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1.
Science ; 376(6592): eabi8175, 2022 04 29.
Article in English | MEDLINE | ID: mdl-35482859

ABSTRACT

Establishing causal relationships between genetic alterations of human cancers and specific phenotypes of malignancy remains a challenge. We sequentially introduced mutations into healthy human melanocytes in up to five genes spanning six commonly disrupted melanoma pathways, forming nine genetically distinct cellular models of melanoma. We connected mutant melanocyte genotypes to malignant cell expression programs in vitro and in vivo, replicative immortality, malignancy, rapid tumor growth, pigmentation, metastasis, and histopathology. Mutations in malignant cells also affected tumor microenvironment composition and cell states. Our melanoma models shared genotype-associated expression programs with patient melanomas, and a deep learning model showed that these models partially recapitulated genotype-associated histopathological features as well. Thus, a progressive series of genome-edited human cancer models can causally connect genotypes carrying multiple mutations to phenotype.


Subject(s)
Melanoma , Skin Neoplasms , Humans , Melanocytes/metabolism , Melanoma/pathology , Mutation , Skin Neoplasms/genetics , Skin Neoplasms/pathology , Tumor Microenvironment/genetics
2.
Nat Biotechnol ; 38(6): 737-746, 2020 06.
Article in English | MEDLINE | ID: mdl-32341560

ABSTRACT

The scale and capabilities of single-cell RNA-sequencing methods have expanded rapidly in recent years, enabling major discoveries and large-scale cell mapping efforts. However, these methods have not been systematically and comprehensively benchmarked. Here, we directly compare seven methods for single-cell and/or single-nucleus profiling-selecting representative methods based on their usage and our expertise and resources to prepare libraries-including two low-throughput and five high-throughput methods. We tested the methods on three types of samples: cell lines, peripheral blood mononuclear cells and brain tissue, generating 36 libraries in six separate experiments in a single center. To directly compare the methods and avoid processing differences introduced by the existing pipelines, we developed scumi, a flexible computational pipeline that can be used with any single-cell RNA-sequencing method. We evaluated the methods for both basic performance, such as the structure and alignment of reads, sensitivity and extent of multiplets, and for their ability to recover known biological information in the samples.


Subject(s)
Sequence Analysis, RNA/methods , Single-Cell Analysis/methods , Software , Animals , Brain/cytology , Cells, Cultured , Humans , Leukocytes, Mononuclear/cytology , Mice
5.
Cell ; 166(6): 1500-1511.e9, 2016 Sep 08.
Article in English | MEDLINE | ID: mdl-27610572

ABSTRACT

Reversing the dysfunctional T cell state that arises in cancer and chronic viral infections is the focus of therapeutic interventions; however, current therapies are effective in only some patients and some tumor types. To gain a deeper molecular understanding of the dysfunctional T cell state, we analyzed population and single-cell RNA profiles of CD8(+) tumor-infiltrating lymphocytes (TILs) and used genetic perturbations to identify a distinct gene module for T cell dysfunction that can be uncoupled from T cell activation. This distinct dysfunction module is downstream of intracellular metallothioneins that regulate zinc metabolism and can be identified at single-cell resolution. We further identify Gata-3, a zinc-finger transcription factor in the dysfunctional module, as a regulator of dysfunction, and we use CRISPR-Cas9 genome editing to show that it drives a dysfunctional phenotype in CD8(+) TILs. Our results open novel avenues for targeting dysfunctional T cell states while leaving activation programs intact.


Subject(s)
CD8-Positive T-Lymphocytes/pathology , Lymphocyte Activation/genetics , Lymphocyte Activation/immunology , Lymphocytes, Tumor-Infiltrating/immunology , Lymphocytes, Tumor-Infiltrating/pathology , Animals , CD8-Positive T-Lymphocytes/immunology , CRISPR-Cas Systems , Carcinogenesis/genetics , Carcinogenesis/immunology , Female , GATA3 Transcription Factor/metabolism , Gene Expression Profiling , Gene Expression Regulation, Neoplastic/genetics , Humans , Melanoma/immunology , Melanoma/physiopathology , Metallothionein/deficiency , Mice , Mice, Inbred BALB C , Mice, Inbred C57BL
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