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<front>
<journal-meta>
<journal-id journal-id-type="nlm-ta">Molecular Medicine Reports</journal-id>
<journal-title-group>
<journal-title>Molecular Medicine Reports</journal-title>
</journal-title-group>
<issn pub-type="ppub">1791-2997</issn>
<issn pub-type="epub">1791-3004</issn>
<publisher>
<publisher-name>D.A. Spandidos</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3892/mmr.2018.9223</article-id>
<article-id pub-id-type="publisher-id">mmr-18-02-2033</article-id>
<article-categories>
<subj-group>
<subject>Articles</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Effects of isomaltulose on insulin resistance and metabolites in patients with non-alcoholic fatty liver disease: A metabolomic analysis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Kawaguchi</surname><given-names>Takumi</given-names></name>
<xref rid="af1-mmr-18-02-2033" ref-type="aff"/>
<xref rid="c1-mmr-18-02-2033" ref-type="corresp"/></contrib>
<contrib contrib-type="author"><name><surname>Nakano</surname><given-names>Dan</given-names></name>
<xref rid="af1-mmr-18-02-2033" ref-type="aff"/></contrib>
<contrib contrib-type="author"><name><surname>Oriishi</surname><given-names>Tetsuharu</given-names></name>
<xref rid="af1-mmr-18-02-2033" ref-type="aff"/></contrib>
<contrib contrib-type="author"><name><surname>Torimura</surname><given-names>Takuji</given-names></name>
<xref rid="af1-mmr-18-02-2033" ref-type="aff"/></contrib>
</contrib-group>
<aff id="af1-mmr-18-02-2033">Division of Gastroenterology, Department of Medicine, Kurume University School of Medicine, Kurume, Fukuoka 830-0011, Japan</aff>
<author-notes>
<corresp id="c1-mmr-18-02-2033"><italic>Correspondence to</italic>: Dr Takumi Kawaguchi, Division of Gastroenterology, Department of Medicine, Kurume University School of Medicine, 67 Asahi-machi, Kurume, Fukuoka 830-0011, Japan, E-mail: <email>takumi@med.kurume-u.ac.jp</email></corresp>
</author-notes>
<pub-date pub-type="ppub"><month>08</month><year>2018</year></pub-date>
<pub-date pub-type="epub"><day>26</day><month>06</month><year>2018</year></pub-date>
<volume>18</volume>
<issue>2</issue>
<fpage>2033</fpage>
<lpage>2042</lpage>
<history>
<date date-type="received"><day>19</day><month>03</month><year>2018</year></date>
<date date-type="accepted"><day>20</day><month>06</month><year>2018</year></date>
</history>
<permissions>
<copyright-statement>Copyright: &#x00A9; Kawaguchi et al.</copyright-statement>
<copyright-year>2018</copyright-year>
<license license-type="open-access">
<license-p>This is an open access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by-nc-nd/4.0/">Creative Commons Attribution-NonCommercial-NoDerivs License</ext-link>, which permits use and distribution in any medium, provided the original work is properly cited, the use is non-commercial and no modifications or adaptations are made.</license-p></license>
</permissions>
<abstract>
<p>Insulin resistance is associated with a poor prognosis in non-alcoholic fatty liver disease (NAFLD) patients. Isomaltulose, a naturally-occurring disaccharide, is reported to improve glucose and lipid metabolisms in obese patients. The present study aimed to investigate the effects of isomaltulose on insulin resistance and various metabolites in NAFLD patients. Five male patients with NAFLD consumed 20 g isomaltulose or sucrose (control). Changes in insulin resistance and metabolites were evaluated by alterations of serum C-peptide immunoreactivity (CPR) and metabolomic analysis from baseline to 15 min after the administration, respectively. There was no significant difference in changes of blood glucose level; however, the CPR level was significantly decreased in the Isomaltulose group compared to the control group (0.94&#x00B1;0.89 vs. &#x2212;0.12&#x00B1;0.31, P=0.0216). In a metabolomic analysis, a significant alteration was seen in 52 metabolites between the control and Isomaltulose groups. In particular, the taurodeoxycholic acid level significantly increased approximately 12.5-fold, and the arachidonic acid level significantly decreased approximately 0.01-fold. Together, it present study demonstrated that isomaltulose improved insulin resistance in NAFLD patients. It was also revealed that isomaltulose affects taurodeoxycholic acid and arachidonic acid. Thus, isomaltulose may have a beneficial effect on insulin resistance through alterations of bile acid and fatty acid metabolisms in NAFLD patients.</p>
</abstract>
<kwd-group>
<kwd>isomaltulose</kwd>
<kwd>non-alcoholic steatohepatitis</kwd>
<kwd>metabolomics</kwd>
<kwd>insulin resistance</kwd>
<kwd>bile acids</kwd>
<kwd>fatty acids</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec sec-type="intro">
<title>Introduction</title>
<p>Non-alcoholic fatty liver disease (NAFLD) is a pandemic disease, and one-third of the population worldwide is affected (<xref rid="b1-mmr-18-02-2033" ref-type="bibr">1</xref>,<xref rid="b2-mmr-18-02-2033" ref-type="bibr">2</xref>). Since the liver is one of the target organs of insulin, a high prevalence of insulin resistance is seen in patients with NAFLD (<xref rid="b3-mmr-18-02-2033" ref-type="bibr">3</xref>,<xref rid="b4-mmr-18-02-2033" ref-type="bibr">4</xref>). An increase in insulin resistance is associated with the development of not only type 2 diabetes mellitus but also life-threatening diseases such as liver cirrhosis, hepatocellular carcinoma, and cardiovascular diseases in patients with NAFLD (<xref rid="b5-mmr-18-02-2033" ref-type="bibr">5</xref>). Thus, improved insulin resistance is an important therapeutic target in patients with NAFLD. Anti-diabetic agents including pioglitazone (<xref rid="b6-mmr-18-02-2033" ref-type="bibr">6</xref>), glucagon-like peptide-1 (GLP-1) analogue (<xref rid="b7-mmr-18-02-2033" ref-type="bibr">7</xref>), and sodium-glucose cotransporter 2 inhibitor (<xref rid="b8-mmr-18-02-2033" ref-type="bibr">8</xref>) lead to metabolic and histologic improvement in patients with NAFLD complicated by diabetes mellitus. However, no effective medication has been approved yet for patients with NAFLD.</p>
<p>Isomaltulose (6-0-&#x03B1;-D-glucopyranosyl-D-fructose) is a naturally-occurring disaccharide found in honey (<xref rid="b9-mmr-18-02-2033" ref-type="bibr">9</xref>) and is composed of glucose and fructose, similar to sucrose (<xref rid="b10-mmr-18-02-2033" ref-type="bibr">10</xref>). Both isomaltulose and sucrose are digested into glucose and fructose by &#x03B1;-glucosidase in the small intestine and contribute the same caloric value of 4 kcal/g (<xref rid="b11-mmr-18-02-2033" ref-type="bibr">11</xref>,<xref rid="b12-mmr-18-02-2033" ref-type="bibr">12</xref>). However, the digestive rate of isomaltulose is significantly slower than that of sucrose because the structural feature of isomaltulose is that glucose and fructose are linked by an alpha-1,6-glycosidic bond (<xref rid="b12-mmr-18-02-2033" ref-type="bibr">12</xref>,<xref rid="b13-mmr-18-02-2033" ref-type="bibr">13</xref>). In addition, isomaltulose affects the secretion of gut hormones such as glucose-dependent insulinotropic polypeptide (GIP) and GLP-1 (<xref rid="b14-mmr-18-02-2033" ref-type="bibr">14</xref>,<xref rid="b15-mmr-18-02-2033" ref-type="bibr">15</xref>), leading to an improvement of insulin resistance. Thus, isomaltulose is a low glycemic index sweetener as well as a functional disaccharide and is currently used in various medical food and drink applications instead of sucrose (<xref rid="b16-mmr-18-02-2033" ref-type="bibr">16</xref>).</p>
