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1.
Bioinformatics ; 38(20): 4677-4686, 2022 10 14.
Article in English | MEDLINE | ID: mdl-36040167

ABSTRACT

MOTIVATION: Somatic copy-number alterations (SCNAs) play an important role in cancer development. Systematic noise in sequencing and array data present a significant challenge to the inference of SCNAs for cancer genome analyses. As part of The Cancer Genome Atlas, the Broad Institute Genome Characterization Center developed the Tangent normalization method to generate copy-number profiles using data from single-nucleotide polymorphism (SNP) arrays and whole-exome sequencing (WES) technologies for over 10 000 pairs of tumors and matched normal samples. Here, we describe the Tangent method, which uses a unique linear combination of normal samples as a reference for each tumor sample, to subtract systematic errors that vary across samples. We also describe a modification of Tangent, called Pseudo-Tangent, which enables denoising through comparisons between tumor profiles when few normal samples are available. RESULTS: Tangent normalization substantially increases signal-to-noise ratios (SNRs) compared to conventional normalization methods in both SNP array and WES analyses. Tangent and Pseudo-Tangent normalizations improve the SNR by reducing noise with minimal effect on signal and exceed the contribution of other steps in the analysis such as choice of segmentation algorithm. Tangent and Pseudo-Tangent are broadly applicable and enable more accurate inference of SCNAs from DNA sequencing and array data. AVAILABILITY AND IMPLEMENTATION: Tangent is available at https://github.com/broadinstitute/tangent and as a Docker image (https://hub.docker.com/r/broadinstitute/tangent). Tangent is also the normalization method for the copy-number pipeline in Genome Analysis Toolkit 4 (GATK4). SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.


Subject(s)
Neoplasms , Software , Humans , Algorithms , DNA Copy Number Variations , High-Throughput Nucleotide Sequencing/methods , Neoplasms/genetics
2.
J Biol Chem ; 295(11): 3431-3446, 2020 03 13.
Article in English | MEDLINE | ID: mdl-32005668

ABSTRACT

Cytotoxic molecules can kill cancer cells by disrupting critical cellular processes or by inducing novel activities. 6-(4-(Diethylamino)-3-nitrophenyl)-5-methyl-4,5-dihydropyridazin-3(2H)-one (DNMDP) is a small molecule that kills cancer cells by generation of novel activity. DNMDP induces complex formation between phosphodiesterase 3A (PDE3A) and schlafen family member 12 (SLFN12) and specifically kills cancer cells expressing elevated levels of these two proteins. Here, we examined the characteristics and covariates of the cancer cell response to DNMDP. On average, the sensitivity of human cancer cell lines to DNMDP is correlated with PDE3A expression levels. However, DNMDP could also bind the related protein, PDE3B, and PDE3B supported DNMDP sensitivity in the absence of PDE3A expression. Although inhibition of PDE3A catalytic activity did not account for DNMDP sensitivity, we found that expression of the catalytic domain of PDE3A in cancer cells lacking PDE3A is sufficient to confer sensitivity to DNMDP, and substitutions in the PDE3A active site abolish compound binding. Moreover, a genome-wide CRISPR screen identified the aryl hydrocarbon receptor-interacting protein (AIP), a co-chaperone protein, as required for response to DNMDP. We determined that AIP is also required for PDE3A-SLFN12 complex formation. Our results provide mechanistic insights into how DNMDP induces PDE3A-SLFN12 complex formation, thereby killing cancer cells with high levels of PDE3A and SLFN12 expression.


Subject(s)
Cyclic Nucleotide Phosphodiesterases, Type 3/metabolism , Intracellular Signaling Peptides and Proteins/metabolism , Neoplasms/pathology , Base Sequence , Biomarkers, Tumor/metabolism , CRISPR-Cas Systems/genetics , Catalytic Domain , Cell Death/drug effects , Cell Line, Tumor , Cyclic Nucleotide Phosphodiesterases, Type 3/chemistry , Frameshift Mutation/genetics , Genome , Heterozygote , Humans , Protein Binding/drug effects , Pyridazines/pharmacology
4.
Nat Commun ; 15(1): 2742, 2024 Mar 28.
Article in English | MEDLINE | ID: mdl-38548752

ABSTRACT

The epidermal growth factor receptor, EGFR, is frequently activated in lung cancer and glioblastoma by genomic alterations including missense mutations. The different mutation spectra in these diseases are reflected in divergent responses to EGFR inhibition: significant patient benefit in lung cancer, but limited in glioblastoma. Here, we report a comprehensive mutational analysis of EGFR function. We perform saturation mutagenesis of EGFR and assess function of ~22,500 variants in a human EGFR-dependent lung cancer cell line. This approach reveals enrichment of erlotinib-insensitive variants of known and unknown significance in the dimerization, transmembrane, and kinase domains. Multiple EGFR extracellular domain variants, not associated with approved targeted therapies, are sensitive to afatinib and dacomitinib in vitro. Two glioblastoma patients with somatic EGFR G598V dimerization domain mutations show responses to dacomitinib treatment followed by within-pathway resistance mutation in one case. In summary, this comprehensive screen expands the landscape of functional EGFR variants and suggests broader clinical investigation of EGFR inhibition for cancers harboring extracellular domain mutations.


