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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Nutr.</journal-id>
<journal-title>Frontiers in Nutrition</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Nutr.</abbrev-journal-title>
<issn pub-type="epub">2296-861X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnut.2021.756243</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Nutrition</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The Impacts of Short-Term NMN Supplementation on Serum Metabolism, Fecal Microbiota, and Telomere Length in Pre-Aging Phase</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Niu</surname> <given-names>Kai-Min</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1417090/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Bao</surname> <given-names>Tongtong</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Gao</surname> <given-names>Lumin</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Ru</surname> <given-names>Meng</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Li</surname> <given-names>Yumeng</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Jiang</surname> <given-names>Liang</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Ye</surname> <given-names>Changming</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Wang</surname> <given-names>Shujin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Wu</surname> <given-names>Xin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/600722/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences (CAS)</institution>, <addr-line>Tianjin</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>CAS Key Laboratory of Agro-Ecological Processes in Subtropical Region, Institute of Subtropical Agriculture, Chinese Academy of Sciences (CAS)</institution>, <addr-line>Changsha</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Institute of Biological Resources, Jiangxi Academy of Sciences</institution>, <addr-line>Nanchang</addr-line>, <country>China</country></aff>
<aff id="aff4"><sup>4</sup><institution>ERA Biotechnology (Shenzhen) Co., Ltd.</institution>, <addr-line>Shenzhen</addr-line>, <country>China</country></aff>
<aff id="aff5"><sup>5</sup><institution>Institute of Life Sciences, Chongqing Medical University (CAS)</institution>, <addr-line>Chongqing</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Yangchun Cao, Northwest A and F University, China</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Tibor Kristian, University of Maryland, Baltimore, United States; Stefano Tarantini, University of Oklahoma Health Sciences Center, United States; Golam Mezbah Uddin, University of Calgary, Canada</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Xin Wu <email>wuxin&#x00040;tib.cas.cn</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Nutritional Immunology, a section of the journal Frontiers in Nutrition</p></fn></author-notes>
<pub-date pub-type="epub">
<day>29</day>
<month>11</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>8</volume>
<elocation-id>756243</elocation-id>
<history>
<date date-type="received">
<day>10</day>
<month>08</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>19</day>
<month>10</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2021 Niu, Bao, Gao, Ru, Li, Jiang, Ye, Wang and Wu.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Niu, Bao, Gao, Ru, Li, Jiang, Ye, Wang and Wu</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license> </permissions>
<abstract><p>Aging is a natural process with concomitant changes in the gut microbiota and associate metabolomes. Beta-nicotinamide mononucleotide, an important NAD<sup>&#x0002B;</sup> intermediate, has drawn increasing attention to retard the aging process. We probed the changes in the fecal microbiota and metabolomes of pre-aging male mice (C57BL/6, age: 16 months) following the oral short-term administration of nicotinamide mononucleotide (NMN). Considering the telomere length as a molecular gauge for aging, we measured this in the peripheral blood mononuclear cells (PBMC) of pre-aging mice and human volunteers (age: 45&#x02013;60 years old). Notably, the NMN administration did not influence the body weight and feed intake significantly during the 40 days in pre-aging mice. Metabolomics suggested 266 upregulated and 58 downregulated serum metabolites. We identified 34 potential biomarkers linked with the nicotinamide, purine, and proline metabolism pathways. Nicotinamide mononucleotide significantly reduced the fecal bacterial diversity (<italic>p</italic> &#x0003C; 0.05) with the increased abundance of <italic>Helicobacter, Mucispirillum</italic>, and <italic>Faecalibacterium</italic>, and lowered <italic>Akkermansia</italic> abundance associated with nicotinamide metabolism. We propose that this reshaped microbiota considerably lowered the predicated functions of aging with improved immune and cofactors/vitamin metabolism. Most notably, the telomere length of PBMC was significantly elongated in the NMN-administered mice and humans. Taken together, these findings suggest that oral NMN supplementation in the pre-aging stage might be an effective strategy to retard aging. We recommend further studies to unravel the underlying molecular mechanisms and comprehensive clinical trials to validate the effects of NMN on aging.</p></abstract>
<kwd-group>
<kwd>NMN</kwd>
<kwd>telomere</kwd>
<kwd>pre-aging</kwd>
<kwd>microbiota</kwd>
<kwd>metabolomic</kwd>
</kwd-group>
<counts>
<fig-count count="8"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="50"/>
<page-count count="12"/>
<word-count count="6849"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>The aging population is continuously increasing. It has been predicted that the people over 60 years of age will be more than 1.2 billion globally in 2050 (<xref ref-type="bibr" rid="B1">1</xref>). Elongated lifespan, however, may come with undesirable health conditions, such as organ damage, metabolic dysfunction, decreased bone density, and untoward inflammatory responses (<xref ref-type="bibr" rid="B2">2</xref>). Indeed, aging can be slowed to a moderate decline of age-related functionality <italic>via</italic> intervening in the biological systems (viz., nutrient sensing, gut microbiome-targeted modulation) (<xref ref-type="bibr" rid="B3">3</xref>). Lifestyle adjustments like caloric restriction, time-restricted feeding, and alternate fasting, are known to improve cerebrovascular health in the elder population (<xref ref-type="bibr" rid="B4">4</xref>). Studies have shown that nicotinamide adenine dinucleotide (NAD<sup>&#x0002B;</sup>) levels decrease with aging in worms as well as mammals (<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B6">6</xref>). The inhibition of NAD<sup>&#x0002B;</sup> consumption and/or replenishment of NAD<sup>&#x0002B;</sup> precursors are considered to retard aging and age-predisposed diseases by boosting the NAD<sup>&#x0002B;</sup> levels (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B8">8</xref>). Nicotinamide mononucleotide is a key NAD<sup>&#x0002B;</sup> precursor that has been deemed a potentially effective, affordable, and safe anti-aging agent capable of extending the lifespan and ameliorating age-related complications (<xref ref-type="bibr" rid="B8">8</xref>&#x02013;<xref ref-type="bibr" rid="B10">10</xref>). Besides anti-aging activities, nicotinamide mononucleotide (NMN) also shows a variety of health benefits. Nicotinamide mononucleotide has displayed positive roles in angiogenic processes and anti-oxidative activities <italic>via</italic> the SIRT1-dependent signaling pathways (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B12">12</xref>). The reduction of metabolic impairment in obese mice has been reported in NMN supplementation (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B14">14</xref>). Enhanced intestinal homeostasis has been currently reported in NMN treatment <italic>via</italic> regulating the gut microbiota (<xref ref-type="bibr" rid="B15">15</xref>). An isotope labeling study has demonstrated that the gut bacteria compete with the host to consume orally delivered NMN (<xref ref-type="bibr" rid="B16">16</xref>).</p>
<p>Correlations have been observed between gut microbiota and age (<xref ref-type="bibr" rid="B17">17</xref>). Age-related microbial dysbiosis can induce intestinal permeability and systemic inflammation, further impacting late-life health (<xref ref-type="bibr" rid="B18">18</xref>). In addition, inflammations can perturb the balance of the gut microbiota, which in turn shortens the lifespan (<xref ref-type="bibr" rid="B19">19</xref>). Gut microbiota-targeted interventions have been conducted to retard aging and improve host health (<xref ref-type="bibr" rid="B20">20</xref>). A preventive effect of natural functional food on aging <italic>via</italic> the regulation of gut microbiota and relevant metabolites has also been demonstrated (<xref ref-type="bibr" rid="B21">21</xref>). Gut microbiota transplantation of young donors is evident to reverse age-associated impairments in the peripheral and brain immunity, and cognitive behavior in older recipients (<xref ref-type="bibr" rid="B22">22</xref>). Not only the gut microbiota has vital effects on aging, but also the microbial metabolites exhibit important roles in the lifespan. In recent years, metabolomics has been used to identify important biomarkers of healthy aging and longevity (<xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B24">24</xref>). Additionally, an integrated metabolome-microbiome method displayed advances in the analysis of the relationship between host metabolism and gut microbiota (<xref ref-type="bibr" rid="B25">25</xref>). Huang and his colleagues have revealed that long-term oral NMN administration in drinking water increased the abundance of beneficial microbes and contents of bile acid-related metabolites by combining fecal microbiome and metabolomic analysis (<xref ref-type="bibr" rid="B15">15</xref>).</p>