<p>In a rat model of metabolic syndrome, isomaltulose is reported to reduce visceral fat mass and improves glucose intolerance, resulting in inhibition of increase in blood pressure and progression of diabetic nephropathy (<xref rid="b17-mmr-18-02-2033" ref-type="bibr">17</xref>). Furthermore, in healthy subjects, isomaltulose ingestion inhibits an increase in insulin resistance and blood pressure (<xref rid="b11-mmr-18-02-2033" ref-type="bibr">11</xref>,<xref rid="b18-mmr-18-02-2033" ref-type="bibr">18</xref>). The beneficial effects of isomaltulose on visceral fat, insulin resistance, and blood pressure in patients who were obese have been reported in double-blind, placebo-controlled interventional studies (<xref rid="b19-mmr-18-02-2033" ref-type="bibr">19</xref>,<xref rid="b20-mmr-18-02-2033" ref-type="bibr">20</xref>). However, the effect of isomaltulose on insulin resistance has never been investigated in patients with NAFLD.</p>
<p>An increase in insulin resistance can be caused by various factors including amino acid, fatty acid, and bile acid metabolism (<xref rid="b3-mmr-18-02-2033" ref-type="bibr">3</xref>,<xref rid="b21-mmr-18-02-2033" ref-type="bibr">21</xref>,<xref rid="b22-mmr-18-02-2033" ref-type="bibr">22</xref>). Metabolomic analysis is a systematic examination of metabolites in a given biological sample and can reveal novel pathways (<xref rid="b23-mmr-18-02-2033" ref-type="bibr">23</xref>). Metabolomic analysis has recently been applied to the identification of the pharmacological mechanisms of berberine, an isoquinoline alkaloid, for nonalcoholic steatohepatitis (NASH) treatment and revealed metabolic disruption involving phospholipids and unsaturated fatty acids in a rat model of NASH (<xref rid="b24-mmr-18-02-2033" ref-type="bibr">24</xref>). However, metabolomic analysis has not been used to identify the pharmacological mechanisms of isomaltulose in patients with NAFLD.</p>
<p>The aim of this study was to investigate effects of isomaltulose on insulin resistance in patients with NAFLD. In addition, using metabolomic analysis, we investigated the effect of isomaltulose on various metabolisms in patients with NAFLD.</p>
</sec>
<sec sec-type="subjects|methods">
<title>Subjects and methods</title>
<sec>
<title/>
<sec>
<title>Study design and ethics</title>
<p>This was a randomized, single-blinded controlled interventional study, and our study protocol conformed to the ethical guidelines of the 1975 Declaration of Helsinki, as reflected by the prior approval of the institutional review board of The Ethic Committee of Kurume University. All experiments were performed in accordance with relevant guidelines and regulations. All subjects provided written informed consent to participate in this study.</p>
</sec>
<sec>
<title>Subjects</title>
<p>A total of 5 male patients diagnosed with NAFLD were enrolled in this study. The following patient inclusion criteria were used: Patients with i) NAFLD, ii) age &#x003E;20 years, and iii) written informed consent. The exclusion criteria were as follows: Patients with i) hemoglobin A1c &#x003E;8.0&#x0025;, ii) insulin or &#x03B1;-glucosidase inhibitor treatment, iii) liver cirrhosis, iv) renal failure, v) a history of cardiovascular disease, or vi) participation in any other clinical trial.</p>
<p>The subjects were randomly assigned into the sucrose (Control) or isomaltulose group. After a 14-day wash-out term, each subject was assigned to the other group.</p>
</sec>
<sec>
<title>Diagnosis of NAFLD</title>
<p>NAFLD was diagnosed according to the Clinical Practice Guidelines for NAFLD/NASH as follows (<xref rid="b25-mmr-18-02-2033" ref-type="bibr">25</xref>): i) hepatic steatosis evaluated by liver biopsy, ultrasonography, computed tomography, or magnetic resonance imaging; ii) ethanol intake &#x003C;30 g/day; and iii) exclusion of other liver diseases, including chronic hepatitis B, chronic hepatitis C, autoimmune hepatitis, drug-induced liver disease, primary biliary cholangitis, primary sclerosing cholangitis, biliary obstruction, Wilson&#x0027;s disease, and hemochromatosis.</p>
</sec>
<sec>
<title>Isomaltulose or sucrose administration and blood collection</title>
<p>After a 12-hour overnight fast, the subjects consumed 20 g isomaltulose in 200 ml of water or 20 g sucrose (Control) in 200 ml of water in 1 min at 8:30 a.m. During the procedure, the subjects were instructed to rest on a bed and fast. Venous blood samples were collected before and 15 min after administration. For plasma GIP and GLP-1 measurements, blood samples were collected into a BD&#x2122; P100 Blood Collection System containing protein stabilizers (BD Biosciences, Franklin Lakes, NJ, USA). Blood samples were centrifuged at 3,000 &#x00D7; g for 15 min at 4&#x00B0;C and stored at &#x2212;20&#x00B0;C until analysis.</p>
</sec>
<sec>
<title>Laboratory determinations</title>
<p>Serum levels of aspartate aminotransferase (AST), alanine aminotransferase (ALT), lactate dehydrogenase (LDH), &#x03B3;-glutamyl transpeptidase (GGT), total bilirubin, total cholesterol, low-density lipoprotein (LDL)-cholesterol, blood urea nitrogen (BUN), creatinine, nonesterified fatty acid, C-peptide immunoreactivity (CPR), and blood glucose level were measured using standard clinical methods (SRL Inc., Tokyo, Japan) as previously described (<xref rid="b4-mmr-18-02-2033" ref-type="bibr">4</xref>,<xref rid="b26-mmr-18-02-2033" ref-type="bibr">26</xref>,<xref rid="b27-mmr-18-02-2033" ref-type="bibr">27</xref>).</p>
</sec>
<sec>
<title>Measurement of serum GIP and GLP-1 levels</title>
<p>As previously described (<xref rid="b28-mmr-18-02-2033" ref-type="bibr">28</xref>), plasma GIP and GLP-1 levels were measured by an enzyme-linked immunosorbent assay using a Human GIP ELISA kit (YK253; Yanaihara Institute Inc., Fujimiya, Japan) and a Human GLP1 (<xref rid="b7-mmr-18-02-2033" ref-type="bibr">7</xref>&#x2013;<xref rid="b36-mmr-18-02-2033" ref-type="bibr">36</xref>) ELISA kit (ab184857; Abcam, Cambridge, UK), respectively, according to each manufacturer&#x0027;s instructions.</p>
</sec>
<sec>
<title>Metabolomic analysis</title>
<p>Metabolomic analysis was performed twice using serum samples taken before (0 min) and 15 min after isomaltulose or sucrose treatment.</p>
</sec>
<sec>
<title>Preparation</title>
<p>Serum samples taken before and 15 min after isomaltulose or sucrose treatment from a representative subject were applied to a metabolomic analysis. Metabolome measurements were performed at a service facility of LSI Medience Corporation (Tokyo, Japan). Briefly, serum (200 &#x00B5;l) was added to methanol (800 &#x00B5;l) and then mixed for 15 min with a shaker at room temperature. After it was centrifuged by 10,000 &#x00D7; g for 10 min, the supernatant was dried up with nitrogen gas, and the residue was dissolved with 10&#x0025; acetonitrile aqueous solution (200 &#x00B5;l). After adding internal standards, they were analyzed with both liquid chromatography mass spectrometry (LC-MS) and capillary electrophoresis coupled to mass spectrometry (CE-MS). Tuning and calibration were performed with a standard solution provided by Agilent Technology, and the resolution errors were controlled within 3 ppm. The order of measurement was randomized to minimize the specific error in each group. Quality control samples were prepared by pooling samples and were analyzed every 5 samples to verify the measurement accuracy.</p>
</sec>
<sec>
<title>LC-time-of-flight mass spectrometry (TOFMS) analysis</title>
<p>LC-MS datasets were acquired on a liquid chromatography system (Agilent HP1200; Agilent Technologies, Inc., Santa Clara, CA, USA) equipped with a C18 column (2 &#x00B5;m, 50&#x00D7;2.0 mm ID, CAPCELL PAK C18 IF; Shiseido, Tokyo, Japan) and coupled with an electrospray ionization quadrupole TOFMS (Agilent 6520; Agilent Technologies, Inc.). Solvent A was composed of a 5 mM ammonium acetate aqueous solution, while solvent B was acetonitrile. Metabolites were eluted at a flow rate of 0.2 ml/min at 40&#x00B0;C with a linear gradient of 10&#x2013;90&#x0025; solvent B over 10 min, followed by a further 5 min hold at 100&#x0025; solvent B. The mass spectrometer was operated in positive and negative scan mode (m/z 60 to 1,200) with a capillary voltage of 3,500 V. The nebulizing gas pressure was 40 psi, and the dry gas flow was 8 l/min at 350&#x00B0;C.</p>
