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1.
Nat Med ; 28(2): 353-362, 2022 02.
Article En | MEDLINE | ID: mdl-35027754

Severe immune-related adverse events (irAEs) occur in up to 60% of patients with melanoma treated with immune checkpoint inhibitors (ICIs). However, it is unknown whether a common baseline immunological state precedes irAE development. Here we applied mass cytometry by time of flight, single-cell RNA sequencing, single-cell V(D)J sequencing, bulk RNA sequencing and bulk T cell receptor (TCR) sequencing to study peripheral blood samples from patients with melanoma treated with anti-PD-1 monotherapy or anti-PD-1 and anti-CTLA-4 combination ICIs. By analyzing 93 pre- and early on-ICI blood samples and 3 patient cohorts (n = 27, 26 and 18), we found that 2 pretreatment factors in circulation-activated CD4 memory T cell abundance and TCR diversity-are associated with severe irAE development regardless of organ system involvement. We also explored on-treatment changes in TCR clonality among patients receiving combination therapy and linked our findings to the severity and timing of irAE onset. These results demonstrate circulating T cell characteristics associated with ICI-induced toxicity, with implications for improved diagnostics and clinical management.


Immune Checkpoint Inhibitors , Melanoma , Humans , Immune Checkpoint Inhibitors/adverse effects , Melanoma/drug therapy , Retrospective Studies , T-Lymphocytes
2.
Cancer Cell ; 39(10): 1422-1437.e10, 2021 10 11.
Article En | MEDLINE | ID: mdl-34597589

Biological heterogeneity in diffuse large B cell lymphoma (DLBCL) is partly driven by cell-of-origin subtypes and associated genomic lesions, but also by diverse cell types and cell states in the tumor microenvironment (TME). However, dissecting these cell states and their clinical relevance at scale remains challenging. Here, we implemented EcoTyper, a machine-learning framework integrating transcriptome deconvolution and single-cell RNA sequencing, to characterize clinically relevant DLBCL cell states and ecosystems. Using this approach, we identified five cell states of malignant B cells that vary in prognostic associations and differentiation status. We also identified striking variation in cell states for 12 other lineages comprising the TME and forming cell state interactions in stereotyped ecosystems. While cell-of-origin subtypes have distinct TME composition, DLBCL ecosystems capture clinical heterogeneity within existing subtypes and extend beyond cell-of-origin and genotypic classes. These results resolve the DLBCL microenvironment at systems-level resolution and identify opportunities for therapeutic targeting (https://ecotyper.stanford.edu/lymphoma).


Ecosystem , Lymphoma, Large B-Cell, Diffuse/genetics , Tumor Microenvironment/genetics , Humans , Prognosis
3.
Nat Commun ; 8: 14802, 2017 04 05.
Article En | MEDLINE | ID: mdl-28378740

CD47 is a cell surface molecule that inhibits phagocytosis of cells that express it by binding to its receptor, SIRPα, on macrophages and other immune cells. CD47 is expressed at different levels by neoplastic and normal cells. Here, to reveal mechanisms by which different neoplastic cells generate this dominant 'don't eat me' signal, we analyse the CD47 regulatory genomic landscape. We identify two distinct super-enhancers (SEs) associated with CD47 in certain cancer cell types. We show that a set of active constituent enhancers, located within the two CD47 SEs, regulate CD47 expression in different cancer cell types and that disruption of CD47 SEs reduces CD47 gene expression. Finally we report that the TNF-NFKB1 signalling pathway directly regulates CD47 by interacting with a constituent enhancer located within a CD47-associated SE specific to breast cancer. These results suggest that cancers can evolve SE to drive CD47 overexpression to escape immune surveillance.


Breast Neoplasms/metabolism , CD47 Antigen/physiology , Enhancer Elements, Genetic , Inflammation Mediators/metabolism , Inflammation/metabolism , Signal Transduction , Up-Regulation , Animals , Breast Neoplasms/pathology , CD47 Antigen/genetics , Down-Regulation , Female , Gene Expression Regulation, Neoplastic , Humans , Mice , NF-kappa B p50 Subunit/metabolism , Phagocytosis , Protein Binding , Tumor Necrosis Factor-alpha/metabolism
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