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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Pharmacol.</journal-id>
<journal-title>Frontiers in Pharmacology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Pharmacol.</abbrev-journal-title>
<issn pub-type="epub">1663-9812</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fphar.2018.00053</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Pharmacology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>An Integrated Lipidomics and Phenotype Study Reveals Protective Effect and Biochemical Mechanism of Traditionally Used <italic>Alisma orientale</italic> Juzepzuk in Chronic Kidney Disease</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Dou</surname> <given-names>Fang</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn004"><sup>&#x02020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/441027/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Miao</surname> <given-names>Hua</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="fn004"><sup>&#x02020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/521404/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Wang</surname> <given-names>Jing-Wen</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/520905/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Chen</surname> <given-names>Lin</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/521414/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Wang</surname> <given-names>Ming</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/521410/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Chen</surname> <given-names>Hua</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/521405/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Wen</surname> <given-names>Ai-Dong</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/439082/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Zhao</surname> <given-names>Ying-Yong</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/257180/overview"/>
</contrib>
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<aff id="aff1"><sup>1</sup><institution>Department of Pharmacy, Xijing Hospital, Fourth Military Medical University</institution>, <addr-line>Xi&#x00027;an</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Key Laboratory of Resource Biology and Biotechnology in Western China, Ministry of Education, Northwest University</institution>, <addr-line>Xi&#x00027;an</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Bey Hing Goh, Monash University Malaysia, Malaysia</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Jia-bo Wang, Beijing 302 Hospital of China, China; Kai Xiao, Second Military Medical University, China</p></fn>
<fn fn-type="corresp" id="fn001"><p>&#x0002A;Correspondence: Ai-Dong Wen <email>adwen-2004&#x00040;hotmail.com</email></p></fn>
<fn fn-type="corresp" id="fn002"><p>Ying-Yong Zhao <email>zyy&#x00040;nwu.edu.cn</email>; <email>zhaoyybr&#x00040;163.com</email></p></fn>
<fn fn-type="other" id="fn003"><p>This article was submitted to Ethnopharmacology, a section of the journal Frontiers in Pharmacology</p></fn>
<fn fn-type="other" id="fn004"><p>&#x02020;Co-First authors.</p></fn></author-notes>
<pub-date pub-type="epub">
<day>08</day>
<month>02</month>
<year>2018</year>
</pub-date>
<pub-date pub-type="collection">
<year>2018</year>
</pub-date>
<volume>9</volume>
<elocation-id>53</elocation-id>
<history>
<date date-type="received">
<day>15</day>
<month>05</month>
<year>2017</year>
</date>
<date date-type="accepted">
<day>15</day>
<month>01</month>
<year>2018</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2018 Dou, Miao, Wang, Chen, Wang, Chen, Wen and Zhao.</copyright-statement>
<copyright-year>2018</copyright-year>
<copyright-holder>Dou, Miao, Wang, Chen, Wang, Chen, Wen and Zhao</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 are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract><p><italic>Alisma orientale</italic> Juzepzuk (AO) is widely used for various diuretic and nephropathic treatments in traditional Chinese medicines (TCM). In a clinical setting, AO is used as both a lipid-lowering and tubular interstitial fibrosis agent. However, the mechanisms of AO for the treatment of renal interstitial fibrosis and abnormal lipid metabolism are not well-understood. In this study, pharmacological and UPLC-HDMS-based lipidomic approaches were employed to investigate the lipid-lowering and tubular interstitial fibrosis effect of AO on rats with adenine-induced chronic kidney disease (CKD). Rats with CKD showed increased serum levels of creatinine and urea, tubular damage, and tubular interstitial fibrosis. Moreover, multiple lipid species were identified in CKD rats. Among these lipids, polyunsaturated fatty acid, eicosapentaenoic acid, 8,9-epoxyeicosatrienoic acid, and docosahexaenoic acid levels were significantly decreased in CKD rats compared to control rats. In CKD rats, up-regulation of the NF-&#x003BA;B pathway may impair polyunsaturated fatty acid metabolism, causing renal fibrosis. In addition, CKD rats showed significantly decreased diglyceride levels and increased triglyceride levels compared to the control group. Pathway over-representation analysis demonstrated that 30 metabolic pathways were associated with lipid species. AO treatment suppressed up-regulation of inflammation, and partly restored the deregulation of polyunsaturated fatty acids and glycerolipids metabolism. Our results indicated that AO treatment attenuated renal fibrosis by down-regulating inflammation, and mitigating lipid metabolism in CKD rats. In conclusion, this study has identified the therapeutic lipid-lowering and anti-fibrosis effects of AO on CKD.</p></abstract>
<kwd-group>
<kwd>Alisma orientale Juzepzuk</kwd>
<kwd>chronic kidney disease</kwd>
<kwd>inflammation</kwd>
<kwd>lipidomics</kwd>
<kwd>polyunsaturated fatty acid</kwd>
</kwd-group>
<contract-num rid="cn001">81673578</contract-num>
<contract-num rid="cn001">81603271</contract-num>
<contract-num rid="cn001">81603385</contract-num>
<contract-num rid="cn002">NCET-13-0954</contract-num>
<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">Ministry of Education of China<named-content content-type="fundref-id">10.13039/501100002338</named-content></contract-sponsor>
<counts>
<fig-count count="9"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="64"/>
<page-count count="17"/>
<word-count count="9015"/>
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</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Epidemiological studies have suggested that in the general population the prevalence of chronic kidney disease (CKD) has increased over the past several decades (Lin et al., <xref ref-type="bibr" rid="B24">2016</xref>). Worldwide, CKD poses a major burden to both affected patients and health care systems (Schefold et al., <xref ref-type="bibr" rid="B37">2016</xref>). In patients with CKD, tubular atrophy and tubular interstitial fibrosis were the final common pathways that led to kidney disease progression and, ultimately, end-stage renal disease (Schefold et al., <xref ref-type="bibr" rid="B37">2016</xref>). Traditional Chinese Medicine (TCM) has long been used in the clinic (Newman and Cragg, <xref ref-type="bibr" rid="B31">2012</xref>; Mulders, <xref ref-type="bibr" rid="B30">2013</xref>; Wang et al., <xref ref-type="bibr" rid="B49">2017</xref>) and has been considered an alternative therapy for the treatment of various diseases, including the prevention and treatment of CKD (Zhao et al., <xref ref-type="bibr" rid="B59">2012</xref>; Zhang Z. H. et al., <xref ref-type="bibr" rid="B56">2015</xref>; Zhong et al., <xref ref-type="bibr" rid="B64">2015</xref>; Zhang et al., <xref ref-type="bibr" rid="B55">2016</xref>). In the general population, lipid metabolism disorders, which cause initiation and progression of atherosclerotic vascular changes, are major targets for preventive and therapeutic strategie<bold>s</bold> (Zhao, <xref ref-type="bibr" rid="B58">2013</xref>; Chen D. Q. et al., <xref ref-type="bibr" rid="B4">2014</xref>; Ridker, <xref ref-type="bibr" rid="B35">2014</xref>). In CKD patients, lipid metabolism associated proteins that are involved in immune function and the acute phase response are modified (Weichhart et al., <xref ref-type="bibr" rid="B50">2012</xref>; Zhao et al., <xref ref-type="bibr" rid="B62">2015b</xref>,<xref ref-type="bibr" rid="B63">c</xref>). In TCM theory, nourishing qi, activating blood, and dissipating dampness are the main ways to treat CKD (Zhong et al., <xref ref-type="bibr" rid="B64">2015</xref>), which requires increasing diuresis, reducing lipid metabolism disorders and preserving kidney function (Li and Wang, <xref ref-type="bibr" rid="B22">2005</xref>; Chen D. Q. et al., <xref ref-type="bibr" rid="B3">2017</xref>; Zhang et al., <xref ref-type="bibr" rid="B57">2017</xref>). Previous studies have shown that <italic>Alisma orientale</italic> Juzepzuk (AO) has beneficial effects on dissipating dampness and promoting water metabolism in CKD (Chen H. et al., <xref ref-type="bibr" rid="B6">2014</xref>; Feng et al., <xref ref-type="bibr" rid="B11">2014</xref>; Chen L. et al., <xref ref-type="bibr" rid="B7">2017</xref>).</p>
