Time-Course Transcriptome Analysis for Drug Repositioning in Fusobacterium nucleatum-Infected Human Gingival Fibroblasts

Fusobacterium nucleatum (F. nucleatum) is a crucial periodontal pathogen and human gingival fibroblasts (GFs) are the first line of defense against oral pathogens. However, the research on potential molecular mechanisms of host defense and effective treatment of F. nucleatum infection in GFs remains scarce. In this study, we undertook a time-series experiment and performed an RNA-seq analysis to explore gene expression profiles during the process of F. nucleatum infection in GFs. Differentially expressed genes (DEGs) could be divided into three coexpression clusters. Functional analysis revealed that the immune-related signaling pathways were more overrepresented at the early stage, while metabolic pathways were mainly enriched at the late stage. We computationally identified several U.S. Food and Drug Administration (FDA)-approved drugs that could protect the F. nucleatum infected GFs via a coexpression-based drug repositioning approach. Biologically, we confirmed that six drugs (etravirine, zalcitabine, wortmannin, calcium D-pantothenate, ellipticine, and tanespimycin) could significantly decrease F. nucleatum-induced reactive oxygen species (ROS) generation and block the Protein Kinase B (PKB/AKT)/mitogen-activated protein kinase signaling pathways. Our study provides more detailed molecular mechanisms of the process by which F. nucleatum infects GFs and illustrates the value of the cogena-based drug repositioning method and the potential therapeutic application of these tested drugs in the treatment of F. nucleatum infection.

[1]  Suhee Kim,et al.  NOX1/2 activation in human gingival fibroblasts by Fusobacterium nucleatum facilitates attachment of Porphyromonas gingivalis , 2016, Archives of Microbiology.

[2]  O. Leavy Inflammation: Regulating ROS , 2014, Nature Reviews Immunology.

[3]  James W. Marsh,et al.  Dual RNA-Seq of Chlamydia and Host Cells. , 2019, Methods in molecular biology.

[4]  P. Diaz,et al.  Fusobacterium nucleatum supports the growth of Porphyromonas gingivalis in oxygenated and carbon-dioxide-depleted environments. , 2002, Microbiology.

[5]  K. He,et al.  Fusobacterium nucleatum Facilitates Apoptosis, ROS Generation, and Inflammatory Cytokine Production by Activating AKT/MAPK and NF-κB Signaling Pathways in Human Gingival Fibroblasts , 2019, Oxidative medicine and cellular longevity.

[6]  B. Williams,et al.  Mapping and quantifying mammalian transcriptomes by RNA-Seq , 2008, Nature Methods.

[7]  Zhongren Ma,et al.  Transcriptional profiling of host cell responses to encephalomyocarditis virus (EMCV) , 2017, Virology Journal.

[8]  Chi-Ying F. Huang,et al.  Gene expression‐based chemical genomics identifies heat‐shock protein 90 inhibitors as potential therapeutic drugs in cholangiocarcinoma , 2013, Cancer.

[9]  Y. Ho,et al.  Effects of butyrate and propionate on the adhesion, growth, cell cycle kinetics, and protein synthesis of cultured human gingival fibroblasts. , 1999, Journal of periodontology.

[10]  P. Wang,et al.  IL-10 inhibits Porphyromonas gingivalis LPS-stimulated human gingival fibroblasts production of IL-6. , 1999, Biochemical and biophysical research communications.

[11]  N. Antoun,et al.  A rare presentation of ventriculitis and brain abscess caused by Fusobacterium nucleatum. , 2008, Journal of medical microbiology.

[12]  P. Bork,et al.  Novel drug candidates for the treatment of metastatic colorectal cancer through global inverse gene-expression profiling. , 2014, Cancer research.

[13]  B. Rovin,et al.  Production of reactive oxygen species by tubular epithelial cells in culture. , 1990, Kidney international.

[14]  J. Fincham,et al.  Beyond good and evil , 1992, Nature.

