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1.
bioRxiv ; 2023 Oct 27.
Article En | MEDLINE | ID: mdl-37961527

Gliomas are incurable malignancies notable for an immunosuppressive microenvironment with abundant myeloid cells whose immunomodulatory properties remain poorly defined. Here, utilizing scRNA-seq data for 183,062 myeloid cells from 85 human tumors, we discover that nearly all glioma-associated myeloid cells express at least one of four immunomodulatory activity programs: Scavenger Immunosuppressive, C1Q Immunosuppressive, CXCR4 Inflammatory, and IL1B Inflammatory. All four programs are present in IDH1 mutant and wild-type gliomas and are expressed in macrophages, monocytes, and microglia whether of blood or resident myeloid cell origins. Integrating our scRNA-seq data with mitochondrial DNA-based lineage tracing, spatial transcriptomics, and organoid explant systems that model peripheral monocyte infiltration, we show that these programs are driven by microenvironmental cues and therapies rather than myeloid cell type, origin, or mutation status. The C1Q Immunosuppressive program is driven by routinely administered dexamethasone. The Scavenger Immunosuppressive program includes ligands with established roles in T-cell suppression, is induced in hypoxic regions, and is associated with immunotherapy resistance. Both immunosuppressive programs are less prevalent in lower-grade gliomas, which are instead enriched for the CXCR4 Inflammatory program. Our study provides a framework to understand immunomodulatory myeloid cells in glioma, and a foundation to develop more effective immunotherapies.

2.
Nature ; 618(7966): 834-841, 2023 Jun.
Article En | MEDLINE | ID: mdl-37286599

Tumours most often arise from progression of precursor clones within a single anatomical niche. In the bone marrow, clonal progenitors can undergo malignant transformation to acute leukaemia, or differentiate into immune cells that contribute to disease pathology in peripheral tissues1-4. Outside the marrow, these clones are potentially exposed to a variety of tissue-specific mutational processes, although the consequences of this are unclear. Here we investigate the development of blastic plasmacytoid dendritic cell neoplasm (BPDCN)-an unusual form of acute leukaemia that often presents with malignant cells isolated to the skin5. Using tumour phylogenomics and single-cell transcriptomics with genotyping, we find that BPDCN arises from clonal (premalignant) haematopoietic precursors in the bone marrow. We observe that BPDCN skin tumours first develop at sun-exposed anatomical sites and are distinguished by clonally expanded mutations induced by ultraviolet (UV) radiation. A reconstruction of tumour phylogenies reveals that UV damage can precede the acquisition of alterations associated with malignant transformation, implicating sun exposure of plasmacytoid dendritic cells or committed precursors during BPDCN pathogenesis. Functionally, we find that loss-of-function mutations in Tet2, the most common premalignant alteration in BPDCN, confer resistance to UV-induced cell death in plasmacytoid, but not conventional, dendritic cells, suggesting a context-dependent tumour-suppressive role for TET2. These findings demonstrate how tissue-specific environmental exposures at distant anatomical sites can shape the evolution of premalignant clones to disseminated cancer.


Cell Transformation, Neoplastic , Dendritic Cells , Leukemia, Myeloid, Acute , Skin Neoplasms , Skin , Ultraviolet Rays , Humans , Bone Marrow Cells/metabolism , Bone Marrow Cells/pathology , Bone Marrow Cells/radiation effects , Cell Death/radiation effects , Cell Lineage/genetics , Cell Lineage/radiation effects , Cell Transformation, Neoplastic/genetics , Cell Transformation, Neoplastic/pathology , Cell Transformation, Neoplastic/radiation effects , Clone Cells/metabolism , Clone Cells/pathology , Clone Cells/radiation effects , Dendritic Cells/metabolism , Dendritic Cells/pathology , Dendritic Cells/radiation effects , Leukemia, Myeloid, Acute/etiology , Leukemia, Myeloid, Acute/genetics , Leukemia, Myeloid, Acute/pathology , Mutation/radiation effects , Organ Specificity , Single-Cell Gene Expression Analysis , Skin Neoplasms/etiology , Skin Neoplasms/genetics , Skin Neoplasms/pathology , Ultraviolet Rays/adverse effects , Skin/pathology , Skin/radiation effects
3.
Nat Biotechnol ; 40(7): 1030-1034, 2022 07.
Article En | MEDLINE | ID: mdl-35210612

The combination of single-cell transcriptomics with mitochondrial DNA variant detection can be used to establish lineage relationships in primary human cells, but current methods are not scalable to interrogate complex tissues. Here, we combine common 3' single-cell RNA-sequencing protocols with mitochondrial transcriptome enrichment to increase coverage by more than 50-fold, enabling high-confidence mutation detection. The method successfully identifies skewed immune-cell expansions in primary human clonal hematopoiesis.


DNA, Mitochondrial , High-Throughput Nucleotide Sequencing , DNA, Mitochondrial/genetics , High-Throughput Nucleotide Sequencing/methods , Humans , Mitochondria/genetics , Mutation , Sequence Analysis, RNA , Single-Cell Analysis
4.
Cell ; 176(6): 1265-1281.e24, 2019 03 07.
Article En | MEDLINE | ID: mdl-30827681

Acute myeloid leukemia (AML) is a heterogeneous disease that resides within a complex microenvironment, complicating efforts to understand how different cell types contribute to disease progression. We combined single-cell RNA sequencing and genotyping to profile 38,410 cells from 40 bone marrow aspirates, including 16 AML patients and five healthy donors. We then applied a machine learning classifier to distinguish a spectrum of malignant cell types whose abundances varied between patients and between subclones in the same tumor. Cell type compositions correlated with prototypic genetic lesions, including an association of FLT3-ITD with abundant progenitor-like cells. Primitive AML cells exhibited dysregulated transcriptional programs with co-expression of stemness and myeloid priming genes and had prognostic significance. Differentiated monocyte-like AML cells expressed diverse immunomodulatory genes and suppressed T cell activity in vitro. In conclusion, we provide single-cell technologies and an atlas of AML cell states, regulators, and markers with implications for precision medicine and immune therapies. VIDEO ABSTRACT.


Leukemia, Myeloid, Acute/genetics , Transcriptome/genetics , Adult , Base Sequence/genetics , Bone Marrow , Bone Marrow Cells/cytology , Cell Line, Tumor , Disease Progression , Female , Genotype , Humans , Leukemia, Myeloid, Acute/immunology , Leukemia, Myeloid, Acute/physiopathology , Machine Learning , Male , Middle Aged , Mutation , Prognosis , RNA , Signal Transduction , Single-Cell Analysis/methods , Tumor Microenvironment , Exome Sequencing/methods
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