</sec>
<sec>
<title>CE-TOFMS analysis</title>
<p>Ionic metabolites were measured in the positive mode of CE-TOFMS (Agilent CE-TOFMS 6520; Agilent Technologies, Inc.,). Metabolites were separated in a fused-silica capillary (50 &#x00B5;m i.d.x100 cm total length; GL Science, Tokyo, Japan) filled with 1 mol/l formic acid aqueous solution (cation mode), or 20 mM ammonium formate and 20 mM ammonium acetate aqueous solution (pH 10, anion mode) as an electrolyte. The sample solution was injected at 5 kPa for 15 sec (approximately 15 nl), and a voltage of 30 kV was applied. The temperatures of capillary and sample trays were maintained at room temperature and 5&#x00B0;C, respectively. The sheath liquid was methanol/water (50&#x0025;v/v) containing 5 mM ammonium acetate. CE-TOFMS was operated in both positive and negative scan mode (m/z 60 to 1,200). The capillary voltage was set at 3,500 V, and the nitrogen gas (heater temperature 250&#x00B0;C) flow rate was set at 10 l/min.</p>
</sec>
<sec>
<title>Data analysis</title>
<p>A data file of mass spectrometry was converted to csv format with an Agilent csv converter. All peak positions (retention time and m/z) and areas were calculated by Markeranalysis (LSI Medience, Tokyo, Japan) (<xref rid="b29-mmr-18-02-2033" ref-type="bibr">29</xref>). All peak areas were aligned into one data sheet, and the errors of peak intensities were corrected by internal standards. Noise peaks were deleted compared with the peaks detected in blank samples. Metabolites were identified by comparing the retention time and m/z with standard data set established by LSI Medience Corporation.</p>
</sec>
<sec>
<title>Effects of isomaltulose on insulin resistance, GIP, GLP-1 secretion, and metabolites</title>
<p>Insulin resistance was evaluated by an increment of serum CPR as previously described (<xref rid="b30-mmr-18-02-2033" ref-type="bibr">30</xref>). &#x0394;CPR was the change of serum CPR level from baseline to 15 min after sucrose or isomaltulose administration. Similarly, changes in GIP and GLP-1 secretions were evaluated by &#x0394;GIP and &#x0394;GLP-1, which were changes of plasma GIP and GLP-1 levels from baseline to 15 min after sucrose or isomaltulose administration, respectively. The effects of isomaltulose on metabolites were also evaluated by change of each metabolite level from baseline (0 min) to 15 min after sucrose or isomaltulose administration (&#x0394; each metabolite). Variable that increased or decreased after the administration was shown as positive or negative expression level (&#x2206; variable or -&#x2206; variable) (<xref rid="f1-mmr-18-02-2033" ref-type="fig">Fig. 1</xref>).</p>
</sec>
<sec>
<title>Statistical analysis</title>
<p>Data are expressed as numbers or means &#x00B1; standard deviations. Differences between the two groups were analyzed using the Wilcoxon signed-rank test. In metabolome analysis, mea n fold-change and t-test for all detected peaks were performed between the two groups. P&#x003C;0.05 was considered to indicate a statistically significant difference.</p>
</sec>
</sec>
</sec>
<sec sec-type="results">
<title>Results</title>
<sec>
<title/>
<sec>
<title>Baseline patient characteristics</title>
<p>The baseline patient characteristics are summarized in <xref rid="tI-mmr-18-02-2033" ref-type="table">Table I</xref>. No significant difference was seen in the serum levels of AST, ALT, GGT, or total bilirubin between the sucrose (Control) and Isomaltulose groups. There was no significant difference in fasting blood glucose or serum CPR levels between the 2 groups (<xref rid="tI-mmr-18-02-2033" ref-type="table">Table I</xref>).</p>
</sec>
<sec>
<title>Effect of isomaltulose on changes in blood glucose and serum CPR levels</title>
<p>The effect of isomaltulose on blood glucose and serum CPR levels was evaluated by changes in these variables from baseline to 15 min after sucrose or isomaltulose administration. Although there was no significant difference in changes of blood glucose levels, the serum CPR level was significantly decreased in the Isomaltulose group compared to that in the Control group (<xref rid="f2-mmr-18-02-2033" ref-type="fig">Fig. 2</xref>).</p>
</sec>
<sec>
<title>Effect of isomaltulose on changes in plasma GIP and GLP-1 levels</title>
<p>The effect of isomaltulose on plasma GIP and GLP-1 levels was evaluated by changes in these variables from baseline to 15 min after sucrose or isomaltulose administration. There was no significant difference in changes of plasma GIP and GLP-1 levels between the Control and Isomaltulose groups (<xref rid="tII-mmr-18-02-2033" ref-type="table">Table II</xref>).</p>
</sec>
<sec>
<title>Effect of isomaltulose on serum metabolite levels</title>
<p>With metabolomic analysis, the effects of isomaltulose on 201 metabolite levels were evaluated by changes in these variables from baseline to 15 min after sucrose or isomaltulose administration. A significant alteration was seen in 52 metabolites between the Control and Isomaltulose groups (<xref rid="tIII-mmr-18-02-2033" ref-type="table">Table III</xref>). Many of these 52 altered metabolites were categorized as bile acid (6 metabolites), fatty acid (6 metabolites), or glycine/serine metabolism (4 metabolites) (<xref rid="f3-mmr-18-02-2033" ref-type="fig">Fig. 3</xref>).</p>
<p>A representative change of metabolite in each category was an increased taurodeoxycholic acid level in the bile acid category, a decreased arachidonic acid level in the fatty acid category, and an increased betaine level in the glycine/serine category after isomaltulose treatment (<xref rid="f4-mmr-18-02-2033" ref-type="fig">Fig. 4A-C</xref>). In addition, a significant decrease was seen in the serum L-arginine level in the isomaltulose group compared to that in the Control group (<xref rid="f4-mmr-18-02-2033" ref-type="fig">Fig. 4D</xref>), while the serum L-ornithine level was significantly increased in the isomaltulose group compared to that in the Control group (<xref rid="f4-mmr-18-02-2033" ref-type="fig">Fig. 4E</xref>).</p>
</sec>
</sec>
</sec>
<sec sec-type="discussion">
<title>Discussion</title>
<p>In this study, we demonstrated that isomaltulose improved insulin resistance in patients with NAFLD. Although isomaltulose did not have a significant effect on the changes in serum GIP and GLP-1 levels, we showed that isomaltulose significantly affects various metabolites, in particular, taurodeoxycholic acid, arachidonic acid, and betaine. Thus, isomaltulose may have a beneficial effect on insulin resistance through alterations in various metabolisms, in particular bile acid, fatty acid, and glycine/serine metabolisms.</p>
<p>Isomaltulose has been reported to improve insulin resistance in rats and in patients who are obese (<xref rid="b19-mmr-18-02-2033" ref-type="bibr">19</xref>,<xref rid="b31-mmr-18-02-2033" ref-type="bibr">31</xref>). In agreement with these previous reports, the serum CPR level was significantly decreased in the Isomaltulose group compared to that in the Control group in this study. Thus, we demonstrated that isomaltulose improved insulin resistance in patients with NAFLD. In this study, serum CPR was used for evaluation of insulin resistance instead of immunoreactive insulin (IRI). This was because DCPR is the most significant determinant of insulin secretion increments (<xref rid="b30-mmr-18-02-2033" ref-type="bibr">30</xref>). Moreover, in patients with chronic liver disease, the hepatic insulin degradation rate is decreased, and CPR is more accurate than IRI for the evaluation of insulin secretion (<xref rid="b32-mmr-18-02-2033" ref-type="bibr">32</xref>). Furthermore, the IRI level is affected by hemolysis during blood collection (<xref rid="b33-mmr-18-02-2033" ref-type="bibr">33</xref>) and is inaccurate in the presence of an anti-insulin antibody (<xref rid="b34-mmr-18-02-2033" ref-type="bibr">34</xref>).</p>
