Key resources table
REAGENT or RESOURCE
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SOURCE
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IDENTIFIER
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Animal models
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F344/NTac-Apc+/am1137Uwm
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Rat Resource and Research Center (RRRC)
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RRRC#782
RS:0001236
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F344/NHsd
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Envigo Laboratories
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Fischer 344 Inbred Rat
RS:0000363
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Chemicals, reagents, and other consumables
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Ventilated racks
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Thoren
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Free Standing Housing System
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Rat cage
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Thoren
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#4
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PicoLab Mouse Diet 20
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LabDiet
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#5058
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LC medium
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Recipe (De León et al., 2017)
Components from Fisher Scientific
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NA
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Kanamycin sulfate
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Gold Biotechnology
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K-120-2
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Spectinomycin dihydrochloride pentahydrate
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Gold Biotechnology
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S-140-25
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Vinyl anaerobic chamber
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Coy Laboratory Products
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Type C
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MOYLS4 medium
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Recipe (De León et al., 2017)
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NA
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G418 sulfate
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Gold Biotechnology
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G-418-10
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L(+)-arginine hydrochloride
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Acros Organics
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105000250
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Glucose (Dextrose)
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Fisher Scientific
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D16-500
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Glycerol
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Fisher Scientific
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56-81-5
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Phosphate Buffered Saline, pH 7.3
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Recipe (Ausubel et al., 1994)
Components from Fisher Scientific
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NA
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Neubauer counting chamber
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Clay-Adams
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Plastic feeding (gavage) needle
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INSTECH
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FTP-20-38-50
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Sterile polyester tipped applicators
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Puritan
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25-806-1PD
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Eppendorf tubes, 1.5 mL
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ThermoFisher Scientific
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022 364111
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Cysteine
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Sigma-Aldrich
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C7352
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Isoflurane
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Vet One
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1000008760
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Isothermal pad (Deltaphase)
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Braintree
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39DP
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Brain Heart Infusion Broth, BHIB
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Sigma-Aldrich
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Cat #53286
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Biopsy forceps
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Olympus
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FB-230U
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Carbon dioxide
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Airgas
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Scalpel blade
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Feather
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No. 22
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Liquid nitrogen
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Airgas
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Dulbecco’s- Phosphate–Buffered Saline, D-PBS
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Sigma-Aldrich
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Cat #14190-169
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Trypsin
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Sigma-Aldrich
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Cat #T3924
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Collagen
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Invitrogen
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Cat #A1048301
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Methacrylate resin
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Electron Microscopy Sciences
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Technovit 8100
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Ethanol
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ThermoFisher Scientific
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BP2818
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Microscope
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Leica
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M165FC
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Petri dish
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Celltreat
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229653
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Low-melt agarose
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IBI Scientific
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IB70051
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24-well culture plate
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Thermo Scientific
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174931
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Paraformaldehyde
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Electron Microscopy Sciences
Alfa Aesar (16% liquid Ampule)
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15712-S
43368
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BEEM capsules
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Electron Microscopy Sciences
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NC9726573
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Glucose
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Sigma-Aldrich
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G8769
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Microtome
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Dupont Instruments
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Sorvall JB-4
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Confocal microscope
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Leica
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SP-8
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Serum bottle
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Wheaton
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223 738
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Glass vial, 2 mL
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Fisher Scientific
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03-391-8
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Chloroform
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Fisher Scientific
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C2432
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Methanol hyper grade for LC-MS
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Merck
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Ref 106035
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Zinc acetate
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MP Bio
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152593
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12 N Hydrochloric acid
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Sigma
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H1758
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N,N-dimethyl-p-phenylenediamine sulfate
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Sigma Aldrich
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D4139
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Technovit® 8100
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Electron Microscopy Systems