<p>In both Asia and Europe, the dried rhizome of AO (Zexie in Chinese), is widely used for its hyperlipidemic, anti-atherosclerotic, diuretic, nephropathic, and anti-diabetic properties (Miao et al., <xref ref-type="bibr" rid="B29">2017</xref>). Its uses are described in numerous Chinese traditional medicine books (Table <xref ref-type="supplementary-material" rid="SM6">S1</xref>), such as Shen Nong&#x00027;s Herbal Classic (Shen Nong Ben Cao Jing), Treatise on Cold Febrile Induced Diseases (Shang Han Lun in Chinese), and Compendium of Materia Medica (Ben Cao Gang Mu in Chinese) (Li, <xref ref-type="bibr" rid="B21">2007</xref>).</p>
<p>According to Chinese Materia Medica, AO was initially used as a medicine to treat edema and promote urinary excretion (Song, <xref ref-type="bibr" rid="B40">1999</xref>). The rhizome of AO is the main medicinal component and has been used as an important ingredient in several TCM formulations for thousands of years, for example, in Liu Wei Di Huang Wan, Wu ling san, and Dang gui shao yao san, etc., These formulations contain AO, which has therapeutic effects on dysuria, cystitis, and diabetes and were mainly related to kidney and body fluid metabolism (Li, <xref ref-type="bibr" rid="B21">2007</xref>). Several studies have indicated that AO may significantly decrease serum alanine transaminase, aspartate aminotransferase and relative liver weight in hyperlipidemic mice. Moreover, AO treatment may also reduce cholesterol and triglyceride levels in serum and liver when compared with a model group (Dan et al., <xref ref-type="bibr" rid="B8">2011</xref>). Specifically, AO promotes urination and elimination of dampness, which are caused by the process of edema and urinary dysfunction. Previous studies have reported that the chemical constituents of AO mainly include triterpenes and sesquiterpenes (Table <xref ref-type="supplementary-material" rid="SM7">S2</xref>; Tian et al., <xref ref-type="bibr" rid="B46">2014</xref>). However, the pharmacological activity of AO that is involved in attenuating renal interstitial fibrosis and modulating abnormal lipid metabolism is incompletely understood.</p>
<p>TCM possesses multi-component drug properties, which allow TCM to affect multiple targets (Martel et al., <xref ref-type="bibr" rid="B28">2017</xref>). In agreement with the holistic thinking of TCM, lipidomics has shown great potential in evaluating both the therapeutic and toxic effects of TCM, as well as identifying the molecular mechanisms of action of TCM (Shi et al., <xref ref-type="bibr" rid="B39">2016</xref>). Due to its enhanced analytic speed and sensitivity, as well as its high resolution of chromatographic peaks in complex mixtures, mass spectrometry-based lipidomics, ultra-performance liquid chromatography-quadrupole time-of-flight high-definition mass spectrometry (UPLC-QTOF/HDMS) has been widely used in metabolomics and lipidomics studies (Gao et al., <xref ref-type="bibr" rid="B12">2016</xref>). Moreover, UPLC-QTOF/HDMS has been used to identify intact polar and neutral lipid molecular species (Zhao et al., <xref ref-type="bibr" rid="B61">2015a</xref>). In this study, we combined the NF-&#x003BA;B/Nfr2 and TGF-&#x003B2;/Smad signaling pathways and UPLC-HDMS-based serum to investigate the lipid profiles and potential lipid biomarkers in adenine-induced CKD rats that were treated with an ethyl acetate fraction of AO. In this study, we explain the pathological changes of CKD, in addition to the lipid-lowering and anti-fibrotic mechanisms of action of AO.</p>
</sec>
<sec sec-type="materials and methods" id="s2">
<title>Materials and methods</title>
<sec>
<title>Chemicals and reagents</title>
<p>Adenine and formic acid were purchased from Sigma Chemical Co. (St. Louis, MO, USA). Creatinine (batch No.: 100877-200901, Purity 99.8%) was obtained from the National Institutes for Food and Drug Control (Beijing, China). LC-grade methanol and acetonitrile were purchased from the Baker Company. Ultra-high purity water was prepared using a Milli-Q water purification system. Other chemicals were of analytical grade and purity was above 99.5%.</p>
</sec>
<sec>
<title>Animals and the preparation of ethyl acetate</title>
<p>Sprague-Dawley rats (male, aged 6 weeks, 180&#x02013;200 g) were obtained from the Experimental Animal Center of the Fourth Military Medical University (Xi&#x00027;an, China). Rats were maintained at a constant humidity (&#x0007E;60%) and temperature (&#x0007E;23&#x000B0;C) with a light/dark cycle of 12 h. Experimental studies were approved by the Ethics Committee for Animal Experimentation of the Northwest University. The ethical approval reference number of the study is SYXK2010-004.</p>
<p>In January 2016, AO was collected from Fujian Province and was identified by Prof. M. F. Fang (School of Life Science, Northwest University, Xi&#x00027;an, Shaanxi, China). A voucher specimen (Z150319) was deposited at the School of Life Science, Northwest University, Xi&#x00027;an, Shaanxi. Crushed AO (2.5 kg) was extracted three times with 95% ethanol at room temperature for 5 days each time. The extraction rate of the ethanol extract of AO was 6.44%. The filtrates were concentrated under reduced pressure to give a crude reddish-brown extract, which was then dissolved in H<sub>2</sub>O. The suspension was successively fractionated three times with petroleum ether, ethyl acetate, and n-BuOH, and concentrated under reduced pressure to yield four fractions. Previous studies have shown that the ethyl acetate fraction of AO contained the active compound (Feng et al., <xref ref-type="bibr" rid="B11">2014</xref>). The ethyl acetate fraction of AO was orally administered to rats.</p>
</sec>
<sec>
<title>Chronic kidney disease model and drug administration</title>
<p>Male rats underwent an adaptation period of several days, during which they were fed commercial feed. Rats weighing 180 g to 200 g were randomly divided into three groups: (1) healthy control group (<italic>n</italic> &#x0003D; 8), (2) CKD model group (<italic>n</italic> &#x0003D; 8), and (3) AO-treated group with CKD (<italic>n</italic> &#x0003D; 8). Groups 2 and 3 were given 200 mg/kg body weight of adenine dissolved in 1% (w/v) gum acacia solution, administered by oral gavage once a day for three consecutive weeks (Zhao et al., <xref ref-type="bibr" rid="B60">2013</xref>). Similarly, group 1 was given an equal volume of gum acacia solution. Group 3 received, 3 h after adenine gastric gavage, the ethyl acetate extract (130 mg/kg) by gastric irrigation during the 6-week study period.</p>
</sec>
<sec>
<title>Sample collection</title>
<p>Three weeks after the start of treatment, rats were anesthetized using 10% urethane, and blood samples were obtained by the carotid artery cannula. Blood was centrifuged at 3,000 rpm for 10 min, after which the serum was collected and stored at &#x02212;80&#x000B0;C. After blood was collected, kidneys were harvested immediately and were washed with saline.</p>
</sec>
<sec>
<title>Determination of the physiological and biochemical parameters</title>
<p>At the end of the experiment, rats were housed individually for 24 h in metabolic cages for urinary collection. Body weights were recorded after the 24 h time-period. Upon collection of their urine samples, rats were allowed free access to water. Urine samples were stored at &#x02212;80&#x000B0;C prior to analysis, and kidneys were weighed to calculate organ indexes (organ index &#x0003D; organ weight/body weight &#x000D7;100%). Serum levels of creatinine, urea, cholesterol, triglyceride, low density lipoprotein-cholesterol (LDL-C), and high density lipoprotein-cholesterol (HDL-C) were measured using an Olympus AU640 automatic analyzer.</p>
</sec>
<sec>
<title>Histopathology and immunohistochemistry</title>
<p>A portion of each fresh kidney was immersed in 10% neutral, buffered formaldehyde solution, then dehydrated, embedded in paraffin, cut in 5 &#x003BC;m sections, and stained with Hematoxylin and Eosin (H&#x00026;E) and Masson staining for histopathological examination. Immunohistochemical staining was performed using the published procedure (Chan et al., <xref ref-type="bibr" rid="B2">2017</xref>). The antibodies used were directed against the following: nuclear factor kappa B p65 (NF-&#x003BA;B p65), cyclooxygenase-2 (COX-2), Monocyte Chemoattractant Protein-1 (MCP-1), inducible nitric oxide synthase (iNOS), tumor necrosis factor-alpha (TNF-&#x003B1;), Nrf2, heme oxygenase-1 (HO-1), transforming growth factor-&#x003B2;1 (TGF-&#x003B2;1), transforming growth factor-&#x003B2; receptor II (TGF-&#x003B2; RII), Smad2, Smad3, Smad4, Smad7, fibronectin, alpha-smooth muscle actin (a-SMA), plasminogen activator inhibitor-1 (PAI-1), a-SMA, collagen I, and glyceraldehyde-3-phosphate dehydrogenase (GAPDH). Antibodies were purchased from Abcam (Cambridge, United Kingdom), Cell Signaling Technology (Danvers, MA), or Santa Cruz Biotechnology, Inc., (Santa Cruz, CA). Image analysis was performed by using Image-Pro Plus 6.0 software.</p>
</sec>
<sec>
<title>Western blot analysis</title>
