stress[J]</article-title>. <source>Int J Biol Macromol</source> (<year>2017</year>) <volume>104</volume>:<page-range>393&#x2013;99</page-range>. doi: <pub-id pub-id-type="doi">10.1016/j.ijbiomac.2017.06.052</pub-id>
</citation>
</ref>
<ref id="B22">
<label>22</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zheng</surname> <given-names>P</given-names>
</name>
<name>
<surname>Fan</surname> <given-names>W</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>S</given-names>
</name>
<name>
<surname>Hao</surname> <given-names>P</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Wan</surname> <given-names>H</given-names>
</name>
<etal/>
</person-group>. <article-title>Characterization of polysaccharides extracted from platycodon grandiflorus (Jacq.) a. dc. affecting activation of chicken peritoneal macrophages</article-title>. <source>Int J Biol Macromol</source> (<year>2017</year>) <volume>96</volume>:<page-range>775&#x2013;85</page-range>. doi: <pub-id pub-id-type="doi">10.1016/j.ijbiomac.2016.12.077</pub-id>
</citation>
</ref>
<ref id="B23">
<label>23</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shan</surname> <given-names>S</given-names>
</name>
<name>
<surname>Xiong</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Guo</surname> <given-names>J</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>M</given-names>
</name>
<name>
<surname>Gao</surname> <given-names>X</given-names>
</name>
<name>
<surname>Fu</surname> <given-names>X</given-names>
</name>
<etal/>
</person-group>. <article-title>Effect of an inulin-type fructan from platycodon grandiflorum on the intestinal microbiota in rats exposed to PM2</article-title>. <source>5. Carbohydr Polym</source> (<year>2022</year>) <volume>283</volume>:<fpage>119147</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.carbpol.2022.119147</pub-id>
</citation>
</ref>
<ref id="B24">
<label>24</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dong</surname> <given-names>Q</given-names>
</name>
<name>
<surname>Yao</surname> <given-names>J</given-names>
</name>
<name>
<surname>J-n</surname> <given-names>F</given-names>
</name>
<name>
<surname>Ding</surname> <given-names>K</given-names>
</name>
</person-group>. <article-title>Structural characterization and immunological activity of two cold-water extractable polysaccharides from cistanche deserticola y. c. ma</article-title>. <source>Carbohydr Res</source> (<year>2007</year>) <volume>342</volume>(<issue>10</issue>):<page-range>1343&#x2013;9</page-range>. doi: <pub-id pub-id-type="doi">10.1016/j.carres.2007.03.017</pub-id>
</citation>
</ref>
<ref id="B25">
<label>25</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xing</surname> <given-names>X</given-names>
</name>
<name>
<surname>Cui</surname> <given-names>SW</given-names>
</name>
<name>
<surname>Nie</surname> <given-names>S</given-names>
</name>
<name>
<surname>Phillips</surname> <given-names>GO</given-names>
</name>
<name>
<surname>Goff</surname> <given-names>HD</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>Q</given-names>
</name>
</person-group>. <article-title>Study on dendrobium officinale O-Acetyl-Glucomannan (Dendronan&#xae;): Part ii. fine structures of O-acetylated residues</article-title>. <source>Carbohydr Polym</source> (<year>2015</year>) <volume>117</volume>:<page-range>422&#x2013;33</page-range>. doi: <pub-id pub-id-type="doi">10.1016/j.carbpol.2014.08.121</pub-id>
</citation>
</ref>
<ref id="B26">
<label>26</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname> <given-names>N-N</given-names>
</name>
<name>
<surname>Ma</surname> <given-names>H</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>Z-F</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>W</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>L</given-names>
</name>
<name>
<surname>Pan</surname> <given-names>W-J</given-names>
</name>
<etal/>