Subject(s)
Glioblastoma , Lung Neoplasms , Humans , Glioblastoma/drug therapy , Protein Kinase Inhibitors/pharmacology , Protein Kinase Inhibitors/therapeutic use , ErbB Receptors/metabolism , Lung Neoplasms/drug therapy , Lung Neoplasms/genetics , Mutation
5.
J Med Chem ; 65(21): 14843-14863, 2022 11 10.
Article in English | MEDLINE | ID: mdl-36270630

ABSTRACT

The ligand-activated nuclear receptor peroxisome-proliferator-activated receptor-γ (PPARG or PPARγ) represents a potential target for a new generation of cancer therapeutics, especially in muscle-invasive luminal bladder cancer where PPARγ is a critical lineage driver. Here we disclose the discovery of a series of chloro-nitro-arene covalent inverse-agonists of PPARγ that exploit a benzoxazole core to improve interactions with corepressors NCOR1 and NCOR2. In vitro treatment of sensitive cell lines with these compounds results in the robust regulation of PPARγ target genes and antiproliferative effects. Despite their imperfect physicochemical properties, the compounds showed modest pharmacodynamic target regulation in vivo. Improvements to the in vitro potency and efficacy of BAY-4931 and BAY-0069 compared to those of previously described PPARγ inverse-agonists show that these compounds are novel tools for probing the in vitro biology of PPARγ inverse-agonism.


Subject(s)
PPAR gamma , PPAR gamma/metabolism , Ligands
6.
Nat Commun ; 12(1): 4375, 2021 07 16.
Article in English | MEDLINE | ID: mdl-34272366

ABSTRACT

DNMDP and related compounds, or velcrins, induce complex formation between the phosphodiesterase PDE3A and the SLFN12 protein, leading to a cytotoxic response in cancer cells that express elevated levels of both proteins. The mechanisms by which velcrins induce complex formation, and how the PDE3A-SLFN12 complex causes cancer cell death, are not fully understood. Here, we show that PDE3A and SLFN12 form a heterotetramer stabilized by binding of DNMDP. Interactions between the C-terminal alpha helix of SLFN12 and residues near the active site of PDE3A are required for complex formation, and are further stabilized by interactions between SLFN12 and DNMDP. Moreover, we demonstrate that SLFN12 is an RNase, that PDE3A binding increases SLFN12 RNase activity, and that SLFN12 RNase activity is required for DNMDP response. This new mechanistic understanding will facilitate development of velcrin compounds into new cancer therapies.


Subject(s)
Cyclic Nucleotide Phosphodiesterases, Type 3/chemistry , Intracellular Signaling Peptides and Proteins/chemistry , Pyridazines/chemistry , Adenosine Monophosphate/chemistry , Calorimetry, Differential Scanning , Catalytic Domain , Cell Survival/drug effects , Cell Survival/genetics , Cryoelectron Microscopy , Cyclic Nucleotide Phosphodiesterases, Type 3/genetics , Endoribonucleases/chemistry , HEK293 Cells , HeLa Cells , Humans , Intracellular Signaling Peptides and Proteins/genetics , Kinetics , Mass Spectrometry , Multienzyme Complexes/ultrastructure , Mutation , Protein Binding , Protein Conformation, alpha-Helical , Protein Multimerization , Pyridazines/pharmacology , Recombinant Proteins , Tetrahydroisoquinolines/chemistry
8.
Nat Commun ; 10(1): 5472, 2019 11 29.
Article in English | MEDLINE | ID: mdl-31784532

ABSTRACT

Adenocarcinoma in situ and minimally invasive adenocarcinoma are the pre-invasive forms of lung adenocarcinoma. The genomic and immune profiles of these lesions are poorly understood. Here we report exome and transcriptome sequencing of 98 lung adenocarcinoma precursor lesions and 99 invasive adenocarcinomas. We have identified EGFR, RBM10, BRAF, ERBB2, TP53, KRAS, MAP2K1 and MET as significantly mutated genes in the pre/minimally invasive group. Classes of genome alterations that increase in frequency during the progression to malignancy are revealed. These include mutations in TP53, arm-level copy number alterations, and HLA loss of heterozygosity. Immune infiltration is correlated with copy number alterations of chromosome arm 6p, suggesting a link between arm-level events and the tumor immune environment.


Subject(s)
Adenocarcinoma in Situ/genetics , Adenocarcinoma of Lung/genetics , Lung Neoplasms/genetics , Adenocarcinoma in Situ/immunology , Adenocarcinoma in Situ/pathology , Adenocarcinoma of Lung/immunology , Adenocarcinoma of Lung/pathology , Adult , Aged , Aged, 80 and over , DNA Copy Number Variations , ErbB Receptors/genetics , Female , Gene Expression Profiling , HLA Antigens/genetics , HLA Antigens/immunology , Humans , Loss of Heterozygosity , Lung Neoplasms/immunology , Lung Neoplasms/pathology , MAP Kinase Kinase 1/genetics , Male , Middle Aged , Mutation , Neoplasm Invasiveness , Proto-Oncogene Proteins B-raf/genetics , Proto-Oncogene Proteins c-met/genetics , Proto-Oncogene Proteins p21(ras)/genetics , RNA-Binding Proteins/genetics , Receptor, ErbB-2/genetics , Receptors, Antigen, B-Cell/genetics , Receptors, Antigen, T-Cell/genetics , Tumor Suppressor Protein p53/genetics , Exome Sequencing
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