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. Author manuscript; available in PMC: 2022 Aug 10.
Published in final edited form as: Cancer Cell. 2021 Jul 29;39(8):1062–1080. doi: 10.1016/j.ccell.2021.07.004

Table 1 -.

High dimensional gene and protein expression technologies and application in human cancer studies.

Technology Reference Cancer Type Tissue Cell types profiled Therapy
Tumor Adj. normal Lymph node Blood Immune Tumor Stromal
Single-cell proteomics CyTOF Gadalla et al. 2019 Ovarian, melanoma, breast -
Subrahmanyam et al. 2018 Melanoma Anti-CTLA4, anti-PD-1
Krieg et al. 2018 Melanoma Anti-PD-1
Wu et al. 2020 Pancreatic GVAX, anti-CTLA4
Single-cell transcriptomics scRNAseq Nagaoka et al. 2020 Gastric Anti-PD-1, anti-IL-17
Kieffer et al. 2020 Breast -
Schelker at al. 2017 Ovarian -
Peng et al. 2019 Pancreatic -
Patel et al. 2014 Glioblastoma -
Tirosh et al. 2016 Melanoma -
Ma et al. 2019 Hepatocellular, Cholangiocarcinoma Anti-CTLA4, anti-PD-1
Bernard et al. 2019 Pancreatic -
Schlesinger et al. 2020 Pancreatic -
Sun et al. 2021 Hepatocellular -
Davidson et al. 2020 Melanoma -
Savas et al. 2018 Breast -
Zheng et al. 2017 Hepatocellular -
Guo et al. 2018 NSCLC -
Sade-Feldman et al. 2018 Melanoma Anti-CTLA4, anti-PD-1
Spatial proteomics MIBI Angelo et al. 2014 Breast -
Keren et al. 2019 Breast -
IMC Giesen et al. 2014 Breast -
Jackson et al. 2020 Breast -
Xiang et al. 2020 NSCLC -
Ho et al. 2020 Hepatocellular carcinoma Cabozantinib, anti-PD-1
CODEX Schürch et al. 2020 Colorectal -
MxIF Yan et al. 2019 Melanoma -
Spatial transcriptomics Spatial transcriptomics Moncada et al. 2020 Pancreatic -
Multi-omics CITE-seq, scRNAseq Cadot et al. 2020 Leukemia (CLL) Ibrutinib
CyTOF, scRNAseq Gubin et al. 2018 * Sarcoma anti-CTLA4, anti-PD-1
scRNAseq, TCR, CyCIF Yost et al. 2019 Basal cell Anti-PD-1
Azizi et al. 2018 Breast cancer -
Jerby-Arnon et al. 2018 Melanoma Anti-PD-1
Wu et al. 2020 NSCLC, endometrial, colorectal, renal -
scRNAseq, spatial transcriptomics, MIBI Ji et al. 2020 Squamous cell -
scRNAseq, IMC Aoki et al. 2020 Hodgkin lymphoma -