</person-group>. <article-title>Characterization and immunomodulatory effect of an alkali-extracted galactomannan from morchella esculenta</article-title>. <source>Carbohydr Polym</source> (<year>2022</year>) <volume>278</volume>:<fpage>118960</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.carbpol.2021.118960</pub-id>
</citation>
</ref>
<ref id="B27">
<label>27</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname> <given-names>H</given-names>
</name>
<name>
<surname>Huang</surname> <given-names>YZ</given-names>
</name>
<name>
<surname>Zhou</surname> <given-names>CC</given-names>
</name>
<name>
<surname>Xu</surname> <given-names>TL</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>XY</given-names>
</name>
<name>
<surname>Wu</surname> <given-names>QZ</given-names>
</name>
<etal/>
</person-group>. <article-title>Effects of ultra-high pressure treatment on structure and bioactivity of polysaccharides from Large leaf yellow tea</article-title>. <source>Food Chem</source> (<year>2022</year>) <volume>387</volume>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.foodchem.2022.132862</pub-id>
</citation>
</ref>
<ref id="B28">
<label>28</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Park</surname> <given-names>H-S</given-names>
</name>
<name>
<surname>Ju</surname> <given-names>U-I</given-names>
</name>
<name>
<surname>Park</surname> <given-names>J-W</given-names>
</name>
<name>
<surname>Song</surname> <given-names>J</given-names>
</name>
<name>
<surname>Shin</surname> <given-names>DH</given-names>
</name>
<name>
<surname>K-h</surname> <given-names>L</given-names>
</name>
<etal/>
</person-group>. <article-title>Ppau&#xb3; neddylation essential for adipogenesis is a potential target for treating obesity</article-title>. <source>Cell Death Differ</source> (<year>2016</year>) <volume>23</volume>:<page-range>1296&#x2013;311</page-range>. doi: <pub-id pub-id-type="doi">10.1038/cdd.2016.6</pub-id>
</citation>
</ref>
<ref id="B29">
<label>29</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Guo</surname> <given-names>J</given-names>
</name>
<name>
<surname>Xiong</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Shi</surname> <given-names>C</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>C</given-names>
</name>
<name>
<surname>Li</surname> <given-names>H</given-names>
</name>
<name>
<surname>Qian</surname> <given-names>H</given-names>
</name>
<etal/>
</person-group>. <article-title>Characteristics of airborne bacterial communities in indoor and outdoor environments during continuous haze events in Beijing: Implications for health care</article-title>. <source>Environ Int</source> (<year>2020</year>) <volume>139</volume>:<fpage>105721</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.envint.2020.105721</pub-id>
</citation>
</ref>
<ref id="B30">
<label>30</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname> <given-names>P</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>J</given-names>
</name>
<name>
<surname>Xiong</surname> <given-names>B</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>C</given-names>
</name>
<name>
<surname>Kang</surname> <given-names>B</given-names>
</name>
<name>
<surname>Gao</surname> <given-names>Y</given-names>
</name>
<etal/>
</person-group>. <article-title>Microbiota from alginate oligosaccharide-dosed mice successfully mitigated small intestinal mucositis</article-title>. <source>Microbiome</source> (<year>2020</year>) <volume>8</volume>(<issue>1</issue>):<fpage>1</fpage>&#x2013;<lpage>15</lpage>. doi: <pub-id pub-id-type="doi">10.1186/s40168-020-00886-x</pub-id>
</citation>
</ref>
<ref id="B31">
<label>31</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname> <given-names>J</given-names>
</name>
<name>
<surname>Cheong</surname> <given-names>K-L</given-names>
</name>
<name>
<surname>Song</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Shi</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Huang</surname> <given-names>X</given-names>
</name>
