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Integrated Omics Analysis Reveals Sirtuin Signaling is Central to Hepatic Response to a High Fructose Diet

View ORCID ProfileLaura A. Cox, Jeannie Chan, Prahlad Rao, Zeeshan Hamid, Jeremy P. Glenn, Avinash Jadhav, Vivek Das, Genesio M. Karere, View ORCID ProfileEllen Quillen, Kylie Kavanagh, Michael Olivier
doi: https://doi.org/10.1101/2021.09.02.458361
Laura A. Cox
1Center for Precision Medicine, Department of Internal Medicine, Section on Molecular Medicine, Wake Forest School of Medicine, Winston-Salem, NC 27157, USA
2Department of Genetics, Texas Biomedical Research Institute, San Antonio, TX 78245, USA
3Southwest National Primate Research Center, Texas Biomedical Research Institute, San Antonio, TX 78245, USA
4Department of Pathology, Section on Comparative Medicine, Wake Forest School of Medicine, Winston-Salem, NC 27157, USA
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  • For correspondence: laurcox@wakehealth.edu
Jeannie Chan
1Center for Precision Medicine, Department of Internal Medicine, Section on Molecular Medicine, Wake Forest School of Medicine, Winston-Salem, NC 27157, USA
2Department of Genetics, Texas Biomedical Research Institute, San Antonio, TX 78245, USA
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Prahlad Rao
5University of Tennessee Health Science Center, Memphis TN
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Zeeshan Hamid
1Center for Precision Medicine, Department of Internal Medicine, Section on Molecular Medicine, Wake Forest School of Medicine, Winston-Salem, NC 27157, USA
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Jeremy P. Glenn
2Department of Genetics, Texas Biomedical Research Institute, San Antonio, TX 78245, USA
3Southwest National Primate Research Center, Texas Biomedical Research Institute, San Antonio, TX 78245, USA
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Avinash Jadhav
1Center for Precision Medicine, Department of Internal Medicine, Section on Molecular Medicine, Wake Forest School of Medicine, Winston-Salem, NC 27157, USA
2Department of Genetics, Texas Biomedical Research Institute, San Antonio, TX 78245, USA
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Vivek Das
6Novo Nordisk Research Center, Seattle, WA, USA
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Genesio M. Karere
1Center for Precision Medicine, Department of Internal Medicine, Section on Molecular Medicine, Wake Forest School of Medicine, Winston-Salem, NC 27157, USA
2Department of Genetics, Texas Biomedical Research Institute, San Antonio, TX 78245, USA
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Ellen Quillen
1Center for Precision Medicine, Department of Internal Medicine, Section on Molecular Medicine, Wake Forest School of Medicine, Winston-Salem, NC 27157, USA
2Department of Genetics, Texas Biomedical Research Institute, San Antonio, TX 78245, USA
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Kylie Kavanagh
1Center for Precision Medicine, Department of Internal Medicine, Section on Molecular Medicine, Wake Forest School of Medicine, Winston-Salem, NC 27157, USA
4Department of Pathology, Section on Comparative Medicine, Wake Forest School of Medicine, Winston-Salem, NC 27157, USA
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Michael Olivier
1Center for Precision Medicine, Department of Internal Medicine, Section on Molecular Medicine, Wake Forest School of Medicine, Winston-Salem, NC 27157, USA
2Department of Genetics, Texas Biomedical Research Institute, San Antonio, TX 78245, USA
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Abstract

Background Dietary high fructose (HFr) is a known metabolic disruptor contributing to development of obesity and diabetes in Western societies. Initial molecular changes from exposure to HFr on liver metabolism may be essential to understand the perturbations leading to insulin resistance and abnormalities in lipid and carbohydrate metabolism. We studied vervet monkeys (Clorocebus aethiops sabaeus) fed a HFr (n=5) or chow diet (n=5) for 6 weeks, and obtained clinical measures of liver function, blood insulin, cholesterol and triglycerides. In addition, we performed untargeted global transcriptomics, proteomics, and metabolomics analyses on liver biopsies to determine the molecular impact of a HFr diet on coordinated pathways and networks that differed by diet.

Results We show that integration of omics data sets improved statistical significance for some pathways and networks, and decreased significance for others, suggesting that multiple omics datasets enhance confidence in relevant pathway and network identification. Specifically, we found that sirtuin signaling and a peroxisome proliferator activated receptor alpha (PPARA) regulatory network were significantly altered in hepatic response to HFr. Integration of metabolomics and miRNAs data further strengthened our findings.

Conclusions Our integrated analysis of three types of omics data with pathway and regulatory network analysis demonstrates the usefulness of this approach for discovery of molecular networks central to a biological response. In addition, metabolites aspartic acid and docosahexaenoic acid (DHA), protein ATG3, and genes ATG7, HMGCS2 link sirtuin signaling and the PPARA network suggesting molecular mechanisms for altered hepatic gluconeogenesis from consumption of a HFr diet.

Competing Interest Statement

The authors have declared no competing interest.

  • LIST OF ABBREVIATIONS

    HFr
    high fructose
    PPARA
    peroxisome proliferator activated receptor alpha
    DHA
    docosahexaenoic acid
    NHP
    nonhuman primates
    NASH
    nonalcoholic steatohepatitis
    NAFLD
    nonalcoholic fatty liver disease
    GEO
    Gene Expression Omnibus
    H-MCR
    hierarchical multivariate curve resolution
    MeOX
    methoxyamine hydrochloride
    MSTFA
    N-methyl-N-trimethylsilyl-trifluoroacetamide
    EI
    electron impact
    RI
    retention indices
    AMDIS
    Automated Mass Spectral Deconvolution and Identification System
    NIST
    National Institute of Standards and Technology
    LC-TOFMS
    Liquid Chromatography-Time of Flight Mass Spectrometry
    HMDB
    Human Metabolome Database
    PCA
    principle component analysis
    VIP
    variable importance in the projection
    IPA
    Ingenuity Pathway Analysis
  • Copyright 
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    Integrated Omics Analysis Reveals Sirtuin Signaling is Central to Hepatic Response to a High Fructose Diet
    Laura A. Cox, Jeannie Chan, Prahlad Rao, Zeeshan Hamid, Jeremy P. Glenn, Avinash Jadhav, Vivek Das, Genesio M. Karere, Ellen Quillen, Kylie Kavanagh, Michael Olivier
    bioRxiv 2021.09.02.458361; doi: https://doi.org/10.1101/2021.09.02.458361
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    Integrated Omics Analysis Reveals Sirtuin Signaling is Central to Hepatic Response to a High Fructose Diet
    Laura A. Cox, Jeannie Chan, Prahlad Rao, Zeeshan Hamid, Jeremy P. Glenn, Avinash Jadhav, Vivek Das, Genesio M. Karere, Ellen Quillen, Kylie Kavanagh, Michael Olivier
    bioRxiv 2021.09.02.458361; doi: https://doi.org/10.1101/2021.09.02.458361

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