<p>Telomere length is an important aging biomarker that reduces during aging (<xref ref-type="bibr" rid="B26">26</xref>). The administration of NMN has been proved to maintain telomere length in the liver of mice (<xref ref-type="bibr" rid="B27">27</xref>). In aging studies, murine (<italic>Mus musculus</italic>) is one of the most widely used experimental models. Jackson laboratory has defined the age stages of C57BL/6J mice as mature adults (3&#x02013;6 months), middle-aged (10&#x02013;14 months), and old (18&#x02013;24 months) which have been corresponded to the human age of 20&#x02013;30 years old (mature adult), 38&#x02013;47 years old (middle-aged), and 56&#x02013;69 years old (old), respectively (<xref ref-type="bibr" rid="B28">28</xref>). Research in aging is generally performed with mice not &#x0003C;18 months and human volunteers not &#x0003C;60 years old (<xref ref-type="bibr" rid="B29">29</xref>). Herein, we designated a pre-aging stage between the middle-aged and mature adults to about 15&#x02013;17 months for mice and 45&#x02013;60 for human volunteers. We investigated whether supplementing the NMN at a pre-aging stage could slow down the aging process. Herein, we attempted to investigate the effects of short-term NMN supplementation on the serum metabolites and gut microbiota in the pre-aging mice, as well as the telomere length in both the pre-aging mice and humans enrolled in the present study.</p></sec>
<sec sec-type="materials and methods" id="s2">
<title>Materials and Methods</title>
<sec>
<title>Animals and Experimental Design</title>
<p>The animal experiment was approved and conducted following the Regulations and Administration of the Committee of the Institute of Subtropical Agriculture at the Chinese Academy of Science (No.ISA-2020-18). A total of twenty 16-month-old male C57BL/6 specific pathogen-free mice (STA Laboratory Animal Co., LTD, Hunan, China) were used in the study. All the mice were housed with two mice per cage and raised under controlled conditions (temperature 25 &#x000B1; 2&#x000B0;C, light/dark 12 h:12 h, humidity 60 &#x000B1; 10%). The mice had free access to feeds and water. After 4 days of acclimatization, the mice were randomly assigned as the control group and NMN supplemented group with five replicates in each treatment (a cage/replicate). All the mice were fed a chow diet (D12450J, 17.70 kJ/g), which was purchased from the SLAC Laboratory Animal Central (Changsha, China). The control group mice were fed with water, and the NMN group mice were fed with water containing 500 mg/L (w/v) of NMN. The NMN dosage accepted in the experiment was referred to a previous study (<xref ref-type="bibr" rid="B15">15</xref>). The NMN-containing water bottles and cages were changed weekly. The whole experiment lasted for 40 days, the food intake and body weight were measured every 5 days, and the water intake was measured every 7 days.</p></sec>
<sec>
<title>Heat Yield Measurement</title>
<p>The heat yield of the mice was measured by an infrared camera (Seek Thermal Compact XR iOS Camera, Seek Thermal, Inc., CA, USA) at end of the experiment. The pixels of the images were measured using Image J v1.8.0, National Institutes of Health, Bethesda, Maryland, USA and presented by a histogram.</p></sec>
<sec>
<title>Sample Preparation</title>
<p>At end of the experiment, all the mice were fasted for 6 h. The fresh feces of all the mice were directly collected from the anus of the mice to analyze the fecal microbiota. The mice were induced with anesthesia by the intraperitoneal injection of 2% pentobarbital sodium (45 mg/kg body weight). The blood was taken from the enucleation of the eyeballs and collected into a 1.5 ml sterile Eppendorf tube (Eppdendorf, Hamburg, Germany), and then placed at room temperature for 30 min. The blood samples were centrifuged for 15 min at 3,000 <italic>g</italic> and 4&#x000B0;C, the serum was collected and stored at &#x02212;80&#x000B0;C until further analyses.</p></sec>
<sec>
<title>Serum Metabolomics</title>
<p>The serum metabolites were determined by a commercial service in the Biotree company (Shanghai, China). Briefly, 50 &#x003BC;l of the serum sample was mixed with 200 &#x003BC;l of extracting solution containing 50% methanol and 50% acetonitrile and the two internal standards (L-leucine-5,5,5-d3, CAS:87828-86-2, trimethylamine-d9-N-oxidein, CAS: 1161070-49-0), followed by 10 min of sonication under iced conditions, and then was centrifuged for 15 min at 11,000 <italic>g</italic> and 4&#x000B0;C to collect the supernatant. The supernatant was subjected to Vanquish ultra-high performance liquid chromatography-mass spectrometry (UHPLC-MS) platform (Thermo Fisher Scientific, Massachusetts, United States) with an ACQUITY UPLC BEH Amide (2.1 &#x000D7; 100 mm, 1.7 &#x003BC;m) chromatographic column and Q Exactive HFX mass spectrometer (Orbitrap MS, Thermos) and scanned for the positive model. The injection volume was 3 &#x003BC;l. The mobile phase used in the liquid chromatography (LC) elution includes solvent A (25 mmol/L ammonium acetate and 25 mmol/L ammonia in ultrapure water) and solvent B (acetonitrile) with the elution gradient as follows: 0&#x02013;.5 min, 95% B;.5&#x02013;7 min, 95&#x02013;65% B; 7&#x02013;8 min, 65&#x02013;40% B; 8&#x02013;9 min, 40% B; 9&#x02013;9.1 min, 40&#x02013;95% B; 9.1&#x02013;12.0 min, 95% B. The full scan mass spectrum was obtained based on the information-dependent acquisition (IDA) mode in the control of the acquisition software (Xcalibur, Thermo Fisher Scientific). The electron spray ionization source conditions with 50 Arb sheath gas flow rate, 10 Arb Aux gas flow rate, 320&#x000B0;C capillary temperature, 60,000 full mass spectrometry (MS) resolution, 7,500 MS/MS resolution, 10/30/60 collision energy in normalized collisional energy mode, and 3.5 kV spray Voltage (positive) were used. For the data analysis, ProteoWizard database, Palo Alto, CA, USA was used to convert the raw data to the mzXML format, and then processed with an in-house R software, and (X) of chromatography mass spectrometry was used to detect, extract, align and integrate the peak. The peaks were normalized using an internal standard. The principal component analysis (PCA) and orthogonal partial least squares discriminant analysis (OPLS-DA) were performed using SIMCA-P (16.0.2, Sartorius Stedim Data Analytics AB, Umea, Sweden) to cluster the sample plots across groups. To screen the significantly different metabolic markers, univariate statistical analysis was used based on the criteria of variable importance in the projection (VIP) &#x0003E;1 and the fold change of metabolites &#x0003C;0.5 or more than 2, coupling with <italic>p</italic>-value &#x0003C;0.05, which was visualized by a volcano plot and heatmap plot. The relevant significant changed metabolism pathway was determined based on the database of Kyoto Encyclopedia of Genes and Genomes (KEGG).</p></sec>
<sec>
<title>Fecal DNA Extraction and Sequencing</title>
<p>Fecal samples were freshly collected and snap-frozen using liquid nitrogen and stored at &#x02212;80&#x000B0;C. The bacterial genomic DNA was extracted using the CTAB method. The concentration was measured using a NanoDrop 2000, the purity and quality of the genomic DNA were checked by running 1% agarose gel electrophoresis. The V4 hypervariable regions of the 16S ribosomal RNA (rRNA) were amplified using 515F and 806R primers. The PCR conditions were 98&#x000B0;C for 1 min, followed by 30 cycles of denaturation at 98&#x000B0;C for 10 s, annealing at 50&#x000B0;C for 30 s, and elongation at 72&#x000B0;C for 30 s. The PCR products were purified using a Qiagen gel extraction kit (Qiagen, Germany). The amplicons were sequenced using an Illumina NovaSeq 6000 platform by a commercial service of Novogene Bioinformatics Technology Co., Ltd (Beijing, China).</p></sec>
<sec>
<title>Fecal Microbial Analyses</title>
<p>For the sequence analysis, UParse software (Uparse v7.0.1001, <ext-link ext-link-type="uri" xlink:href="http://drive5.com/uparse/">http://drive5.com/uparse/</ext-link>) was used. The sequences of similarity &#x02265;97% were assigned to the same operational taxonomic units (OTUs) (<xref ref-type="bibr" rid="B30">30</xref>). The Silva database (<ext-link ext-link-type="uri" xlink:href="http://www.arb-silva.de/">http://www.arb-silva.de/</ext-link>) with the Mothur algorithm was used to annotate the taxonomic information of the representative sequences (<xref ref-type="bibr" rid="B31">31</xref>). The alpha diversity including observed_species, Chao1, Simpson, and Shannon was determined in QIIME (version 1.7.0) open source software (<ext-link ext-link-type="uri" xlink:href="http://qiime.org/">http://qiime.org/</ext-link>) and visualized by R software (version 2.15.3). The beta diversity includes PCA based on the OTU level, principal coordinate analysis (PCoA) based on the unweighted unifrac matrix, and non-metric multi-dimensional scaling (NMDS) based on Bray&#x02013;Curtis distance were calculated in QIIME (Version 1.9.1.). Tax4Fun R package (<ext-link ext-link-type="uri" xlink:href="http://tax4fun.gobics.de/">http://tax4fun.gobics.de/</ext-link>) was used to analyze the predicated functions of bacterial species (<xref ref-type="bibr" rid="B32">32</xref>).</p></sec>
<sec>
<title>DNA Isolation and Measurement of Telomere Length</title>
<p>A non-blinded clinical trial in eight healthy men was conducted to investigate the supplementary effect of NMN on the telomere length of the peripheral blood mononuclear cell (PBMC). The male subjects enrolled in the study were selected based on the criteria based on an NMN clinical trial NCT04228640 (<ext-link ext-link-type="uri" xlink:href="https://clinicaltrials.gov/ct2/show/study/NCT04228640">https://clinicaltrials.gov/ct2/show/study/NCT04228640</ext-link>) and a previous study (<xref ref-type="bibr" rid="B33">33</xref>) as follows: (1) 45&#x02013;60 years old with body mass index (BMI) at a range of 18.5&#x02013;30 kg/m<sup>2</sup>; (2) no allergic and metabolic diseases; (3) without any form of niacin supplement for 7 days prior to the study and for the whole test period; (4) kept consistent diet and lifestyle habits during the whole test period; (5) took NMN supplement for 90 days; (6) followed verbal and written study directions. The information of the volunteers is presented in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>. All the participants were instructed to take NMN (300 mg/day/person) (<xref ref-type="bibr" rid="B34">34</xref>) in warm water once a day after 30 min of breakfast for a total of 90 days. The blood of all the participants was taken by a doctor at 0, 30, 60, and 90 days of NMN administration using ethylene diamine tetraacetic acid-containing anticoagulant tubes. The blood was separated into serum and PBMC for the analyses of serum cholesterol, triglyceride, and glucose contents using an automatic biochemical analyzer (Beckman Coulter AU5811) with commercial kits. The genomic DNA was extracted from the PBMC from the whole blood of mice and human samples using a FastPure Blood DNA Isolation Mini Kit V2 (Vazyme, Nanjing Vazyme Biotech Co., Ltd, China) following the manual of the manufacturer. The DNA concentration was determined using a NanoDrop 2000 spectrophotometer ThermoFisher Scientific, Waltham, MA, USA. Real-time quantitative PCR was used to assess the telomere length (TL) following the previously described methods (<xref ref-type="bibr" rid="B35">35</xref>, <xref ref-type="bibr" rid="B36">36</xref>). Briefly, the primers of tel1b, F-CGGTTTGTTTGGGTTTGGGTTTGGGTTTGGGTTTGGGTT, and te12b R-GGCTTGCCTTACCCTTACCCTTACCCTTACCCTTACCCT was used to amplify the telomeres (T) of the mouse and human. 36B4 primers (mouse: F-ACTGGTCTAGGACCCGAGAAG and R-TCAATGGTGCCTCTGGAGATT; human: F-CAGCAAGTGGGAAGGTGTAATCC, R-CCCATTCTATCATCAACGG-GTACAA) were used to amplify the single-copy gene (S). The relative TL was measured by comparing the ratio of T repeat copy number and S copy number, expressed as the telomere length (T/S) ratio. The clinical study was reviewed and approved by the Institute of Life Sciences, Chongqing Medical University, Chongqing. Verbal and written informed consents were obtained from each subject before the clinical study.</p></sec>