</person-group>. <article-title>Structure and protective effect on uvb-induced keratinocyte damage of fructan from white garlic</article-title>. <source>Carbohydr Polym</source> (<year>2013</year>) <volume>92</volume>(<issue>1</issue>):<page-range>200&#x2013;5</page-range>. doi: <pub-id pub-id-type="doi">10.1016/j.carbpol.2012.09.068</pub-id>
</citation>
</ref>
<ref id="B32">
<label>32</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname> <given-names>W</given-names>
</name>
<name>
<surname>Fang</surname> <given-names>S</given-names>
</name>
<name>
<surname>Xiong</surname> <given-names>Z-d</given-names>
</name>
</person-group>. <article-title>Protective effect of polysaccharide from ligusticum chuanxiong hort against H2o2-induced toxicity in zebrafish embryo</article-title>. <source>Carbohydr Polym</source> (<year>2019</year>) <volume>221</volume>:<fpage>73</fpage>&#x2013;<lpage>83</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.carbpol.2019.05.087</pub-id>
</citation>
</ref>
<ref id="B33">
<label>33</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sun</surname> <given-names>Q</given-names>
</name>
<name>
<surname>Zhu</surname> <given-names>L</given-names>
</name>
<name>
<surname>Li</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Cui</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Jiang</surname> <given-names>S</given-names>
</name>
<name>
<surname>Tao</surname> <given-names>N</given-names>
</name>
<etal/>
</person-group>. <article-title>A novel inulin-type fructan from asparagus cochinchinensis and its beneficial impact on human intestinal microbiota</article-title>. <source>Carbohydr Polym</source> (<year>2020</year>) <volume>247</volume>:<elocation-id>116761</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.carbpol.2020.116761</pub-id>
</citation>
</ref>
<ref id="B34">
<label>34</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname> <given-names>W</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>J</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Xu</surname> <given-names>J</given-names>
</name>
<name>
<surname>Xie</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Slavin</surname> <given-names>M</given-names>
</name>
<etal/>
</person-group>. <article-title>
<italic>In vitro</italic> and in vivo antioxidant activity of a fructan from the roots of arctium lappa l</article-title>. <source>Int J Biol Macromol</source> (<year>2014</year>) <volume>65</volume>:<page-range>446&#x2013;53</page-range>. doi: <pub-id pub-id-type="doi">10.1016/j.ijbiomac.2014.01.062</pub-id>
</citation>
</ref>
<ref id="B35">
<label>35</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname> <given-names>X</given-names>
</name>
<name>
<surname>Hu</surname> <given-names>P</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>X</given-names>
</name>
<name>
<surname>Li</surname> <given-names>X</given-names>
</name>
</person-group>. <article-title>Chemical structure elucidation of an inulin-type fructan isolated from lobelia chinensis lour with anti-obesity activity on diet-induced mice</article-title>. <source>Carbohydr Polym</source> (<year>2020</year>) <volume>240</volume>:<fpage>116357</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.carbpol.2020.116357</pub-id>
</citation>
</ref>
<ref id="B36">
<label>36</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jeong</surname> <given-names>H-K</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>D</given-names>
</name>
<name>
<surname>Kim</surname> <given-names>H-P</given-names>
</name>
<name>
<surname>Baek</surname> <given-names>S-H</given-names>
</name>
</person-group>. <article-title>Structure analysis and antioxidant activities of an amylopectin-type polysaccharide isolated from dried fruits of terminalia chebula</article-title>. <source>Carbohydr Polym</source> (<year>2019</year>) <volume>211</volume>:<page-range>100&#x2013;8</page-range>. doi: <pub-id pub-id-type="doi">10.1016/j.carbpol.2019.01.097</pub-id>
</citation>
</ref>
<ref id="B37">
<label>37</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ley</surname> <given-names>RE</given-names>
</name>
<name>