<p>Proteins were extracted using radioimmunoprecipitation assay buffer, which contained a cocktail of proteinase inhibitors (Thermo Fisher Scientific Inc., Rockford, IL), and were quantified with a Bio-Rad protein assay. Equal amounts of protein were separated on 10% SDS-polyacrylamide gels in a Tris/HCl buffer system, transferred onto nitrocellulose membranes, and blotted according to standard procedures. Nonspecific proteins were blocked by incubating the membrane with 5% nonfat dried milk in TBS-T for 1 h at room temperature with agitation. Membranes were then incubated overnight at 4&#x000B0;C with the primary antibodies directed against PAI-1, a-SMA, collagen I, or GAPDH. Subsequently, membranes were washed and then incubated with goat anti-rabbit IgG or goat anti-mouse IgG secondary antibodies (Abcam, Cambridge, MA) for 1 h at room temperature (Pelletier et al., <xref ref-type="bibr" rid="B32">2017</xref>). Specific bands indicating target proteins were analyzed using ImageJ software.</p>
</sec>
<sec>
<title>Sample preparation and UPLC-HDMS analysis</title>
<p>For the lipid profiling of blood samples, UPLC-HDMS was used. The extraction of total lipids by the Ostro 96-well plate system was performed as a single-step in-well extraction. Samples for lipidomics were prepared as previously described (Chen H. et al., <xref ref-type="bibr" rid="B5">2017</xref>).</p>
<p>UPLC-HDMS was performed on a Waters Acquity Ultra Performance LC system, equipped with a Waters Xevo G2 QTof MS. UPLC analysis was performed using a HSS T3 column. The samples were characterized following our previously published methods with minor modifications (Chen H. et al., <xref ref-type="bibr" rid="B5">2017</xref>). All acquisitions were operated using Waters MassLynx v4.1 software.</p>
</sec>
<sec>
<title>Pattern recognition analysis and data processing</title>
<p>Precision and reproducibility were verified by previously described methods (Zhao et al., <xref ref-type="bibr" rid="B60">2013</xref>). In brief, raw data were imported to Markerlynx XS (Waters Corporation, MA, USA) for peak detection and alignment. Data were normalized to the summed total ion intensity per chromatogram and the resultant data matrices were loaded into EZinfo 2.0 software (Umetrics Corporation, Sweden) for principal component analysis (PCA) (Zhao et al., <xref ref-type="bibr" rid="B60">2013</xref>). Partial least-squares discriminant analysis (PLS-DA) was performed and potentially important variables were selected according to the variable importance in the projection (VIP) values, which reflected the contribution of each variable in the three groups. Metabolite peaks were assigned by MSE analysis or interpreted with available biochemical databases: HMDB (<ext-link ext-link-type="uri" xlink:href="http://www.hmdb.ca/">http://www.hmdb.ca/</ext-link>), KEGG (<ext-link ext-link-type="uri" xlink:href="http://www.genome.jp/kegg/pathway.html">http://www.genome.jp/kegg/pathway.html</ext-link>) and Chemspider (<ext-link ext-link-type="uri" xlink:href="http://www.chemspider.com">http://www.chemspider.com</ext-link>) (Zhao et al., <xref ref-type="bibr" rid="B60">2013</xref>). From the identified lipid species, heatmap, fold changes (CKD/control, CKD&#x0002B;AO/CKD, or CKD&#x0002B;AO/control), and receiver-operating characteristic (ROC) curves were analyzed by Metaboanalyst 3.0 and Medcalc 12.7. The one-way analysis of variance (ANOVA) or Mann&#x02013;Whitney U test was used to calculate statistical significance with SPSS 22.0 software. The false discovery rate (FDR) correction was calculated to reduce the risk of a false positive value by the adjusted <italic>p</italic> &#x0003C; 0.05 based on the Benjamini Hochberg method. Values of <italic>p</italic> &#x0003C; 0.05 were considered significant.</p>
</sec>
<sec>
<title>Construction of a metabolic network</title>
<p>In order to construct a metabolic network of identified lipids, we integrated interaction databases: Reactome, Database for Annotation, Visualization and Integrated Discovery (DAVID), Kyoto Encyclopedia of Genes and Genomes (KEGG), Biomolecular Interaction Network Database (BIND), Human Protein Reference Database (HPRD), BioGrid, Database of Interacting Proteins (DIP), Metabolite Set Enrichment Analysis (MSEA), and Quantitative Enrichment Analysis (QEA) (Xenarios et al., <xref ref-type="bibr" rid="B51">2002</xref>; Bader et al., <xref ref-type="bibr" rid="B1">2003</xref>; Huang da et al., <xref ref-type="bibr" rid="B15">2009</xref>; Goel et al., <xref ref-type="bibr" rid="B14">2012</xref>; Xu et al., <xref ref-type="bibr" rid="B52">2017</xref>). These databases contained the most comprehensive publicly available repository of genes, proteins, and interaction of complexes for Homo sapiens. In these integrative databases, sets of lipid species from metabolite-related networks were mapped to their related molecular pathways and networks.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec>
<title>Physiological and biochemical parameters</title>
<p>In Figure <xref ref-type="fig" rid="F1">1</xref>, body weight, urine volume, kidney weight index, creatinine, urea, cholesterol, triglyceride, LDL-C, and HDL-C are given for the three groups. Our data indicated that body weight, urinary volume, and kidney weight index were significantly decreased in the CKD group compared to the control group (<italic>p</italic> &#x0003C; 0.01). However, body weight, urinary volume, and kidney weight index were markedly increased in the AO-treated group compared to the CKD group. In addition, levels of serum creatinine, urea, cholesterol, triglyceride, and LDL-C were significantly increased in the CKD group compared to the control group (<italic>p</italic> &#x0003C; 0.01). Moreover, HDL-C levels were significantly decreased in the CKD group compared to the control group. These biochemical parameters were improved after treatment with AO.</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Physiological and biochemical parameters. Body weight, urine volume, kidney weight index, serum creatinine, urea, cholesterol, triglyceride, LDL-C, and HDL-C parameters in the control, adenine-induced CKD and CKD&#x0002B;AO groups. All values presented as mean &#x000B1; SD (n &#x0003D; 8 for each group). All <italic>p</italic>-values were calculated by two-tailed Student&#x00027;s <italic>t</italic>-test with 95% confidence interval. <sup>&#x0002A;&#x0002A;</sup><italic>p</italic> &#x0003C; 0.01 compared with control group, <sup>&#x00023;</sup><italic>p</italic> &#x0003C; 0.05, <sup>&#x00023;&#x00023;</sup><italic>p</italic> &#x0003C; 0.01 compared with CKD group.</p></caption>
<graphic xlink:href="fphar-09-00053-g0001.tif"/>
</fig>
</sec>
<sec>
<title>AO mitigates inflammatory responses in adenine-induced CKD rats</title>
<p>Compared to control rats, adenine-induced CKD rats showed significant up-regulation in the nuclear translocation of p65 protein expression, indicating the activation of NF-&#x003BA;B signaling. In adenine-induced CKD rats, NF-&#x003BA;B activation was accompanied by a significant up-regulation of inflammatory proteins, such as COX-2, MCP-1, iNOS, and TNF-&#x003B1;, and down-regulation of the anti-oxidant system, including Nrf2, and HO-1. Compared with CKD rats, up-regulation of NF-&#x003BA;B p65, COX-2, MCP-1, iNOS, and TNF-&#x003B1; protein expression, and down-regulation of Nrf2 and HO-1 protein expression was attenuated by AO treatment (Figure <xref ref-type="fig" rid="F2">2</xref>). Thus, the possible mechanisms underlying the nephropathic effect of AO may involve the TGF-&#x003B2;1/Smad signaling pathway.</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>Immunohistochemical findings with anti-NF-&#x003BA;B p65, COX-2, MCP-1, iNOS, TNF-&#x003B1;, Nrf2 and HO-1 antibodies in the control, adenine-induced CKD and CKD&#x0002B;AO groups of rat kidneys. <sup>&#x0002A;&#x0002A;</sup><italic>p</italic> &#x0003C; 0.01 compared with control group; <sup>&#x00023;&#x00023;</sup><italic>p</italic> &#x0003C; 0.01 compared with CKD group. The data are presented as the mean &#x000B1; SD (<italic>n</italic> &#x0003D; 8 in each group).</p></caption>
<graphic xlink:href="fphar-09-00053-g0002.tif"/>
</fig>
</sec>
<sec>
<title>AO blocks TGF-&#x003B2;1/Smad signaling in the adenine-induced chronic kidney disease rats</title>
<p>Activation of the TGF-&#x003B2;1/Smad signaling pathway contributes to renal interstitial fibrosis (Ma et al., <xref ref-type="bibr" rid="B26">2010</xref>). Compared to control rats, protein expression of TGF-&#x003B2;1 and TGF-&#x003B2; RII were significantly up-regulated in adenine-induced CKD rats (Figure <xref ref-type="fig" rid="F3">3</xref>). This up-regulation was accompanied by significant up-regulation of Smad2, Smad3, Smad4, and Smad7 protein expression in adenine-induced CKD rats, indicating activation of the TGF-&#x003B2;1/Smad signaling pathway. Compared to CKD rats, activation of the TGF-&#x003B2;1/Smad signaling pathway was attenuated in AO-treated rats (Figure <xref ref-type="fig" rid="F3">3</xref>). Therefore, the possible mechanisms underlying the nephropathic effect of AO may involve the NF-&#x003BA;B/Nrf2 signaling pathway.</p>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p>Immunohistochemical findings with anti-TGF-&#x003B2;1, TGF-&#x003B2; RII, Smad2, Smad3, Smad4, and Smad7 antibodies in the control, adenine-induced CKD and CKD&#x0002B;AO groups of rat kidneys. <sup>&#x0002A;&#x0002A;</sup><italic>p</italic> &#x0003C; 0.01 compared with control group; <sup>&#x00023;&#x00023;</sup><italic>p</italic> &#x0003C; 0.01 compared with CKD group. The data are presented as the mean &#x000B1; SD (<italic>n</italic> &#x0003D; 8 in each group).</p></caption>