<sec>
<title>Statistics</title>
<p>Statistical analysis was conducted using Prism GraphPad 7 software (GraphPad Software Inc., San Diego, California, United States). The significant difference between the control group and the NMN group were performed based on the student&#x00027;s <italic>t</italic>-test with non-parametric tests.</p></sec></sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec>
<title>NMN Supplementation Enhanced Heat Yield in Pre-Aging Mice</title>
<p>The supplementary effect of NMN on age-associated body weight change was determined. In comparison with the control mice, the NMN-supplemented mice showed little change in body weight and feed intake (<xref ref-type="fig" rid="F1">Figures 1A,B</xref>), but significantly increased the water intake (<xref ref-type="fig" rid="F1">Figure 1C</xref>) on 21 days (<italic>p</italic> &#x0003C; 0.05). Moreover, the NMN-supplemented mice significantly increased the heat yield after 40 days (<italic>p</italic> &#x0003C; 0.05) (<xref ref-type="fig" rid="F1">Figures 1D,E</xref>).</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Supplementary effects of nicotinamide mononucleotide (NMN) on the body weight <bold>(A)</bold>, feed intake <bold>(B)</bold>, water intake <bold>(C)</bold>, heat yield image <bold>(D)</bold>, and histogram <bold>(E)</bold> of pre-aging mice. Values indicate mean &#x000B1; SEM (<italic>n</italic> = 10). &#x0002A;Indicates significant difference at <italic>p</italic> &#x0003C; 0.05 level.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnut-08-756243-g0001.tif"/>
</fig></sec>
<sec>
<title>Effect of NMN Supplementation on Serum Metabolome in Pre-Aging Mice</title>
<p>Untargeted metabolomics was performed to analyze the effects of NMN supplementation on serum metabolites in pre-aging mice. The PCA and OPLS-DA results showed that the metabolite profiling datasets were clustered separately between the NMN group and the control group (<xref ref-type="fig" rid="F2">Figures 2A,B</xref>). The permutation test indicated that the OPLS-DA model was reliable without overfitting (<xref ref-type="fig" rid="F2">Figure 2C</xref>). The volcano plot displayed significant changes in the serum metabolite profiles for the NMN group. Overall, 266 metabolites were upregulated and 58 downregulated as compared with those in the control group (<xref ref-type="fig" rid="F2">Figure 2D</xref>). Thirty-four significantly discriminant biomarker metabolites were selected based on the VIP value &#x0003E;1 and <italic>p</italic>-value &#x0003C;0.05 using the OPLS-DA model (<xref ref-type="fig" rid="F3">Figure 3A</xref>). Specifically, among these metabolites, D-proline, pipecolic acid, and (E)-5-(3,4,5,6-Tetrahydro-3-pyridylidenemethyl)-2-furanmethanol were down-regulated, while hypoxanthine, inosine, guanine, 1-Methylnicotinamide, N1-Methyl-4-pyridone-3-carboxamide, niacinamide, nicotinamide N-oxide, 3-Formyl-6-hydroxyindole, N-acetylhistidine, N-acetyltryptophan, and 6-Hydroxy-1H-indole-3-acetamide were upregulated in the NMN group compared to the control group (<xref ref-type="fig" rid="F3">Figures 3A,B</xref>). Notably, these discriminant metabolites were associated with metabolic pathways encompassing nicotinate/nicotinamide metabolism, purine metabolism, and arginine/purine metabolism (<xref ref-type="fig" rid="F3">Figure 3C</xref>).</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>Supplementary effect of NMN on serum metabolome in pre-aging mice by multivariate statistical analysis. <bold>(A)</bold> principal component analysis (PCA) plot, <bold>(B)</bold> orthogonal partial least squares discriminant analysis (OPLS-DA) score plot, <bold>(C)</bold> OPLS-DA permutation test plot, and <bold>(D)</bold> Volcano plot.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnut-08-756243-g0002.tif"/>
</fig>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p>Supplementary effect of NMN on the top 34 metabolic biomarkers and main metabolic pathways in pre-aging mice by hierarchical clustering analysis. <bold>(A)</bold> heatmap of hierarchical clustering analysis, <bold>(B)</bold> radar chart, and <bold>(C)</bold> pathway analysis (NMN group vs. control group).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnut-08-756243-g0003.tif"/>
</fig></sec>
<sec>
<title>Effect of NMN Supplementation on Fecal Microbiota in Pre-Aging Mice</title>
<p>The 16S ribosomal DNA (rDNA) gene sequencing was employed to investigate the effect of NMN supplementation on the fecal microbiota diversity and composition in pre-aging mice. The NMN supplementation significantly lowered the alpha diversity of fecal microbes based on the observed species and Chao1 &#x003B1;-diversity indexes (<xref ref-type="fig" rid="F4">Figure 4A</xref>). The &#x003B2;-diversity was analyzed by performing PCA, PCoA, and NMDS plots based on the unweighted unifrac matrix, which displayed distinctly separated fecal microbiota (<xref ref-type="fig" rid="F4">Figure 4B</xref>). The dominant phyla were Firmicutes, Bacteroidetes, Camilobacterota, Proteobacteria, and Desulfobacterota (<xref ref-type="fig" rid="F5">Figure 5A</xref>), and the dominant genera were <italic>Dubosiella, Helicobacter, Lachnospiraccae</italic>_NK4A136_group, and <italic>Psychrobacter</italic> (<xref ref-type="fig" rid="F5">Figure 5B</xref>). Of these, NMN supplementation significantly enriched the abundance of Camilobacterota and Desulfobacterota phyla, and <italic>Helicobacter, Desulfovibrio</italic>, and <italic>Turicibacter</italic> genera, and reduced the abundance of Proteobacteria phylum and <italic>Psychrobacter</italic> and <italic>Akkermansia</italic> genera. In addition to these dominant genera, NMN supplementation also enriched <italic>Mucispirillum, Colidextribacter, Candidatus_Saccharimonas, Marvinbryantia, Faecalibacterium</italic>, unidentified_<italic>Oscillospiraceae</italic>, A2, UCG-009, <italic>Oscillibacter</italic>, and <italic>Lachnospiraceae</italic>_UCG-001, but reduced the abundance of <italic>Staphylococcus, Corynebacterium</italic>, and <italic>Paenalcaligenes</italic> (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 2</xref>). Notably, a total of 826 core existent species were identified, while 465 and 156 unique species were observed in the control group and NMN group, respectively (<xref ref-type="fig" rid="F5">Figure 5C</xref>). The predicted functional analysis further showed that NMN supplementation significantly downregulated the metabolism and human disease-related functions (at level 1), which are mainly associated with carbohydrate metabolism, lipid metabolism, glycan biosynthesis/metabolism, aging, cancers, and infectious disease (at level 2). On the other hand, NMN supplementation significantly enhanced the cellular processes and environmental information processing functions (at level 1), which are mainly involved in amino acid metabolism, energy metabolism, cofactors/vitamins metabolisms, environmental adaptation, immune system, and xenobiotics biodegradation/metabolism (at level 2) (<xref ref-type="fig" rid="F6">Figure 6</xref>).</p>
<fig id="F4" position="float">
<label>Figure 4</label>
<caption><p>Supplementary effect of NMN on the fecal microbiota in pre-aging mice. <bold>(A)</bold> Alpha diversity indexes, <bold>(B)</bold> Beta diversity indexes. &#x0002A;&#x0002A;Indicates significant difference at <italic>p</italic> &#x0003C; 0.01.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnut-08-756243-g0004.tif"/>
</fig>
<fig id="F5" position="float">
<label>Figure 5</label>
<caption><p>Supplementary effect of NMN on dominant fecal bacteria in pre-aging mice. <bold>(A)</bold> Phylum level, <bold>(B)</bold> genus level, and <bold>(C)</bold> venn diagram. &#x0002A;Indicates significant difference at <italic>p</italic> &#x0003C; 0.05 level.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnut-08-756243-g0005.tif"/>
</fig>
<fig id="F6" position="float">
<label>Figure 6</label>
<caption><p>Supplementary effect of NMN on predicted functions of fecal bacteria in pre-aging mice. <bold>(A)</bold> level 1, <bold>(B)</bold> level 2.</p></caption>
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</fig></sec>
<sec>
<title>Correlation Analysis of Serum Metabolome and Fecal Microbiota With NMN Supplementation in Pre-Aging Mice</title>
<p>Based on the results of the serum metabolite and 16S rDNA sequencing results, the Spearman correlation analysis was performed to explore the association between the top 18 significantly changed bacteria (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 2</xref>) and 34 differentially changed serum metabolites (<xref ref-type="fig" rid="F7">Figure 7</xref>). Among these bacteria, <italic>Akkermansia, Faecalibacterium, Mucispirillum</italic>, A2, <italic>Helicobacter</italic>, and <italic>Lachnospiraceae</italic> were closely correlated to the varied metabolites. The <italic>Akkermansia</italic> genus was positively correlated with pipecolic acid and (E)-5-(3,4,5,6-Tetrahydro-3-pyridylidenemethyl)-2-furanmethanol, and negatively correlated with the other metabolites. <italic>Faecalibacterium, Mucispirillum</italic>, A2, <italic>Helicobacter</italic>, and <italic>Lachnospiraceae</italic> were positively correlated with niacinamide, nicotinamide N-oxide, mesalazine, and N1-methyl-4-pyridone-3-carboxamide, those of which are linked with nicotinate and nicotinamide metabolism. Moreover, <italic>Mucispirillum</italic> and A2 were also significantly positively correlated with hypoxanthine and inosine that are involved in purine metabolism. Taken together, the result showed that the changed bacterial structure could impact the composition of serum metabolite constitutes.</p>