<surname>B&#xe4;ckhed</surname> <given-names>F</given-names>
</name>
<name>
<surname>Turnbaugh</surname> <given-names>PJ</given-names>
</name>
<name>
<surname>Lozupone</surname> <given-names>CA</given-names>
</name>
<name>
<surname>Knight</surname> <given-names>RD</given-names>
</name>
<name>
<surname>Gordon</surname> <given-names>JI</given-names>
</name>
</person-group>. <article-title>Obesity alters gut microbial ecology</article-title>. <source>Proc Natl Acad Sci USA</source> (<year>2005</year>) <volume>102</volume>(<issue>31</issue>):<page-range>11070&#x2013;5</page-range>. doi: <pub-id pub-id-type="doi">10.1073/pnas.0504978102</pub-id>
</citation>
</ref>
<ref id="B38">
<label>38</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pang</surname> <given-names>D</given-names>
</name>
<name>
<surname>Huang</surname> <given-names>C</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>M-L</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>Y-L</given-names>
</name>
<name>
<surname>Fu</surname> <given-names>Y-P</given-names>
</name>
<name>
<surname>Paulsen</surname> <given-names>BS</given-names>
</name>
<etal/>
</person-group>. <article-title>Characterization of inulin-type fructan from platycodon grandiflorus and study on its prebiotic and immunomodulating activity</article-title>. <source>Molecules</source> (<year>2019</year>) <volume>24</volume>. doi: <pub-id pub-id-type="doi">10.3390/molecules24071199</pub-id>
</citation>
</ref>
<ref id="B39">
<label>39</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Postic</surname> <given-names>C</given-names>
</name>
<name>
<surname>Girard</surname> <given-names>J</given-names>
</name>
</person-group>. <article-title>Contribution of <italic>De novo</italic> fatty acid synthesis to hepatic steatosis and insulin resistance: Lessons from genetically engineered mice</article-title>. <source>J Clin Investig</source> (<year>2008</year>) <volume>118</volume>(<issue>3</issue>):<page-range>829&#x2013;38</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1172/jci34275</pub-id>
</citation>
</ref>
<ref id="B40">
<label>40</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Al Bander</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Nitert</surname> <given-names>MD</given-names>
</name>
<name>
<surname>Mousa</surname> <given-names>A</given-names>
</name>
<name>
<surname>Naderpoor</surname> <given-names>N</given-names>
</name>
</person-group>. <article-title>The gut microbiota and inflammation: An overview</article-title>. <source>Int J Environ Res Public Health</source> (<year>2020</year>) <volume>17</volume>(<issue>20</issue>). doi:&#xa0;<pub-id pub-id-type="doi">10.3390/ijerph17207618</pub-id>
</citation>
</ref>
<ref id="B41">
<label>41</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Thomas</surname> <given-names>SS</given-names>
</name>
<name>
<surname>Cha</surname> <given-names>Y-S</given-names>
</name>
<name>
<surname>Kim</surname> <given-names>K-A</given-names>
</name>
</person-group>. <article-title>Effect of vegetable oils with different fatty acid composition on high-fat diet-induced obesity and colon inflammation</article-title>. <source>Nutr Res Pract</source> (<year>2020</year>) <volume>14</volume>:<page-range>425&#x2013;37</page-range>. doi: <pub-id pub-id-type="doi">10.4162/nrp.2020.14.5.425</pub-id>
</citation>
</ref>
<ref id="B42">
<label>42</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Patterson</surname> <given-names>E</given-names>
</name>
<name>
<surname>Ryan</surname> <given-names>PM</given-names>
</name>
<name>
<surname>Cryan</surname> <given-names>JF</given-names>
</name>
<name>
<surname>Dinan</surname> <given-names>TG</given-names>
</name>
<name>
<surname>Ross</surname> <given-names>RP</given-names>
</name>
<name>
<surname>Fitzgerald</surname> <given-names>GF</given-names>
</name>
<etal/>
</person-group>. <article-title>Gut microbiota, obesity and diabetes</article-title>. <source>Postgrad Med J</source> (<year>2016</year>) <volume>92</volume>:<fpage>286</fpage>&#x2013;<lpage>300</lpage>. doi: <pub-id pub-id-type="doi">10.1136/postgradmedj-2015-133285</pub-id>