<graphic xlink:href="fphar-09-00053-g0003.tif"/>
</fig>
</sec>
<sec>
<title>AO alleviates renal interstitial injury and fibrosis in adenine-induced chronic kidney disease rats</title>
<p>Figures <xref ref-type="fig" rid="F4">4</xref>, <xref ref-type="fig" rid="F5">5</xref> demonstrate the H&#x00026;E and Masson immunohistochemical staining results, and Western Blot analysis of kidney tissue derived from adenine-induced rats. The formation of foreign body granuloma in the renal tubules and renal interstitial fibrosis, as well as a significant degree of renal fibrosis was observed. Histological analysis demonstrated that in adenine-induced rats, typical pathological features of CKD were observed (Figures <xref ref-type="fig" rid="F4">4</xref>, <xref ref-type="fig" rid="F5">5</xref>). In contrast, these pathological abnormalities were alleviated in AO-treated rats. Adenine administration resulted in a significant increased protein expression of fibronectin, collagen I, PAI-1 and &#x003B1;-SMA, whereas AO administration reduced the expression of these molecules compared to CKD rats (Figure <xref ref-type="fig" rid="F5">5</xref>). In addition, in adenine-induced CKD rats, significant up-regulation of pro-fibrotic proteins was accompanied by activation of inflammatory and TGF-&#x003B2;1/Smad pathways. In conclusion, AO attenuated NF-&#x003BA;B/Nrf2, TGF-&#x003B2;1/Smad, and pro-fibrotic pathways in adenine-induced CKD rats.</p>
<fig id="F4" position="float">
<label>Figure 4</label>
<caption><p>H&#x00026;E staining of kidney tissue. Representative images of H&#x00026;E stained kidney sections from control, adenine-induced CKD and CKD&#x0002B;AO groups.</p></caption>
<graphic xlink:href="fphar-09-00053-g0004.tif"/>
</fig>
<fig id="F5" position="float">
<label>Figure 5</label>
<caption><p>Masson staining and Western blot analysis of kidney tissue. <bold>(A)</bold> Representative images of Masson stained kidney sections from control, adenine-induced CKD and CKD&#x0002B;AO groups. <bold>(B)</bold> Immunohistochemical findings with anti-Fibronectin, &#x003B1;-SMA and Collagen I antibodies in the control, adenine-induced CKD and CKD&#x0002B;AO groups of rat kidneys. <bold>(C)</bold> Protein expression of PAI-1, &#x003B1;-SMA, and collagen I in the renal tissues of control, adenine-induced CKD and CKD&#x0002B;AO groups. <sup>&#x0002A;&#x0002A;</sup><italic>p</italic> &#x0003C; 0.01 compared with control group; <sup>&#x00023;&#x00023;</sup><italic>p</italic> &#x0003C; 0.01 compared with CKD group. The data are presented as the mean &#x000B1; SD (<italic>n</italic> &#x0003D; 8 in each group).</p></caption>
<graphic xlink:href="fphar-09-00053-g0005.tif"/>
</fig>
</sec>
<sec>
<title>Selection and identification of important differential lipid species</title>
<p>For all analyses, reproducibility was confirmed by performing six replicated determinations of each plasma sample. For the method validation, eight ions, including 2.40_320.3081, 7.81_742.6677, 6.30_647.4589, 4.46_1194.8158, 5.02_662.4451, 8.03_784.7189, 5.02_722.5260, and 8.34_700.6142, were selected. The relative standard deviation values of the retention time and peak area were &#x0003C;0.73 and 2.95%, respectively. These results indicated sufficient reproducibility of these analyses.</p>
<p>In order to evaluate the ability of AO to ameliorate the lipid metabolic profile in adenine-induced CKD rats, the two-predictive component PLS-DA model [R2X(cum) &#x0003D; 0.961, Q2(cum) &#x0003D; 0.751] was used. In both the positive and negative ion modes, this model showed a satisfactory separation capacity by 384 variables among the three groups (Figure <xref ref-type="fig" rid="F6">6A</xref>). As shown in the clustering analysis, adenine-induced CKD rats can be separated from control and AO-treated rats, however AO-treated rats cannot be separated from the control rats (Figure <xref ref-type="fig" rid="F6">6B</xref>). Therefore, these data demonstrated the efficacy of AO in improving treatment of CKD rats.</p>
<fig id="F6" position="float">
<label>Figure 6</label>
<caption><p>Lipid profiling and multivariate statistical analysis. <bold>(A)</bold> PLS-DA model for control, adenine-induced CKD and CKD&#x0002B;AO groups. <bold>(B)</bold> Clustering analysis of control, adenine-induced CKD, and CKD&#x0002B;AO groups. <bold>(C)</bold> Loadings plot of PLS-DA in positive and negative ion mode from control, adenine-induced CKD, and CKD&#x0002B;AO groups.</p></caption>
<graphic xlink:href="fphar-09-00053-g0006.tif"/>
</fig>
<p>To identify altered lipid species, variables were selected using VIP values based on the PLS-DA model: 383 variables in the positive ion mode and 58 variables in the negative ion mode had a VIP value of &#x0003E;1.0 (Figure <xref ref-type="fig" rid="F6">6C</xref>). Based on the one-way ANOVA analysis and Mann&#x02013;Whitney U test (<italic>p</italic> &#x0003C; 0.05), 100 variables in the positive ion mode and 23 variables in the negative ion mode were selected for further analysis. After combining the FDR analysis (<italic>p</italic> &#x0003C; 0.05) and the ROC curves (AUC &#x0003E; 0.80), a total of 20 variables were selected for the identification of lipid metabolites in both the positive and negative ion modes. Xenobiotics and different fragment ions from the same lipid species were excluded, and 14 differential lipid species were identified (Table <xref ref-type="table" rid="T1">1</xref>). These lipids included five diglycerides, four triglycerides, three fatty acids, one phosphatidylcholine, and one phosphatidylethanolamine. In AO-treated rats, changes in eight lipid species were completely restored when compared to CKD rats. In addition, five lipid species were restored to normal levels in the AO-treated group compared to the control group. The PCA score plot of the 14 lipid species in the AO-treated group was located between those of the CKD and control rats (Figure <xref ref-type="fig" rid="F7">7A</xref>), which was consistent with the results of the heatmap analysis (Figure <xref ref-type="fig" rid="F7">7C</xref>). Moreover, Figure <xref ref-type="fig" rid="F7">7B</xref> indicates the correlation coefficient analysis among lipid species and their corresponding groups. Lipid species situated in the upper panel positively correlated with the corresponding group, whereas those situated in the opposite panel negatively correlated with the corresponding group. The lipid species 8,9-epoxyeicosatrienoic acid (8,9-EET), DG (44:6), DG (40:9), TG (46:6), PE (33:3), DG (46:6), eicosapentaenoic acid (EPA), PC (34:6), TG (60:14), and docosahexaenoic acid (DHA) were positively correlated with control rats, whereas all other lipid species were negatively correlated with control rats. The correlation coefficient was significantly altered in adenine-induced CKD rats, indicating that the significant abnormalities of the lipid metabolic profile were caused by adenine. In AO-treated rats, nine lipid species showed similar altered tendencies observed in control rats. The results demonstrated that AO ameliorated abnormal lipid metabolism in CKD-afflicted rats using adenine, which coincides with our biochemical results.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Identified plasma lipids, fold changes (FC) and <italic>p</italic>-values among CTL, CKD, and CKD &#x0002B; AO groups.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="left"><bold>Metabolite</bold></th>
<th/>
<th valign="top" align="center" colspan="4" style="border-bottom: thin solid #000000;"><bold>CKD vs. Control</bold></th>
<th valign="top" align="center" colspan="4" style="border-bottom: thin solid #000000;"><bold>CKD &#x0002B; AO vs. CKD</bold></th>
<th valign="top" align="center" colspan="4" style="border-bottom: thin solid #000000;"><bold>CKD &#x0002B; AO vs. Control</bold></th>
</tr>
<tr>
<th/>
<th valign="top" align="center"><bold>VIP<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></bold></th>
<th valign="top" align="center"><bold>FC<xref ref-type="table-fn" rid="TN2"><sup>b</sup></xref></bold></th>
<th valign="top" align="center"><bold><italic>p</italic>-value<xref ref-type="table-fn" rid="TN3"><sup>c</sup></xref></bold></th>
<th valign="top" align="center"><bold><italic>p</italic>-value<xref ref-type="table-fn" rid="TN4"><sup>d</sup></xref></bold></th>
<th valign="top" align="center"><bold>FDR<xref ref-type="table-fn" rid="TN5"><sup>e</sup></xref></bold></th>
<th valign="top" align="center"><bold>FC<xref ref-type="table-fn" rid="TN2"><sup>b</sup></xref></bold></th>
<th valign="top" align="center"><bold><italic>p</italic>-value<xref ref-type="table-fn" rid="TN3"><sup>c</sup></xref></bold></th>
