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. Author manuscript; available in PMC: 2020 Aug 11.
Published in final edited form as: Cell. 2019 Oct 31;179(4):964–983.e31. doi: 10.1016/j.cell.2019.10.007

KEY RESOURCES TABLE

REAGENT or RESOURCE SOURCE IDENTIFIER
Antibodies
Mouse monoclonal anti-CD8 (C8/144B) Cellmarque Catalog #108M-96; RRID: AB_1158208
Rabbit monoclonal anti-CD4 (SP35) Roche Catalog #790-4423
Liquid Concentrated Monoclonal Antibody anti-CD163 Leica Biosystems Catalog #NCL-L-163; RRID: AB_2756375
Biological Samples
Primary tumor samples See Experimental Model and Subject Details N/A
Chemicals, Peptides, and Recombinant Proteins
Aprotinin Sigma Catalog: A6103
Leupeptin Roche Catalog: 11017101001
Phenylmethylsulfonyl fluoride Sigma Catalog:93482
Sodium fluoride Sigma Catalog: S7920
Phosphatase Inhibitor Cocktail 2 Sigma Catalog: P5726
Phosphatase Inhibitor Cocktail 3 Sigma Catalog: P0044
Urea Sigma Catalog: U0631
Tris(hydroxymethyl)aminomethane Invitrogen Catalog: AM9855G
Ethylenediaminetetraacetic acid Sigma Catalog: E7889
Sodium chloride Santa Cruz Biotechnology Catalog: sc-295833
PUGNAc Sigma Catalog: A7229
Dithiothretiol ThermoFisher Scientific Catalog: 20291
Iodoacetamide ThermoFisher Scientific Catalog: A3221
Sequencing grade modified trypsin Promega Catalog: V511X
Lysyl endopeptidase, aass spectrometry grade Wako Chemicals Catalog: 125-05061
Formic acid Fisher Chemical Catalog: A117-50
Reversed-phase C18 SepPak Waters Catalog: WAT054925
4-(2-hydroxyethyl)-1-piperazineethanesulfonic acid Alfa Aesar Catalog: J63218
Tandem mass tags – 10plex ThermoFisher Scientific Catalog: 90110
Trifluoroacetic acid Sigma Catalog: 302031
Ammonium Hydroxide solution Sigma Catalog: 338818
Hydroxylamine solution Aldrich Catalog: 467804
Ni-NTA agarose beads QIAGEN Catalog: 30410
Iron (III) chloride Sigma Catalog:451649
iVIEW DAB Detection Kit Roche Catalog: 760-091
Bond Polymer Refine Detection Kit Leica Biosystems Catalog: DS9800
Critical Commercial Assays
TruSeq Stranded Total RNA Library Prep Kit with Ribo-Zero Gold Illumina Catalog: RS-122-2301
Infinium MethylationEPIC Kit Illumina Catalog: WG-317-1003
Nextera DNA Exosome Kit Illumina Catalog: 20020617
KAPA Hyper Prep Kit, PCR-free Roche Catalog: 07962371001
BCA Protein Assay Kit ThermoFisher Scientific Catalog: 23225
Deposited Data
PhosphoSitePlus Hornbeck et al., 2015 https://www.phosphosite.org
GTEx Ardlie et al., 2015 https://gtexportal.org/home/
TCGA - ccRCC Creighton et al., 2013 https://portal.gdc.cancer.gov/
Software and Algorithms
methylationArrayAnalysis (version 3.9) Maksimovic et al., 2016 https://master.bioconductor.org/packages/release/workflows/html/methylationArrayAnalysis.html
Illumina EPIC methylation array (3.9) Fortin et al., 2017 https://bioconductor.org/packages/release/data/annotation/html/IlluminaHumanMethylationEPICanno.ilm10b2.hg19.html
VarDict Lai et al., 2016 https://github.com/AstraZeneca-NGS/VarDict
Strelka2 Kim et al., 2018 https://github.com/Illumina/strelka
MUTECT2 Cibulskis et al., 2013 https://software.broadinstitute.org/gatk/documentation/tooldocs/3.8-0/org_broadinstitute_gatk_tools_walkers_cancer_m2_MuTect2.php