<p>The slow digestive rate of isomaltulose is reported to affect secretion of GIP and GLP-1, resulting in a reduction of insulin resistance (<xref rid="b14-mmr-18-02-2033" ref-type="bibr">14</xref>,<xref rid="b15-mmr-18-02-2033" ref-type="bibr">15</xref>). However, in this study, no significant change was seen in GIP or GLP-1 levels. The reason for the discrepancy between previous studies and our study remains unclear, and following are possible explanations (<xref rid="b1-mmr-18-02-2033" ref-type="bibr">1</xref>): The number of enrolled patients may not have had enough power to detect significant changes or (<xref rid="b2-mmr-18-02-2033" ref-type="bibr">2</xref>) since plasma dipeptidyl peptidase-4 activity is accelerated in patients with NAFLD (<xref rid="b35-mmr-18-02-2033" ref-type="bibr">35</xref>), degradation of GIP and GLP-1 could be increased in patients with NAFLD.</p>
<p>To investigate possible mechanisms for isomaltulose-induced suppression of insulin resistance, we performed a metabolomic analysis and demonstrated that isomaltulose had significant effects on various metabolites in patients with NAFLD. A large number of altered metabolites were categorized into bile acid, fatty acid, or glycine/serine metabolisms. A representative change in each category was an increased taurodeoxycholic acid level, a decreased arachidonic acid level, and an increased betaine level in bile acid, fatty acid, and glycine/serine metabolisms, respectively. The causal relationships between these changes in metabolites and the improvement of insulin resistance remain unclear. However, Qi <italic>et al</italic> reported that taurodeoxycholic acid may reduce the increase of phospholipids, sphingomyelins, and ceramides induced by a high-fat diet, leading to an improvement of insulin resistance in a mouse model (<xref rid="b36-mmr-18-02-2033" ref-type="bibr">36</xref>). Arachidonic acid is reported to down-regulate the insulin-dependent glucose transporter gene, resulting in an increase in insulin resistance (<xref rid="b37-mmr-18-02-2033" ref-type="bibr">37</xref>). In addition, betaine was recently reported to improve insulin resistance through an activation of forkhead box O1-induced NLRP3 inflammasomes (<xref rid="b38-mmr-18-02-2033" ref-type="bibr">38</xref>). These previous reports support that isomaltulose may have improved insulin resistance potentially through alterations in bile acid, fatty acid, and glycine/serine metabolisms in this study.</p>
<p>The metabolomic analysis also revealed a significant decrease in the serum L-arginine level and a significant increase in the serum L-ornithine level in the isomaltulose group. L-arginine is reported to inhibit gene expression of insulin receptor substrate-1, phosphatidylinositol 3-kinase, and Akt in the insulin signaling pathway, leading to an increase in insulin resistance (<xref rid="b39-mmr-18-02-2033" ref-type="bibr">39</xref>). L-ornithine is reported to regulate growth hormone/insulin-like growth factor-1/insulin-like growth factor-binding protein 3 complex in muscle tissue, leading to improved insulin resistance (<xref rid="b40-mmr-18-02-2033" ref-type="bibr">40</xref>). Taken together, along with alterations in bile acid, fatty acid, and glycine/serine metabolisms, alterations in L-arginine and L-ornithine may contribute to improvement of insulin resistance in patients with NAFLD.</p>
<p>A major limitation of this study is small sample size, and further study is required to verify of our results. In this study, changes in metabolisms were evaluated by a global metabolomic analysis. Since environmental factors including outdoor temperature are known to be associated with insulin resistance and other metabolisms (<xref rid="b41-mmr-18-02-2033" ref-type="bibr">41</xref>&#x2013;<xref rid="b43-mmr-18-02-2033" ref-type="bibr">43</xref>), isomaltulose or sucrose was administered to the all subjects at the same time on the same day by personal stuffs. Thus, sample size was limited because of the equalization for environmental factors in this study. Another limitation is that taste of isomaltulose is slightly different from that of sucrose and subjects might recognize the difference between isomaltulose and sucrose. However, taste correlates with chemical structure (<xref rid="b44-mmr-18-02-2033" ref-type="bibr">44</xref>,<xref rid="b45-mmr-18-02-2033" ref-type="bibr">45</xref>), and it is impossible to have a control disaccharide with same taste of isomaltulose. In this study, a random assignment was performed just before the administration and then, subjects were at rest on a bed and fast during the procedure. Thus, the taste difference between isomaltulose and sucrose is considered to have no influence on the results.</p>
<p>In conclusion, we showed that isomaltulose improved insulin resistance in patients with NAFLD. In addition, we revealed that isomaltulose significantly affect various metabolites, including taurodeoxycholic acid, arachidonic acid, and betaine. Thus, isomaltulose may improve insulin resistance mainly through alterations in various metabolisms in patients with NAFLD.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgements</title>
<p>Not applicable.</p>
</ack>
<sec>
<title>Funding</title>
<p>No funding was received.</p>
</sec>
<sec>
<title>Availability of data and materials</title>
<p>The datasets analyzed in the current study available from the corresponding author on reasonable request.</p>
</sec>
<sec>
<title>Authors&#x0027; contributions</title>
<p>TK was involved in the conception and design of the study, acquisition of data, analysis and interpretation of data, drafting of the article, critical revision of the article for important intellectual content, and gave final approval of the version to be submitted. DN and TO were involved in acquisition of data and drafting of the manuscript. TT was involved in acquisition of data, revised the article critically for important intellectual content and gave final approval of the version to be submitted.</p>
</sec>
<sec>
<title>Ethics approval and consent to participate</title>
<p>The study protocol conformed to the ethical guidelines of the 1975 Declaration of Helsinki, as reflected by the prior approval of the institutional review board of The Ethical Committee of Kurume University. All subjects provided written informed consent to participate in this study.</p>
</sec>
<sec>
<title>Patient consent for publication</title>
<p>Not applicable.</p>
</sec>
<sec>
<title>Competing interests</title>
<p>The authors declare that they have no competing interests.</p>
</sec>
<glossary>
<def-list>
<title>Abbreviations</title>
<def-item><term>NAFLD</term><def><p>non-alcoholic fatty liver disease</p></def></def-item>
<def-item><term>GLP-1</term><def><p>glucagon-like-peptide 1</p></def></def-item>
<def-item><term>GIP</term><def><p>glucose-dependent insulinotropic polypeptide</p></def></def-item>
<def-item><term>6-0-&#x03B1;-D-glucopyranosyl-D-fructose</term><def><p>Isomaltulose</p></def></def-item>
<def-item><term>AST</term><def><p>aspartate aminotransferase</p></def></def-item>
<def-item><term>ALT</term><def><p>alanine aminotransferase</p></def></def-item>
<def-item><term>LDH</term><def><p>lactate dehydrogenase</p></def></def-item>
<def-item><term>GGT</term><def><p>&#x03B3;-glutamyl transpeptidase</p></def></def-item>
<def-item><term>LDL</term><def><p>low-density lipoprotein</p></def></def-item>
<def-item><term>BUN</term><def><p>blood urea nitrogen</p></def></def-item>
<def-item><term>CPR</term><def><p>C-peptide immunoreactivity</p></def></def-item>
<def-item><term>LC-MS</term><def><p>liquid chromatography mass spectrometry</p></def></def-item>
<def-item><term>CE-MS</term><def><p>capillary electrophoresis coupled to mass spectrometry</p></def></def-item>
<def-item><term>TOFMS</term><def><p>time-of-flight mass spectrometry</p></def></def-item>