<th valign="top" align="center"><bold><italic>p</italic>-value<xref ref-type="table-fn" rid="TN4"><sup>d</sup></xref></bold></th>
<th valign="top" align="center"><bold>FDR<xref ref-type="table-fn" rid="TN5"><sup>e</sup></xref></bold></th>
<th valign="top" align="center"><bold>FC<xref ref-type="table-fn" rid="TN2"><sup>b</sup></xref></bold></th>
<th valign="top" align="center"><bold><italic>p</italic>-value<xref ref-type="table-fn" rid="TN3"><sup>c</sup></xref></bold></th>
<th valign="top" align="center"><bold><italic>p</italic>-value<xref ref-type="table-fn" rid="TN4"><sup>d</sup></xref></bold></th>
<th valign="top" align="center"><bold>FDR<xref ref-type="table-fn" rid="TN5"><sup>e</sup></xref></bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">8,9-EET</td>
<td valign="top" align="center">6.9</td>
<td valign="top" align="center">0.76</td>
<td valign="top" align="center">2.94 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">3.50 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">3.20 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">1.26</td>
<td valign="top" align="center">2.05 &#x000D7; 10<sup>&#x02212;01</sup></td>
<td valign="top" align="center">3.66 &#x000D7; 10<sup>&#x02212;01</sup></td>
<td valign="top" align="center">3.78 &#x000D7; 10<sup>&#x02212;04</sup></td>
<td valign="top" align="center">0.96</td>
<td valign="top" align="center">7.63 &#x000D7; 10<sup>&#x02212;01</sup></td>
<td valign="top" align="center">5.35 &#x000D7; 10<sup>&#x02212;01</sup></td>
<td valign="top" align="center">1.40 &#x000D7; 10<sup>&#x02212;05</sup></td>
</tr>
<tr>
<td valign="top" align="left">DG(44:6)</td>
<td valign="top" align="center">4.7</td>
<td valign="top" align="center">0.51</td>
<td valign="top" align="center">1.93 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">3.50 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">2.61 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">3.05</td>
<td valign="top" align="center">1.80 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">1.4 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">3.36 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">1.57</td>
<td valign="top" align="center">6.14 &#x000D7; 10<sup>&#x02212;01</sup></td>
<td valign="top" align="center">7.10 &#x000D7; 10<sup>&#x02212;01</sup></td>
<td valign="top" align="center">7.00 &#x000D7; 10<sup>&#x02212;06</sup></td>
</tr>
<tr>
<td valign="top" align="left">DG(35:1)</td>
<td valign="top" align="center">4.2</td>
<td valign="top" align="center">0.73</td>
<td valign="top" align="center">3.70 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">2.21 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">3.78 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">0.60</td>
<td valign="top" align="center">4.80 &#x000D7; 10<sup>&#x02212;03</sup></td>
<td valign="top" align="center">4.70 &#x000D7; 10<sup>&#x02212;03</sup></td>
<td valign="top" align="center">2.49 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">0.44</td>
<td valign="top" align="center">3.70 &#x000D7; 10<sup>&#x02212;05</sup></td>
<td valign="top" align="center">5.83 &#x000D7; 10<sup>&#x02212;04</sup></td>
<td valign="top" align="center">1.73 &#x000D7; 10<sup>&#x02212;04</sup></td>
</tr>
<tr>
<td valign="top" align="left">DG(40:9)</td>
<td valign="top" align="center">2.4</td>
<td valign="top" align="center">0.81</td>
<td valign="top" align="center">4.92 &#x000D7; 10<sup>&#x02212;03</sup></td>
<td valign="top" align="center">1.20 &#x000D7; 10<sup>&#x02212;03</sup></td>
<td valign="top" align="center">2.05 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">1.07</td>
<td valign="top" align="center">2.72 &#x000D7; 10<sup>&#x02212;01</sup></td>
<td valign="top" align="center">7.31 &#x000D7; 10<sup>&#x02212;01</sup></td>
<td valign="top" align="center">2.23 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">0.87</td>
<td valign="top" align="center">2.04 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">2.62 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">5.72 &#x000D7; 10<sup>&#x02212;02</sup></td>
</tr>
<tr>
<td valign="top" align="left">TG(46:6)</td>
<td valign="top" align="center">2.3</td>
<td valign="top" align="center">1.47</td>
<td valign="top" align="center">2.27 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">2.21 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">2.83 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">1.37</td>
<td valign="top" align="center">7.62 &#x000D7; 10<sup>&#x02212;03</sup></td>
<td valign="top" align="center">2.30 &#x000D7; 10<sup>&#x02212;03</sup></td>
<td valign="top" align="center">2.48 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">2.01</td>
<td valign="top" align="center">7.43 &#x000D7; 10<sup>&#x02212;01</sup></td>
<td valign="top" align="center">9.02 &#x000D7; 10<sup>&#x02212;01</sup></td>
<td valign="top" align="center">9.42 &#x000D7; 10<sup>&#x02212;02</sup></td>
</tr>
<tr>
<td valign="top" align="left">PE(33:3)</td>
<td valign="top" align="center">2.1</td>
<td valign="top" align="center">1.35</td>
<td valign="top" align="center">2.50 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">1.40 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">3.01 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">0.88</td>
<td valign="top" align="center">3.90 &#x000D7; 10<sup>&#x02212;01</sup></td>
<td valign="top" align="center">6.28 &#x000D7; 10<sup>&#x02212;01</sup></td>
<td valign="top" align="center">3.60 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">1.18</td>
<td valign="top" align="center">4.03 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">3.79 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">8.38 &#x000D7; 10<sup>&#x02212;02</sup></td>
</tr>
<tr>
<td valign="top" align="left">DG(42:4)</td>
<td valign="top" align="center">1.6</td>
<td valign="top" align="center">0.61</td>
<td valign="top" align="center">1.88 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">3.50 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">2.58 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">0.33</td>
<td valign="top" align="center">5.34 &#x000D7; 10<sup>&#x02212;03</sup></td>
<td valign="top" align="center">4.70 &#x000D7; 10<sup>&#x02212;03</sup></td>
<td valign="top" align="center">9.08 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">0.20</td>
<td valign="top" align="center">1.00 &#x000D7; 10<sup>&#x02212;06</sup></td>
<td valign="top" align="center">5.83 &#x000D7; 10<sup>&#x02212;04</sup></td>
<td valign="top" align="center">2.12 &#x000D7; 10<sup>&#x02212;01</sup></td>
</tr>
<tr>
<td valign="top" align="left">DG(46:6)</td>
<td valign="top" align="center">1.3</td>
<td valign="top" align="center">0.28</td>
<td valign="top" align="center">2.04 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">2.21 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">2.62 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">4.04</td>
<td valign="top" align="center">7.96 &#x000D7; 10<sup>&#x02212;03</sup></td>
<td valign="top" align="center">4.70 &#x000D7; 10<sup>&#x02212;03</sup></td>
<td valign="top" align="center">9.33 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">1.11</td>
<td valign="top" align="center">7.33 &#x000D7; 10<sup>&#x02212;01</sup></td>
<td valign="top" align="center">9.02 &#x000D7; 10<sup>&#x02212;01</sup></td>
<td valign="top" align="center">5.24 &#x000D7; 10<sup>&#x02212;01</sup></td>
</tr>
<tr>
<td valign="top" align="left">EPA</td>
<td valign="top" align="center">1.3</td>
<td valign="top" align="center">0.57</td>
<td valign="top" align="center">6.94 &#x000D7; 10<sup>&#x02212;03</sup></td>
<td valign="top" align="center">1.40 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">1.98 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">1.65</td>
<td valign="top" align="center">6.00 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">5.13 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">2.87 &#x000D7; 10<sup>&#x02212;01</sup></td>
<td valign="top" align="center">0.94</td>
<td valign="top" align="center">7.50 &#x000D7; 10<sup>&#x02212;01</sup></td>
<td valign="top" align="center">5.35 &#x000D7; 10<sup>&#x02212;01</sup></td>
<td valign="top" align="center">8.60 &#x000D7; 10<sup>&#x02212;01</sup></td>
</tr>
<tr>
<td valign="top" align="left">PC(34:6)</td>
<td valign="top" align="center">1.1</td>
<td valign="top" align="center">1.26</td>
<td valign="top" align="center">2.94 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">1.40 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">3.27 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">0.93</td>
<td valign="top" align="center">4.36 &#x000D7; 10<sup>&#x02212;01</sup></td>
<td valign="top" align="center">8.36 &#x000D7; 10<sup>&#x02212;01</sup></td>
<td valign="top" align="center">4.56 &#x000D7; 10<sup>&#x02212;01</sup></td>
<td valign="top" align="center">1.18</td>
<td valign="top" align="center">4.19 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">7.28 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">8.67 &#x000D7; 10<sup>&#x02212;01</sup></td>
</tr>
<tr>
