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1.
Cancer Res ; 81(17): 4570-4580, 2021 09 01.
Article in English | MEDLINE | ID: mdl-34215621

ABSTRACT

The lack of knowledge about the relationship between tumor genotypes and therapeutic responses remains one of the most critical gaps in enabling the effective use of cancer therapies. Here, we couple a multiplexed and quantitative experimental platform with robust statistical methods to enable pharmacogenomic mapping of lung cancer treatment responses in vivo. The complex map of genotype-specific treatment responses uncovered that over 20% of possible interactions show significant resistance or sensitivity. Known and novel interactions were identified, and one of these interactions, the resistance of KEAP1-mutant lung tumors to platinum therapy, was validated using a large patient response data set. These results highlight the broad impact of tumor suppressor genotype on treatment responses and define a strategy to identify the determinants of precision therapies. SIGNIFICANCE: An experimental and analytical framework to generate in vivo pharmacogenomic maps that relate tumor genotypes to therapeutic responses reveals a surprisingly complex map of genotype-specific resistance and sensitivity.


Subject(s)
Adenocarcinoma of Lung/genetics , Kelch-Like ECH-Associated Protein 1/genetics , Lung Neoplasms/genetics , Pharmacogenetics , Adenocarcinoma of Lung/drug therapy , Animals , Drug Resistance, Neoplasm/genetics , Gene Expression Regulation, Neoplastic , Gene Library , Genes, Tumor Suppressor , Genotype , Humans , Kelch-Like ECH-Associated Protein 1/metabolism , Lung Neoplasms/drug therapy , Mice , Mutation , Neoplasm Metastasis
2.
Nat Microbiol ; 4(4): 663-674, 2019 04.
Article in English | MEDLINE | ID: mdl-30742071

ABSTRACT

Thousands of pathogens are known to infect humans, but only a fraction are readily identifiable using current diagnostic methods. Microbial cell-free DNA sequencing offers the potential to non-invasively identify a wide range of infections throughout the body, but the challenges of clinical-grade metagenomic testing must be addressed. Here we describe the analytical and clinical validation of a next-generation sequencing test that identifies and quantifies microbial cell-free DNA in plasma from 1,250 clinically relevant bacteria, DNA viruses, fungi and eukaryotic parasites. Test accuracy, precision, bias and robustness to a number of metagenomics-specific challenges were determined using a panel of 13 microorganisms that model key determinants of performance in 358 contrived plasma samples, as well as 2,625 infections simulated in silico and 580 clinical study samples. The test showed 93.7% agreement with blood culture in a cohort of 350 patients with a sepsis alert and identified an independently adjudicated cause of the sepsis alert more often than all of the microbiological testing combined (169 aetiological determinations versus 132). Among the 166 samples adjudicated to have no sepsis aetiology identified by any of the tested methods, sequencing identified microbial cell-free DNA in 62, likely derived from commensal organisms and incidental findings unrelated to the sepsis alert. Analysis of the first 2,000 patient samples tested in the CLIA laboratory showed that more than 85% of results were delivered the day after sample receipt, with 53.7% of reports identifying one or more microorganisms.


Subject(s)
Cell-Free Nucleic Acids/genetics , Communicable Diseases/diagnosis , High-Throughput Nucleotide Sequencing/methods , Cohort Studies , Communicable Diseases/microbiology , Communicable Diseases/parasitology , Communicable Diseases/virology , DNA, Bacterial/genetics , DNA, Fungal/genetics , DNA, Viral/genetics , Humans , Sepsis/diagnosis , Sepsis/microbiology
3.
Nat Genet ; 50(4): 483-486, 2018 04.
Article in English | MEDLINE | ID: mdl-29610476

ABSTRACT

The functional impact of most genomic alterations found in cancer, alone or in combination, remains largely unknown. Here we integrate tumor barcoding, CRISPR/Cas9-mediated genome editing and ultra-deep barcode sequencing to interrogate pairwise combinations of tumor suppressor alterations in autochthonous mouse models of human lung adenocarcinoma. We map the tumor suppressive effects of 31 common lung adenocarcinoma genotypes and identify a landscape of context dependence and differential effect strengths.


