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1.
Nature ; 619(7971): 793-800, 2023 Jul.
Article in English | MEDLINE | ID: mdl-37380777

ABSTRACT

Aneuploidies-whole-chromosome or whole-arm imbalances-are the most prevalent alteration in cancer genomes1,2. However, it is still debated whether their prevalence is due to selection or ease of generation as passenger events1,2. Here we developed a method, BISCUT, that identifies loci subject to fitness advantages or disadvantages by interrogating length distributions of telomere- or centromere-bounded copy-number events. These loci were significantly enriched for known cancer driver genes, including genes not detected through analysis of focal copy-number events, and were often lineage specific. BISCUT identified the helicase-encoding gene WRN as a haploinsufficient tumour-suppressor gene on chromosome 8p, which is supported by several lines of evidence. We also formally quantified the role of selection and mechanical biases in driving aneuploidy, finding that rates of arm-level copy-number alterations are most highly correlated with their effects on cellular fitness1,2. These results provide insight into the driving forces behind aneuploidy and its contribution to tumorigenesis.


Subject(s)
Aneuploidy , Cell Transformation, Neoplastic , Neoplasms , Humans , Cell Transformation, Neoplastic/genetics , DNA Copy Number Variations/genetics , Neoplasms/genetics , Neoplasms/pathology , Oncogenes/genetics , Telomere/genetics , Centromere/genetics , Cell Lineage , Chromosomes, Human, Pair 8/genetics , Genes, Tumor Suppressor
2.
Res Sq ; 2023 Apr 12.
Article in English | MEDLINE | ID: mdl-37090621

ABSTRACT

Collagen plays a critical role in regulating breast cancer progression and therapeutic resistance. An improved understanding of both the features and drivers of tumor-permissive and -restrictive collagen matrices are critical to improve prognostication and develop more effective therapeutic strategies. In this study, using a combination of in vitro, in vivo and in silico experiments, we show that type III collagen (Col3) plays a tumor-restrictive role in human breast cancer. We demonstrate that Col3-deficient, human fibroblasts produce tumor-permissive collagen matrices that drive cell proliferation and suppress apoptosis in noninvasive and invasive breast cancer cell lines. In human TNBC biopsy samples, we demonstrate elevated deposition of Col3 relative to type I collagen (Col1) in noninvasive compared to invasive regions. Similarly, in silico analyses of over 1000 breast cancer patient biopsies from The Cancer Genome Atlas BRCA cohort revealed that patients with higher Col3:Col1 bulk tumor expression had improved overall, disease-free and progression-free survival relative to those with higher Col1:Col3 expression. Using an established 3D culture model, we show that Col3 increases spheroid formation and induces formation of lumen-like structures that resemble non-neoplastic mammary acini. Finally, our in vivo study shows co-injection of murine breast cancer cells (4T1) with rhCol3-supplemented hydrogels limits tumor growth and decreases pulmonary metastatic burden compared to controls. Taken together, these data collectively support a tumor-suppressive role for Col3 in human breast cancer and suggest that strategies that increase Col3 may provide a safe and effective modality to limit recurrence in breast cancer patients.

3.
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
5.
Nat Med ; 26(6): 909-918, 2020 06.
Article in English | MEDLINE | ID: mdl-32472114

ABSTRACT

PD-1 blockade has transformed the management of advanced clear cell renal cell carcinoma (ccRCC), but the drivers and resistors of the PD-1 response remain incompletely elucidated. Here, we analyzed 592 tumors from patients with advanced ccRCC enrolled in prospective clinical trials of treatment with PD-1 blockade by whole-exome and RNA sequencing, integrated with immunofluorescence analysis, to uncover the immunogenomic determinants of the therapeutic response. Although conventional genomic markers (such as tumor mutation burden and neoantigen load) and the degree of CD8+ T cell infiltration were not associated with clinical response, we discovered numerous chromosomal alterations associated with response or resistance to PD-1 blockade. These advanced ccRCC tumors were highly CD8+ T cell infiltrated, with only 27% having a non-infiltrated phenotype. Our analysis revealed that infiltrated tumors are depleted of favorable PBRM1 mutations and enriched for unfavorable chromosomal losses of 9p21.3, as compared with non-infiltrated tumors, demonstrating how the potential interplay of immunophenotypes with somatic alterations impacts therapeutic efficacy.