[15]  Jiang Li,et al.  Induction of Apoptosis by Costunolide in Bladder Cancer Cells is Mediated through ROS Generation and Mitochondrial Dysfunction , 2013, Molecules.

[16]  L. J. Eldik,et al.  Inflammatory cytokines stimulate the chemokines CCL2/MCP-1 and CCL7/MCP-7 through NFκB and MAPK dependent pathways in rat astrocytes , 2009, Brain Research.

[17]  C. Roques,et al.  Fusobacterium nucleatum in periodontal health and disease. , 2011, Current issues in molecular biology.

[18]  G. Sherlock,et al.  Comprehensive annotation of the transcriptome of the human fungal pathogen Candida albicans using RNA-seq. , 2010, Genome research.

[19]  O. Ohara,et al.  Prediction and prioritization of neoantigens: integration of RNA sequencing data with whole‐exome sequencing , 2017, Cancer science.

[20]  J. Klein-Nulend,et al.  IL-6 Alters Osteocyte Signaling toward Osteoblasts but Not Osteoclasts , 2014, Journal of dental research.

[21]  Fatih Ozsolak,et al.  RNA sequencing: advances, challenges and opportunities , 2011, Nature Reviews Genetics.

[22]  Kwan Tat Steeve,et al.  IL-6, RANKL, TNF-alpha/IL-1: interrelations in bone resorption pathophysiology. , 2004 .

[23]  P. Wang,et al.  Heterogeneous expression of Toll-like receptor 4 and downregulation of Toll-like receptor 4 expression on human gingival fibroblasts by Porphyromonas gingivalis lipopolysaccharide. , 2001, Biochemical and biophysical research communications.

[24]  Zhigang Luo,et al.  Cogena, a novel tool for co-expressed gene-set enrichment analysis, applied to drug repositioning and drug mode of action discovery , 2016, BMC Genomics.

[25]  C. Deboer,et al.  Geldanamycin, a new antibiotic. , 1970, The Journal of antibiotics.

[26]  T. Ashburn,et al.  Drug repositioning: identifying and developing new uses for existing drugs , 2004, Nature Reviews Drug Discovery.

[27]  M. Meyerson,et al.  Fusobacterium nucleatum potentiates intestinal tumorigenesis and modulates the tumor-immune microenvironment. , 2013, Cell host & microbe.

[28]  Yong Wang,et al.  Computational Study of Drugs by Integrating Omics Data with Kernel Methods , 2013, Molecular informatics.

[29]  M. Quirynen,et al.  Role of microbial biofilms in the maintenance of oral health and in the development of dental caries and periodontal diseases. Consensus report of group 1 of the Joint EFP/ORCA workshop on the boundaries between caries and periodontal disease , 2017, Journal of clinical periodontology.

[30]  N. Arents,et al.  Septic arthritis and osteomyelitis in a 10-year-old boy, caused by Fusobacterium nucleatum, diagnosed with PCR/16S ribosomal bacterial DNA amplification , 2012, BMJ Case Reports.

[31]  F. Aird,et al.  Replication Study: Discovery and preclinical validation of drug indications using compendia of public gene expression data , 2017, eLife.

[32]  J. Dangl,et al.  Reactive Oxygen Species Signaling in Response to Pathogens1 , 2006, Plant Physiology.

[33]  W E Moore,et al.  The bacteria of periodontal diseases. , 1994, Periodontology 2000.

[34]  I. Ishikawa,et al.  Involvement of cyclooxygenase-2 in interleukin-1alpha-induced prostaglandin production by human periodontal ligament cells. , 1999, Journal of periodontology.

[35]  Y. Esbensen,et al.  Interleukin-8 is the single most up-regulated gene in whole genome profiling of H. pylori exposed gastric epithelial cells , 2012, BMC Microbiology.

[36]  Tao Zhang,et al.  Database Resources of the BIG Data Center in 2019 , 2018, Nucleic acids research.

[37]  U. Farooq,et al.  Simultaneous Transcriptional Profiling of Bacteria and Their Host Cells , 2013, PloS one.