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Cat # 14654
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Carnoy’s solution
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(Puchtler et al., 1968)
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NA
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FeCl3·6H2O
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Sigma
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F2877
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Microplate Reader
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BioTek
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Synergy Mx
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sodium sulfide nonahydrate
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Fisher Scientific
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50-901-13904
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Critical Commercial Assays
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AllPrep DNA/RNA/Protein Kit
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Qiagen
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Cat # 80004
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NEBNext Ultra Directional RNA Library Prep Kit for Illumina
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New England Biolabs
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Cat #E7420
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PrimeTime® Predesigned qPCR probe
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Integrated DNA Technologies
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Cat.No. Hs.PT.58.46475178.g
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SYBR™ Green qPCR SuperMix
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Sigma-Aldrich
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KCQS02-1250RXN
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iTaq™ Universal SYBR® Green Supermix
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Bio-Rad
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1725131
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Experion RNA StdSens analysis kit
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Bio-Rad
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7007104
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Sso Advanced Universal SYBR Green Supermix
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Bio-Rad
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172–5131
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SuperScript TM III First-Strand Synthesis System
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Invitrogen
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18080051
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Qubit dsDNA HS Assay Kit
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ThermoFisher Scientific
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Q32854
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Deposited data
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16S rRNA gene sequencing
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This paper
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PRJNA495020
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Experimental models: Organism/Strains
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Bacterial strains and plasmids
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This paper (Supplementary Table 1)
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NA
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Oligonucleotides
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Primers and probes for qPCR and bacterial strain generation
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This paper (Supplementary Table 2)
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NA
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Software and Algorithms
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Qiime
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(Caporaso et al., 2010)
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XXXersion 1.9
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SILVA database
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(Quast et al., 2013)
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version 132; December 13, 2017
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Leica Application Suite
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Leica
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XXXersion 4.2
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GraphPad Prism 7
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GraphPad
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version 7 for Windows
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DESeq2 1.16.1
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(Callahan et al., 2016)
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http://www.bioconductor.org/packages/release/bioc/html/DESeq2.html
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Correlogram
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(Wei and Simko, 2017)
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corrplot package Version 0.84
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PAST
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(Hammer et al., 2001)
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NA
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R
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https://www.r-project.org/
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Version 3.1.4
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Bowtie 2
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(Langmead and Salzberg, 2012)
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Version 2.2.9
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Other
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Syringe 5ml
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BD Biosciences
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309646
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Aluminium Crimp
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Fisher Scientific
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12373680
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Needle 25 gauge (length: 5/8”)
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BD Biosciences
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305122
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1ml TB syringe w/ 26 gauge (length: 3/8”)
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BD Biosciences
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309625
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Syringe 3ml lure lock
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BD Biosciences
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309657
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Septum penetration needles (deflected point; 18 gauge; 6”)
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Cadence Inc.
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4195
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Sterile swabs
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ThermoFisher Scientific
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165KS100
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Cryovials
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ThermoFisher Scientific
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366656PK
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Bioanalyzer
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Agilent
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2100
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Realtime PCR Instrument
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Bio-Rad
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CFX-384
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LEAD CONTACT AND MATERIALS AVAILABILITY
Further information and requests for resources and reagents should be directed to and will be fulfilled by the Lead Contact, James Amos-Landgraf ([email protected]).
EXPERIMENTAL MODEL AND SUBJECT DETAILS
LEAD CONTACT AND MATERIALS AVAILABILITY
Further information and requests for resources and reagents should be directed to and will be fulfilled by the Lead Contact, James Amos-Landgraf ([email protected]).
EXPERIMENTAL MODEL AND SUBJECT DETAILS
Animal husbandry and housing
PIRC rats were generated by crossing male F344/NTac-Apc+/am1137Uwm (Rat Resource and Research Center #782) rats with wild-type female F344/NHsd rats obtained commercially from Envigo Laboratories (Indianapolis, IN). Animals were housed in micro-isolator cages on ventilated racks (Thoren, Hazleton, PA) and acclimated for a week in groups prior to breeding. Cages were furnished with paper chip bedding and were fed irradiated 5058 PicoLab Mouse Diet 20 (LabDiet, St. Louis, MO). Rats had ad libitum access to water purified by sulfuric acid (pH 2.5-2.8) treatment followed by autoclaving. Fecal samples were collected with aseptic methods to be used as a reference from all breeders prior to cohousing. After allowing for one day of mating to establish timed pregnancies, females were moved to new cages and individually housed thereafter.
Ethics Statement
The study reported here was conducted in accordance with the guidelines established by the Guide for the Use and Care of Laboratory Animals and the Publish Health Service Policy on Human Care and Use of Laboratory Animals. All studies and protocols (#6732 and #8732) were approved by the University of Missouri Institutional Animal Care and Use Committee.
Detailed methods
Genotyping and animal identification
Pups were ear-punched prior to weaning at 13 days of age. DNA was extracted with the “HotSHOT” genomic DNA preparation method and was used for a high resolution melt (HRM) analysis to differentiate wildtype rats from those carrying the APC mutation (PIRC) as described previously (Ericsson et al., 2015; Truett et al., 2000).