</citation>
</ref>
<ref id="B43">
<label>43</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bourzac</surname> <given-names>K</given-names>
</name>
</person-group>. <article-title>Microbiome: The bacterial tightrope</article-title>. <source>Nature</source> (<year>2014</year>) <volume>516</volume>:<page-range>S14&#x2013;S6</page-range>. doi: <pub-id pub-id-type="doi">10.1038/516S14a</pub-id>
</citation>
</ref>
<ref id="B44">
<label>44</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yoshimoto</surname> <given-names>S</given-names>
</name>
<name>
<surname>Loo</surname> <given-names>TM</given-names>
</name>
<name>
<surname>Atarashi</surname> <given-names>K</given-names>
</name>
<name>
<surname>Kanda</surname> <given-names>H</given-names>
</name>
<name>
<surname>Sato</surname> <given-names>S</given-names>
</name>
<name>
<surname>Oyadomari</surname> <given-names>S</given-names>
</name>
<etal/>
</person-group>. <article-title>Obesity-induced gut microbial metabolite promotes liver cancer through senescence secretome</article-title>. <source>Nature</source> (<year>2013</year>) <volume>499</volume>:<fpage>97</fpage>&#x2013;<lpage>101</lpage>. doi: <pub-id pub-id-type="doi">10.1038/nature12347</pub-id>
</citation>
</ref>
<ref id="B45">
<label>45</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Koropatkin</surname> <given-names>NM</given-names>
</name>
<name>
<surname>Cameron</surname> <given-names>EA</given-names>
</name>
<name>
<surname>Martens</surname> <given-names>EC</given-names>
</name>
</person-group>. <article-title>How glycan metabolism shapes the human gut microbiota</article-title>. <source>Nat Rev Microbiol</source> (<year>2012</year>) <volume>10</volume>:<page-range>323&#x2013;35</page-range>. doi: <pub-id pub-id-type="doi">10.1038/nrmicro2746</pub-id>
</citation>
</ref>
<ref id="B46">
<label>46</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Turnbaugh</surname> <given-names>PJ</given-names>
</name>
<name>
<surname>Ley</surname> <given-names>RE</given-names>
</name>
<name>
<surname>Mahowald</surname> <given-names>MA</given-names>
</name>
<name>
<surname>Magrini</surname> <given-names>V</given-names>
</name>
<name>
<surname>Mardis</surname> <given-names>ER</given-names>
</name>
<name>
<surname>Gordon</surname> <given-names>JI</given-names>
</name>
</person-group>. <article-title>An obesity-associated gut microbiome with increased capacity for energy harvest</article-title>. <source>Nature</source> (<year>2006</year>) <volume>444</volume>(<issue>7122</issue>):<page-range>1027&#x2013;31</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/nature05414</pub-id>
</citation>
</ref>
<ref id="B47">
<label>47</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Huang</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>Z</given-names>
</name>
<name>
<surname>H-j</surname> <given-names>Ma</given-names>
</name>
<name>
<surname>Ji</surname> <given-names>S</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Cui</surname> <given-names>Z</given-names>
</name>
<etal/>
</person-group>. <article-title>Dysbiosis and implication of the gut microbiota in diabetic retinopathy</article-title>. <source>Front Cell Infect Microbiol</source> (<year>2021</year>) <volume>11</volume>:<elocation-id>646348</elocation-id>. doi: <pub-id pub-id-type="doi">10.3389/fcimb.2021.646348</pub-id>
</citation>
</ref>
<ref id="B48">
<label>48</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Comstock</surname> <given-names>LE</given-names>
</name>
</person-group>. <article-title>Importance of glycans to the host-bacteroides mutualism in the mammalian intestine</article-title>. <source>Cell Host Microbe</source> (<year>2009</year>) <volume>5</volume>(<issue>6</issue>):<page-range>522&#x2013;6</page-range>. doi: <pub-id pub-id-type="doi">10.1016/j.chom.2009.05.010</pub-id>
</citation>
</ref>
<ref id="B49">