Subject(s)
Antineoplastic Agents, Immunological/therapeutic use , Carcinoma, Renal Cell/drug therapy , Kidney Neoplasms/drug therapy , Nivolumab/therapeutic use , Adult , Aged , Aged, 80 and over , Antigen Presentation/genetics , CD8-Positive T-Lymphocytes/immunology , CD8-Positive T-Lymphocytes/pathology , Carcinoma, Renal Cell/genetics , Carcinoma, Renal Cell/immunology , Carcinoma, Renal Cell/pathology , Chromosome Deletion , Chromosomes, Human, Pair 6 , Chromosomes, Human, Pair 9/genetics , Class I Phosphatidylinositol 3-Kinases/genetics , DNA-Binding Proteins/genetics , Female , Fluorescent Antibody Technique , Gene Deletion , Genomics , Histocompatibility Antigens Class II/genetics , Histone Demethylases/genetics , Histone-Lysine N-Methyltransferase/genetics , Humans , Kidney Neoplasms/genetics , Kidney Neoplasms/immunology , Kidney Neoplasms/pathology , Lymphocytes, Tumor-Infiltrating/immunology , Lymphocytes, Tumor-Infiltrating/pathology , Male , Middle Aged , Mutation , PTEN Phosphohydrolase/genetics , Prognosis , Proteasome Endopeptidase Complex/genetics , Sequence Analysis, RNA , TOR Serine-Threonine Kinases/genetics , Transcription Factors/genetics , Tuberous Sclerosis Complex 1 Protein/genetics , Tumor Suppressor Proteins/genetics , Ubiquitin Thiolesterase/genetics , Von Hippel-Lindau Tumor Suppressor Protein/genetics , Exome Sequencing
6.
Cancer Cell ; 37(5): 639-654.e6, 2020 05 11.
Article in English | MEDLINE | ID: mdl-32396860

ABSTRACT

We evaluated ancestry effects on mutation rates, DNA methylation, and mRNA and miRNA expression among 10,678 patients across 33 cancer types from The Cancer Genome Atlas. We demonstrated that cancer subtypes and ancestry-related technical artifacts are important confounders that have been insufficiently accounted for. Once accounted for, ancestry-associated differences spanned all molecular features and hundreds of genes. Biologically significant differences were usually tissue specific but not specific to cancer. However, admixture and pathway analyses suggested some of these differences are causally related to cancer. Specific findings included increased FBXW7 mutations in patients of African origin, decreased VHL and PBRM1 mutations in renal cancer patients of African origin, and decreased immune activity in bladder cancer patients of East Asian origin.


Subject(s)
DNA Methylation , Ethnicity/genetics , Genetic Predisposition to Disease , MicroRNAs/genetics , Mutation , Neoplasm Proteins/genetics , Neoplasms/genetics , DNA-Binding Proteins/genetics , F-Box-WD Repeat-Containing Protein 7/genetics , Gene Expression Regulation, Neoplastic , Genetics, Population , Genome, Human , Genomics , High-Throughput Nucleotide Sequencing , Humans , Neoplasms/ethnology , Neoplasms/pathology , Transcription Factors/genetics , Von Hippel-Lindau Tumor Suppressor Protein/genetics
7.
Nat Commun ; 11(1): 2517, 2020 05 20.
Article in English | MEDLINE | ID: mdl-32433464