<fig id="F7" position="float">
<label>Figure 7</label>
<caption><p>Correlation analysis for differentially changed bacteria and metabolites with NMN supplementation in pre-aging mice.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnut-08-756243-g0007.tif"/>
</fig></sec>
<sec>
<title>NMN Supplementation Elongates Telomere Length in Pre-Aging Mice and Humans</title>
<p>The TL of PBMC was measured using a PCR-based method. In the pre-aging mice, the length of telomere was significantly increased with 40 days of NMN supplementation (<xref ref-type="fig" rid="F8">Figure 8A</xref>). A similar result was also observed in pre-aging human volunteers after 30 days of NMN supplementation (<xref ref-type="fig" rid="F8">Figure 8B</xref>).</p>
<fig id="F8" position="float">
<label>Figure 8</label>
<caption><p>Supplementary effect of NMN on the telomere length of the peripheral blood mononuclear cell (PBMC) in <bold>(A)</bold> pre-aging mice (<italic>n</italic> = 6), and <bold>(B)</bold> pre-aging human volunteers (<italic>n</italic> = 8). &#x0002A;Indicates significant difference at <italic>p</italic> &#x0003C; 0.05. &#x0002A;&#x0002A;Indicates significant difference at <italic>p</italic> &#x0003C; 0.01.</p></caption>
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</fig></sec></sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>In the present study, NMN administration did not affect the body weight and feed intake of the pre-aging mice during the experimental period. Similar results have been observed in young mice supplemented with 0.1&#x02013;0.6 mg/ml NMN in their drinking water (<xref ref-type="bibr" rid="B15">15</xref>). However, Mills et al. have reported that the administration of 300 mg/kg/day NMN in drinking water mitigated age-associated body weight gain, enhanced food and water intake, and energy expenditure (<xref ref-type="bibr" rid="B9">9</xref>). The higher heat yield in NMN-supplemented mice in the present study also indicates that the NMN administration possibly accelerated thermogenesis.</p>
<p>Aging is accompanied by changes in amino acid, lipid, sugar, hormone, and nucleotide metabolism (<xref ref-type="bibr" rid="B37">37</xref>). Eighteen months is considered as the lower limit of &#x0201C;Old&#x0201D; or &#x0201C;Aging&#x0201D; mice as almost all aging-related biomarkers will be detected by then (<xref ref-type="bibr" rid="B28">28</xref>). To the best of our knowledge, no studies have reported the impact of short-term NMN supplementation on the serum metabolites and gut bacterial community in the pre-aging phase (15&#x02013;17 months) of mice. In the present study, NMN supplementation notably altered the serum metabolites that mainly clustered with the metabolism pathways in terms of purine, nicotinate/nicotinamide, and arginine/proline in pre-aging mice. Previously, Houtkooper et al. have reported that the levels of long-chain acylcarnitines and amino acids decrease considerably in aged mice (<xref ref-type="bibr" rid="B38">38</xref>).</p>
<p>In a previous study, increased proline levels coupled with decreased inosine and histamine contents have also been reported for aged <italic>Drosophila</italic> as compared with young flies (<xref ref-type="bibr" rid="B39">39</xref>). In the present study, the decreased D-proline coupling with the increased inosine, hydroxyprolyl-histidine, and acetyl histidine metabolites in NMN-supplemented pre-aging mice implies that NMN might have restored some lost metabolites in the aged hosts. Collino et al. indicated that the level of tryptophan is decreased following the aging process (<xref ref-type="bibr" rid="B40">40</xref>). In our study, NMN administration enriched the serum indole derivatives (i.e., 3-Formyl-6-hydroxyindole and 6-Hydroxy-1H-indole-3-acetamide) and N-acetyltryptophan. Indoles from commensal microbiota are evident to extend the healthy lifespan of <italic>Caenorhabditis elegans, Drosophila melanogaster</italic>, and mice (<xref ref-type="bibr" rid="B41">41</xref>). The tryptophan-derived synthesis of NAD<sup>&#x0002B;</sup> is identified as a <italic>de novo</italic> pathway (<xref ref-type="bibr" rid="B34">34</xref>). Herein, the effect of exogenous NMN on the synthesis of NAD<sup>&#x0002B;</sup> <italic>via</italic> the acetylation of tryptophan remains unclear. Furthermore, we also found that the nicotinamide metabolism pathway-related 1-Methylnicotinamide, N1-Methyl-4-pyridone-3-carboxamide, niacinamide, and nicotinamide N-oxide were enriched in the serum of the mice who ingested NMN. It is known that NMN replenishment can increase the cellular NAD<sup>&#x0002B;</sup> level, then NAD<sup>&#x0002B;</sup> can be converted into niacinamide (nicotinamide, Nam) which is further metabolized to nicotinamide N-oxide by cytochrome P450 or transformed to 1-Methylnicotinamide (MNA) by nicotinamide N-methyltransferase. Then, MNA can be further metabolized to 1-methyl-2-pyridone-5-carboxamide (Me2PY) or 1-methyl-4-pyridone-5-carboxamide (Me4PY) by aldehyde oxidase (<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B33">33</xref>). In one clinical study, NMN administration significantly increased the serum MNA and Me4PY in healthy men (<xref ref-type="bibr" rid="B33">33</xref>).</p>
<p>The complex interplay between age and the microbiota is well-described in several studies (<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B20">20</xref>). The changes in the composition, diversity, and functional characters of the microbiota were observed over time. Luo et al. reported that the abundance of Proteobacteria is positively linked with aging (<xref ref-type="bibr" rid="B25">25</xref>). Proteobacteria include pathogenic representatives, such as <italic>Enterobacter</italic> spp., which may cause infection and disease (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B42">42</xref>). In the present study, the reduced abundance of fecal Proteobacteria in the NMN-supplemented mice suggests that NMN might have perturbed certain harmful microbes. Surprisingly, a widely accepted probiotic strain <italic>Akkermansia</italic> (Verrucomicrobiota phylum) was lowered in the fecal microbiota of NMN-supplemented mice. In contrast, a previous study has reported that NMN administration enriches the abundance of <italic>Akkermansia muciniphila</italic> (<xref ref-type="bibr" rid="B15">15</xref>). We conjecture that the observed differences in the outcomes may be attributed to the difference in the age of the mice used in the experiments. We clearly observed that the <italic>Akkermansia</italic> abundance was negatively correlated to nicotinamide, tryptophan, and indole as well as their derivatives, which might have inhibited its growth. Nicotinamide mononucleotide increases the abundance of butyric acid-producing <italic>Turicibacter</italic> which exhibits anti-fatigue activity (<xref ref-type="bibr" rid="B43">43</xref>), implying that NMN administration might reinforce vitality by promoting the growth of <italic>Turicibacter</italic>. Unexpectedly, in this study, oral NMN administration increased <italic>Helicobacter</italic> abundance in pre-aging mice. Some <italic>Helicobacter</italic> spp. are known as pathogenic bacteria that can cause gastric diseases (<xref ref-type="bibr" rid="B44">44</xref>), its enrichment with NMN administration should be deeply and carefully confirmed further. In addition to these top dominant genera, the correlation analysis demonstrated that <italic>Mucispirillum</italic> was greatly associated with the altered serum metabolites. <italic>Mucispirillum</italic> was positively correlated with the metabolites relevant to purine, nicotinate, and nicotinamide metabolism, as well as arginine and proline metabolism. <italic>Mucispirillum schaedleri</italic> showed a protective effect against <italic>Salmonella enterica</italic> ser. Typhimurium colitis by interfering with the invasion gene expression (<xref ref-type="bibr" rid="B45">45</xref>). These upregulated metabolites might have beneficial effects on the inhibition of pathogenic adhesion in the gut mucus. It is not yet fully understood how these metabolites change with the varied microbial composition in response to the NMN supplementation. Further validation of specific metabolite changes corresponding to specific microbial genera coupled with their downstream biological effects will be important to the effects of NMN supplementation on the host.</p>
<p>Telomeres are nucleoprotein complexes composed of several kilobases of TTAGGG repeats and located at the end of eukaryotic chromosomes that protect the stability of chromosomes from recombination (<xref ref-type="bibr" rid="B46">46</xref>). Telomere length has been documented as an important feature of aging (<xref ref-type="bibr" rid="B26">26</xref>). Ghimire et al. have studied the correlation between TL and age from the data of 7,826 adults based on the National Health and Nutrition Examination Survey (years 1999&#x02013;2002, age from &#x0003E;20 to &#x0003E;80) and found that a shorter telomere length is related to aging (<xref ref-type="bibr" rid="B47">47</xref>). In the present study, we observed longer T in pre-aging volunteers with NMN administration, which suggests the potential molecular mechanisms of NMN-mediated improved lifespan. In pre-aging mice, a similar effect has also been observed. In an animal model, Antonini et al. have also shown that the telomere length of isolated PBMCs was significantly decreased with aging in different male rat strains (Sprague-Dawley, F344, and Brown Norway) (<xref ref-type="bibr" rid="B48">48</xref>). Notably, NMN administration has been found to maintain TL and dampen the DNA damage response in the livers of telomerase knockout mice (<xref ref-type="bibr" rid="B27">27</xref>). In addition, the mice derived from embryonic stem cells with hyper-long T showed less DNA damage and weight, as well as improved glucose and insulin tolerance (<xref ref-type="bibr" rid="B49">49</xref>). The underlying mechanism of NMN on increasing telomere length might be associated with the increased NAD<sup>&#x0002B;</sup> level (<xref ref-type="bibr" rid="B50">50</xref>), which in turn stabilizes T and prevent tissue damage and fibrosis in a partially sirtuin-1-dependent manner (<xref ref-type="bibr" rid="B27">27</xref>). However, whether altered microbiota and/or metabolomic are associated with elongated T is still unclear.</p></sec>