Bacterial strains, media, and growth conditions
All strains and plasmids used in this study are presented in Supplementary Table 1 and are available upon request. Methods for growth of Escherichia coli and DvH cultures and for plasmid generation in E. coli were performed as described previously (De León et al., 2017). Briefly, E. coli cultures were grown at 37 oC on LC medium containing either kanamycin or spectinomycin (50 or 100 μg/ml, respectively; Gold Biotechnology, Inc., St. Louis, MO) and used as the host for recombinant plasmids made via sequence and ligation-independent cloning (SLIC; Li and Elledge, 2007). The primers used to amplify fragments for the SLIC reaction and to confirm the plasmid via sequencing are shown in Supplementary Table 2. DvH cultures were grown at 30 oC in an anaerobic growth chamber (approximately 95 % N2 and 5 % H2; Coy Laboratory Products, Inc., Grass Lake, MI) in liquid or solidified lactate/sulfate medium supplemented with 1 % (wt./vol) yeast extract (MOYLS4; De León et al., 2017). Where indicated, G418 (400 μg/ml; Gold Biotechnology, Inc), spectinomycin (100 μg/ml), or L(+)-arginine hydrochloride (126.5 μg/ml; Acros Organics, New Jersey; per Davis RW, 1990) were added to the DvH cultures. DvH cultures were routinely inoculated onto LC plates containing 40 mM glucose and incubated aerobically at 30 oC for at least two days to ensure there was no aerobic contamination.
Wild-type DvH was received from American Type Culture Collection (ATCC) in ca. 2007 and was maintained at Montana State University before being sent to the University of Missouri in 2013. This strain was specified as DvH-MT previously for clarification (De León et al., 2017), but is considered to be the wild-type strain and is called DvH here. DvH and DvH-MO contain 30 deviations from the original genome sequencing (Heidelberg et al., 2004) [NCBI GenBank accession no. NC_002937.3] that are likely errors in the original sequencing; 29 of these were reported previously (De León et al., 2017) [NCBI BioProject PRJNA392176] and one additional difference has since been identified [C(10) to C(11) at genome location 3,254,681]. Our wild-type DvH culture has 17 SNPs detectable in the population but none that are in >50% of the population (range 15-45%). DvH-MO is a spontaneously biofilm-deficient strain that contains an additional 12 variants unique to this culture and at or near 100% frequency within the population. One of these 12 variants, a single nucleotide change in the ABC transporter of the type I secretion system (DVU1017) is the cause of biofilm deficiency in this strain (De León et al., 2017). The culture of DvH-MO used in this study was made by combining three isolated colonies after the culture underwent single colony isolation to remove possible rare variants, including genetic revertants, in the population. JWT716 is a markerless-deletion mutant of DVU1017 derived from wild-type DvH and has been described previously (De León et al., 2017).
In preparing cultures to be introduced into the rat gastrointestinal tract, one ml of a frozen stock stored at -80oC in 10% (vol/vol) glycerol in growth medium was thawed, inoculated into 10 ml of MOYLS4 medium, and incubated anoxically at 30 oC. After approximately 24 h, the culture reached an optical density of 0.8 at 600 nm (late logarithmic phase). The cells were pelleted by centrifugation at 3696 x g for 12 min and the pellet was washed with 10 ml of sterile phosphate buffered saline (PBS) pH 7.3 (Ausubel et al., 1994). Centrifugation was repeated and the pellet was resuspended in approximately 10 ml of PBS to yield a final cell concentration of approximately 5 x 108 cells/ml which was confirmed by direct cell count in a Neubauer counting chamber (Clay-Adams Co. New York).