<td valign="top" align="left">TG(64:9)</td>
<td valign="top" align="center">1.1</td>
<td valign="top" align="center">1.22</td>
<td valign="top" align="center">1.51 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">2.21 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">2.29 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">0.23</td>
<td valign="top" align="center">2.70 &#x000D7; 10<sup>&#x02212;05</sup></td>
<td valign="top" align="center">1.20 &#x000D7; 10<sup>&#x02212;03</sup></td>
<td valign="top" align="center">4.70 &#x000D7; 10<sup>&#x02212;01</sup></td>
<td valign="top" align="center">0.27</td>
<td valign="top" align="center">1.00 &#x000D7; 10<sup>&#x02212;06</sup></td>
<td valign="top" align="center">5.83 &#x000D7; 10<sup>&#x02212;04</sup></td>
<td valign="top" align="center">8.07 &#x000D7; 10<sup>&#x02212;01</sup></td>
</tr>
<tr>
<td valign="top" align="left">TG(60:14)</td>
<td valign="top" align="center">1.1</td>
<td valign="top" align="center">1.32</td>
<td valign="top" align="center">1.10 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">1.40 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">2.16 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">0.86</td>
<td valign="top" align="center">4.81 &#x000D7; 10<sup>&#x02212;01</sup></td>
<td valign="top" align="center">6.28 &#x000D7; 10<sup>&#x02212;01</sup></td>
<td valign="top" align="center">4.81 &#x000D7; 10<sup>&#x02212;01</sup></td>
<td valign="top" align="center">1.13</td>
<td valign="top" align="center">1.21 &#x000D7; 10<sup>&#x02212;01</sup></td>
<td valign="top" align="center">9.73 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">7.63 &#x000D7; 10<sup>&#x02212;01</sup></td>
</tr>
<tr>
<td valign="top" align="left">TG(68:12)</td>
<td valign="top" align="center">1.3</td>
<td valign="top" align="center">1.39</td>
<td valign="top" align="center">1.47 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">8.00 &#x000D7; 10<sup>&#x02212;03</sup></td>
<td valign="top" align="center">1.88 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">0.27</td>
<td valign="top" align="center">3.82 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">9.31 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">5.73 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">0.37</td>
<td valign="top" align="center">7.10 &#x000D7; 10<sup>&#x02212;05</sup></td>
<td valign="top" align="center">6.66 &#x000D7; 10<sup>&#x02212;04</sup></td>
<td valign="top" align="center">7.28 &#x000D7; 10<sup>&#x02212;02</sup></td>
</tr>
<tr>
<td valign="top" align="left">DHA</td>
<td valign="top" align="center">1.0</td>
<td valign="top" align="center">0.41</td>
<td valign="top" align="center">3.08 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">2.93 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">3.08 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">2.07</td>
<td valign="top" align="center">3.46 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">4.11 &#x000D7; 10<sup>&#x02212;02</sup></td>
<td valign="top" align="center">2.15 &#x000D7; 10<sup>&#x02212;01</sup></td>
<td valign="top" align="center">0.85</td>
<td valign="top" align="center">7.47 &#x000D7; 10<sup>&#x02212;01</sup></td>
<td valign="top" align="center">9.50 &#x000D7; 10<sup>&#x02212;01</sup></td>
<td valign="top" align="center">5.01 &#x000D7; 10<sup>&#x02212;01</sup></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TN1">
<label>a</label>
<p><italic>VIP values were obtained from the CKD model</italic>.</p></fn>
<fn id="TN2">
<label>b</label>
<p><italic>Fold change (FC) was calculated based on a binary logarithm for CKD vs. Control and CKD &#x0002B; AO vs. CKD. FC with a value greater than zero indicates a higher intensity of the plasma metabolite between CKD vs. Control and between CKD &#x0002B; AO vs. CKD, while a FC value less than zero indicates a lower intensity of the plasma metabolite between CKD vs. Control and between CKD&#x0002B;AO vs. CKD</italic>.</p></fn>
<fn id="TN3">
<label>c</label>
<p><italic>p-values are calculated by one-way ANOVA</italic>.</p></fn>
<fn id="TN4">
<label>d</label>
<p><italic>p-values are calculated by nonparametric Mann-Whitney U-test</italic>.</p></fn>
<fn id="TN5">
<label>e</label>
<p><italic>The false discovery rate (FDR) was obtained from the adjusted p-value of the FDR correction using Benjamini&#x02013;Hochberg method</italic>.</p></fn>
</table-wrap-foot>
</table-wrap>
<fig id="F7" position="float">
<label>Figure 7</label>
<caption><p>Lipid metabolite identification and correlation analysis. <bold>(A)</bold> PCA of two components of 14 lipid species from control, adenine-induced CKD, and CKD&#x0002B;AO groups. <bold>(B)</bold> Correlation coefficient analysis of 14 lipid species among control, adenine-induced CKD, and CKD&#x0002B;AO groups. <bold>(C)</bold> Heatmap of 14 lipid species among control, adenine-induced CKD and CKD&#x0002B;AO groups. Red and blue indicate increased and decreased levels, respectively.</p></caption>
<graphic xlink:href="fphar-09-00053-g0007.tif"/>
</fig>
</sec>
<sec>
<title>ROC curve analysis</title>
<p>PLS-DA-based ROC curves were performed to further identify potential lipid biomarkers that would indicate the therapeutic effects of AO on CKD. The area under the curve (AUC), 95% confidence interval (95%CI), sensitivities, and specificities of 14 lipid species are shown in Figure <xref ref-type="supplementary-material" rid="SM5">S5</xref>. Seven lipid species, including DG (44:6), DG (35:1), TG (46:6), DG (42:4), DG (46:6), TG (64:9), and DHA had a high AUC value (&#x0003E;0.80), sensitivity (&#x0003E;80%), and specificity (&#x0003E;80%). These lipid species included four diglycerides, two triglycerides, and one fatty acid and could be considered as potential lipid biomarkers of the therapeutic effects of AO on CKD. Figure <xref ref-type="fig" rid="F8">8</xref> demonstrates the levels of the 14 lipid biomarkers among the three groups. In conclusion, these results indicate that diglycerides, triglycerides, and polyunsaturated fatty acids can serve as potential biomarkers in adenine-induced CKD rats, and that AO mitigates the abnormal lipid metabolism, and exhibits anti-fibrotic effects.</p>
<fig id="F8" position="float">
<label>Figure 8</label>
<caption><p>Relative intensity analysis of 14 lipid species. Box plots showing significant changes in the levels of 14 lipid species among the control, adenine-induced CKD and CKD&#x0002B;AO groups. The statistical significance between the two groups is marked. <sup>&#x0002A;</sup><italic>p</italic> &#x0003C; 0.05, <sup>&#x0002A;&#x0002A;</sup><italic>p</italic> &#x0003C; 0.01 significant difference compared with control group; <sup>&#x00023;</sup><italic>p</italic> &#x0003C; 0.05, <sup><italic>&#x00023;&#x00023;</italic></sup><italic>p</italic> &#x0003C; 0.01 significant difference compared with adenine-induced CKD group. Y-axis: normalized relative intensity.</p></caption>
<graphic xlink:href="fphar-09-00053-g0008.tif"/>
</fig>
</sec>
<sec>
<title>Perturbed metabolic network in CKD and its response to AO therapy</title>
<p>Adenine triggers an imbalance between lipid synthesis and degradation. To understand the functional role of the altered lipids, we employed the KEGG database using Metaboanalyst. We evaluated both a test for over-representation of altered lipid species within a pathway (hypergeometric tests), and the impact of the altered lipid species on the function of the metabolic pathway via alterations in critical junction points of the metabolic pathway (relative between centrality). The results obtained by the 82 mouse pathways from the KEGG database were plotted to highlight the most significant metabolic pathways according to the hypergeometric test <italic>p</italic>-values (Y-axis) and impact (X-axis) (Figure <xref ref-type="fig" rid="F9">9A</xref>). The top three pathways in CKD by <italic>p</italic>-value (top two) or impact (top one) were identified, including glycerophospholipid metabolism, arachidonic acid metabolism, and biosynthesis of unsaturated fatty acids (Table <xref ref-type="table" rid="T2">2</xref>). As an example, detailed information of the glycerophospholipid metabolism is represented in Figure <xref ref-type="fig" rid="F9">9B</xref>. The remaining pathways are shown in Figures <xref ref-type="supplementary-material" rid="SM1">S1</xref>&#x02013;<xref ref-type="supplementary-material" rid="SM4">S4</xref>. Alteration of these pathways in CKD indicates that the disturbance of certain central lipid species has an important impact on multiple metabolic lipid pathways that are interconnected. A pathway enrichment overview of altered lipids highlights the arachidonic acid metabolism, as well as &#x003B3;-linolenic acid, and linolenic acid metabolism for its remarkable enrichment in quantitative lipidomics from adenine-induced CKD rats vs. control rats (data not shown).</p>
<fig id="F9" position="float">
<label>Figure 9</label>
