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. Author manuscript; available in PMC: 2020 Dec 1.
Published in final edited form as: Oral Oncol. 2019 Nov 2;99:104441. doi: 10.1016/j.oraloncology.2019.104441

Table 5.

Studies that use single-cell sequencing to characterize human tumors

Study Malignancy Single-cell Technology Key Findings
Puram et al 2017 HNSCC scRNA-seq • Classified HNSCC to 3 subtypes: basal-mesenchymal, classical, atypical
• p-EMT program at tumor edge with CAF-TGFβ signaling
• p-EMT program recapitulated in LNs
• Higher p-EMT score associated with worse prognosis
Cyril Neftel et al 2019 GBM scRNA-seq • Four cellular states drive glioblastoma malignant cells heterogeneity
• In vivo single-cell lineage tracing supports plasticity between these four states
• Genetics and the microenvironment influence the frequency of cells in each state
• TCGA subtypes reflect the highest-frequency malignant states and the microenvironment
Mariella G. Filbin et al 2018 GBM scRNA-seq • Gliomas with histone H3 lysine27-to-methionine mutations primarily contain cells that resemble oligodendrocyte precursor cells (OPC-like), whereas more differentiated malignant cells are a minority
• OPC-like cells exhibit greater proliferation and tumor-propagating potential than their more differentiated counterparts and are at least in part sustained by PDGFRA signaling.
Andrew S Venteicher at al 2017 GBM scRNA-seq • differences in bulk expression profiles between IDH-A and IDH-O are primarily explained by the impact of signature genetic events and TME composition, but not by distinct expression programs of glial lineages in the malignant cells.
• higher-grade tumors present enhanced proliferation, larger pools of undifferentiated glioma cells, and an increase in macrophage over microglia programs in the TME
Patel et al 2014 GBM scRNA-seq • Each tumor expressed at least 2 signatures of subtypes previously believed to be exclusive based on WES
Casasent et al 2018 BrCa scDNA-seq
TSCS
• Genome evolution occurred in ducts prior to invasion from single clone(s)
• Multiple clones able to invade independently
Kim et al 2018 TNBC scDNA-seq
scRNA-seq
• Treatment-resistant tumors harbored resistant clones that were undetectable with WES but detectable on single-cell level prior to initiation of chemotherapy
• Transcriptional changes within treatment resistant samples identified throughout course of treatment
Guo et al 2018 Lung scRNA-seq • Identified “pre-exhausted” T cells
• Patients with high ratio of “pre-exhausted” to exhausted T cells had improved prognosis
Yost et al 2019 BCC/cuSCC scRNA-seq
TCR-seq
• Included patients before/after anti-PD-1 therapy
• Clonal expansion of CD8+ T cells with novel clonotypes not present in pre-treatment tissue samples
Jerby-Arnon et al 2018 Melanoma scRNA-seq • Identified ICI resistance program associated with T cell exclusion and immune evasion
• Resistance program predicted clinical response to anti-PD-1 therapy in independent 112 patient cohort
Sade-Feldman et al 2018 Melanaoma scRNA-seq • Two distinct states of CD8+ T cells were identified and relative proportion of each was linked to regression or progression after ICI
• TCF7 expression in CD8+ T cells predictive of ICI response in independent cohort
Peter van Glen et al 2019 AML scRNA-seq • Variable cell-type composition of AML correlates to genetics and outcome
• Primitive AML cells aberrantly co-express stemness and myeloid priming genes
• Differentiated AML cells express immunomodulatory factors and suppress T cells
Li et al 2017 CRC scRNA-seq • Defined 2 subtypes of CAFs in tumor samples
• EMT-related genes upregulated in CAF subpopulations
• Improved prognostication based on single-cell expression compared to subtypes based on bulk transcriptomics
Leung et al 2017 CRC scDNA-seq • Supported linear theory of metastases in progression toward liver metastasis
• One patient with two distinct metastatic sites able to be traced to separate mutation events in primary tumor through phylogenetic analysis

BCC: basal cell carcinoma; BrCa: breast cancer; CAF: cancer-associated fibroblast; CRC: colorectal carcinoma; cuSCC: cutaneous squamous cell carcinoma; GBM: glioblastoma multiforme; HNSCC: head and neck squamous cell carcinoma; ICI: immune checkpoint inhibition; LN: lymph node; p-EMT: partial epithelial-to-mesenchymal transition; scDNA-seq: single cell DNA sequencing; scRNA-seq: single cell RNA sequencing; TCR-seq: T cell receptor sequencing; TNBC: triple negative breast cancer; TSCS: topographic single cell sequencing; WES: whole exome sequencing.