Fluorescent strain (JWT733) construction
To generate a fluorescent DvH lacking antibiotic resistance markers, arginine prototrophy was used as a selectable phenotype. argH (encoding arginosuccinate lyase; DVU1094) is the last gene of an operon encoding three genes putatively involved in arginine biosynthesis. A plasmid, pMO7722, was constructed containing a gene encoding neomycin phosphotransferase II with its native promotor and conferring kanamycin resistance. To create a marker exchange deletion of 695 bp at the 3′ end of argH (full length is 1383 bp), a sequence internal to argH (165-688 bp) was placed upstream of the antibiotic resistance cassette and a 511 bp sequence from downstream of argH was placed downstream of the cassette. This plasmid, pMO7722, was transformed into wild-type DvH via electroporation as described previously (Keller et al., 2009). Selection of the marker-exchange deletion mutant in which the 3′ end of argH (689-1383bp) was replaced with the kanamycin resistance cassette and was auxotrophic for arginine was accomplished by selection in solidified MOYLS4 containing G418 and arginine. Resistance to the kanamycin analog G418, sensitivity to spectinomycin, and arginine auxotrophy were confirmed by growth studies and the genome structure was confirmed by Southern blot. One isolate was obtained and designated JWT726 to be used for the introduction of gene(s) of choice by prototrophic selection. Subsequently, to introduce a fluorescent marker into JWT726 (by the same transformation methods), pMO7743 was constructed to reintroduce the 3′ end of argH along with the fluorescent marker, dTomato (Shaner et al., 2004). After electroporation, the cells recovered at 30 oC in one ml of MOLS4 (MOYLS4 without yeast extract) for 24 h and were then diluted 10-fold with MOLS4 to select for cells capable of synthesizing arginine. After four days, growth was observed and serial dilutions of this culture were embedded into solidified MOYLS4 for single colony isolation. Colonies showing fluorescence under the microscope were selected for phenotypic confirmation of G418 and spectinomycin sensitivity as well as arginine prototrophy. Upon genomic structure confirmation by Southern blot, one isolate was designated JWT733.
Bacterial treatment and necropsy scheme
F344-Apc+/am1137 PIRC rats were used for all the experiments (Fig.1B). For the preliminary study, on days 14 and 15 of age, male and female PIRC rats were treated with 200 µL of ~108 cells per ml of either wild type DvH or DvH-MO suspended in anaerobic PBS (phosphate buffered saline) via oral gavage. All rats were subsequently weaned from the mothers at 21 days of age. Adenoma growth was confirmed through colonoscopies every month starting at two months of age (Irving et al., 2014b). At 4 months of age, animals were sacrificed post-disease onset as described previously (Ericsson et al., 2015). For the follow-up study to determine if the point mutation in the wild-type DvH strain influenced the adenoma phenotype, we followed the same protocol and timeline as the above. However, rats were treated with either JWT733 or JWT716 strains of DvH. Rats from the control group were simultaneously gavaged with 200 µL of anaerobic PBS (pH 7.3) to serve as a negative and gavage control.
Fecal Collection
Sterile swabs (ThermoFisher Scientific, Waltham, MA) were used to obtain a pre-treatment fecal sample on day 13 of age. Fecal samples from adult rats at weaning (21 days of age) and post-weaning (starting at day 30 of age) were collected by placing the animal in a clean, sterile cage without bedding. Fecal samples were collected at 1-week post treatment and monthly starting at 1 month of age. Freshly evacuated feces were speared with sterile toothpick or forceps and placed into a sterile Eppendorf tube. All samples were collected into cryovials (ThermoFisher Scientific) and stored at -80 ˚C until processing for 16S rRNA gene analysis.
Fecal DNA extraction, 16S library preparation and sequencing
Fecal samples were pared down to 65 mg with a sterile blade and then DNA was extracted by the method described previously (Ericsson et al., 2015). Amplification of the V4 hypervariable region of the 16S rRNA was performed at the University of Missouri DNA core facility (Columbia, MO) also, as previously described (Ericsson et al., 2015). Briefly, bacterial genomic DNA was used for amplification of the V4 hypervariable region with universal primers (U515F/806R) flanked by Illumina standard adapter sequences and the products were pooled for sequencing on the Illumina MiSeq platform. Samples with more than 10,000 reads were used for assembly, binning and annotation with QIIME v1.9 including trimming and chimera removal as described previously (Montonye et al., 2018). The data obtained from the pre-treatment samples, i.e. swabs, did not meet the criteria for the listed sample inclusion and so were not included in the analyses. Based on 97% nucleotide identity, contigs were assigned to operational taxonomic units (OTUs) via de novo OTU clustering. These OTUs were annotated with BLAST (Altschul et al., 1990) against the SILVA database 132, released on December 13, 2017 (Hart et al., 2015; Quast et al., 2013).
Colonoscopy
Rats were anaesthetized with isoflurane (3 % vol/vol) and placed on a heating pad to maintain body temperature. Minimal use of sterile PBS (~1ml) was used to clear colonic contents helping to lubricate and remove any fecal material. Endoscopic video and images were recorded as previously described (Irving et al., 2014b). Colonic tissue samples from normal epithelium (3 mm3), i.e. non-tumor tissues adjacent to tumors, were collected at two months of age, with biopsy forceps (FB-230U, Olympus, USA).