ABSTRACT

Alterations in non-driver genes represent an emerging class of potential therapeutic targets in cancer. Hundreds to thousands of non-driver genes undergo loss of heterozygosity (LOH) events per tumor, generating discrete differences between tumor and normal cells. Here we interrogate LOH of polymorphisms in essential genes as a novel class of therapeutic targets. We hypothesized that monoallelic inactivation of the allele retained in tumors can selectively kill cancer cells but not somatic cells, which retain both alleles. We identified 5664 variants in 1278 essential genes that undergo LOH in cancer and evaluated the potential for each to be targeted using allele-specific gene-editing, RNAi, or small-molecule approaches. We further show that allele-specific inactivation of either of two essential genes (PRIM1 and EXOSC8) reduces growth of cells harboring that allele, while cells harboring the non-targeted allele remain intact. We conclude that LOH of essential genes represents a rich class of non-driver cancer vulnerabilities.


Subject(s)
Genes, Essential , Loss of Heterozygosity , Neoplasms/genetics , Alleles , Cell Proliferation , DNA Primase/genetics , Exosome Multienzyme Ribonuclease Complex/genetics , Humans , Models, Genetic , Neoplasms/physiopathology , RNA-Binding Proteins/genetics
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
9.
Nat Commun ; 9(1): 5450, 2018 12 21.
Article in English | MEDLINE | ID: mdl-30575730

ABSTRACT

Systematic exploration of cancer cell vulnerabilities can inform the development of novel cancer therapeutics. Here, through analysis of genome-scale loss-of-function datasets, we identify adenosine deaminase acting on RNA (ADAR or ADAR1) as an essential gene for the survival of a subset of cancer cell lines. ADAR1-dependent cell lines display increased expression of interferon-stimulated genes. Activation of type I interferon signaling in the context of ADAR1 deficiency can induce cell lethality in non-ADAR1-dependent cell lines. ADAR deletion causes activation of the double-stranded RNA sensor, protein kinase R (PKR). Disruption of PKR signaling, through inactivation of PKR or overexpression of either a wildtype or catalytically inactive mutant version of the p150 isoform of ADAR1, partially rescues cell lethality after ADAR1 loss, suggesting that both catalytic and non-enzymatic functions of ADAR1 may contribute to preventing PKR-mediated cell lethality. Together, these data nominate ADAR1 as a potential therapeutic target in a subset of cancers.


Subject(s)
Adenosine Deaminase/genetics , Lung Neoplasms/genetics , RNA-Binding Proteins/genetics , eIF-2 Kinase/metabolism , A549 Cells , Gene Deletion , Gene Expression Regulation, Neoplastic , Humans , Interferon-Induced Helicase, IFIH1/metabolism , Interferons/metabolism , Phosphorylation
10.
Cell Syst ; 7(4): 422-437.e7, 2018 10 24.
Article in English | MEDLINE | ID: mdl-30268436

ABSTRACT

We present an integromic analysis of gene alterations that modulate transforming growth factor ß (TGF-ß)-Smad-mediated signaling in 9,125 tumor samples across 33 cancer types in The Cancer Genome Atlas (TCGA). Focusing on genes that encode mediators and regulators of TGF-ß signaling, we found at least one genomic alteration (mutation, homozygous deletion, or amplification) in 39% of samples, with highest frequencies in gastrointestinal cancers. We identified mutation hotspots in genes that encode TGF-ß ligands (BMP5), receptors (TGFBR2, AVCR2A, and BMPR2), and Smads (SMAD2 and SMAD4). Alterations in the TGF-ß superfamily correlated positively with expression of metastasis-associated genes and with decreased survival. Correlation analyses showed the contributions of mutation, amplification, deletion, DNA methylation, and miRNA expression to transcriptional activity of TGF-ß signaling in each cancer type. This study provides a broad molecular perspective relevant for future functional and therapeutic studies of the diverse cancer pathways mediated by the TGF-ß superfamily.