<sec sec-type="conclusions" id="s5">
<title>Conclusions</title>
<p>We conclude that the short-term NMN supplementation did not significantly alter the bodyweight of the pre-aging mice. Serum biomarkers encompassing D-proline, inosine, 1-Methylnicotinamide, N1-Methyl-4-pyridone-3-carboxamide, niacinamide, nicotinamide N-oxide, 3-Formyl-6-hydroxyindole, N-acetylhistinde, N-acetyltryptophan, and 6-Hydroxy-1H-indole-3-acetamide were identified and mainly involved in the purine, nicotinate/nicotinamide, and arginine/proline metabolism pathways. Moreover, NMN supplementation notably altered the fecal microbial community. The varied functional bacteria associated with some specific serum metabolites could be potential biomarkers to estimate the anti-aging effects of NMN with further validation. Further, we observed longer T in both the mice and volunteers with NMN supplementation and reported for the first time that NMN could elongate the length of the T in a clinical study, suggesting the potential of NMN use at a pre-aging phase to retard the proceeding of aging.</p>
<p>However, there are certain limitations to the present study which pave the way to study broader realms of this concept. We used untargeted metabolomics to screen the altered metabolites related to aging at a wide range, however, targeted metabolomics is needed to quantify the changes in specific biomarkers. Further, owing to the finite amount of blood samples available, other important biochemical parameters could not be analyzed. For the clinical study, we did not perform a placebo-controlled trial and only enrolled a small number of subjects. Even the dosage-dependent NMN has been shortly administered to 10 healthy men in a clinical study and reported without causing any marked deleterious effects (<xref ref-type="bibr" rid="B33">33</xref>), but the safety and efficacy of the long-term NMN administration should be further investigated. The blood NMN metabolism and fecal microbiota were not measured in the clinical study. We are planning a more comprehensive study to explore the impact of NMN on gut health of aging mice, particularly focusing on <italic>Helicobacter</italic> and <italic>Akkermansia</italic> abundance, supported by cross-sectional clinical trials.</p></sec>
<sec sec-type="data-availability" id="s6">
<title>Data Availability Statement</title>
<p>The datasets generated and analyzed for fecal microbiota in this study can be found in NCBI, BioProject accession number: <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="PRJNA752982">PRJNA752982</ext-link>.</p></sec>
<sec id="s7">
<title>Ethics Statement</title>
<p>The studies involving human participants were reviewed and approved by Regulations and Administration of the Committee of Chongqing Medical University. The patients/participants provided their written informed consent to participate in this study. The animal study was reviewed and approved by Regulations and Administration of the Committee of the Institute of Subtropical Agriculture at the Chinese Academy of Science (No. ISA-2020-18). Written informed consent was obtained from the individual(s) for the publication of any potentially identifiable images or data included in this article.</p></sec>
<sec id="s8">
<title>Author Contributions</title>
<p>K-MN: formal analysis, writing the original draft, writing, review, and editing of the revised manuscript. TB, LG, MR, and YL: investigation, formal analysis, validation, review, and editing the manuscript. LJ and CY: conception of the idea, investigation, review, and editing the manuscript. SW: review and editing of the manuscript. XW: conception of the idea, investigation, review, editing of the revised manuscript, administration-lead, and supervision-lead. All authors contributed to the article and approved the submitted version.</p></sec>
<sec sec-type="funding-information" id="s9">
<title>Funding</title>
<p>This paper was jointly supported by grants from the Tianjin Synthetic Biotechnology Innovation Capacity Improvement Project (SBICIP-CXRC-031), Science and Technology Projects of Hunan Province (2019RS3020), and Jiangxi Provincial Innovation and Entrepreneurship projects.</p></sec>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of Interest</title>
<p>LJ and CY were employed by ERA Biotechnology (Shenzhen) Co., Ltd. The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p></sec>
<sec sec-type="disclaimer" id="s10">
<title>Publisher&#x00027;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p></sec>
</body>
<back>
<sec sec-type="supplementary-material" id="s11">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fnut.2021.756243/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fnut.2021.756243/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.DOCX" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/></sec>
<ref-list>
<title>References</title>
<ref id="B1">
<label>1.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lyons</surname> <given-names>AC</given-names></name> <name><surname>Grable</surname> <given-names>JE</given-names></name> <name><surname>Joo</surname> <given-names>SH</given-names></name></person-group>. <article-title>A cross-country analysis of population aging and financial security</article-title>. <source>J Econ Ageing.</source> (<year>2018</year>) <volume>12</volume>:<fpage>96</fpage>&#x02013;<lpage>117</lpage>. <pub-id pub-id-type="doi">10.1016/j.jeoa.2018.03.001</pub-id></citation></ref>
<ref id="B2">
<label>2.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pagano</surname> <given-names>G</given-names></name> <name><surname>Pallardo</surname> <given-names>FV</given-names></name> <name><surname>Lyakhovich</surname> <given-names>A</given-names></name> <name><surname>Tiano</surname> <given-names>L</given-names></name> <name><surname>Fittipaldi</surname> <given-names>MR</given-names></name> <name><surname>Toscanesi</surname> <given-names>M</given-names></name> <etal/></person-group>. <article-title>Aging-related disorders and mitochondrial dysfunction: a critical review for prospect mitoprotective strategies based on mitochondrial nutrient mixtures</article-title>. <source>Int J Mol Sci</source>. (<year>2020</year>) <volume>21</volume>:<fpage>197060</fpage>. <pub-id pub-id-type="doi">10.3390/ijms21197060</pub-id><pub-id pub-id-type="pmid">32992778</pub-id></citation></ref>
<ref id="B3">
<label>3.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Partridge</surname> <given-names>L</given-names></name> <name><surname>Fuentealba</surname> <given-names>M</given-names></name> <name><surname>Kennedy</surname> <given-names>BK</given-names></name></person-group>. <article-title>The quest to slow ageing through drug discovery</article-title>. <source>Nat Rev Drug Discov.</source> (<year>2020</year>) <volume>19</volume>:<fpage>513</fpage>&#x02013;<lpage>32</lpage>. <pub-id pub-id-type="doi">10.1038/s41573-020-0067-7</pub-id><pub-id pub-id-type="pmid">32467649</pub-id></citation></ref>
<ref id="B4">
<label>4.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Balasubramanian</surname> <given-names>P</given-names></name> <name><surname>DelFavero</surname> <given-names>J</given-names></name> <name><surname>Ungvari</surname> <given-names>A</given-names></name> <name><surname>Papp</surname> <given-names>M</given-names></name> <name><surname>Tarantini</surname> <given-names>A</given-names></name> <name><surname>Price</surname> <given-names>N</given-names></name> <etal/></person-group>. <article-title>Time-restricted feeding (TRF) for prevention of age-related vascular cognitive impairment and dementia</article-title>. <source>Ageing Res Rev.</source> (<year>2020</year>) <volume>64</volume>:<fpage>101189</fpage>. <pub-id pub-id-type="doi">10.1016/j.arr.2020.101189</pub-id><pub-id pub-id-type="pmid">32998063</pub-id></citation></ref>
<ref id="B5">
<label>5.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mouchiroud</surname> <given-names>L</given-names></name> <name><surname>Houtkooper</surname> <given-names>RH</given-names></name> <name><surname>Moullan</surname> <given-names>N</given-names></name> <name><surname>Katsyuba</surname> <given-names>E</given-names></name> <name><surname>Ryu</surname> <given-names>D</given-names></name> <name><surname>Canto</surname> <given-names>C</given-names></name> <etal/></person-group>. <article-title>The NAD(&#x0002B;)/sirtuin pathway modulates longevity through activation of mitochondrial UPR and FOXO signaling</article-title>. <source>Cell.</source> (<year>2013</year>) <volume>154</volume>:<fpage>430</fpage>&#x02013;<lpage>41</lpage>. <pub-id pub-id-type="doi">10.1016/j.cell.2013.06.016</pub-id><pub-id pub-id-type="pmid">23870130</pub-id></citation></ref>
<ref id="B6">
<label>6.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhu</surname> <given-names>XH</given-names></name> <name><surname>Lu</surname> <given-names>M</given-names></name> <name><surname>Lee</surname> <given-names>BY</given-names></name> <name><surname>Ugurbil</surname> <given-names>K</given-names></name> <name><surname>Chen</surname> <given-names>W</given-names></name></person-group>. <article-title><italic>In vivo</italic> NAD assay reveals the intracellular NAD contents and redox state in healthy human brain and their age dependences</article-title>. <source>Proc Natl Acad Sci USA.</source> (<year>2015</year>) <volume>112</volume>:<fpage>2876</fpage>&#x02013;<lpage>81</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1417921112</pub-id><pub-id pub-id-type="pmid">25730862</pub-id></citation></ref>
<ref id="B7">
<label>7.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Reiten</surname> <given-names>OK</given-names></name> <name><surname>Wilvang</surname> <given-names>MA</given-names></name> <name><surname>Mitchell</surname> <given-names>SJ</given-names></name> <name><surname>Hu</surname> <given-names>Z</given-names></name> <name><surname>Fang</surname> <given-names>EF</given-names></name></person-group>. <article-title>Preclinical and clinical evidence of NAD(&#x0002B;) precursors in health, disease, and ageing</article-title>. <source>Mech Ageing Dev.</source> (<year>2021</year>) <volume>199</volume>:<fpage>111567</fpage>. <pub-id pub-id-type="doi">10.1016/j.mad.2021.111567</pub-id><pub-id pub-id-type="pmid">34517020</pub-id></citation></ref>
<ref id="B8">