Necropsy, normal epithelium and tumor tissue collection
All animals were humanely euthanized with CO2 administration and necropsied at sacrifice. The small intestine and colon from the rats were placed onto absorbent paper and then opened longitudinally. With a sterile scalpel blade (Feather, Tokyo, Japan), normal colonic epithelium tissues were scraped from the top, middle and distal regions of the colon. Tumors in the same locations were collected by resecting half of the tumor. All tissues were flash-frozen in liquid nitrogen and stored at -80 ˚C. Remaining intestinal tissues were then fixed overnight in Carnoy solution (Puchtler et al., 1968),which was replaced with 70% (vol/vol) ethanol for long term storage until adenoma counting was performed.
Methacrylate embedding, sectioning and confocal microscopy
The following protocol was modified from Mark Welch et al (2017). Excised tissues, described above were gently coated with 0.5% (wt./vol) low melting point agarose (ThermoFisher Scientific), placed into a well in a 24-well cell culture plate (ThermoFisher Scientific). The tissues in agarose were allowed to harden for 2 hours at 4 ˚C. The samples were then removed from the agarose and fixed in 2% (vol/vol) paraformaldehyde for 12 hours at 4 ˚C. Samples were washed with PBS, and again coated with 0.5% (wt./vol) molten agarose. Excess agarose was trimmed before embedding into methacrylate resin with the Technovit® 8100 system (Electron Microscopy Systems, Hatfield, PA) per manufacturers’ guidelines with the following modifications: samples were dehydrated with acetone for one hour at 4 ˚C, with repeated changes of acetone, until the solution remained clear; the sample was then covered with the infiltration solution to set overnight at 4 ˚C. Polymerization was done by adding 400 µL of embedding solution to the samples within BEEM capsules (Electron Microscopy Services) and allowed to set overnight at 25 ˚C in an anaerobic chamber due to the oxygen sensitivity of the embedding solution. The samples were sectioned to 5 µm thickness with a Sorvall JB-4 Microtome (Dupont Instruments, Connecticut, USA). We subsequently visualized via confocal microscopy with an SP-8 system (Leica Microsystems, Buffalo Grove, IL). Fluorescent in situ hybridization (FISH) was performed as described by Mark Welch et al (2017) with probes listed in Supplementary Table 2.
Sulfide assay
Three fecal pellets from each rat were collected immediately after evacuation and each was placed with sterile forceps into a 10 mL sterile serum bottle under anaerobic conditions (Fisher Scientific, Pittsburgh, PA) as technical triplicates. Each serum bottle contained a smaller 2 mL vial (Fisher Scientific) with 1mL of freshly prepared 2% (wt./vol) zinc acetate. Prior to adding fecal samples, the serum bottles and vials were equilibrated with the atmosphere of the anaerobic chamber to remove oxygen by leaving them for 48 hours in an anaerobic chamber. After introduction of fecal pellets, the bottles were flushed again with nitrogen to maintain an anaerobic environment. Thereafter, the vials and bottles were handled inside the chamber, and sealed to maintain a non-oxygenated environment within the bottles. Cline’s sulfide assay (Cline, 1969) was modified to determine the levels of sulfide dissolved in fecal samples spectrophotometrically at 670 nm by a passive capture technique modified from Ulrich et al (Ulrich et al., 1997). Briefly, 0.3 mL of 12 N hydrochloric acid was used to drive dissolved sulfides from fecal material into gaseous form to be captured passively by the zinc acetate solution. Following 24 hours of passive capture of the sulfides, the zinc acetate solution containing captured sulfide was removed from the vial and 200 µL was treated with 16 µL of Cline’s reagent within a white, 96-well, optical bottom plate (ThermoFisher Scientific). Cline’s reagent was comprised of 8g of N,N-dimethyl-p-phenylenediamine sulfate and 12g of FeCl3·6H2O in 500 mL of 50% (vol/vol) hydrochloric acid. Following a 20 min incubation at room temperature, the absorbance at 670 nm was measured in a BioTek Synergy Mx microplate reader (BioTek Instruments Inc., Winooski, VT). A calibration curve of standards was established with sodium sulfide nonahydrate (Na2S·9H2O) in 2% (wt./vol) zinc acetate to determine the concentration of sulfide per sample. The sulfide was normalized to the weight of each fecal pellet.