<caption><p>Lipid metabolic pathway analysis of identified differential lipid species. <bold>(A)</bold> Summary of IPA with MetPA including glycerophospholipid metabolism, arachidonic acid metabolism, biosynthesis of unsaturated fatty acids, linoleic acid metabolism, &#x003B1;-linolenic acid metabolism, and glycosylphosphatidylinositol (GPI)-anchor biosynthesis from significantly different lipid species. The size and color of each circle is based on pathway impact values and <italic>p</italic>-values, respectively. <bold>(B)</bold> Overview of glycerophospholipid metabolism with MetPA (reference map by KEGG). Green boxes represent enzymatic activities with putative cases of analogous activities in rats. <bold>(C)</bold> Lipid metabolic networks were constructed by using Wikipathways, Signalink, SMPDB, Reactome, PhosphoSitePlus, NetPath and MatrixDB. Adenine-induced CKD were associated with glycerophospholipid metabolism, triacylglycerol degradation, fatty acid activity, arachidonic acid metabolism and metabolism of lipids and lipoproteins.</p></caption>
<graphic xlink:href="fphar-09-00053-g0009.tif"/>
</fig>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>Ingenuity pathway analysis <bold>(A)</bold> and sphingolipid metabolism <bold>(B)</bold> with MetPA from lipid metabolites<xref ref-type="table-fn" rid="TN10"><sup>a</sup></xref>.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="left"><bold>Pathway Name</bold></th>
<th valign="top" align="center"><bold>Match Status</bold></th>
<th valign="top" align="center"><bold><italic>p</italic></bold></th>
<th valign="top" align="center"><bold>&#x02212;log(<italic>p</italic>)</bold></th>
<th valign="top" align="center"><bold>Holm <italic>p</italic></bold></th>
<th valign="top" align="center"><bold>FDR</bold></th>
<th valign="top" align="center"><bold>Impact</bold></th>
<th valign="top" align="left"><bold>Details</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Glycerophospholipid metabolism</td>
<td valign="top" align="center">2/30</td>
<td valign="top" align="center">0.0042</td>
<td valign="top" align="center">5.45</td>
<td valign="top" align="center">0.344</td>
<td valign="top" align="center">0.223</td>
<td valign="top" align="center">0.230</td>
<td valign="top" align="left">KEGG</td>
</tr>
<tr>
<td valign="top" align="left">Arachidonic acid metabolism</td>
<td valign="top" align="center">2/36</td>
<td valign="top" align="center">0.0061</td>
<td valign="top" align="center">5.09</td>
<td valign="top" align="center">0.488</td>
<td valign="top" align="center">0.223</td>
<td valign="top" align="center">0.020</td>
<td valign="top" align="left">KEGG</td>
</tr>
<tr>
<td valign="top" align="left">Biosynthesis of unsaturated fatty acids</td>
<td valign="top" align="center">2/42</td>
<td valign="top" align="center">0.0082</td>
<td valign="top" align="center">4.79</td>
<td valign="top" align="center">0.653</td>
<td valign="top" align="center">0.223</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="left">KEGG</td>
</tr>
<tr>
<td valign="top" align="left">Linoleic acid metabolism</td>
<td valign="top" align="center">1/5</td>
<td valign="top" align="center">0.0177</td>
<td valign="top" align="center">4.03</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center">0.359</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="left">KEGG</td>
</tr>
<tr>
<td valign="top" align="left">alpha-Linolenic acid metabolism</td>
<td valign="top" align="center">1/9</td>
<td valign="top" align="center">0.0317</td>
<td valign="top" align="center">3.45</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center">0.514</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="left">KEGG</td>
</tr>
<tr>
<td valign="top" align="left">Glycosylphosphatidylinositol(GPI)-anchor biosynthesis</td>
<td valign="top" align="center">1/14</td>
<td valign="top" align="center">0.0490</td>
<td valign="top" align="center">3.01</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center">0.661</td>
<td valign="top" align="center">0.0439</td>
<td valign="top" align="left">KEGG</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TN10">
<label>a</label>
<p><italic>&#x0201C;Match status&#x0201D; is the total number of lipid metabolites in the pathway; the raw p is the original p calculated from the enrichment analysis; the Holm p is the p-value adjusted by Holm&#x02013;Bonferroni method; the impact is the pathway impact value calculated from pathway topology analysis</italic>.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>To map the pathways overrepresented by the identified lipid species from adenine-induced CKD, identified lipid metabolic networks were constructed using various databases to determine the set that was most enriched by these lipid species. By analyzing known pathways, the image information outcome presented the biological pathway information associated with CKD. The pathway overrepresentation analysis of lipid species showed that glycerophospholipid metabolism, triacylglycerol degradation, fatty acid activity, phospholipid biosynthesis and metabolism, arachidonic acid metabolism, biosynthesis of unsaturated fatty acids, &#x003B3;-linolenic acid and linolenic acid metabolism, and metabolism of lipids and lipoproteins were significantly overrepresented in adenine-induced CKD (Figure <xref ref-type="fig" rid="F9">9C</xref>).</p>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>Phytochemical studies have shown that the main class of compounds in AO is the terpenoids including sesquiterpenes, diterpenes and triterpenes. The total terpenoid content in AO was 53.1% as determined by UV-Vis analysis at 555 nm. Moreover, Alisol B was the main constituent of AO that ameliorated proteinuria, an increase in systolic blood pressure, and changes in histopathological parameters in nephritic rats. The Alisol B content was 3.61%, as determined by HPLC at a wavelength of 208 nm. Alisol acetates have been found to significantly lower TC, TG, and LDL-C levels in hyperlipidemic mice, while raising HDL-C levels (Xu et al., <xref ref-type="bibr" rid="B53">2016</xref>). Moreover, AO has been used in the treatment of diabetes as a traditional folk medicine of China for decades (Lin, <xref ref-type="bibr" rid="B23">2012</xref>). After 6 h administration, the volumes of excreted urine for the petroleum ether fraction, ethyl acetate fraction, n-Butanol fraction, and remaining H<sub>2</sub>O fraction were 1.8 &#x000B1; 0.12, 6.5 &#x000B1; 0.22, 2.3 &#x000B1; 0.17, and 2.0 &#x000B1; 0.18 ml/100 g, respectively. Thus, the ethyl acetate fraction in AO has the strongest drug activity among the four extraction fractions.</p>
<p>Inflammation and oxidative stress promote progressive interstitial fibrosis. In addition, glomerulosclerosis initially manifests as proteinuria and may eventually result in renal failure (Zhao et al., <xref ref-type="bibr" rid="B61">2015a</xref>). Current pharmacological and metabolomics data indicate the presence of kidney inflammation in adenine-induced CKD rats. CKD rats demonstrate a significant increase in nuclear translocation of p65 (activation of NF-&#x003BA;B pathway), and the up-regulation of inflammatory, pro-oxidant and down-regulation of anti-oxidant proteins, and up-regulation of pro-fibrotic proteins (Tesch and Young, <xref ref-type="bibr" rid="B45">2017</xref>). We found that inflammation of CKD rats was related to significant alterations in serum levels of various lipid metabolites. The LIPID MAPS consortium has defined lipids as hydrophobic or amphiprotic compounds that originate in whole or in part by carbocation-based condensations of the isoprene group, or by carbanion-based condensations of the ketoacyl group (Tian et al., <xref ref-type="bibr" rid="B46">2014</xref>). Based on this definition, lipids were divided into eight categories, including fatty acids, sphingolipids, glycerolipids, glycerophospholipids, saccharolipids, prenol lipids, sterol lipids, and polyketides. In this study, 14 lipid species were chosen based on univariate or multivariate statistical analysis. The pathway overrepresentation analysis of lipid species demonstrated that, in adenine-induced CKD rats, 30 metabolic pathways were associated with identified lipid species. These included, five diglycerides, four triglycerides, three fatty acids, one phosphatidylcholine, and one phosphatidylethanolamine that were associated with nephropathy effects of AO on CKD. Our current study demonstrated that AO attenuated renal fibrosis by down-regulating inflammation, and mitigating lipid metabolism in CKD rats.</p>
<sec>
<title>Fatty acid metabolism</title>
