Diagnostic Potential and Interactive Dynamics of the Colorectal Cancer Virome

Colorectal cancer is a leading cause of cancer-related death in the United States and worldwide. Its risk and severity have been linked to colonic bacterial community composition. Although human-specific viruses have been linked to other cancers and diseases, little is known about colorectal cancer virus communities. We addressed this knowledge gap by identifying differences in colonic virus communities in the stool of colorectal cancer patients and how they compared to bacterial community differences. The results suggested an indirect role for the virome in impacting colorectal cancer by modulating the associated bacterial community. These findings both support the idea of a biological role for viruses in colorectal cancer and provide a new understanding of basic colorectal cancer etiology. ABSTRACT Human viruses (those that infect human cells) have been associated with many cancers, largely due to their mutagenic and functionally manipulative abilities. Despite this, cancer microbiome studies have focused almost exclusively on bacteria instead of viruses. We began evaluating the cancer virome by focusing on colorectal cancer, a primary cause of morbidity and mortality throughout the world and a cancer linked to altered colonic bacterial community compositions but with an unknown association with the gut virome. We used 16S rRNA gene, whole shotgun metagenomic, and purified virus metagenomic sequencing of stool to evaluate the differences in human colorectal cancer virus and bacterial community composition. Through random forest modeling, we identified differences in the healthy and colorectal cancer viromes. The cancer-associated virome consisted primarily of temperate bacteriophages that were also predicted to be bacterium-virus community network hubs. These results provide foundational evidence that bacteriophage communities are associated with colorectal cancer and potentially impact cancer progression by altering the bacterial host communities. IMPORTANCE Colorectal cancer is a leading cause of cancer-related death in the United States and worldwide. Its risk and severity have been linked to colonic bacterial community composition. Although human-specific viruses have been linked to other cancers and diseases, little is known about colorectal cancer virus communities. We addressed this knowledge gap by identifying differences in colonic virus communities in the stool of colorectal cancer patients and how they compared to bacterial community differences. The results suggested an indirect role for the virome in impacting colorectal cancer by modulating the associated bacterial community. These findings both support the idea of a biological role for viruses in colorectal cancer and provide a new understanding of basic colorectal cancer etiology.

[1]  Sarah L. Westcott,et al.  Development of a Dual-Index Sequencing Strategy and Curation Pipeline for Analyzing Amplicon Sequence Data on the MiSeq Illumina Sequencing Platform , 2013, Applied and Environmental Microbiology.

[2]  David T. Pride,et al.  Effects of Long Term Antibiotic Therapy on Human Oral and Fecal Viromes , 2015, PloS one.

[3]  Rebecca L. Siegel Mph,et al.  Colorectal cancer statistics, 2014 , 2014 .

[4]  P. Moore,et al.  Clonal Integration of a Polyomavirus in Human Merkel Cell Carcinoma , 2008, Science.

[5]  F. Bushman,et al.  The human gut virome: inter-individual variation and dynamic response to diet. , 2011, Genome research.

[6]  Anders F. Andersson,et al.  Binning metagenomic contigs by coverage and composition , 2014, Nature Methods.

[7]  Patrick D. Schloss,et al.  Manipulation of the Gut Microbiota Reveals Role in Colon Tumorigenesis , 2015, mSphere.

[8]  Wendy S. Garrett,et al.  Cancer and the microbiota , 2015, Science.

[9]  Forest Rohwer,et al.  Viruses in the fecal microbiota of monozygotic twins and their mothers , 2010, Nature.

[10]  Martin Hartmann,et al.  Introducing mothur: Open-Source, Platform-Independent, Community-Supported Software for Describing and Comparing Microbial Communities , 2009, Applied and Environmental Microbiology.

[11]  Forest Rohwer,et al.  Laboratory procedures to generate viral metagenomes , 2009, Nature Protocols.

[12]  J. J. Bull,et al.  Impact of Phages on Two-Species Bacterial Communities , 2005, Applied and Environmental Microbiology.

[13]  E. Fearon Molecular genetics of colorectal cancer. , 2011, Annual review of pathology.

[14]  R. Edwards,et al.  Fast Identification and Removal of Sequence Contamination from Genomic and Metagenomic Datasets , 2011, PloS one.

[15]  L. Hooper,et al.  Evaluation of methods to purify virus-like particles for metagenomic sequencing of intestinal viromes , 2015, BMC Genomics.

[16]  A. Lengeling,et al.  Bacteriophages as Pathogens and Immune Modulators? , 2013, mBio.

[17]  Melissa Ly,et al.  Altered Oral Viral Ecology in Association with Periodontal Disease , 2014, mBio.

[18]  P. Schloss,et al.  Microbiota-based model improves the sensitivity of fecal immunochemical test for detecting colonic lesions , 2016, Genome Medicine.

[19]  W. Jacobs,et al.  Origins of Highly Mosaic Mycobacteriophage Genomes , 2003, Cell.

[20]  Forest Rohwer,et al.  Metagenomic Analysis of Respiratory Tract DNA Viral Communities in Cystic Fibrosis and Non-Cystic Fibrosis Individuals , 2009, PloS one.