RT-qPCR and gene expression analysis
Total RNA was extracted from biopsies of normal colonic tissues with the Allprep DNA/RNA/Protein Mini kit (Qiagen, Germantown, MD) and reverse-transcribed into cDNA with the SuperScript III First-Strand Synthesis System (Invitrogen, Carlsbad, CA) with the standard described protocol for each kit. Prior to cDNA conversion, the quality of the RNA was assessed by the Experion RNA StdSens analysis kit (Bio-Rad, Hercules, CA). All samples below the RNA Quality Indicator (RQI) of 7 were excluded from gene expression experiments and analysis. The cDNA for all samples were made from the same concentration of mRNA, i.e. we normalized the input mRNA concentration to that of the lowest mRNA concentration from all samples. The data were additionally normalized to a house-keeping gene (GAPDH) in the subsequent analysis. Reverse-transcriptase quantitative polymerase chain reaction (RT-qPCR) for mRNA expression was used to assay the following host genes: MSH2 (MutS Homolog2), ATM (Ataxia Telangiectasia Mutated Serine/Threonine kinase), MGMT (O-6-Methylguanine-DNA Methyltransferase), HIF1α (Hypoxia Inducible Factor 1 Subunit Alpha), NOX4 (NADPH Oxidase 4), PTGS2 (Prostaglandin-Endoperoxide Synthase 2), and CAR1 (Carbonic Anhydrase 1). GAPDH (encoding glyceraldehyde phosphate dehydrogenase) was used as the housekeeping gene for host gene expression (Barber et al., 2005; Li et al., 2017), while the 16S rRNA gene and gyrB (encoding gyraseB) were used as bacterial housekeeping genes (Rocha et al., 2015). MUC2 (Mucin 2) expression was determined with a PrimeTime® Predesigned qPCR probe (Cat.No. Hs.PT.58.46475178.g, Integrated DNA Technologies, Coralville, IA). GAPDH was used as the housekeeping gene for the MUC2 assay. RT-qPCR was set up with a SYBRTM Green qPCR SuperMix (Thermo Fisher Scientific) in quadruplicate reactions per primer or probe set, per sample. The final PCR mixture contained one µL each of forward and reverse primers (final concentration of 100 nM), 5 µL of 2X SYBRTM Green qPCR SuperMix, 2 µL of sterile water and 1 µL of cDNA at 40 ng/µL. For the MUC2 assay, the SYBR supermix was replaced with iTaq™ Universal SYBR® Green Supermix (Life Technologies, Carlsbad, CA). The reaction protocol was carried out with an initial incubation of 10 min at 95 °C followed by 40 cycles of the following: denaturing at 95 °C for 15 s, annealing and elongation at 60 °C for 1 min. The forward and reverse primers used are listed in Supplementary Table 2.
Tumor counts and size measurements
At the terminal time point of 4 months of age, 0.5 cm sections of the colon were resected as a cylinder prior to splaying open and embedded with a methacrylate resin (Technovit 8100, Electron Microscopy Sciences, Hatfield, PA). The remaining colon sections were cut longitudinally and fixed on absorbent paper with Carnoy solution. Tumor multiplicity was determined by a double-blind gross counting of colonic tumors visualized with a Leica M165FC microscope (Leica, Buffalo Grove, IL) at 5X magnification (Amos-Landgraf et al., 2014; Ericsson et al., 2015; Irving et al., 2014a). Briefly, the small intestine and colonic tissues were laid flat in a 100 mm x 15 mm petri dish (Sycamore Life Sciences, Houston, TX) and covered with 70% (vol/vol) ethanol (ThermoFisher Scientific, Waltham, MA) to prevent tissue drying and visually counted. Tumor sizes were measured with the Leica Application Suite 4.2, after capturing post-fixed images as previously described (Ericsson et al., 2015).
Quantification and statistical analysis
All statistical details of the experiments are described in the figure legends and the within the description of the respective paragraph. Additional descriptions of software, packages and algorithms employed for the analysis of 16S rRNA sequencing data, and correlation analyses are described below:
Statistical analyses and figures
All statistical analyses and graphs (except Fig.1) were prepared through GraphPad Prism version 7 for Windows (GraphPad Software, La Jolla, CA). p-values were considered significant for values less than 0.05 unless otherwise indicated. Analysis of Variance (ANOVA) with a Tukey’s post-hoc test was used to identify differential groups. For OTUs comparison and significance testing DESeq2 was used as described by Callahan et al. (2016). Correlations were performed with the linear regression module available through GraphPad Prism v7. Correlation of tumor counts with OTUs depicted as a correlogram were performed in the corrplot package v.0.84 (Wei and Simko, 2017) of R software v.3.1.4, with a Pearson correlation coefficient. Heatmaps and PCoAs (principal component analyses) were generated with the open source PAST (Paleontological Statistics) 3.14 software (Hammer et al., 2001).