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Robustness of cancer microbiome signals over a broad range of methodological variation.
Sepich-Poore, Gregory D; McDonald, Daniel; Kopylova, Evguenia; Guccione, Caitlin; Zhu, Qiyun; Austin, George; Carpenter, Carolina; Fraraccio, Serena; Wandro, Stephen; Kosciolek, Tomasz; Janssen, Stefan; Metcalf, Jessica L; Song, Se Jin; Kanbar, Jad; Miller-Montgomery, Sandrine; Heaton, Robert; Mckay, Rana; Patel, Sandip Pravin; Swafford, Austin D; Korem, Tal; Knight, Rob.
Affiliation
  • Sepich-Poore GD; Department of Bioengineering, University of California San Diego, La Jolla, CA, USA.
  • McDonald D; Micronoma, San Diego, CA, USA.
  • Kopylova E; Feinberg School of Medicine, Northwestern University, Chicago, IL, USA.
  • Guccione C; Department of Pediatrics, University of California San Diego, La Jolla, CA, USA.
  • Zhu Q; Department of Pediatrics, University of California San Diego, La Jolla, CA, USA.
  • Austin G; Clarity Genomics, Antwerp, Belgium.
  • Carpenter C; Department of Pediatrics, University of California San Diego, La Jolla, CA, USA.
  • Fraraccio S; Department of Pediatrics, University of California San Diego, La Jolla, CA, USA.
  • Wandro S; School of Life Sciences, Arizona State University, Tempe, AZ, USA.
  • Kosciolek T; Department of Biomedical Informatics, Columbia University Irving Medical Center, New York, NY, USA.
  • Janssen S; Program for Mathematical Genomics, Department of Systems Biology, Columbia University Irving Medical Center, New York, NY, USA.
  • Metcalf JL; Center for Microbiome Innovation, University of California San Diego, La Jolla, CA, USA.
  • Song SJ; Center for Microbiome Innovation, University of California San Diego, La Jolla, CA, USA.
  • Kanbar J; Micronoma, San Diego, CA, USA.
  • Miller-Montgomery S; Center for Microbiome Innovation, University of California San Diego, La Jolla, CA, USA.
  • Heaton R; Micronoma, San Diego, CA, USA.
  • Mckay R; Department of Pediatrics, University of California San Diego, La Jolla, CA, USA.
  • Patel SP; Malopolska Centre of Biotechnology, Jagiellonian University in Kraków, Kraków, Poland.
  • Swafford AD; Department of Pediatrics, University of California San Diego, La Jolla, CA, USA.
  • Korem T; Algorithmic Bioinformatics, Department of Biology and Chemistry, Justus Liebig University Gießen, Gießen, Germany.
  • Knight R; Department of Animal Sciences, Colorado State University, Fort Collins, CO, USA.
Oncogene ; 43(15): 1127-1148, 2024 Apr.
Article in En | MEDLINE | ID: mdl-38396294
ABSTRACT
In 2020, we identified cancer-specific microbial signals in The Cancer Genome Atlas (TCGA) [1]. Multiple peer-reviewed papers independently verified or extended our findings [2-12]. Given this impact, we carefully considered concerns by Gihawi et al. [13] that batch correction and database contamination with host sequences artificially created the appearance of cancer type-specific microbiomes. (1) We tested batch correction by comparing raw and Voom-SNM-corrected data per-batch, finding predictive equivalence and significantly similar features. We found consistent results with a modern microbiome-specific method (ConQuR [14]), and when restricting to taxa found in an independent, highly-decontaminated cohort. (2) Using Conterminator [15], we found low levels of human contamination in our original databases (~1% of genomes). We demonstrated that the increased detection of human reads in Gihawi et al. [13] was due to using a newer human genome reference. (3) We developed Exhaustive, a method twice as sensitive as Conterminator, to clean RefSeq. We comprehensively host-deplete TCGA with many human (pan)genome references. We repeated all analyses with this and the Gihawi et al. [13] pipeline, and found cancer type-specific microbiomes. These extensive re-analyses and updated methods validate our original conclusion that cancer type-specific microbial signatures exist in TCGA, and show they are robust to methodology.
Subject(s)

Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Microbiota / Neoplasms Limits: Humans Language: En Journal: Oncogene Journal subject: BIOLOGIA MOLECULAR / NEOPLASIAS Year: 2024 Type: Article Affiliation country: United States

Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Microbiota / Neoplasms Limits: Humans Language: En Journal: Oncogene Journal subject: BIOLOGIA MOLECULAR / NEOPLASIAS Year: 2024 Type: Article Affiliation country: United States