<def-item><term>IRI</term><def><p>immunoreactive insulin</p></def></def-item>
</def-list>
</glossary>
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</back>
<floats-group>
<fig id="f1-mmr-18-02-2033" position="float">
<label>Figure 1.</label>
<caption><p>Changes in variable after administration of sucrose or isomaltulose. Effects of sucrose or isomaltulose on variables were evaluated by change of each variable level from baseline (0 min) to 15 min after administration. Variable that increased or decreased after the administration was shown as positive or negative expression level (&#x2206; variable or -&#x2206; variable).</p></caption>
<graphic xlink:href="MMR-18-02-2033-g00.tif"/>
</fig>
<fig id="f2-mmr-18-02-2033" position="float">
<label>Figure 2.</label>
<caption><p>Effect of isomaltulose on changes in blood glucose and serum CPR levels. The effect of isomaltulose on blood glucose (A) and serum CPR levels (B) was evaluated by changes in these variables from baseline to 15 min after sucrose (Control) or isomaltulose administration. P-values of &#x003C;0.05 were considered significant. N.S., not significant; CPR, C-peptide immunoreactivity.</p></caption>
<graphic xlink:href="MMR-18-02-2033-g01.tif"/>
</fig>
<fig id="f3-mmr-18-02-2033" position="float">
<label>Figure 3.</label>
<caption><p>Effect of isomaltulose on serum metabolite levels. With metabolomic analysis, significant alteration was seen in 52 metabolites between the Control and isomaltulose groups. Many of the 52 altered metabolites were seen in categories of bile acid (6 metabolites), fatty acid (6 metabolites), and glycine/serine metabolism (4 metabolites).</p></caption>
<graphic xlink:href="MMR-18-02-2033-g02.tif"/>
</fig>
<fig id="f4-mmr-18-02-2033" position="float">
<label>Figure 4.</label>
<caption><p>Effect of isomaltulose on serum taurodeoxycholic acid, arachidonic acid, betaine, L-arginine, and L-ornithine levels. The effect of isomaltulose on serum (A) taurodeoxycholic acid, (B) arachidonic acid, (C) betaine, (D) L-arginine, and (E) L-ornithine levels was evaluated by changes in these variables from baseline (0 min) to 15 min after sucrose (Control) or isomaltulose administration. P-values of &#x003C;0.05 were considered significant.</p></caption>
<graphic xlink:href="MMR-18-02-2033-g03.tif"/>
</fig>
<table-wrap id="tI-mmr-18-02-2033" position="float">
<label>Table I.</label>
<caption><p>Patients&#x0027; characteristics at baseline.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="bottom">Characteristic</th>
<th align="center" valign="bottom">Control</th>
<th align="center" valign="bottom">Isomaltulose</th>
<th align="center" valign="bottom">P-value</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Age (yeare)</td>
<td align="char" char="&#x00B1;" valign="top">48.6&#x00B1;11.8</td>
<td align="char" char="&#x00B1;" valign="top">48.6&#x00B1;11.8</td>
<td align="center" valign="top">1.0000</td>
</tr>
<tr>
<td align="left" valign="top">Body mass index</td>
<td align="char" char="&#x00B1;" valign="top">35.1&#x00B1;7.0</td>
<td align="char" char="&#x00B1;" valign="top">35.1&#x00B1;7.0</td>
<td align="center" valign="top">1.0000</td>
</tr>
<tr>
<td align="left" valign="top">Red blood cells (&#x00D7;10<sup>4</sup>/&#x00B5;l)</td>
<td align="char" char="&#x00B1;" valign="top">509.6&#x00B1;70.6</td>
<td align="char" char="&#x00B1;" valign="top">514.4&#x00B1;59.7</td>
<td align="center" valign="top">0.9105</td>
</tr>
<tr>
<td align="left" valign="top">Hemoglobin (g/dl)</td>
<td align="char" char="&#x00B1;" valign="top">15.5&#x00B1;1.8</td>
<td align="char" char="&#x00B1;" valign="top">15.6&#x00B1;1.3</td>
<td align="center" valign="top">0.9540</td>
</tr>
<tr>
<td align="left" valign="top">White blood cells (/&#x00B5;l)</td>
<td align="char" char="&#x00B1;" valign="top">8,500&#x00B1;2,515</td>
<td align="char" char="&#x00B1;" valign="top">7,600&#x00B1;2,531</td>
<td align="center" valign="top">0.5882</td>
</tr>
<tr>
<td align="left" valign="top">Platelet count (&#x00D7;10<sup>4</sup>/&#x00B5;l)</td>
<td align="char" char="&#x00B1;" valign="top">29.5&#x00B1;4.1</td>
<td align="char" char="&#x00B1;" valign="top">28.7&#x00B1;4.2</td>
<td align="center" valign="top">0.7634</td>
</tr>
<tr>
<td align="left" valign="top">Aspartate aminotransferase (IU/l)</td>
<td align="char" char="&#x00B1;" valign="top">31.2&#x00B1;13.2</td>
<td align="char" char="&#x00B1;" valign="top">30.0&#x00B1;14.7</td>
<td align="center" valign="top">0.8953</td>
</tr>
<tr>
<td align="left" valign="top">Alanine aminotransferase (IU/l)</td>
<td align="char" char="&#x00B1;" valign="top">45.6&#x00B1;36.9</td>
<td align="char" char="&#x00B1;" valign="top">40.2&#x00B1;28.5</td>
<td align="center" valign="top">0.8024</td>
</tr>
<tr>
<td align="left" valign="top">Lactate dehydrogenase (IU/l)</td>
<td align="char" char="&#x00B1;" valign="top">227.2&#x00B1;109.8</td>
<td align="char" char="&#x00B1;" valign="top">237.2&#x00B1;108.4</td>
<td align="center" valign="top">0.8884</td>
</tr>
<tr>
<td align="left" valign="top">&#x03B3;-glutamyl transpeptidase (IU/l)</td>
<td align="char" char="&#x00B1;" valign="top">55.6&#x00B1;39.9</td>
<td align="char" char="&#x00B1;" valign="top">54.4&#x00B1;36.0</td>
<td align="center" valign="top">0.9614</td>
</tr>
<tr>
<td align="left" valign="top">Total bilirubin (mg/dl)</td>
<td align="char" char="&#x00B1;" valign="top">0.52&#x00B1;0.18</td>
<td align="char" char="&#x00B1;" valign="top">0.46&#x00B1;0.18</td>
<td align="center" valign="top">0.6130</td>
</tr>
<tr>
<td align="left" valign="top">Total cholesterol (mg/dl)</td>
<td align="char" char="&#x00B1;" valign="top">207.0&#x00B1;26.4</td>
<td align="char" char="&#x00B1;" valign="top">197.2&#x00B1;21.1</td>
<td align="center" valign="top">0.5350</td>
</tr>
<tr>
<td align="left" valign="top">Low-density lipoprotein cholesterol (mg/dl)</td>
<td align="char" char="&#x00B1;" valign="top">138.6&#x00B1;17.6</td>
<td align="char" char="&#x00B1;" valign="top">125.0&#x00B1;23.8</td>
<td align="center" valign="top">0.3362</td>
</tr>
<tr>
<td align="left" valign="top">Triglycerides (mg/dl)</td>
<td align="char" char="&#x00B1;" valign="top">144.2&#x00B1;51.4</td>
<td align="char" char="&#x00B1;" valign="top">154.2&#x00B1;56.5</td>
<td align="center" valign="top">0.7772</td>
</tr>
<tr>
<td align="left" valign="top">Blood urea nitrogen (mg/dl)</td>
<td align="char" char="&#x00B1;" valign="top">14.7&#x00B1;2.9</td>
<td align="char" char="&#x00B1;" valign="top">14.7&#x00B1;4.2</td>
<td align="center" valign="top">0.9864</td>
</tr>
<tr>
<td align="left" valign="top">Creatinine (mg/dl)</td>
<td align="char" char="&#x00B1;" valign="top">0.85&#x00B1;0.16</td>
<td align="char" char="&#x00B1;" valign="top">0.80&#x00B1;0.20</td>
<td align="center" valign="top">0.6998</td>
</tr>
<tr>
<td align="left" valign="top">Fasting blood glucose (mg/dl)</td>
<td align="char" char="&#x00B1;" valign="top">132.0&#x00B1;38.7</td>
<td align="char" char="&#x00B1;" valign="top">145.0&#x00B1;50.0</td>
<td align="center" valign="top">0.6586</td>
</tr>
<tr>
<td align="left" valign="top">C-peptide immunoreactivity (ng/dl)</td>
<td align="char" char="&#x00B1;" valign="top">2.38&#x00B1;0.99</td>
<td align="char" char="&#x00B1;" valign="top">2.61&#x00B1;1.71</td>
<td align="center" valign="top">0.8025</td>
</tr>
<tr>
<td align="left" valign="top">Nonesterified fatty acid (&#x00B5;Eq/l)</td>
<td align="char" char="&#x00B1;" valign="top">675.0&#x00B1;316.8</td>
<td align="char" char="&#x00B1;" valign="top">574.4&#x00B1;221.0</td>
<td align="center" valign="top">0.5782</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="tfn1-mmr-18-02-2033"><p>Data are expressed as mean &#x00B1; SD. Differences between the two groups were analyzed using Wilcoxon signed-rank test. P-values of &#x003C;0.05 are considered significant.</p></fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="tII-mmr-18-02-2033" position="float">