<label>49</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bajaj</surname> <given-names>JS</given-names>
</name>
<name>
<surname>Hylemon</surname> <given-names>PB</given-names>
</name>
<name>
<surname>Ridlon</surname> <given-names>JM</given-names>
</name>
<name>
<surname>Heuman</surname> <given-names>DM</given-names>
</name>
<name>
<surname>Daita</surname> <given-names>K</given-names>
</name>
<name>
<surname>White</surname> <given-names>MB</given-names>
</name>
<etal/>
</person-group>. <article-title>Colonic mucosal microbiome differs from stool microbiome in cirrhosis and hepatic encephalopathy and is linked to cognition and inflammation</article-title>. <source>Am J Physiol Gastrointest Liver Physiol</source> (<year>2012</year>) <volume>303</volume>(<issue>6</issue>):<page-range>G675&#x2013;85</page-range>. doi: <pub-id pub-id-type="doi">10.1152/ajpgi.00152.2012</pub-id>
</citation>
</ref>
<ref id="B50">
<label>50</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Suki</surname> <given-names>M</given-names>
</name>
<name>
<surname>Leibovici Weissman</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Boltin</surname> <given-names>D</given-names>
</name>
<name>
<surname>Itskoviz</surname> <given-names>D</given-names>
</name>
<name>
<surname>Tsadok Perets</surname> <given-names>T</given-names>
</name>
<name>
<surname>Comaneshter</surname> <given-names>DS</given-names>
</name>
<etal/>
</person-group>. <article-title>Helicobacter pylori infection is positively associated with an increased bmi, irrespective of socioeconomic status and other confounders: A cohort study</article-title>. <source>Eur J Gastroenterol Hepatol</source> (<year>2018</year>) <volume>30</volume>:<fpage>143 8</fpage>. doi: <pub-id pub-id-type="doi">10.1097/MEG.0000000000001014</pub-id>
</citation>
</ref>
<ref id="B51">
<label>51</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xu</surname> <given-names>C</given-names>
</name>
<name>
<surname>Yan</surname> <given-names>M</given-names>
</name>
<name>
<surname>Sun</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Joo</surname> <given-names>J</given-names>
</name>
<name>
<surname>X-y</surname> <given-names>W</given-names>
</name>
<name>
<surname>Yu</surname> <given-names>C</given-names>
</name>
<etal/>
</person-group>. <article-title>Prevalence of helicobacter pylori infection and its relation with body mass index in a Chinese population</article-title>. <source>Helicobacter</source> (<year>2014</year>) <volume>19</volume>(<issue>6</issue>):<page-range>437&#x2013;42</page-range>. doi: <pub-id pub-id-type="doi">10.1111/hel.12153</pub-id>
</citation>
</ref>
<ref id="B52">
<label>52</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname> <given-names>J</given-names>
</name>
<name>
<surname>Xu</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Su</surname> <given-names>J</given-names>
</name>
<name>
<surname>Zhu</surname> <given-names>B</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>S</given-names>
</name>
<name>
<surname>K-h</surname> <given-names>L</given-names>
</name>
<etal/>
</person-group>. <article-title>Roles of gut microbiota and metabolites in a homogalacturonan-type pectic polysaccharide from ficus pumila Linn</article-title>. <source>Fruits Mediated Amelioration Obes Carbohydr Polym</source> (<year>2020</year>) <volume>248</volume>:<fpage>116780</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.carbpol.2020.116780</pub-id>
</citation>
</ref>
<ref id="B53">
<label>53</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Schirmer</surname> <given-names>MA</given-names>
</name>
<name>
<surname>Phinney</surname> <given-names>SD</given-names>
</name>
</person-group>. <article-title>&#x3b3;-linolenate reduces weight regain in formerly obese humans</article-title>. <source>J Nutr</source> (<year>2007</year>) <volume>137</volume>(<issue>6</issue>):<page-range>1430&#x2013;5</page-range>. doi: <pub-id pub-id-type="doi">10.1093/jn/137.6.1430</pub-id>
</citation>
</ref>
<ref id="B54">