Subject(s)
Mutation Rate , Neoplasms/genetics , Signal Transduction , Transforming Growth Factor beta/metabolism , Bone Morphogenetic Protein 5/genetics , Bone Morphogenetic Protein 5/metabolism , DNA Methylation , Humans , MicroRNAs/genetics , Receptor, Transforming Growth Factor-beta Type I/genetics , Receptor, Transforming Growth Factor-beta Type I/metabolism , Smad Proteins/genetics , Smad Proteins/metabolism , Transforming Growth Factor beta/genetics
11.
Nat Genet ; 50(7): 937-943, 2018 07.
Article in English | MEDLINE | ID: mdl-29955178

ABSTRACT

Functional redundancy shared by paralog genes may afford protection against genetic perturbations, but it can also result in genetic vulnerabilities due to mutual interdependency1-5. Here, we surveyed genome-scale short hairpin RNA and CRISPR screening data on hundreds of cancer cell lines and identified MAGOH and MAGOHB, core members of the splicing-dependent exon junction complex, as top-ranked paralog dependencies6-8. MAGOHB is the top gene dependency in cells with hemizygous MAGOH deletion, a pervasive genetic event that frequently occurs due to chromosome 1p loss. Inhibition of MAGOHB in a MAGOH-deleted context compromises viability by globally perturbing alternative splicing and RNA surveillance. Dependency on IPO13, an importin-ß receptor that mediates nuclear import of the MAGOH/B-Y14 heterodimer9, is highly correlated with dependency on both MAGOH and MAGOHB. Both MAGOHB and IPO13 represent dependencies in murine xenografts with hemizygous MAGOH deletion. Our results identify MAGOH and MAGOHB as reciprocal paralog dependencies across cancer types and suggest a rationale for targeting the MAGOHB-IPO13 axis in cancers with chromosome 1p deletion.


Subject(s)
Chromosomes, Human, Pair 1 , Neoplasms/genetics , Animals , Cell Line, Tumor , Cell Nucleus/genetics , Exons/genetics , Female , Gene Deletion , HEK293 Cells , Humans , Karyopherins/genetics , Mice , Mice, Nude , Nuclear Proteins/genetics , RNA Splicing/genetics , RNA, Small Interfering/genetics
12.
Cancer Cell ; 33(4): 676-689.e3, 2018 04 09.
Article in English | MEDLINE | ID: mdl-29622463

ABSTRACT

Aneuploidy, whole chromosome or chromosome arm imbalance, is a near-universal characteristic of human cancers. In 10,522 cancer genomes from The Cancer Genome Atlas, aneuploidy was correlated with TP53 mutation, somatic mutation rate, and expression of proliferation genes. Aneuploidy was anti-correlated with expression of immune signaling genes, due to decreased leukocyte infiltrates in high-aneuploidy samples. Chromosome arm-level alterations show cancer-specific patterns, including loss of chromosome arm 3p in squamous cancers. We applied genome engineering to delete 3p in lung cells, causing decreased proliferation rescued in part by chromosome 3 duplication. This study defines genomic and phenotypic correlates of cancer aneuploidy and provides an experimental approach to study chromosome arm aneuploidy.


Subject(s)
Aneuploidy , Carcinoma, Squamous Cell/genetics , Genomics/methods , Tumor Suppressor Protein p53/genetics , Cell Cycle , Cell Proliferation , Chromosome Aberrations , Chromosome Deletion , Chromosomes, Human, Pair 3/genetics , Databases, Genetic , Humans , Mutation Rate
13.
Cancer Cell ; 33(4): 690-705.e9, 2018 04 09.
Article in English | MEDLINE | ID: mdl-29622464

ABSTRACT

We analyzed molecular data on 2,579 tumors from The Cancer Genome Atlas (TCGA) of four gynecological types plus breast. Our aims were to identify shared and unique molecular features, clinically significant subtypes, and potential therapeutic targets. We found 61 somatic copy-number alterations (SCNAs) and 46 significantly mutated genes (SMGs). Eleven SCNAs and 11 SMGs had not been identified in previous TCGA studies of the individual tumor types. We found functionally significant estrogen receptor-regulated long non-coding RNAs (lncRNAs) and gene/lncRNA interaction networks. Pathway analysis identified subtypes with high leukocyte infiltration, raising potential implications for immunotherapy. Using 16 key molecular features, we identified five prognostic subtypes and developed a decision tree that classified patients into the subtypes based on just six features that are assessable in clinical laboratories.