<label>Table II.</label>
<caption><p>Effects of isomaltulose on changes in plasma GIP and GLP-1 levels.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="bottom">Level</th>
<th align="center" valign="bottom">Control</th>
<th align="center" valign="bottom">Isomaltulose</th>
<th align="center" valign="bottom">P-value</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">&#x2206;GIP</td>
<td align="char" char="&#x00B1;" valign="top">23.1&#x00B1;25.6</td>
<td align="char" char="&#x00B1;" valign="top">14.0&#x00B1;9.5</td>
<td align="center" valign="top">0.8345</td>
</tr>
<tr>
<td align="left" valign="top">&#x2206;GLP-1</td>
<td align="char" char="&#x00B1;" valign="top">&#x2212;51.5&#x00B1;98.0</td>
<td align="char" char="&#x00B1;" valign="top">166.7&#x00B1;66.6</td>
<td align="center" valign="top">0.1437</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="tfn2-mmr-18-02-2033"><p>Data are expressed as mean &#x00B1; SD. &#x2206;GIP and &#x2206;GLP-1 are changes of plasma GIP and GLP-1 levels from baseline to 15 min after sucrose (Control) or isomaltulose administration, respectively. Differences between the 2 groups were analyzed using the Wilcoxon signed-rank test. P-values of &#x003C;0.05 are considered significant. GIP, glucose-dependent insulinotropic polypeptide; GLP-1, glucagon-like peptide-1.</p></fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="tIII-mmr-18-02-2033" position="float">
<label>Table III.</label>
<caption><p>Metabolites significantly altered by isomaltulose in patients with NAFLD.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th/>
<th/>
<th align="center" valign="bottom" colspan="2">Control</th>
<th align="center" valign="bottom" colspan="2">Isomaltulose</th>
<th/>
<th/>
</tr>
<tr>
<th/>
<th/>
<th/>
<th align="center" valign="bottom" colspan="2"><hr/></th>
<th align="center" valign="bottom" colspan="2"><hr/></th>
<th/>
<th/>
</tr>
<tr>
<th/>
<th align="center" valign="bottom">Metabolite</th>
<th align="center" valign="bottom">Category</th>
<th align="center" valign="bottom">Mean</th>
<th align="center" valign="bottom">SD</th>
<th align="center" valign="bottom">Mean</th>
<th align="center" valign="bottom">SD</th>
<th align="center" valign="bottom">Ratio</th>
<th align="center" valign="bottom">P-value</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;1</td>
<td align="left" valign="top">L-Arginine</td>
<td align="left" valign="top">Amino acid</td>
<td align="right" valign="top">&#x2212;507</td>
<td align="right" valign="top">80</td>
<td align="right" valign="top">&#x2212;2,570</td>
<td align="right" valign="top">180</td>
<td align="right" valign="top">5.00</td>
<td align="center" valign="top">0.0001</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;2</td>
<td align="left" valign="top">L-Ornithine</td>
<td align="left" valign="top">Urea cycle</td>
<td align="right" valign="top">&#x2212;62</td>
<td align="right" valign="top">64</td>
<td align="right" valign="top">1,390</td>
<td align="right" valign="top">137</td>
<td align="right" valign="top">&#x2212;25.00</td>
<td align="center" valign="top">0.0001</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;3</td>
<td align="left" valign="top">N-Acetylornithine</td>
<td align="left" valign="top">Arginin, proline metabolism</td>
<td align="right" valign="top">&#x2212;60</td>
<td align="right" valign="top">157</td>
<td align="right" valign="top">&#x2212;1,832</td>
<td align="right" valign="top">111</td>
<td align="right" valign="top">33.33</td>
<td align="center" valign="top">0.0001</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;4</td>
<td align="left" valign="top">Glycodeoxycholate</td>
<td align="left" valign="top">Bile acid</td>
<td align="right" valign="top">29</td>
<td align="right" valign="top">3</td>
<td align="right" valign="top">134</td>
<td align="right" valign="top">12</td>
<td align="right" valign="top">4.55</td>
<td align="center" valign="top">0.0001</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;5</td>
<td align="left" valign="top">Urea</td>
<td align="left" valign="top">Urea cycle</td>
<td align="right" valign="top">&#x2212;79</td>
<td align="right" valign="top">12</td>
<td align="right" valign="top">115</td>
<td align="right" valign="top">23</td>
<td align="right" valign="top">&#x2212;1.45</td>
<td align="center" valign="top">0.0002</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;6</td>
<td align="left" valign="top">Betaine</td>
<td align="left" valign="top">Glycine, serin metabolism</td>
<td align="right" valign="top">&#x2212;446</td>
<td align="right" valign="top">398</td>
<td align="right" valign="top">2,613</td>
<td align="right" valign="top">307</td>
<td align="right" valign="top">&#x2212;5.88</td>
<td align="center" valign="top">0.0005</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;7</td>
<td align="left" valign="top">D-Xylulose</td>
<td align="left" valign="top">Sugar</td>
<td align="right" valign="top">51</td>
<td align="right" valign="top">6</td>
<td align="right" valign="top">88</td>
<td align="right" valign="top">2</td>
<td align="right" valign="top">1.72</td>
<td align="center" valign="top">0.0006</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;8</td>
<td align="left" valign="top">Glycocholate</td>
<td align="left" valign="top">Bile acid</td>
<td align="right" valign="top">1,423</td>
<td align="right" valign="top">93</td>
<td align="right" valign="top">25,816</td>
<td align="right" valign="top">1,114</td>
<td align="right" valign="top">16.67</td>
<td align="center" valign="top">0.0006</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;9</td>
<td align="left" valign="top">6-Aminohexanoate</td>
<td align="left" valign="top">Fatty acid metabolism</td>
<td align="right" valign="top">14</td>
<td align="right" valign="top">3</td>
<td align="right" valign="top">42</td>
<td align="right" valign="top">5</td>
<td align="right" valign="top">2.94</td>
<td align="center" valign="top">0.0008</td>
</tr>
<tr>
<td align="left" valign="top">10</td>
<td align="left" valign="top">Indole acetate</td>
<td align="left" valign="top">Tryptophan metabolism</td>
<td align="right" valign="top">&#x2212;170</td>
<td align="right" valign="top">25</td>
<td align="right" valign="top">41</td>
<td align="right" valign="top">32</td>
<td align="right" valign="top">&#x2212;0.24</td>
<td align="center" valign="top">0.0008</td>
</tr>
<tr>
<td align="left" valign="top">11</td>
<td align="left" valign="top">Theobromine</td>
<td align="left" valign="top">Caffeine metabolism</td>
<td align="right" valign="top">&#x2212;440</td>
<td align="right" valign="top">139</td>
<td align="right" valign="top">350</td>
<td align="right" valign="top">80</td>
<td align="right" valign="top">&#x2212;0.79</td>
<td align="center" valign="top">0.0010</td>
</tr>
<tr>
<td align="left" valign="top">12</td>
<td align="left" valign="top">Taurodeoxycholic acid</td>
<td align="left" valign="top">Bile acid</td>
<td align="right" valign="top">2,848</td>
<td align="right" valign="top">49</td>
<td align="right" valign="top">36,895</td>
<td align="right" valign="top">1,997</td>
<td align="right" valign="top">12.50</td>
<td align="center" valign="top">0.0011</td>
</tr>
<tr>
<td align="left" valign="top">13</td>
<td align="left" valign="top">Uridine</td>
<td align="left" valign="top">Pyrimidine metabolism</td>
<td align="right" valign="top">416</td>
<td align="right" valign="top">135</td>
<td align="right" valign="top">1,917</td>
<td align="right" valign="top">323</td>
<td align="right" valign="top">4.55</td>
<td align="center" valign="top">0.0017</td>
</tr>
<tr>
<td align="left" valign="top">14</td>
<td align="left" valign="top">L-Lactic acid</td>
<td align="left" valign="top">Glycolysis</td>
<td align="right" valign="top">5,159</td>
<td align="right" valign="top">744</td>
<td align="right" valign="top">2,058</td>
<td align="right" valign="top">178</td>
<td align="right" valign="top">0.40</td>