<label>8.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yoshino</surname> <given-names>J</given-names></name> <name><surname>Baur</surname> <given-names>JA</given-names></name> <name><surname>Imai</surname> <given-names>SI</given-names></name></person-group>. <article-title>NAD(&#x0002B;) intermediates: the biology and therapeutic potential of NMN and NR</article-title>. <source>Cell Metab.</source> (<year>2018</year>) <volume>27</volume>:<fpage>513</fpage>&#x02013;<lpage>28</lpage>. <pub-id pub-id-type="doi">10.1016/j.cmet.2017.11.002</pub-id><pub-id pub-id-type="pmid">29249689</pub-id></citation></ref>
<ref id="B9">
<label>9.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mills</surname> <given-names>KF</given-names></name> <name><surname>Yoshida</surname> <given-names>S</given-names></name> <name><surname>Stein</surname> <given-names>LR</given-names></name> <name><surname>Grozio</surname> <given-names>A</given-names></name> <name><surname>Kubota</surname> <given-names>S</given-names></name> <name><surname>Sasaki</surname> <given-names>Y</given-names></name> <etal/></person-group>. <article-title>Long-term administration of nicotinamide mononucleotide mitigates age-associated physiological decline in mice</article-title>. <source>Cell Metab.</source> (<year>2016</year>) <volume>24</volume>:<fpage>795</fpage>&#x02013;<lpage>806</lpage>. <pub-id pub-id-type="doi">10.1016/j.cmet.2016.09.013</pub-id><pub-id pub-id-type="pmid">28068222</pub-id></citation></ref>
<ref id="B10">
<label>10.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hong</surname> <given-names>W</given-names></name> <name><surname>Mo</surname> <given-names>F</given-names></name> <name><surname>Zhang</surname> <given-names>Z</given-names></name> <name><surname>Huang</surname> <given-names>M</given-names></name> <name><surname>Wei</surname> <given-names>X</given-names></name></person-group>. <article-title>Nicotinamide mononucleotide: a promising molecule for therapy of diverse diseases by targeting NAD&#x0002B; metabolism</article-title>. <source>Frontiers Cell Dev Biol.</source> (<year>2020</year>) <volume>8</volume>:<fpage>246</fpage>. <pub-id pub-id-type="doi">10.3389/fcell.2020.00246</pub-id><pub-id pub-id-type="pmid">32411700</pub-id></citation></ref>
<ref id="B11">
<label>11.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tarantini</surname> <given-names>S</given-names></name> <name><surname>Valcarcel-Ares</surname> <given-names>MN</given-names></name> <name><surname>Toth</surname> <given-names>P</given-names></name> <name><surname>Yabluchanskiy</surname> <given-names>A</given-names></name> <name><surname>Tucsek</surname> <given-names>Z</given-names></name> <name><surname>Kiss</surname> <given-names>T</given-names></name> <etal/></person-group>. <article-title>Nicotinamide mononucleotide (NMN) supplementation rescues cerebromicrovascular endothelial function and neurovascular coupling responses and improves cognitive function in aged mice</article-title>. <source>Redox Biol.</source> (<year>2019</year>) <volume>24</volume>:<fpage>101192</fpage>. <pub-id pub-id-type="doi">10.1016/j.redox.2019.101192</pub-id><pub-id pub-id-type="pmid">31015147</pub-id></citation></ref>
<ref id="B12">
<label>12.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kiss</surname> <given-names>T</given-names></name> <name><surname>Balasubramanian</surname> <given-names>P</given-names></name> <name><surname>Valcarcel-Ares</surname> <given-names>MN</given-names></name> <name><surname>Tarantini</surname> <given-names>S</given-names></name> <name><surname>Yabluchanskiy</surname> <given-names>A</given-names></name> <name><surname>Csipo</surname> <given-names>T</given-names></name> <etal/></person-group>. <article-title>Nicotinamide mononucleotide (NMN) treatment attenuates oxidative stress and rescues angiogenic capacity in aged cerebromicrovascular endothelial cells: a potential mechanism for the prevention of vascular cognitive impairment</article-title>. <source>Geroscience.</source> (<year>2019</year>) <volume>41</volume>:<fpage>619</fpage>&#x02013;<lpage>30</lpage>. <pub-id pub-id-type="doi">10.1007/s11357-019-00074-2</pub-id><pub-id pub-id-type="pmid">31144244</pub-id></citation></ref>
<ref id="B13">
<label>13.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Uddin</surname> <given-names>GM</given-names></name> <name><surname>Youngson</surname> <given-names>NA</given-names></name> <name><surname>Doyle</surname> <given-names>BM</given-names></name> <name><surname>Sinclair</surname> <given-names>DA</given-names></name> <name><surname>Morris</surname> <given-names>MJ</given-names></name></person-group>. <article-title>Nicotinamide mononucleotide (NMN) supplementation ameliorates the impact of maternal obesity in mice: comparison with exercise</article-title>. <source>Sci Rep.</source> (<year>2017</year>) <volume>7</volume>:<fpage>15063</fpage>. <pub-id pub-id-type="doi">10.1038/s41598-017-14866-z</pub-id><pub-id pub-id-type="pmid">29118320</pub-id></citation></ref>
<ref id="B14">
<label>14.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Uddin</surname> <given-names>GM</given-names></name> <name><surname>Youngson</surname> <given-names>NA</given-names></name> <name><surname>Chowdhury</surname> <given-names>SS</given-names></name> <name><surname>Hagan</surname> <given-names>C</given-names></name> <name><surname>Sinclair</surname> <given-names>DA</given-names></name> <name><surname>Morris</surname> <given-names>MJ</given-names></name></person-group> <article-title>Administration of nicotinamide mononucleotide (NMN) reduces metabolic impairment in male mouse offspring from obese mothers</article-title>. <source>Cells</source>. (<year>2020</year>) <volume>9</volume>:<fpage>40791</fpage>. <pub-id pub-id-type="doi">10.3390/cells9040791</pub-id><pub-id pub-id-type="pmid">32218167</pub-id></citation></ref>
<ref id="B15">
<label>15.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Huang</surname> <given-names>P</given-names></name> <name><surname>Jiang</surname> <given-names>A</given-names></name> <name><surname>Wang</surname> <given-names>X</given-names></name> <name><surname>Zhou</surname> <given-names>Y</given-names></name> <name><surname>Tang</surname> <given-names>W</given-names></name> <name><surname>Ren</surname> <given-names>C</given-names></name> <etal/></person-group>. <article-title>NMN maintains intestinal homeostasis by regulating the gut microbiota</article-title>. <source>Front Nutr</source>. (<year>2021</year>) <volume>8</volume>:<fpage>714604</fpage>. <pub-id pub-id-type="doi">10.3389/fnut.2021.714604</pub-id><pub-id pub-id-type="pmid">34395502</pub-id></citation></ref>
<ref id="B16">
<label>16.</label>
<citation citation-type="book"><person-group person-group-type="author"><name><surname>Kim</surname> <given-names>LJ</given-names></name> <name><surname>Chalmers</surname> <given-names>TJ</given-names></name> <name><surname>Smith</surname> <given-names>GC</given-names></name> <name><surname>Das</surname> <given-names>A E.</given-names></name> <name><surname>Poon</surname> <given-names>WK</given-names></name> <name><surname>Wang</surname> <given-names>J</given-names></name> <etal/></person-group>. <article-title>Nicotinamide mononucleotide (NMN) deamidation by the gut microbiome and evidence for indirect upregulation of the NAD&#x0002B; metabolome</article-title>. <source>bioRxiv</source>. (<year>2020</year>). <pub-id pub-id-type="doi">10.1101/2020.09.10.289561</pub-id></citation></ref>
<ref id="B17">
<label>17.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nagpal</surname> <given-names>R</given-names></name> <name><surname>Mainali</surname> <given-names>R</given-names></name> <name><surname>Ahmadi</surname> <given-names>S</given-names></name> <name><surname>Wang</surname> <given-names>S</given-names></name> <name><surname>Singh</surname> <given-names>R</given-names></name> <name><surname>Kavanagh</surname> <given-names>K</given-names></name> <etal/></person-group>. <article-title>Gut microbiome and aging: physiological and mechanistic insights</article-title>. <source>Nutr Healthy Aging.</source> (<year>2018</year>) <volume>4</volume>:<fpage>267</fpage>&#x02013;<lpage>85</lpage>. <pub-id pub-id-type="doi">10.3233/NHA-170030</pub-id><pub-id pub-id-type="pmid">29951588</pub-id></citation></ref>
<ref id="B18">
<label>18.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>DeJong</surname> <given-names>EN</given-names></name> <name><surname>Surette</surname> <given-names>MG</given-names></name> <name><surname>Bowdish</surname> <given-names>DME</given-names></name></person-group>. <article-title>The gut microbiota and unhealthy aging: disentangling cause from consequence</article-title>. <source>Cell Host Microbe.</source> (<year>2020</year>) <volume>28</volume>:<fpage>180</fpage>&#x02013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.1016/j.chom.2020.07.013</pub-id><pub-id pub-id-type="pmid">32791111</pub-id></citation></ref>
<ref id="B19">
<label>19.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Iatsenko</surname> <given-names>I</given-names></name> <name><surname>Boquete</surname> <given-names>JP</given-names></name> <name><surname>Lemaitre</surname> <given-names>B</given-names></name></person-group>. <article-title>Microbiota-derived lactate activates production of reactive oxygen species by the intestinal nadph oxidase nox and shortens drosophila lifespan</article-title>. <source>Immunity</source>. (<year>2018</year>) <volume>49</volume>:<fpage>929</fpage>&#x02013;<lpage>42 e925</lpage>. <pub-id pub-id-type="doi">10.1016/j.immuni.2018.09.017</pub-id><pub-id pub-id-type="pmid">30446385</pub-id></citation></ref>
<ref id="B20">
<label>20.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vaiserman</surname> <given-names>AM</given-names></name> <name><surname>Koliada</surname> <given-names>AK</given-names></name> <name><surname>Marotta</surname> <given-names>F</given-names></name></person-group>. <article-title>Gut microbiota: a player in aging and a target for anti-aging intervention</article-title>. <source>Ageing Res Rev.</source> (<year>2017</year>) <volume>35</volume>:<fpage>36</fpage>&#x02013;<lpage>45</lpage>. <pub-id pub-id-type="doi">10.1016/j.arr.2017.01.001</pub-id><pub-id pub-id-type="pmid">28109835</pub-id></citation></ref>
<ref id="B21">
