| Antibodies |
|
| CD8a (RPA-T8) – purified |
Biolegend |
Cat# 301002 |
| CD64 (10.1) – purified |
Biolegend |
Cat# 305002 |
| CD38 (HIT2) – purified |
Biolegend |
Cat# 303502 |
| CD68 (Y1/82A) – purified |
Biolegend |
Cat# 333802 |
| CD36 (5-271) – purified |
Biolegend |
Cat# 336215 |
| CD71 (CY1G4) – purified |
Biolegend |
Cat# 334102 |
| CD20 (H1(FB1)) – purified |
Becton Dickinson |
Cat# 555677 |
| CD206 (15-2) – purified |
Biolegend |
Cat# 321112 |
| CD13 (WM15) – purified |
Biolegend |
Cat# 301702 |
| CD204 (351615) – purified |
R&D Systems |
Cat# MAB2708 |
| CD123 (6H6) – purified |
Biolegend |
Cat# 306002 |
| CD11b (M1/70) – purified |
Biolegend |
Cat# 101202 |
| CD40 (5c3) – purified |
eBioscience |
Cat# 14-0409 |
| Slamf7 (162.1) – purified |
Biolegend |
Cat# 331802 |
| CD273/PD-L2 (MIH18) – purified |
Biolegend |
Cat# 345502 |
| Neuropilin/CD304 (446921) – purified |
R&D Systems |
Cat# MAB38701 |
| CD82 (ASL-24) – purified |
Biolegend |
Cat# 342102 |
| CD274/PD-L1 (130021) – purified |
R&D Systems |
Cat# MAB1561 |
| CD274/PD-L1 (E1L3N) – purified |
Cell Signaling Technologies |
Cat# 13684S |
| CD119 (GIR-208) – purified |
Biolegend |
Cat# 308604 |
| CXCR4 (12G5) – purified |
Biolegend |
Cat# 306502 |
| CD279/PD-1 (EH12.2H7) – purified |
Biolegend |
Cat# 329902 |
| CD7 (M-T701) – purified |
Becton Dickinson |
Cat# 555359 |
| CD4 (RPA-T4) – purified |
Biolegend |
Cat# 300516 |
| CD32 (FUN-2) – purified |
Biolegend |
Cat# 303202 |
| CD16 (3G8) – purified |
Biolegend |
Cat# 302002 |
| CD14 (RMO52) – purified |
Beckman Coulter |
Cat# IM2580U |
| CD163 (GHI/61) – purified |
Biolegend |
Cat# 333602 |
| CD169 (7-239) – purified |
Biolegend |
Cat# 346002 |
| CD86 (233(FUN-1)) – purified |
Becton Dickinson |
Cat# 555655 |
| HLA-ABC (W6/32) – purified |
Biolegend |
Cat# 311402 |
| CD81 (5A6) – purified |
Biolegend |
Cat# 349502 |
| CD88 (S5/1) – purified |
Biolegend |
Cat# 344302 |
| HLA-DR (L243) – purified |
Biolegend |
Cat# 307602 |
| CD54 (HA58) – purified |
Biolegend |
Cat# 353102 |
| CD15 (HI98) – purified |
Biolegend |
Cat# 301902 |
| CD80 (2D10) – purified |
Biolegend |
Cat# 305202 |
| CD28 (CD28.2) – purified |
eBioscience |
Cat# 16-0289 |
| Tim-3 (F38-2E2) – purified |
Biolegend |
Cat# 345035 |
| LAG-3 (333210) – purified |
R&D Systems |
Cat# MAB23193 |
| CTLA-4 (L3D10) – purified |
Biolegend |
Cat# 349902 |
| CD278/ICOS (C398.4A) – purified |
Biolegend |
Cat# 313502 |
| CD134/OX40 (Ber-ACT35) – purified |
Biolegend |
Cat# 350002 |
| 4-1BB ((4B4-1) – purified |
Biolegend |
Cat# 309802 |
| GITR (621) – purified |
Biolegend |
Cat# 311602 |
| CD3 (UCHT1) – purified |
Biolegend |
Cat# 300402 |
| CD25 (M-A251) – purified |
Biolegend |
Cat# 356102 |
| Ki-67 (8D5) – purified |
Cell Signaling Technologies |
Cat# 9449 |
| CD45 (HI30) – purified |
Biolegend |
Cat# 304002 |
| CD45RA (HI100) – purified |
Biolegend |
Cat# 304102 |
| CD11c (Bu15) – purified |
Biolegend |
Cat# 337221 |
| CD127 (A019D5) – purified |
Biolegend |
Cat# 351302 |
| Foxp3 (PCH101) - Dy162 |
Fluidigm |
Cat# 3162011A |
| CD197/CCR7 (G043H7) - Sm159 |
Fluidigm |
Cat# 3159003A |
| CD38 (EPR4106) – purified |
Abcam |
Cat# ab176886 |
| Foxp3 (236A/E7) – purified |
eBioscience |
Cat# 14-4777-82 |
| PD-1 (D4W2J) – purified |
Cell Signaling |
Cat# 86163S |
| CD8 (4B11) – purified |
Bio-Rad |
Cat# MCA1817T |
| Anti-mouse IgG1, 2a, 3 (Fc fragment) - HRP |
Jackson Immuno |
Cat# 115-035-164 |