Subject(s)
Adenocarcinoma of Lung/genetics , Genes, Tumor Suppressor , Lung Neoplasms/genetics , Animals , CRISPR-Cas Systems , DNA Barcoding, Taxonomic , Gene Deletion , Gene Editing , Genes, p53 , Genetic Fitness , High-Throughput Nucleotide Sequencing , Humans , Mice , Mice, Transgenic , Retinoblastoma Protein/genetics , Sequence Analysis, DNA
4.
Nat Methods ; 14(7): 737-742, 2017 Jul.
Article in English | MEDLINE | ID: mdl-28530655

ABSTRACT

Cancer growth is a multistage, stochastic evolutionary process. While cancer genome sequencing has been instrumental in identifying the genomic alterations that occur in human tumors, the consequences of these alterations on tumor growth remain largely unexplored. Conventional genetically engineered mouse models enable the study of tumor growth in vivo, but they are neither readily scalable nor sufficiently quantitative to unravel the magnitude and mode of action of many tumor-suppressor genes. Here, we present a method that integrates tumor barcoding with ultradeep barcode sequencing (Tuba-seq) to interrogate tumor-suppressor function in mouse models of human cancer. Tuba-seq uncovers genotype-dependent distributions of tumor sizes. By combining Tuba-seq with multiplexed CRISPR-Cas9-mediated genome editing, we quantified the effects of 11 tumor-suppressor pathways that are frequently altered in human lung adenocarcinoma. Tuba-seq enables the broad quantification of the function of tumor-suppressor genes with unprecedented resolution, parallelization, and precision.


Subject(s)
Neoplasms, Experimental/metabolism , Tumor Suppressor Proteins/metabolism , Adenocarcinoma/genetics , Animals , DNA/genetics , DNA/isolation & purification , DNA/metabolism , DNA Barcoding, Taxonomic , Female , Genetic Engineering , Humans , Lentivirus/genetics , Lung/metabolism , Lung Neoplasms/genetics , Male , Mice , Models, Genetic , Plasmids , Proto-Oncogene Proteins p21(ras)/genetics , Proto-Oncogene Proteins p21(ras)/metabolism , Tumor Suppressor Proteins/genetics
5.
Nat Med ; 23(3): 291-300, 2017 Mar.
Article in English | MEDLINE | ID: mdl-28191885

ABSTRACT

Lung cancer is the leading cause of cancer deaths worldwide, with the majority of mortality resulting from metastatic spread. However, the molecular mechanism by which cancer cells acquire the ability to disseminate from primary tumors, seed distant organs, and grow into tissue-destructive metastases remains incompletely understood. We combined tumor barcoding in a mouse model of human lung adenocarcinoma with unbiased genomic approaches to identify a transcriptional program that confers metastatic ability and predicts patient survival. Small-scale in vivo screening identified several genes, including Cd109, that encode novel pro-metastatic factors. We uncovered signaling mediated by Janus kinases (Jaks) and the transcription factor Stat3 as a critical, pharmacologically targetable effector of CD109-driven lung cancer metastasis. In summary, by coupling the systematic genomic analysis of purified cancer cells in distinct malignant states from mouse models with extensive human validation, we uncovered several key regulators of metastatic ability, including an actionable pro-metastatic CD109-Jak-Stat3 axis.


Subject(s)
Adenocarcinoma/genetics , Antigens, CD/genetics , Gene Expression Regulation, Neoplastic/genetics , Janus Kinases/genetics , Lung Neoplasms/genetics , Neoplasm Proteins/genetics , STAT3 Transcription Factor/genetics , Adenocarcinoma/metabolism , Animals , Blotting, Western , Cell Line, Tumor , Disease Models, Animal , Gene Knockdown Techniques , Janus Kinase 1/genetics , Janus Kinase 3/genetics , Lung Neoplasms/metabolism , Mice , Molecular Targeted Therapy , Neoplasm Metastasis/genetics , Polymerase Chain Reaction , Protein Kinase Inhibitors , Proto-Oncogene Proteins p21(ras)/genetics , Signal Transduction , Tumor Suppressor Protein p53/genetics
6.
Nat Methods ; 13(10): 883-889, 2016 10.
Article in English | MEDLINE | ID: mdl-27617390

ABSTRACT

Phenotype-based small-molecule screening is a powerful method to identify molecules that regulate cellular functions. However, such screens are generally performed in vitro under conditions that do not necessarily model complex physiological conditions or disease states. Here, we use molecular cell barcoding to enable direct in vivo phenotypic screening of small-molecule libraries. The multiplexed nature of this approach allows rapid in vivo analysis of hundreds to thousands of compounds. Using this platform, we screened >700 covalent inhibitors directed toward hydrolases for their effect on pancreatic cancer metastatic seeding. We identified multiple hits and confirmed the relevant target of one compound as the lipase ABHD6. Pharmacological and genetic studies confirmed the role of this enzyme as a regulator of metastatic fitness. Our results highlight the applicability of this multiplexed screening platform for investigating complex processes in vivo.