VarScan2.3.8 Koboldt et al., 2012 http://varscan.sourceforge.net
Pindel0.2.5 Ye et al., 2009 http://gmt.genome.wustl.edu/packages/pindel/
CNVEX Marcin Cieslik Lab https://github.com/mctp/cnvex
CRISP Marcin Cieslik Lab https://github.com/mcieslik-mctp/crisp-build
Proteowizard Kessner et al., 2008 http://proteowizard.sourceforge.net/
MSFragger Kong et al., 2017 https://msfragger.nesvilab.org/
Philosopher Alexey Nesvizhskii Lab https://philosopher.nesvilab.org/
PeptideProphet Keller et al., 2002 http://peptideprophet.sourceforge.net/
ProteinProphet Nesvizhskii et al., 2003 http://proteinprophet.sourceforge.net/prot-proph.pdf
PTMProphet Deutsch et al., 2015 http://www.tppms.org/tools/ptm/
TMT-Integrator Alexey Nesvizhskii Lab https://github.com/Nesvilab/TMT-Integrator
DIA-Umpire Tsou et al., 2015 https://github.com/Nesvilab/DIA-Umpire
msproteomicstools http://msproteomicstools.roestlab.org/ https://github.com/msproteomicstools
ComBat (v3.20.0) Johnson et al., 2007 https://bioconductor.org/packages/release/bioc/html/sva.html
DreamAI Pei Wang Lab https://github.com/WangLab-MSSM/DreamAI
GISTIC2.0 Mermel et al., 2011 ftp://ftp.broadinstitute.org/pub/GISTIC2.0/GISTIC_2_0_23.tar.gz
iProFun Song et al., 2019 https://github.com/WangLab-MSSM/iProFun
ESTIMATE Yoshihara et al., 2013 https://bioinformatics.mdanderson.org/public-software/estimate/
WebGestaltR Wang et al., 2017 http://www.webgestalt.org/
Joint Random Forest Petralia et al., 2016 https://github.com/WangLab-MSSM/ptmJRF
GSVA Hänzelmann et al., 2013 https://bioconductor.org/packages/release/bioc/html/GSVA.html
TCGAbiolinks Colaprico et al., 2016 http://bioconductor.org/packages/release/bioc/html/TCGAbiolinks.html
Cytoscape Shannon et al., 2003 https://cytoscape.org/
TSNet Petralia et al., 2018 https://github.com/WangLab-MSSM/TSNet
xCell Aran et al., 2017 http://xcell.ucsf.edu/
CPTAC Network Exploration Portal Pei Wang Lab http://ccrcc.cptac-network-view.org/
CPTAC Data Viewer Pei Wang Lab http://ccrcc.cptac-data-view.org/
iCAVE Liluashvili et al., 2017 http://labs.icahn.mssm.edu/gumuslab/software
MODMatcher Yoo et al., 2014 https://github.com/integrativenetworkbiology/Modmatcher
ConsensusClusterPlus Monti et al., 2003; Wilkerson and Hayes, 2010 http://bioconductor.org/packages/release/bioc/html/CancerSubtypes.html
OmicsX Pan et al., 2019 http://bioinfo.wilmer.jhu.edu/OmicsX/
Omic-Sig Lih et al., 2019 https://github.com/hzhangjhu/Omic-Sig
OmicsOne Hu et al., 2019 https://github.com/HuiZhangLab-JHU/OmicsOne
pyQUILTS (v1.0) Ruggles et al., 2016 http://openslice.fenyolab.org/cgi-bin/pyquilts_cgi.pl
MS-GF+ Kim and Pevzner, 2014 https://github.com/MSGFPlus/msgfplus
NeoFlow Bing Zhang Lab https://github.com/bzhanglab/neoflow
netMHCpan Jurtz et al., 2017 http://www.cbs.dtu.dk/services/NetMHCpan/
Optitype Szolek et al., 2014 https://github.com/FRED-2/OptiType
Customprodbj Bing Zhang Lab https://github.com/bzhanglab/customprodbj
PDV Li et al., 2019 https://github.com/wenbostar/PDV
PeoQuery Wen et al., 2019 http://pepquery.org