| anti-goat IgG (H+L) - HRP |
SantaCruz |
Cat# sc-2020 |
| anti-rabbit IgG (minimal x-reactivity) - HRP |
Biolegend |
Cat# 406401 |
|
| Biological Samples |
|
| Buffy Coat |
Zurich Blood Transfusion Service |
N/A |
| Clear cell renal cell carcinoma samples |
University Health Network (UHN) Biospecimen Sciences Program and the Cooperative Health Tissue Network (CHTN) |
N/A |
|
| Chemicals, Peptides, and Recombinant Proteins |
|
| M-CSF |
PeproTech |
Cat# 300-25 |
| LPS |
Sigmal Aldrich |
Cat# L2654 |
| IL10 |
Peprotech |
Cat# 200-10 |
| Ovalbumin |
Sigma Aldrich |
Cat# C6534 |
| α-chicken |
Sigma Aldrich |
Cat# A5503 |
| Paraformaldehyde |
Electron Microscopy Sciences |
Cat# 15710 |
| Alexa Fluor 700 NHS Ester |
Molecular Probes |
Cat# 20010 |
| Alexa Fluor 750 NHS Ester |
Molecular Probes |
Cat# 20011 |
| Monocyte isolation Kit |
Miltenyi Biotech |
Cat# 130-096-537 |
| Bromoacetamidobenzyl-EDTA (BABE) |
Dojindo Laboratories |
Cat# B437-10 |
| Maleimido mono amide DOTA (mDOTA) |
Macrocyclics |
Cat# B-272 |
| Cisplatin |
Fluidigm |
Cat# 201064 |
| Iridium |
Fluidigm |
Cat# 201192A |
| Maxpar X8 Multimetal labeling kit |
Fluidigm |
Cat# 201300 |
| Lanthanide (III) metal isotopes as chloride salts |
Fluidigm |
N/A |
| FcR Blocking Reagent, human |
Miltenyi Biotech |
Cat# 130-059-901 |
| Zombie NIR dye |
Biolegend |
Cat# 423105 |
| Trilogy buffer |
CellMarque |
Cat# 920P-04 |
|
| Critical Commercial Assays |
|
| LEGENDScreen Human Cell Screening (PE) Kit |
Biolegend |
cat # 700001 |
| SMARTer Stranded Total RNA-Seq Kit - Pico Input Mammalian |
ThermoFischer |
Cat# KIT0204 |
| High Sensitivity NGS Fragment Analysis Kit |
Advanced Analytical |
Cat# DNF-474 |
| Opal 7-Color Fluorescent IHC Kit |
PerkinElmer |
Cat# OP7DS1001KT |
|
| Deposited Data |
|
| RNA-sequencing data |
This paper |
ArrayExpress: E-MTAB-5640
|
| Mass cytometry data |
This paper |
https://premium.cytobank.org/cytobank/projects/875 |
|
| Software and Algorithms |
|
| FlowJo v10.0.7 |
N/A |
https://www.flowjo.com/ |
| Cytobank |
Kotecha et al., 2010 |
https://www.cytobank.org/ |
| Concatenation tool |
Cytobank |
https://support.cytobank.org/hc/en-us/articles/206336147-FCS-file-concatenation-tool |
| Normalizer |
Finck et al., 2013 |
https://github.com/nolanlab/bead-normalization/releases |
| Single cell debarcoder |
Zunder et al., 2015 |
https://github.com/nolanlab/single-cell-debarcoder |
| t-SNE |
van der Maaten and Hinton, 2008 |
https://github.com/jkrijthe/Rtsne |
| PhenoGraph |
Levine et al., 2015 |
https://github.com/jacoblevine/PhenoGraph |
| Diffusion map |
Angerer et al., 2016 |
https://cran.r-project.org/web/packages/diffusionMap/index.html |
| Correspondence Analysis |
Härdle and Simar, 2003 |
https://gist.github.com/jacoblevine/2e91ff5ccad671d4ba716c3f941ec296 |
| Lifelines |
Davidson-Pilon, 2016 |
https://github.com/CamDavidsonPilon/lifelines/ |
| Survival (R package) |
N/A |
https://cran.r-project.org/web/packages/survival/index.html |
| STAR 2.5.2b |
Dobin et al., 2013 |
https://github.com/alexdobin/STAR |
| fastq-screen 0.9.5 |
N/A |
http://www.bioinformatics.babraham.ac.uk/projects/fastq_screen/ |
| QuasR 1.14.0 |
Gaidatzis et al., 2015 |
http://bioconductor.org/packages/release/bioc/html/QuasR.html |
| edgeR 3.16.5 |
Robinson et al., 2010 |
https://bioconductor.org/packages/release/bioc/html/edgeR.html |
| R 3.3.2 |
R Development Core Team, 2015 |
https://www.R-project.org |