<label>54</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nguyen</surname> <given-names>HD</given-names>
</name>
<name>
<surname>Oh</surname> <given-names>H</given-names>
</name>
<name>
<surname>Kim</surname> <given-names>M-S</given-names>
</name>
</person-group>. <article-title>An increased intake of thiamine diminishes the risk of metabolic syndrome in the Korean population with various comorbidities</article-title>. <source>Diabetes Metab Syndr</source> (<year>2022</year>) <volume>16</volume>(<issue>3</issue>):<fpage>102443</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.dsx.2022.102443</pub-id>
</citation>
</ref>
<ref id="B55">
<label>55</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Calder</surname> <given-names>PC</given-names>
</name>
</person-group>. <article-title>Long-chain fatty acids and inflammation</article-title>. <source>Proc Nutr Soc</source> (<year>2012</year>) <volume>71</volume>(<issue>2</issue>):<page-range>284&#x2013;9</page-range>. doi: <pub-id pub-id-type="doi">10.1017/S0029665112000067</pub-id>
</citation>
</ref>
<ref id="B56">
<label>56</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ch&#xe1;vez-Talavera</surname> <given-names>O</given-names>
</name>
<name>
<surname>Tailleux</surname> <given-names>A</given-names>
</name>
<name>
<surname>Lefebvre</surname> <given-names>P</given-names>
</name>
<name>
<surname>Staels</surname> <given-names>B</given-names>
</name>
</person-group>. <article-title>Bile acid control of metabolism and inflammation in obesity, type 2 diabetes, dyslipidemia, and nonalcoholic fatty liver disease</article-title>. <source>Gastroenterology</source> (<year>2017</year>) <volume>152</volume>(<issue>7</issue>):<page-range>1679&#x2013;94</page-range>. doi: <pub-id pub-id-type="doi">10.1053/j.gastro.2017.01.055</pub-id>
</citation>
</ref>
<ref id="B57">
<label>57</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname> <given-names>T</given-names>
</name>
<name>
<surname>Francl</surname> <given-names>JM</given-names>
</name>
<name>
<surname>Boehme</surname> <given-names>S</given-names>
</name>
<name>
<surname>Chiang</surname> <given-names>JY</given-names>
</name>
<etal/>
</person-group>. <article-title>Regulation of cholesterol and bile acid homeostasis by the cholesterol 7&#x3b1;-hydroxylase/steroid response element-binding protein 2/microRNA-33a axis in mice</article-title>. <source>Hepatology</source> (<year>2013</year>) <volume>58</volume>(<issue>3</issue>):<page-range>1111&#x2013;21</page-range>. doi: <pub-id pub-id-type="doi">10.1002/hep.26427</pub-id>
</citation>
</ref>
<ref id="B58">
<label>58</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ridlon</surname> <given-names>JM</given-names>
</name>
<name>
<surname>Kang</surname> <given-names>D</given-names>
</name>
<name>
<surname>Hylemon</surname> <given-names>PB</given-names>
</name>
<name>
<surname>Bajaj</surname> <given-names>JS</given-names>
</name>
</person-group>. <article-title>Bile acids and the gut microbiome</article-title>. <source>Curr Opin Gastroenterol</source> (<year>2014</year>) <volume>30</volume>:<page-range>332&#x2013;8</page-range>. doi: <pub-id pub-id-type="doi">10.1097/MOG.0000000000000057</pub-id>
</citation>
</ref>
<ref id="B59">
<label>59</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yan</surname> <given-names>Q</given-names>
</name>
<name>
<surname>Liew</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Uppal</surname> <given-names>K</given-names>
</name>
<name>
<surname>Cui</surname> <given-names>X</given-names>
</name>
<name>
<surname>Ling</surname> <given-names>CX</given-names>
</name>
<name>
<surname>Heck</surname> <given-names>JE</given-names>
</name>
<etal/>
</person-group>. <article-title>Maternal serum metabolome and traffic-related air pollution exposure in pregnancy</article-title>. <source>Environ Int</source> (<year>2019</year>) <volume>130</volume>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.envint.2019.05.066</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>