<p>In adenine-induced CKD rats, significantly decreased levels of three polyunsaturated fatty acids, including 8,9-EET, EPA, and DHA were observed. These changes were completely restored by treatment with AO. Cytochrome P-450 epoxygenases metabolizes arachidonic acid into four regioisomeric epoxyeicosatrienoic acids (EET), including 5,6-EET, 8,9-EET, 11,12-EET, and 14,15-EET by catalyzing the epoxidation of the olefinic bonds of arachidonic acid (Kim et al., <xref ref-type="bibr" rid="B19">2014</xref>). Previous studies have indicated that EET has potential anti-inflammatory, antihypertensive, profibrinolytic, and anti-fibrotic effects (Imig et al., <xref ref-type="bibr" rid="B17">2002</xref>; Spector and Norris, <xref ref-type="bibr" rid="B41">2007</xref>; Kaspera and Totah, <xref ref-type="bibr" rid="B18">2009</xref>). Soluble epoxide hydrolase converts EET to the less active dihydroxyeicosatrienoic acid. EET that has been increased by the inhibition of soluble epoxide hydrolase exerts nephropathic effects, such as hypertensive renal damage, diabetic nephropathy, and obstructive nephropathy (Kim et al., <xref ref-type="bibr" rid="B20">2015</xref>). It has been shown that 5/6 nephrectomized rats contained significantly decreased serum levels of EET (Zhang K. et al., <xref ref-type="bibr" rid="B54">2015</xref>). Kidney tissues increase EET levels by preventing their degradation to inactive dihydroxyeicosatrienoic acids, which exhibit antihypertensive, cardio- and nephropathic activities. In a recent study, it was shown that serum 8,9-EET levels were significantly decreased in patients with advanced CKD (Chen H. et al., <xref ref-type="bibr" rid="B5">2017</xref>).</p>
<p>EPA and DHA are omega-3 polyunsaturated fatty acids (&#x003C9;-3 PUFA). Several clinical studies have suggested that &#x003C9;-3 PUFA exhibits beneficial effects on patients with end-stage renal disease (Svensson et al., <xref ref-type="bibr" rid="B43">2006</xref>; Lok et al., <xref ref-type="bibr" rid="B25">2012</xref>). Moreover, it has been reported that compared with healthy individuals, patients with CKD have reduced levels of plasma n-3 PUFA (Madsen et al., <xref ref-type="bibr" rid="B27">2011</xref>). Furthermore, it was demonstrated in many studies that in hemodialysis patients, &#x003C9;-3 PUFA is significantly decreased (Gharekhani et al., <xref ref-type="bibr" rid="B13">2014</xref>; Hung et al., <xref ref-type="bibr" rid="B16">2015</xref>; Umemoto et al., <xref ref-type="bibr" rid="B47">2016</xref>). Highly prevalent systemic inflammation is related to a high mortality rate due to cardiovascular issues in CKD patients who are on dialysis. In several studies it was demonstrated that in the general population, long-chain EPA and DHA are cardioprotective (De Caterina, <xref ref-type="bibr" rid="B9">2011</xref>). The anti-inflammatory effects of EPA and DHA are considered one of the most relevant mechanisms associated with CKD and the beneficial effects of &#x003C9;-3 PUFA (Spencer et al., <xref ref-type="bibr" rid="B42">2013</xref>). In one study, it was indicated that EPA decreased the production of cytokines in lipopolysaccharide-induced cytokine production (Saifullah et al., <xref ref-type="bibr" rid="B36">2007</xref>; Spencer et al., <xref ref-type="bibr" rid="B42">2013</xref>). Previous studies have shown a significant decrease in the levels of EPA and DHA in kidney tissues derived from CKD rats (Zhao et al., <xref ref-type="bibr" rid="B60">2013</xref>). In the present study, we demonstrated that in adenine-induced CKD rats, a significant reduction in EPA and DHA levels is associated with an increase in systemic inflammation, particularly in nuclear factor NF-&#x003BA;B p65, and the chemokines COX-2 and iNOS. Additionally, it has been reported that in kidney tissues of CKD rats, a significant reduction in EPA and DHA levels is associated with up-regulation of the TGF-&#x003B2;1 level (Zhao et al., <xref ref-type="bibr" rid="B60">2013</xref>). Accumulated evidence has demonstrated that adenine-induced CKD results in a significant reduction in serum levels of 8,9-EET, EPA, and DHA that are associated with elevated levels of inflammation and renal fibrosis in adenine-induced CKD rats. Therefore, significantly increased levels of 8,9-EET, EPA, and DHA caused by AO treatment may be associated with inflammation improvement in adenine-induced CKD rats.</p>
</sec>
<sec>
<title>Glycerolipid metabolism</title>
<p>Compared with control rats, significantly increased levels of TG (46:6), TG (64:9), TG (60:14), and TG (68:12) as well as significantly decreased levels of DG (44:6), DG (35:1), DG (40:9), DG (42:4), and DG (46:6) were observed in adenine-induced CKD rats. Patients with CKD demonstrated disturbed metabolisms of glycerolipids including monoglycerides, diglycerides, and triglycerides. Previous studies have indicated significant alterations in glycerolipid synthesis and catabolism in patients with CKD (Chen H. et al., <xref ref-type="bibr" rid="B5">2017</xref>). Most previous studies have measured total TG levels in patients with CKD. It has been demonstrated that the triglyceride level of a low-density lipoprotein was significantly increased in CKD patients (Reis et al., <xref ref-type="bibr" rid="B34">2015</xref>). However, increased levels of triglyceride were commonly accompanied by significantly reduced levels of HDL-C in CKD patients (Piperi et al., <xref ref-type="bibr" rid="B33">2004</xref>). Hypertriglyceridemia in CKD was associated with impaired triglyceride clearance caused by down-regulation of lipoprotein lipase and a very low-density lipoprotein receptor (Vaziri et al., <xref ref-type="bibr" rid="B48">2012</xref>). Moreover, it has been shown that a 3-month diglyceride intake lowered the level of abdominal fat and retarded serum lipid profiling in hemodialysis patients. Diglyceride intake significantly reduced serum levels of very low-density lipoproteins, altered monoglycerides, and elevated high-density lipoprotein levels at 3 months (Teramoto et al., <xref ref-type="bibr" rid="B44">2004</xref>). Taken together, increased triglyceride and decreased diglyceride levels were consistent with clinical biochemical findings, as well as with previously published reports. The present study demonstrated that in the adenine-induced rats, both increased levels of triglyceride and decreased levels of diglyceride are restored by treatment with AO, indicating that AO may attenuate the perturbations of glycerolipids synthesis and catabolism.</p>
<p>Several studies have demonstrated that the degree of renal tubular interstitial injury positively correlates with an increase in oxidative stress and inflammation after renal injury (Djamali, <xref ref-type="bibr" rid="B10">2007</xref>). Therefore, in this study we examined whether renal tubular interstitial injury was associated with increased oxidative stress. We found that renal tubular interstitial injury was associated with NF-&#x003BA;B activation, up-regulation of pro-oxidant and pro-inflammatory activities, and down-regulation of Nrf2 activity and its down-stream antioxidant and cytoprotective proteins. These findings were accompanied by activated canonical TGF-&#x003B2;1/Smad pathways (Zhao et al., <xref ref-type="bibr" rid="B60">2013</xref>; Shang et al., <xref ref-type="bibr" rid="B38">2016</xref>). Our results also revealed that renal tubular interstitial injury dramatically increased levels of TGF-&#x003B2;1, Smad2, Smad3, Smad4, and significantly down-regulated the activities of Smad7 in CKD rats. In summary, our findings demonstrated that AO treatment attenuated renal damage and that the mechanism may in part involve suppression of oxidative stress, inflammation and the TGF- &#x003B2;1/Smad signaling pathway.</p>
</sec>
</sec>
<sec sec-type="conclusions" id="s5">
<title>Conclusion</title>
<p>Pharmacological and UPLC-HDMS-based lipidomic approaches have been successfully developed to investigate lipid-lowering effects and tubular interstitial fibrosis of AO on adenine-induced CKD rats. Serum lipidomics revealed profound alterations in adenine-induced CKD rats, including serum levels of polyunsaturated fatty acids, diglycerides, and triglycerides. Pathway over-representation analysis showed that 30 metabolic pathways were associated with identified lipid species in adenine-induced CKD rats. These findings were associated with activation of NF-&#x003BA;B/Nfr2 and TGF-&#x003B2;/Smad, and pro-fibrotic signaling pathways. However, studies that focus on dose-response patterns of the underlying molecular mechanisms and clinical applications are still needed. In conclusion, we have identified the therapeutic effect of AO on CKD, and demonstrated a dual mechanism of action, including a lipid-lowering effect, and a tubular interstitial fibrosis effect.</p>
</sec>
<sec id="s6">
<title>Author contributions</title>
<p>Y-YZ was responsible for the conception and design of the study; and FD, HM, J-WW, LC, MW, and HC for the data collection, analysis, and image processing. FD, HC, and Y-YZ wrote the manuscript; and A-DW revised it. FD and HC discussed the study concept and were responsible for the final approval of the version to be submitted. All authors read and approved the final manuscript.</p>
<sec>
<title>Conflict of interest statement</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>
</body>
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<sec sec-type="supplementary-material" id="s7">
<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/fphar.2018.00053/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fphar.2018.00053/full#supplementary-material</ext-link></p>
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<fn-group>
<fn fn-type="financial-disclosure"><p><bold>Funding.</bold> This study was supported by the National Natural Science Foundation of China (No. 81603271).</p>
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</article>