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1.
Cell ; 185(7): 1223-1239.e20, 2022 03 31.
Article in English | MEDLINE | ID: mdl-35290801

ABSTRACT

While CRISPR screens are helping uncover genes regulating many cell-intrinsic processes, existing approaches are suboptimal for identifying extracellular gene functions, particularly in the tissue context. Here, we developed an approach for spatial functional genomics called Perturb-map. We applied Perturb-map to knock out dozens of genes in parallel in a mouse model of lung cancer and simultaneously assessed how each knockout influenced tumor growth, histopathology, and immune composition. Moreover, we paired Perturb-map and spatial transcriptomics for unbiased analysis of CRISPR-edited tumors. We found that in Tgfbr2 knockout tumors, the tumor microenvironment (TME) was converted to a fibro-mucinous state, and T cells excluded, concomitant with upregulated TGFß and TGFß-mediated fibroblast activation, indicating that TGFß-receptor loss on cancer cells increased TGFß bioavailability and its immunosuppressive effects on the TME. These studies establish Perturb-map for functional genomics within the tissue at single-cell resolution with spatial architecture preserved and provide insight into how TGFß responsiveness of cancer cells can affect the TME.


Subject(s)
Neoplasms , Tumor Microenvironment , Animals , Clustered Regularly Interspaced Short Palindromic Repeats/genetics , Genomics , Mice , Neoplasms/genetics , Transforming Growth Factor beta/genetics
2.
Nat Immunol ; 22(7): 914-927, 2021 07.
Article in English | MEDLINE | ID: mdl-34099919

ABSTRACT

To better define the control of immune system regulation, we generated an atlas of microRNA (miRNA) expression from 63 mouse immune cell populations and connected these signatures with assay for transposase-accessible chromatin using sequencing (ATAC-seq), chromatin immunoprecipitation followed by sequencing (ChIP-seq) and nascent RNA profiles to establish a map of miRNA promoter and enhancer usage in immune cells. miRNA complexity was relatively low, with >90% of the miRNA compartment of each population comprising <75 miRNAs; however, each cell type had a unique miRNA signature. Integration of miRNA expression with chromatin accessibility revealed putative regulatory elements for differentially expressed miRNAs, including miR-21a, miR-146a and miR-223. The integrated maps suggest that many miRNAs utilize multiple promoters to reach high abundance and identified dominant and divergent miRNA regulatory elements between lineages and during development that may be used by clustered miRNAs, such as miR-99a/let-7c/miR-125b, to achieve distinct expression. These studies, with web-accessible data, help delineate the cis-regulatory elements controlling miRNA signatures of the immune system.


Subject(s)
Gene Expression Profiling , Immune System/metabolism , MicroRNAs/genetics , Promoter Regions, Genetic , Transcriptome , Animals , Cells, Cultured , Chromatin Immunoprecipitation , Computational Biology , Gene Expression Regulation, Developmental , Immune System/cytology , Immune System/immunology , Male , Mice , Mice, Inbred C57BL , Mice, Transgenic , MicroRNAs/metabolism , RNA-Seq
3.
Cell ; 175(4): 1141-1155.e16, 2018 11 01.
Article in English | MEDLINE | ID: mdl-30343902

ABSTRACT

CRISPR pools are being widely employed to identify gene functions. However, current technology, which utilizes DNA as barcodes, permits limited phenotyping and bulk-cell resolution. To enable novel screening capabilities, we developed a barcoding system operating at the protein level. We synthesized modules encoding triplet combinations of linear epitopes to generate >100 unique protein barcodes (Pro-Codes). Pro-Code-expressing vectors were introduced into cells and analyzed by CyTOF mass cytometry. Using just 14 antibodies, we detected 364 Pro-Code populations; establishing the largest set of protein-based reporters. By pairing each Pro-Code with a different CRISPR, we simultaneously analyzed multiple phenotypic markers, including phospho-signaling, on dozens of knockouts. Pro-Code/CRISPR screens found two interferon-stimulated genes, the immunoproteasome component Psmb8 and a chaperone Rtp4, are important for antigen-dependent immune editing of cancer cells and identified Socs1 as a negative regulator of Pd-l1. The Pro-Code technology enables simultaneous high-dimensional protein-level phenotyping of 100s of genes with single-cell resolution.


Subject(s)
CRISPR-Cas Systems , Flow Cytometry/methods , Genomics/methods , Mass Spectrometry/methods , Single-Cell Analysis/methods , Animals , Epitopes/chemistry , Epitopes/classification , Epitopes/genetics , HEK293 Cells , Humans , Immunophenotyping/methods , Jurkat Cells , Mice, Inbred BALB C , Proteome/chemistry , Proteome/classification , Proteome/genetics , THP-1 Cells
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