Subject(s)
Drug Evaluation, Preclinical/methods , High-Throughput Screening Assays/methods , Molecular Imaging/methods , Small Molecule Libraries/pharmacology , Animals , Cell Adhesion/drug effects , Cell Line, Tumor , Cell Movement/drug effects , Cell Proliferation/drug effects , Dose-Response Relationship, Drug , Gene Knockdown Techniques , Humans , Liver Neoplasms/metabolism , Liver Neoplasms/secondary , Mice , Mice, SCID , Monoacylglycerol Lipases/antagonists & inhibitors , Monoacylglycerol Lipases/genetics , Neoplasm Transplantation , Pancreatic Neoplasms/metabolism , Pancreatic Neoplasms/pathology
7.
Cancer Cell ; 29(5): 697-710, 2016 05 09.
Article in English | MEDLINE | ID: mdl-27150038

ABSTRACT

The ability of cancer cells to establish lethal metastatic lesions requires the survival and expansion of single cancer cells at distant sites. The factors controlling the clonal growth ability of individual cancer cells remain poorly understood. Here, we show that high expression of the transcription factor ARNTL2 predicts poor lung adenocarcinoma patient outcome. Arntl2 is required for metastatic ability in vivo and clonal growth in cell culture. Arntl2 drives metastatic self-sufficiency by orchestrating the expression of a complex pro-metastatic secretome. We identify Clock as an Arntl2 partner and functionally validate the matricellular protein Smoc2 as a pro-metastatic secreted factor. These findings shed light on the molecular mechanisms that enable single cancer cells to form allochthonous tumors in foreign tissue environments.


Subject(s)
ARNTL Transcription Factors/genetics , Adenocarcinoma/genetics , Gene Expression Regulation, Neoplastic , Lung Neoplasms/genetics , ARNTL Transcription Factors/metabolism , Adenocarcinoma/metabolism , Adenocarcinoma/pathology , Animals , Blotting, Western , CLOCK Proteins/genetics , CLOCK Proteins/metabolism , Calcium-Binding Proteins/genetics , Calcium-Binding Proteins/metabolism , Cell Line, Tumor , Cell Proliferation/genetics , Humans , Lung Neoplasms/metabolism , Lung Neoplasms/pathology , Mice, 129 Strain , Mice, Inbred NOD , Mice, Knockout , Mice, SCID , Neoplasm Metastasis , RNA Interference , Reverse Transcriptase Polymerase Chain Reaction , Survival Analysis
8.
PLoS Genet ; 7(5): e1002082, 2011 May.
Article in English | MEDLINE | ID: mdl-21625567

ABSTRACT

The decline in immune function with aging, known as immunosenescence, has been implicated in evolutionarily diverse species, but the underlying molecular mechanisms are not understood. During aging in Caenorhabditis elegans, intestinal tissue deterioration and the increased intestinal proliferation of bacteria are observed, but how innate immunity changes during C. elegans aging has not been defined. Here we show that C. elegans exhibits increased susceptibility to bacterial infection with age, and we establish that aging is associated with a decline in the activity of the conserved PMK-1 p38 mitogen-activated protein kinase pathway, which regulates innate immunity in C. elegans. Our data define the phenomenon of innate immunosenescence in C. elegans in terms of the age-dependent dynamics of the PMK-1 innate immune signaling pathway, and they suggest that a cycle of intestinal tissue aging, immunosenescence, and bacterial proliferation leads to death in aging C. elegans.


Subject(s)
Aging , Caenorhabditis elegans Proteins/metabolism , Caenorhabditis elegans/enzymology , Caenorhabditis elegans/immunology , Immunity, Innate , MAP Kinase Signaling System , Mitogen-Activated Protein Kinases/metabolism , Animals , Caenorhabditis elegans/genetics , Caenorhabditis elegans/microbiology , Caenorhabditis elegans Proteins/genetics , Mitogen-Activated Protein Kinases/genetics , Transcription, Genetic
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