[38]  T. Nagata,et al.  Calprotectin Induces IL‐6 and MCP‐1 Production via Toll‐Like Receptor 4 Signaling in Human Gingival Fibroblasts , 2017, Journal of cellular physiology.

[39]  V. Peraino,et al.  Term Stillbirth Caused by Oral Fusobacterium nucleatum , 2010, Obstetrics and gynecology.

[40]  Dexter Hadley,et al.  Precision annotation of digital samples in NCBI’s gene expression omnibus , 2017, Scientific Data.

[41]  P. Bartold,et al.  Identification of components in Fusobacterium nucleatum chemostat-culture supernatants that are potent inhibitors of human gingival fibroblast proliferation. , 1991, Journal of periodontal research.

[42]  Guangchuang Yu,et al.  clusterProfiler: an R package for comparing biological themes among gene clusters. , 2012, Omics : a journal of integrative biology.

[43]  E. Allen-Vercoe,et al.  Fusobacterium nucleatum , 2011, Gut microbes.

[44]  K. Soliman,et al.  The attenuating effects of 1,2,3,4,6 penta-O-galloyl-β-d-glucose on pro-inflammatory responses of LPS/IFNγ-activated BV-2 microglial cells through NFƙB and MAPK signaling pathways , 2018, Journal of Neuroimmunology.

[45]  Donna Neuberg,et al.  Analysis of Fusobacterium persistence and antibiotic response in colorectal cancer , 2017, Science.

[46]  M. R. Rubinstein,et al.  Fusobacterium nucleatum promotes colorectal carcinogenesis by modulating E-cadherin/β-catenin signaling via its FadA adhesin. , 2013, Cell host & microbe.

[47]  BIG Data Center,et al.  Database Resources of the BIG Data Center in 2019 , 2019, Nucleic Acids Res..

[48]  Do-Yeon Kim,et al.  SOD2 is upregulated in periodontitis to reduce further inflammation progression. , 2018, Oral diseases.

[49]  Kai Hung Tiong,et al.  DeSigN: connecting gene expression with therapeutics for drug repurposing and development , 2017, BMC Genomics.

[50]  Matthew D. Young,et al.  From RNA-seq reads to differential expression results , 2010, Genome Biology.

[51]  A. Butte,et al.  A drug repositioning approach identifies tricyclic antidepressants as inhibitors of small cell lung cancer and other neuroendocrine tumors. , 2013, Cancer discovery.

[52]  K. DeAngelis,et al.  Multi-time series RNA-seq analysis of Enterobacter lignolyticus SCF1 during growth in lignin-amended medium , 2017, PloS one.

[53]  D. Goldenberg,et al.  Septic arthritis , 1998, The Lancet.

[54]  Qian Zhang,et al.  GSA: Genome Sequence Archive* , 2017, Genom. Proteom. Bioinform..

[55]  A. Dongari-Bagtzoglou,et al.  Cyclooxygenase-2 is upregulated in inflamed gingival tissues. , 2001, Journal of periodontology.

[56]  C. Bunce,et al.  Visfatin induces oxidative stress in differentiated C2C12 myotubes in an Akt- and MAPK-independent, NFĸB-dependent manner , 2010, Pflügers Archiv - European Journal of Physiology.

[57]  Jong-Hee Lee,et al.  Transcriptome profiling analysis of senescent gingival fibroblasts in response to Fusobacterium nucleatum infection , 2017, PloS one.

[58]  Dhiraj Kumar,et al.  Alternate splicing of transcripts shape macrophage response to Mycobacterium tuberculosis infection , 2017, PLoS pathogens.

[59]  Dexter Hadley,et al.  Systematic integration of biomedical knowledge prioritizes drugs for repurposing , 2017, bioRxiv.

[60]  Yongzhi Yang,et al.  Fusobacterium nucleatum Increases Proliferation of Colorectal Cancer Cells and Tumor Development in Mice by Activating Toll-Like Receptor 4 Signaling to Nuclear Factor-κB, and Up-regulating Expression of MicroRNA-21. , 2017, Gastroenterology.