<td align="center" valign="top">0.0022</td>
</tr>
<tr>
<td align="left" valign="top">15</td>
<td align="left" valign="top">Eicosadienoic acid (20:2)</td>
<td align="left" valign="top">Fatty acid</td>
<td align="right" valign="top">&#x2212;18,121</td>
<td align="right" valign="top">2,263</td>
<td align="right" valign="top">2,174</td>
<td align="right" valign="top">4,642</td>
<td align="right" valign="top">&#x2212;0.12</td>
<td align="center" valign="top">0.0024</td>
</tr>
<tr>
<td align="left" valign="top">16</td>
<td align="left" valign="top">D-Glycerate</td>
<td align="left" valign="top">Glycine, serin metabolism</td>
<td align="right" valign="top">3</td>
<td align="right" valign="top">11</td>
<td align="right" valign="top">239</td>
<td align="right" valign="top">60</td>
<td align="right" valign="top">100.00</td>
<td align="center" valign="top">0.0026</td>
</tr>
<tr>
<td align="left" valign="top">17</td>
<td align="left" valign="top">1-6-Anhydro-beta-d-Glucose</td>
<td align="left" valign="top">Sugar metabolism</td>
<td align="right" valign="top">642</td>
<td align="right" valign="top">39</td>
<td align="right" valign="top">1,409</td>
<td align="right" valign="top">202</td>
<td align="right" valign="top">2.17</td>
<td align="center" valign="top">0.0030</td>
</tr>
<tr>
<td align="left" valign="top">18</td>
<td align="left" valign="top">N-N-dimethylarginine</td>
<td align="left" valign="top">Arginin, proline metabolism</td>
<td align="right" valign="top">&#x2212;19</td>
<td align="right" valign="top">20</td>
<td align="right" valign="top">102</td>
<td align="right" valign="top">26</td>
<td align="right" valign="top">&#x2212;5.26</td>
<td align="center" valign="top">0.0032</td>
</tr>
<tr>
<td align="left" valign="top">19</td>
<td align="left" valign="top">Tridecanoic acid</td>
<td align="left" valign="top">Fatty acid</td>
<td align="right" valign="top">51</td>
<td align="right" valign="top">76</td>
<td align="right" valign="top">719</td>
<td align="right" valign="top">181</td>
<td align="right" valign="top">14.29</td>
<td align="center" valign="top">0.0041</td>
</tr>
<tr>
<td align="left" valign="top">20</td>
<td align="left" valign="top">Taurocholate</td>
<td align="left" valign="top">Bile acid</td>
<td align="right" valign="top">16</td>
<td align="right" valign="top">23</td>
<td align="right" valign="top">210</td>
<td align="right" valign="top">54</td>
<td align="right" valign="top">12.50</td>
<td align="center" valign="top">0.0046</td>
</tr>
<tr>
<td align="left" valign="top">21</td>
<td align="left" valign="top">Creatinine</td>
<td align="left" valign="top">Arginin, proline metabolism</td>
<td align="right" valign="top">&#x2212;994</td>
<td align="right" valign="top">580</td>
<td align="right" valign="top">1,401</td>
<td align="right" valign="top">494</td>
<td align="right" valign="top">&#x2212;1.41</td>
<td align="center" valign="top">0.0055</td>
</tr>
<tr>
<td align="left" valign="top">22</td>
<td align="left" valign="top">Choline</td>
<td align="left" valign="top">Glycine, serin metabolism</td>
<td align="right" valign="top">&#x2212;2,423</td>
<td align="right" valign="top">443</td>
<td align="right" valign="top">1,316</td>
<td align="right" valign="top">1,183</td>
<td align="right" valign="top">&#x2212;0.54</td>
<td align="center" valign="top">0.0069</td>
</tr>
<tr>
<td align="left" valign="top">23</td>
<td align="left" valign="top">Gramine</td>
<td align="left" valign="top">Tryptophan metabolism</td>
<td align="right" valign="top">15</td>
<td align="right" valign="top">20</td>
<td align="right" valign="top">&#x2212;136</td>
<td align="right" valign="top">47</td>
<td align="right" valign="top">&#x2212;9.09</td>
<td align="center" valign="top">0.0070</td>
</tr>
<tr>
<td align="left" valign="top">24</td>
<td align="left" valign="top">5-Oxoproline</td>
<td align="left" valign="top">Glutathione metabolism</td>
<td align="right" valign="top">&#x2212;77</td>
<td align="right" valign="top">41</td>
<td align="right" valign="top">523</td>
<td align="right" valign="top">213</td>
<td align="right" valign="top">&#x2212;6.67</td>
<td align="center" valign="top">0.0087</td>
</tr>
<tr>
<td align="left" valign="top">25</td>
<td align="left" valign="top">Pseudouridine</td>
<td align="left" valign="top">Pyrimidine metabolism</td>
<td align="right" valign="top">51</td>
<td align="right" valign="top">37</td>
<td align="right" valign="top">&#x2212;59</td>
<td align="right" valign="top">20</td>
<td align="right" valign="top">&#x2212;1.15</td>
<td align="center" valign="top">0.0103</td>
</tr>
<tr>
<td align="left" valign="top">26</td>
<td align="left" valign="top">Eicosenoic acid (20:1)</td>
<td align="left" valign="top">Fatty acid</td>
<td align="right" valign="top">18,075</td>
<td align="right" valign="top">4,264</td>
<td align="right" valign="top">&#x2212;2,476</td>
<td align="right" valign="top">6,533</td>
<td align="right" valign="top">&#x2212;0.14</td>
<td align="center" valign="top">0.0103</td>
</tr>
<tr>
<td align="left" valign="top">27</td>
<td align="left" valign="top">(R)-3-Hydroxybutanoate</td>
<td align="left" valign="top">Butanoate metabolism</td>
<td align="right" valign="top">13</td>
<td align="right" valign="top">62</td>
<td align="right" valign="top">190</td>
<td align="right" valign="top">30</td>
<td align="right" valign="top">14.29</td>
<td align="center" valign="top">0.0113</td>
</tr>
<tr>
<td align="left" valign="top">28</td>
<td align="left" valign="top">Taurocyamine</td>
<td align="left" valign="top">Taurine and hypotaurine metabolism</td>
<td align="right" valign="top">&#x2212;233</td>
<td align="right" valign="top">112</td>
<td align="right" valign="top">153</td>
<td align="right" valign="top">103</td>
<td align="right" valign="top">&#x2212;0.66</td>
<td align="center" valign="top">0.0118</td>
</tr>
<tr>
<td align="left" valign="top">29</td>
<td align="left" valign="top">Hydroxypropionic acid</td>
<td align="left" valign="top">Pyrimidine metabolism</td>
<td align="right" valign="top">&#x2212;59</td>
<td align="right" valign="top">23</td>
<td align="right" valign="top">&#x2212;137</td>
<td align="right" valign="top">22</td>
<td align="right" valign="top">2.33</td>
<td align="center" valign="top">0.0131</td>
</tr>
<tr>
<td align="left" valign="top">30</td>
<td align="left" valign="top">D-Glyceraldehyde</td>
<td align="left" valign="top">Sugar metabolism</td>
<td align="right" valign="top">14,027</td>
<td align="right" valign="top">292</td>
<td align="right" valign="top">4,661</td>
<td align="right" valign="top">2,058</td>
<td align="right" valign="top">0.33</td>
<td align="center" valign="top">0.0143</td>
</tr>
<tr>
<td align="left" valign="top">31</td>
<td align="left" valign="top">Docosapentaenoate (n3 DPA; 22:5n3)</td>
<td align="left" valign="top">Fatty acid</td>
<td align="right" valign="top">&#x2212;14,387</td>
<td align="right" valign="top">2,318</td>
<td align="right" valign="top">10,570</td>
<td align="right" valign="top">10,482</td>
<td align="right" valign="top">&#x2212;0.74</td>
<td align="center" valign="top">0.0158</td>
</tr>
<tr>
<td align="left" valign="top">32</td>
<td align="left" valign="top">4-Methyl-2-oxopentanoate</td>
<td align="left" valign="top">Valine, leucine and isoleucine metabolism</td>
<td align="right" valign="top">72</td>
<td align="right" valign="top">70</td>
<td align="right" valign="top">252</td>
<td align="right" valign="top">39</td>
<td align="right" valign="top">3.45</td>
<td align="center" valign="top">0.0178</td>
</tr>
<tr>
<td align="left" valign="top">33</td>
<td align="left" valign="top">Hyodeoxycholate</td>
<td align="left" valign="top">Bile acid</td>
<td align="right" valign="top">332</td>
<td align="right" valign="top">83</td>
<td align="right" valign="top">128</td>
<td align="right" valign="top">37</td>
<td align="right" valign="top">0.38</td>
<td align="center" valign="top">0.0179</td>
</tr>
<tr>
<td align="left" valign="top">34</td>