<label>21.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname> <given-names>J</given-names></name> <name><surname>Chen</surname> <given-names>ZW</given-names></name> <name><surname>Yu</surname> <given-names>HX</given-names></name> <name><surname>Lu</surname> <given-names>YW</given-names></name> <name><surname>Yu</surname> <given-names>WN</given-names></name> <name><surname>Miao</surname> <given-names>MY</given-names></name> <etal/></person-group>. <article-title>Anti-aging effects of a functional food <italic>via</italic> the action of gut microbiota and metabolites in aging mice</article-title>. <source>Aging-US.</source> (<year>2021</year>) <volume>13</volume>:<fpage>17880</fpage>&#x02013;<lpage>900</lpage>. <pub-id pub-id-type="doi">10.18632/aging.202873</pub-id><pub-id pub-id-type="pmid">33878733</pub-id></citation></ref>
<ref id="B22">
<label>22.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Boehme</surname> <given-names>M</given-names></name> <name><surname>Guzzetta</surname> <given-names>KE</given-names></name> <name><surname>Bastiaanssen</surname> <given-names>TFS</given-names></name> <name><surname>van de Wouw</surname> <given-names>M</given-names></name> <name><surname>Moloney</surname> <given-names>GM</given-names></name> <name><surname>Gual-Grau</surname> <given-names>A</given-names></name> <etal/></person-group>. <article-title>Microbiota from young mice counteracts selective age-associated behavioral deficits</article-title>. <source>Nat Aging.</source> (<year>2021</year>) <volume>1</volume>:<fpage>666</fpage>&#x02013;<lpage>76</lpage>. <pub-id pub-id-type="doi">10.1038/s43587-021-00093-9</pub-id></citation></ref>
<ref id="B23">
<label>23.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Srivastava</surname> <given-names>S</given-names></name></person-group>. <article-title>Emerging insights into the metabolic alterations in aging using metabolomics</article-title>. <source>Metabolites</source>. (<year>2019</year>) <volume>9</volume>:<fpage>120301</fpage>. <pub-id pub-id-type="doi">10.3390/metabo9120301</pub-id><pub-id pub-id-type="pmid">31847272</pub-id></citation></ref>
<ref id="B24">
<label>24.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wilmanski</surname> <given-names>T</given-names></name> <name><surname>Diener</surname> <given-names>C</given-names></name> <name><surname>Rappaport</surname> <given-names>N</given-names></name> <name><surname>Patwardhan</surname> <given-names>S</given-names></name> <name><surname>Wiedrick</surname> <given-names>J</given-names></name> <name><surname>Lapidus</surname> <given-names>J</given-names></name> <etal/></person-group>. <article-title>Gut microbiome pattern reflects healthy ageing and predicts survival in humans</article-title>. <source>Nat Metab.</source> (<year>2021</year>) <volume>3</volume>:<fpage>274</fpage>&#x02013;<lpage>86</lpage>. <pub-id pub-id-type="doi">10.1038/s42255-021-00348-0</pub-id><pub-id pub-id-type="pmid">33731896</pub-id></citation></ref>
<ref id="B25">
<label>25.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Luo</surname> <given-names>D</given-names></name> <name><surname>Chen</surname> <given-names>K</given-names></name> <name><surname>Li</surname> <given-names>J</given-names></name> <name><surname>Fang</surname> <given-names>Z</given-names></name> <name><surname>Pang</surname> <given-names>H</given-names></name> <name><surname>Yin</surname> <given-names>Y</given-names></name> <etal/></person-group>. <article-title>Gut microbiota combined with metabolomics reveals the metabolic profile of the normal aging process and the anti-aging effect of FuFang Zhenshu TiaoZhi (FTZ) in mice</article-title>. <source>Bio Pharmacother.</source> (<year>2020</year>) <volume>121</volume>:<fpage>109550</fpage>. <pub-id pub-id-type="doi">10.1016/j.biopha.2019.109550</pub-id><pub-id pub-id-type="pmid">31704617</pub-id></citation></ref>
<ref id="B26">
<label>26.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>von Zglinicki</surname> <given-names>T</given-names></name> <name><surname>Martin-Ruiz</surname> <given-names>CM</given-names></name></person-group>. <article-title>Telomeres as biomarkers for ageing and age-related diseases</article-title>. <source>Curr Mol Med</source>. (<year>2005</year>) <volume>5</volume>:<fpage>197</fpage>&#x02013;<lpage>203</lpage>. <pub-id pub-id-type="doi">10.2174/1566524053586545</pub-id><pub-id pub-id-type="pmid">15974873</pub-id></citation></ref>
<ref id="B27">
<label>27.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Amano</surname> <given-names>H</given-names></name> <name><surname>Chaudhury</surname> <given-names>A</given-names></name> <name><surname>Rodriguez-Aguayo</surname> <given-names>C</given-names></name> <name><surname>Lu</surname> <given-names>L</given-names></name> <name><surname>Akhanov</surname> <given-names>V</given-names></name> <name><surname>Catic</surname> <given-names>A</given-names></name> <etal/></person-group>. <article-title>Telomere dysfunction induces sirtuin repression that drives telomere-dependent disease</article-title>. <source>Cell Metab.</source> (<year>2019</year>) <volume>29</volume>:<fpage>1274</fpage>&#x02013;<lpage>90</lpage>. <pub-id pub-id-type="doi">10.1016/j.cmet.2019.03.001</pub-id><pub-id pub-id-type="pmid">30930169</pub-id></citation></ref>
<ref id="B28">
<label>28.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dutta</surname> <given-names>S</given-names></name> <name><surname>Sengupta</surname> <given-names>P</given-names></name></person-group>. <article-title>Men and mice: relating their ages</article-title>. <source>Life Sci.</source> (<year>2016</year>) <volume>152</volume>:<fpage>244</fpage>&#x02013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1016/j.lfs.2015.10.025</pub-id><pub-id pub-id-type="pmid">26596563</pub-id></citation></ref>
<ref id="B29">
<label>29.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Partridge</surname> <given-names>L</given-names></name> <name><surname>Deelen</surname> <given-names>J</given-names></name> <name><surname>Slagboom</surname> <given-names>PE</given-names></name></person-group>. <article-title>Facing up to the global challenges of ageing</article-title>. <source>Nature.</source> (<year>2018</year>) <volume>561</volume>:<fpage>45</fpage>&#x02013;<lpage>56</lpage>. <pub-id pub-id-type="doi">10.1038/s41586-018-0457-8</pub-id><pub-id pub-id-type="pmid">30185958</pub-id></citation></ref>
<ref id="B30">
<label>30.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Edgar</surname> <given-names>RC</given-names></name></person-group>. <article-title>UPARSE: highly accurate OTU sequences from microbial amplicon reads</article-title>. <source>Nat Methods</source>. (<year>2013</year>) <volume>10</volume>:<fpage>996</fpage>. <pub-id pub-id-type="doi">10.1038/nmeth.2604</pub-id><pub-id pub-id-type="pmid">23955772</pub-id></citation></ref>
<ref id="B31">
<label>31.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Quast</surname> <given-names>C</given-names></name> <name><surname>Pruesse</surname> <given-names>E</given-names></name> <name><surname>Yilmaz</surname> <given-names>P</given-names></name> <name><surname>Gerken</surname> <given-names>J</given-names></name> <name><surname>Schweer</surname> <given-names>T</given-names></name> <name><surname>Yarza</surname> <given-names>P</given-names></name> <etal/></person-group>. <article-title>The SILVA ribosomal RNA gene database project: improved data processing and web-based tools</article-title>. <source>Nucleic Acids Res.</source> (<year>2013</year>) <volume>41</volume>:<fpage>D590</fpage>&#x02013;<lpage>6</lpage>. <pub-id pub-id-type="doi">10.1093/nar/gks1219</pub-id><pub-id pub-id-type="pmid">23193283</pub-id></citation></ref>
<ref id="B32">
<label>32.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Asshauer</surname> <given-names>KP</given-names></name> <name><surname>Wemheuer</surname> <given-names>B</given-names></name> <name><surname>Daniel</surname> <given-names>R</given-names></name> <name><surname>Meinicke</surname> <given-names>P</given-names></name></person-group>. <article-title>Tax4Fun: predicting functional profiles from metagenomic 16S rRNA data</article-title>. <source>Bioinformatics.</source> (<year>2015</year>) <volume>31</volume>:<fpage>2882</fpage>&#x02013;<lpage>4</lpage>. <pub-id pub-id-type="doi">10.1093/bioinformatics/btv287</pub-id><pub-id pub-id-type="pmid">25957349</pub-id></citation></ref>
<ref id="B33">
<label>33.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Irie</surname> <given-names>J</given-names></name> <name><surname>Inagaki</surname> <given-names>E</given-names></name> <name><surname>Fujita</surname> <given-names>M</given-names></name> <name><surname>Nakaya</surname> <given-names>H</given-names></name> <name><surname>Mitsuishi</surname> <given-names>M</given-names></name> <name><surname>Yamaguchi</surname> <given-names>S</given-names></name> <etal/></person-group>. <article-title>Effect of oral administration of nicotinamide mononucleotide on clinical parameters and nicotinamide metabolite levels in healthy Japanese men</article-title>. <source>Endocr J.</source> (<year>2020</year>) <volume>67</volume>:<fpage>153</fpage>&#x02013;<lpage>60</lpage>. <pub-id pub-id-type="doi">10.1507/endocrj.EJ19-0313</pub-id><pub-id pub-id-type="pmid">31685720</pub-id></citation></ref>
<ref id="B34">
<label>34.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Trammell</surname> <given-names>SAJ</given-names></name> <name><surname>Schmidt</surname> <given-names>MS</given-names></name> <name><surname>Weidemann</surname> <given-names>BJ</given-names></name> <name><surname>Redpath</surname> <given-names>P</given-names></name> <name><surname>Jaksch</surname> <given-names>F</given-names></name> <name><surname>Dellinger</surname> <given-names>RW</given-names></name> <etal/></person-group>. <article-title>Nicotinamide riboside is uniquely and orally bioavailable in mice and humans</article-title>. <source>Nat Commun</source>. (<year>2016</year>) <volume>7</volume>:<fpage>12948</fpage>. <pub-id pub-id-type="doi">10.1038/ncomms12948</pub-id><pub-id pub-id-type="pmid">27721479</pub-id></citation></ref>
<ref id="B35">
<label>35.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cawthon</surname> <given-names>RM</given-names></name></person-group>. <article-title>Telomere measurement by quantitative PCR</article-title>. <source>Nucleic Acids Res.</source> (<year>2002</year>) <volume>30</volume>:<fpage>e47</fpage>. <pub-id pub-id-type="doi">10.1093/nar/30.10.e47</pub-id><pub-id pub-id-type="pmid">12000852</pub-id></citation></ref>
<ref id="B36">
<label>36.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gil</surname> <given-names>ME</given-names></name> <name><surname>Coetzer</surname> <given-names>TL</given-names></name></person-group>. <article-title>Real-time quantitative PCR of telomere length</article-title>. <source>Mol Biotechnol.</source> (<year>2004</year>) <volume>27</volume>:<fpage>169</fpage>&#x02013;<lpage>72</lpage>. <pub-id pub-id-type="doi">10.1385/MB:27:2:169</pub-id><pub-id pub-id-type="pmid">15208457</pub-id></citation></ref>