[21]  E. Cesarman,et al.  Identification of herpesvirus-like DNA sequences in AIDS-associated Kaposi's sarcoma. , 1994, Science.

[22]  P. Schloss,et al.  The Human Gut Microbiome as a Screening Tool for Colorectal Cancer , 2014, Cancer Prevention Research.

[23]  P. Bork,et al.  Patterns and ecological drivers of ocean viral communities , 2015, Science.

[24]  Luis Pedro Coelho,et al.  Plankton networks driving carbon export in the oligotrophic ocean , 2015, Nature.

[25]  Jens Roat Kultima,et al.  Potential of fecal microbiota for early‐stage detection of colorectal cancer , 2014 .

[26]  Geoffrey D. Hannigan,et al.  Evolutionary and functional implications of hypervariable loci within the skin virome , 2016, bioRxiv.

[27]  Marcel Martin Cutadapt removes adapter sequences from high-throughput sequencing reads , 2011 .

[28]  J. Hardcastle,et al.  Colorectal cancer , 1993, Europe Against Cancer European Commission Series for General Practitioners.

[29]  W. Ludwig,et al.  SILVA: a comprehensive online resource for quality checked and aligned ribosomal RNA sequence data compatible with ARB , 2007, Nucleic acids research.

[30]  Frederic D. Bushman,et al.  The Human Skin Double-Stranded DNA Virome: Topographical and Temporal Diversity, Genetic Enrichment, and Dynamic Associations with the Host Microbiome , 2015, mBio.

[31]  Ning Ma,et al.  BLAST+: architecture and applications , 2009, BMC Bioinformatics.

[32]  K. Kinzler,et al.  Microbiota organization is a distinct feature of proximal colorectal cancers , 2014, Proceedings of the National Academy of Sciences.

[33]  Rob Knight,et al.  UCHIME improves sensitivity and speed of chimera detection , 2011, Bioinform..

[34]  F. Rohwer,et al.  Explaining microbial population genomics through phage predation , 2009, Nature Reviews Microbiology.

[35]  Kaitlin J. Flynn,et al.  Metabolic and Community Synergy of Oral Bacteria in Colorectal Cancer , 2016, mSphere.

[36]  Hing-Fung Ting,et al.  MEGAHIT v1.0: A fast and scalable metagenome assembler driven by advanced methodologies and community practices. , 2016, Methods.

[37]  Jenny Sauk,et al.  Disease-Specific Alterations in the Enteric Virome in Inflammatory Bowel Disease , 2015, Cell.

[38]  B. Levin,et al.  Screening and surveillance for the early detection of colorectal cancer and adenomatous polyps, 2008: a joint guideline from the American Cancer Society, the US Multi-Society Task Force on Colorectal Cancer, and the American College of Radiology. , 2008, Gastroenterology.

[39]  J. Collins,et al.  Antibiotic Treatment Expands the Resistance Reservoir and Ecological Network of the Phage Metagenome , 2013, Nature.

[40]  A. Zauber The Impact of Screening on Colorectal Cancer Mortality and Incidence: Has It Really Made a Difference? , 2015, Digestive Diseases and Sciences.

[41]  Danai Koutra,et al.  Biogeography and environmental conditions shape bacteriophage-bacteria networks across the human microbiome , 2017, bioRxiv.

[42]  G. Korczak-Kowalska,et al.  Phage as a modulator of immune responses: practical implications for phage therapy. , 2012, Advances in virus research.

[43]  Yuan Chang,et al.  Human Merkel cell polyomavirus small T antigen is an oncoprotein targeting the 4E-BP1 translation regulator. , 2011, The Journal of clinical investigation.

[44]  Douglas S Kwon,et al.  Altered Virome and Bacterial Microbiome in Human Immunodeficiency Virus-Associated Acquired Immunodeficiency Syndrome. , 2016, Cell host & microbe.

[45]  S. Garland,et al.  A review of clinical trials of human papillomavirus prophylactic vaccines. , 2012, Vaccine.

[46]  Belgin Dogan,et al.  Intestinal Inflammation Targets Cancer-Inducing Activity of the Microbiota , 2012, Science.

[47]  A. Jemal,et al.  Colorectal cancer statistics, 2014 , 2014, CA: a cancer journal for clinicians.

[48]  Patrick D Schloss,et al.  Structure of the gut microbiome following colonization with human feces determines colonic tumor burden , 2014, Microbiome.

[49]  J. Puchalka,et al.  Phage-mediated Dispersal of Biofilm and Distribution of Bacterial Virulence Genes Is Induced by Quorum Sensing , 2015, PLoS pathogens.

[50]  B. Koskella,et al.  Experimental coevolution of species interactions. , 2013, Trends in ecology & evolution.

[51]  Michael H. Cortez,et al.  Coevolution can reverse predator–prey cycles , 2014, Proceedings of the National Academy of Sciences.

[52]  Steven L Salzberg,et al.  Fast gapped-read alignment with Bowtie 2 , 2012, Nature Methods.

[53]  Melissa Ly,et al.  The human urine virome in association with urinary tract infections , 2014, Front. Microbiol..

[54]  Max Kuhn,et al.  caret: Classification and Regression Training , 2015 .