<td align="left" valign="top">L-Histidine</td>
<td align="left" valign="top">Amino acid</td>
<td align="left" valign="top">&#x2212;41</td>
<td align="right" valign="top">49</td>
<td align="right" valign="top">215</td>
<td align="right" valign="top">104</td>
<td align="right" valign="top">&#x2212;5.26</td>
<td align="right" valign="top">0.0183</td>
</tr>
<tr>
<td align="left" valign="top">35</td>
<td align="left" valign="top">L-Methionine S-oxide</td>
<td align="left" valign="top">Cystein metabolism</td>
<td align="right" valign="top">19</td>
<td align="right" valign="top">12</td>
<td align="right" valign="top">&#x2212;19</td>
<td align="right" valign="top">12</td>
<td align="right" valign="top">&#x2212;1.02</td>
<td align="center" valign="top">0.0190</td>
</tr>
<tr>
<td align="left" valign="top">36</td>
<td align="left" valign="top">Undecanoate (11:0)</td>
<td align="left" valign="top">Fatty acid</td>
<td align="right" valign="top">&#x2212;22</td>
<td align="right" valign="top">62</td>
<td align="right" valign="top">343</td>
<td align="right" valign="top">155</td>
<td align="right" valign="top">&#x2212;16.67</td>
<td align="center" valign="top">0.0191</td>
</tr>
<tr>
<td align="left" valign="top">37</td>
<td align="left" valign="top">beta-D-Glucose</td>
<td align="left" valign="top">Sugar</td>
<td align="right" valign="top">2,496</td>
<td align="right" valign="top">550</td>
<td align="right" valign="top">3,920</td>
<td align="right" valign="top">372</td>
<td align="right" valign="top">1.56</td>
<td align="center" valign="top">0.0206</td>
</tr>
<tr>
<td align="left" valign="top">38</td>
<td align="left" valign="top">Abscisate</td>
<td align="left" valign="top">Plant metabolites</td>
<td align="right" valign="top">&#x2212;4</td>
<td align="right" valign="top">17</td>
<td align="right" valign="top">36</td>
<td align="right" valign="top">9</td>
<td align="right" valign="top">&#x2212;10.00</td>
<td align="center" valign="top">0.0216</td>
</tr>
<tr>
<td align="left" valign="top">39</td>
<td align="left" valign="top">N2,N2-Dimethylguanosine</td>
<td align="left" valign="top">Nucleotide metabolism</td>
<td align="right" valign="top">&#x2212;75</td>
<td align="right" valign="top">33</td>
<td align="right" valign="top">13</td>
<td align="right" valign="top">25</td>
<td align="right" valign="top">&#x2212;0.18</td>
<td align="center" valign="top">0.0218</td>
</tr>
<tr>
<td align="left" valign="top">40</td>
<td align="left" valign="top">1-5-anhydro-D-glucitol</td>
<td align="left" valign="top">Sugar</td>
<td align="right" valign="top">&#x2212;2</td>
<td align="right" valign="top">8</td>
<td align="right" valign="top">15</td>
<td align="right" valign="top">2</td>
<td align="right" valign="top">&#x2212;7.69</td>
<td align="center" valign="top">0.0223</td>
</tr>
<tr>
<td align="left" valign="top">41</td>
<td align="left" valign="top">1-Methylhistidine</td>
<td align="left" valign="top">Histidine metabolism</td>
<td align="right" valign="top">&#x2212;132</td>
<td align="right" valign="top">123</td>
<td align="right" valign="top">255</td>
<td align="right" valign="top">148</td>
<td align="right" valign="top">&#x2212;1.92</td>
<td align="center" valign="top">0.0250</td>
</tr>
<tr>
<td align="left" valign="top">42</td>
<td align="left" valign="top">beta-hydroxyisovaleric acid</td>
<td align="left" valign="top">Valine, leucine and isoleucine metabolism</td>
<td align="right" valign="top">&#x2212;254</td>
<td align="right" valign="top">130</td>
<td align="right" valign="top">508</td>
<td align="right" valign="top">355</td>
<td align="right" valign="top">&#x2212;2.00</td>
<td align="center" valign="top">0.0251</td>
</tr>
<tr>
<td align="left" valign="top">43</td>
<td align="left" valign="top">Arachidonate</td>
<td align="left" valign="top">Fatty acid</td>
<td align="right" valign="top">48,499</td>
<td align="right" valign="top">15,330</td>
<td align="right" valign="top">&#x2212;473</td>
<td align="right" valign="top">20,184</td>
<td align="right" valign="top">&#x2212;0.01</td>
<td align="center" valign="top">0.0287</td>
</tr>
<tr>
<td align="left" valign="top">44</td>
<td align="left" valign="top">N,N-Dimethylglycine</td>
<td align="left" valign="top">Glycine, serin metabolism</td>
<td align="right" valign="top">&#x2212;23</td>
<td align="right" valign="top">21</td>
<td align="right" valign="top">127</td>
<td align="right" valign="top">75</td>
<td align="right" valign="top">&#x2212;5.56</td>
<td align="center" valign="top">0.0290</td>
</tr>
<tr>
<td align="left" valign="top">45</td>
<td align="left" valign="top">(&#x00B1;)-1,2-Diphenylethylenediamine</td>
<td align="left" valign="top">Unclassified</td>
<td align="right" valign="top">26</td>
<td align="right" valign="top">18</td>
<td align="right" valign="top">&#x2212;53</td>
<td align="right" valign="top">37</td>
<td align="right" valign="top">&#x2212;2.04</td>
<td align="center" valign="top">0.0301</td>
</tr>
<tr>
<td align="left" valign="top">46</td>
<td align="left" valign="top">Caffeine</td>
<td align="left" valign="top">Caffeine metabolism</td>
<td align="right" valign="top">&#x2212;1,724</td>
<td align="right" valign="top">485</td>
<td align="right" valign="top">110</td>
<td align="right" valign="top">895</td>
<td align="right" valign="top">&#x2212;0.06</td>
<td align="center" valign="top">0.0355</td>
</tr>
<tr>
<td align="left" valign="top">47</td>
<td align="left" valign="top">&#x03B1;-D-Glucose 6-phosphate</td>
<td align="left" valign="top">Glycolysis</td>
<td align="right" valign="top">2</td>
<td align="right" valign="top">43</td>
<td align="right" valign="top">122</td>
<td align="right" valign="top">52</td>
<td align="right" valign="top">50.00</td>
<td align="center" valign="top">0.0364</td>
</tr>
<tr>
<td align="left" valign="top">48</td>
<td align="left" valign="top">(S)(&#x002B;)-Allantoin</td>
<td align="left" valign="top">Purine metabolism</td>
<td align="right" valign="top">955</td>
<td align="right" valign="top">82</td>
<td align="right" valign="top">718</td>
<td align="right" valign="top">109</td>
<td align="right" valign="top">0.75</td>
<td align="center" valign="top">0.0398</td>
</tr>
<tr>
<td align="left" valign="top">49</td>
<td align="left" valign="top">Chenodeoxycholate</td>
<td align="left" valign="top">Bile acid</td>
<td align="right" valign="top">3,201</td>
<td align="right" valign="top">854</td>
<td align="right" valign="top">1,629</td>
<td align="right" valign="top">332</td>
<td align="right" valign="top">0.51</td>
<td align="center" valign="top">0.0411</td>
</tr>
<tr>
<td align="left" valign="top">50</td>
<td align="left" valign="top">Homogentisate</td>
<td align="left" valign="top">Phenylalanine tyrosine metabolism</td>
<td align="right" valign="top">&#x2212;54</td>
<td align="right" valign="top">39</td>
<td align="right" valign="top">33</td>
<td align="right" valign="top">34</td>
<td align="right" valign="top">&#x2212;0.62</td>
<td align="center" valign="top">0.0424</td>
</tr>
<tr>
<td align="left" valign="top">51</td>
<td align="left" valign="top">Ranitidine</td>
<td align="left" valign="top">Unclassified</td>
<td align="right" valign="top">6</td>
<td align="right" valign="top">10</td>
<td align="right" valign="top">&#x2212;14</td>
<td align="right" valign="top">6</td>
<td align="right" valign="top">&#x2212;2.17</td>
<td align="center" valign="top">0.0432</td>
</tr>
<tr>
<td align="left" valign="top">52</td>
<td align="left" valign="top">L-Tryptophan</td>
<td align="left" valign="top">Amino acid</td>
<td align="right" valign="top">&#x2212;144</td>
<td align="right" valign="top">45</td>
<td align="right" valign="top">282</td>
<td align="right" valign="top">255</td>
<td align="right" valign="top">&#x2212;1.96</td>
<td align="center" valign="top">0.0463</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="tfn3-mmr-18-02-2033"><p>SD, standard deviation.</p></fn>
</table-wrap-foot>
</table-wrap>
</floats-group>
</article>