<ref id="B37">
<label>37.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yaku</surname> <given-names>K</given-names></name> <name><surname>Okabe</surname> <given-names>K</given-names></name> <name><surname>Nakagawa</surname> <given-names>TNAD</given-names></name></person-group>. <article-title>metabolism: implications in aging and longevity</article-title>. <source>Ageing Res Rev.</source> (<year>2018</year>) <volume>47</volume>:<fpage>1</fpage>&#x02013;<lpage>17</lpage>. <pub-id pub-id-type="doi">10.1016/j.arr.2018.05.006</pub-id><pub-id pub-id-type="pmid">29883761</pub-id></citation></ref>
<ref id="B38">
<label>38.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Houtkooper</surname> <given-names>RH</given-names></name> <name><surname>Argmann</surname> <given-names>C</given-names></name> <name><surname>Houten</surname> <given-names>SM</given-names></name> <name><surname>Canto</surname> <given-names>C</given-names></name> <name><surname>Jeninga</surname> <given-names>EH</given-names></name> <name><surname>Andreux</surname> <given-names>PA</given-names></name> <etal/></person-group>. <article-title>The metabolic footprint of aging in mice</article-title>. <source>Sci Rep.</source> (<year>2011</year>) <volume>1</volume>:<fpage>134</fpage>. <pub-id pub-id-type="doi">10.1038/srep00134</pub-id><pub-id pub-id-type="pmid">22355651</pub-id></citation></ref>
<ref id="B39">
<label>39.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yamauchi</surname> <given-names>T</given-names></name> <name><surname>Oi</surname> <given-names>A</given-names></name> <name><surname>Kosakamoto</surname> <given-names>H</given-names></name> <name><surname>Akuzawa-Tokita</surname> <given-names>Y</given-names></name> <name><surname>Murakami</surname> <given-names>T</given-names></name> <name><surname>Mori</surname> <given-names>H</given-names></name> <etal/></person-group>. <article-title>Gut bacterial species distinctively impact host purine metabolites during aging in <italic>Drosophila</italic></article-title>. <source>iScience</source>. (<year>2020</year>) <volume>2020</volume>:<fpage>101477</fpage>. <pub-id pub-id-type="doi">10.1016/j.isci.2020.101477</pub-id><pub-id pub-id-type="pmid">32916085</pub-id></citation></ref>
<ref id="B40">
<label>40.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ivanisevic</surname> <given-names>J</given-names></name> <name><surname>Stauch</surname> <given-names>KL</given-names></name> <name><surname>Petrascheck</surname> <given-names>M</given-names></name> <name><surname>Benton</surname> <given-names>HP</given-names></name> <name><surname>Epstein</surname> <given-names>AA</given-names></name> <name><surname>Fang</surname> <given-names>M</given-names></name> <etal/></person-group>. <article-title>Metabolic drift in the aging brain</article-title>. <source>Aging.</source> (<year>2016</year>) <volume>8</volume>:<fpage>1000</fpage>&#x02013;<lpage>20</lpage>. <pub-id pub-id-type="doi">10.18632/aging.100961</pub-id><pub-id pub-id-type="pmid">27182841</pub-id></citation></ref>
<ref id="B41">
<label>41.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sonowal</surname> <given-names>R</given-names></name> <name><surname>Swimm</surname> <given-names>A</given-names></name> <name><surname>Sahoo</surname> <given-names>A</given-names></name> <name><surname>Luo</surname> <given-names>L</given-names></name> <name><surname>Matsunaga</surname> <given-names>Y</given-names></name> <name><surname>Wu</surname> <given-names>Z</given-names></name> <etal/></person-group>. <article-title>Indoles from commensal bacteria extend healthspan</article-title>. <source>Proc Natl Acad Sci-USA.</source> (<year>2017</year>) <volume>114</volume>:<fpage>E7506</fpage>&#x02013;<lpage>15</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1706464114</pub-id><pub-id pub-id-type="pmid">28827345</pub-id></citation></ref>
<ref id="B42">
<label>42.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pedron</surname> <given-names>T</given-names></name> <name><surname>Sansonetti</surname> <given-names>P</given-names></name></person-group>. <article-title>Commensals, bacterial pathogens and intestinal inflammation: an intriguing menage a trois</article-title>. <source>Cell Host Microbe.</source> (<year>2008</year>) <volume>3</volume>:<fpage>344</fpage>&#x02013;<lpage>7</lpage>. <pub-id pub-id-type="doi">10.1016/j.chom.2008.05.010</pub-id><pub-id pub-id-type="pmid">18541210</pub-id></citation></ref>
<ref id="B43">
<label>43.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhong</surname> <given-names>Y</given-names></name> <name><surname>Nyman</surname> <given-names>M</given-names></name> <name><surname>Fak</surname> <given-names>F</given-names></name></person-group>. <article-title>Modulation of gut microbiota in rats fed high-fat diets by processing whole-grain barley to barley malt</article-title>. <source>Mol Nutr Food Res.</source> (<year>2015</year>) <volume>59</volume>:<fpage>2066</fpage>&#x02013;<lpage>76</lpage>. <pub-id pub-id-type="doi">10.1002/mnfr.201500187</pub-id><pub-id pub-id-type="pmid">26184884</pub-id></citation></ref>
<ref id="B44">
<label>44.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ford</surname> <given-names>AC</given-names></name> <name><surname>Yuan</surname> <given-names>YH</given-names></name> <name><surname>Moayyedi</surname> <given-names>P</given-names></name></person-group>. <article-title><italic>Helicobacter pylori</italic> eradication therapy to prevent gastric cancer: systematic review and meta-analysis</article-title>. <source>Gut.</source> (<year>2020</year>) <volume>69</volume>:<fpage>2113</fpage>&#x02013;<lpage>21</lpage>. <pub-id pub-id-type="doi">10.1136/gutjnl-2020-320839</pub-id><pub-id pub-id-type="pmid">32205420</pub-id></citation></ref>
<ref id="B45">
<label>45.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Herp</surname> <given-names>S</given-names></name> <name><surname>Brugiroux</surname> <given-names>S</given-names></name> <name><surname>Garzetti</surname> <given-names>D</given-names></name> <name><surname>Ring</surname> <given-names>D</given-names></name> <name><surname>Jochum</surname> <given-names>LM</given-names></name> <name><surname>Beutler</surname> <given-names>M</given-names></name> <etal/></person-group>. <article-title><italic>Mucispirillum schaedleri</italic> antagonizes <italic>Salmonella</italic> virulence to protect mice against colitis</article-title>. <source>Cell Host Microbe</source>. (<year>2019</year>) <volume>25</volume>:<fpage>681</fpage>&#x02013;<lpage>94 e688</lpage>. <pub-id pub-id-type="doi">10.1016/j.chom.2019.03.004</pub-id><pub-id pub-id-type="pmid">31006637</pub-id></citation></ref>
<ref id="B46">
<label>46.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Blackburn</surname> <given-names>EH</given-names></name> <name><surname>Greider</surname> <given-names>CW</given-names></name> <name><surname>Szostak</surname> <given-names>JW</given-names></name></person-group>. <article-title>Telomeres and telomerase: the path from maize, Tetrahymena and yeast to human cancer and aging</article-title>. <source>Nat Med.</source> (<year>2006</year>) <volume>12</volume>:<fpage>1133</fpage>&#x02013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1038/nm1006-1133</pub-id><pub-id pub-id-type="pmid">17024208</pub-id></citation></ref>
<ref id="B47">
<label>47.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ghimire</surname> <given-names>S</given-names></name> <name><surname>Hill</surname> <given-names>CV</given-names></name> <name><surname>Sy</surname> <given-names>FS</given-names></name> <name><surname>Rodriguez</surname> <given-names>R</given-names></name></person-group>. <article-title>Decline in telomere length by age and effect modification by gender, allostatic load and comorbidities in National Health and Nutrition Examination Survey (1999-2002)</article-title>. <source>PLoS ONE.</source> (<year>2019</year>) <volume>14</volume>:<fpage>e0221690</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0221690</pub-id><pub-id pub-id-type="pmid">31469870</pub-id></citation></ref>
<ref id="B48">
<label>48.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Antonini</surname> <given-names>JM</given-names></name> <name><surname>Kodali</surname> <given-names>V</given-names></name> <name><surname>Meighan</surname> <given-names>TG</given-names></name> <name><surname>Roach</surname> <given-names>KA</given-names></name> <name><surname>Roberts</surname> <given-names>JR</given-names></name> <name><surname>Salmen</surname> <given-names>R</given-names></name> <etal/></person-group>. <article-title>Effect of age, high-fat diet, and rat strain on serum biomarkers and telomere length and global dna methylation in peripheral blood mononuclear cells</article-title>. <source>Sci Rep.</source> (<year>2019</year>) <volume>9</volume>:<fpage>1996</fpage>. <pub-id pub-id-type="doi">10.1038/s41598-018-38192-0</pub-id><pub-id pub-id-type="pmid">30760804</pub-id></citation></ref>
<ref id="B49">
<label>49.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Munoz-Lorente</surname> <given-names>MA</given-names></name> <name><surname>Cano-Martin</surname> <given-names>AC</given-names></name> <name><surname>Blasco</surname> <given-names>MA</given-names></name></person-group>. <article-title>Mice with hyper-long telomeres show less metabolic aging and longer lifespans</article-title>. <source>Nat Commun</source>. (<year>2019</year>) <volume>10</volume>:<fpage>12664</fpage>. <pub-id pub-id-type="doi">10.1038/s41467-019-12664-x</pub-id><pub-id pub-id-type="pmid">31624261</pub-id></citation></ref>
<ref id="B50">
<label>50.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yoshino</surname> <given-names>J</given-names></name> <name><surname>Mills</surname> <given-names>KF</given-names></name> <name><surname>Yoon</surname> <given-names>MJ</given-names></name> <name><surname>Imai</surname> <given-names>S</given-names></name></person-group>. <article-title>Nicotinamide mononucleotide, a key NAD(&#x0002B;) intermediate, treats the pathophysiology of diet- and age-induced diabetes in mice</article-title>. <source>Cell Metab.</source> (<year>2011</year>) <volume>14</volume>:<fpage>528</fpage>&#x02013;<lpage>36</lpage>. <pub-id pub-id-type="doi">10.1016/j.cmet.2011.08.014</pub-id><pub-id pub-id-type="pmid">21982712</pub-id></citation></ref>
</ref-list>
</back>
</article>