Subject(s)
Breast Neoplasms/genetics , DNA Copy Number Variations , Gene Regulatory Networks , Genital Neoplasms, Female/genetics , Mutation , Databases, Genetic , Female , Gene Expression Profiling , Gene Expression Regulation, Neoplastic , Genetic Predisposition to Disease , Humans , Organ Specificity , Prognosis , RNA, Long Noncoding/genetics , Receptors, Estrogen/genetics
14.
Cell Syst ; 6(3): 282-300.e2, 2018 03 28.
Article in English | MEDLINE | ID: mdl-29596783

ABSTRACT

Although the MYC oncogene has been implicated in cancer, a systematic assessment of alterations of MYC, related transcription factors, and co-regulatory proteins, forming the proximal MYC network (PMN), across human cancers is lacking. Using computational approaches, we define genomic and proteomic features associated with MYC and the PMN across the 33 cancers of The Cancer Genome Atlas. Pan-cancer, 28% of all samples had at least one of the MYC paralogs amplified. In contrast, the MYC antagonists MGA and MNT were the most frequently mutated or deleted members, proposing a role as tumor suppressors. MYC alterations were mutually exclusive with PIK3CA, PTEN, APC, or BRAF alterations, suggesting that MYC is a distinct oncogenic driver. Expression analysis revealed MYC-associated pathways in tumor subtypes, such as immune response and growth factor signaling; chromatin, translation, and DNA replication/repair were conserved pan-cancer. This analysis reveals insights into MYC biology and is a reference for biomarkers and therapeutics for cancers with alterations of MYC or the PMN.


Subject(s)
Genes, myc/genetics , Genes, myc/physiology , Proto-Oncogene Proteins c-myc/genetics , Basic Helix-Loop-Helix Leucine Zipper Transcription Factors/genetics , Basic Helix-Loop-Helix Leucine Zipper Transcription Factors/metabolism , Basic Helix-Loop-Helix Transcription Factors/genetics , Basic Helix-Loop-Helix Transcription Factors/metabolism , Biomarkers, Tumor/genetics , Carcinogenesis/genetics , Chromatin , Computational Biology/methods , Genomics , Humans , Neoplasms/genetics , Neoplasms/physiopathology , Oncogenes , Proteomics , Proto-Oncogene Proteins c-myc/physiology , Repressor Proteins/genetics , Repressor Proteins/metabolism , Signal Transduction/genetics , Transcription Factors/genetics
15.
Cancer Discov ; 8(1): 108-125, 2018 01.
Article in English | MEDLINE | ID: mdl-28963353

ABSTRACT

The Krüppel-like family of transcription factors plays critical roles in human development and is associated with cancer pathogenesis. Krüppel-like factor 5 gene (KLF5) has been shown to promote cancer cell proliferation and tumorigenesis and to be genomically amplified in cancer cells. We recently reported that the KLF5 gene is also subject to other types of somatic coding and noncoding genomic alterations in diverse cancer types. Here, we show that these alterations activate KLF5 by three distinct mechanisms: (i) Focal amplification of superenhancers activates KLF5 expression in squamous cell carcinomas; (ii) Missense mutations disrupt KLF5-FBXW7 interactions to increase KLF5 protein stability in colorectal cancer; (iii) Cancer type-specific hotspot mutations within a zinc-finger DNA binding domain of KLF5 change its DNA binding specificity and reshape cellular transcription. Utilizing data from CRISPR/Cas9 gene knockout screening, we reveal that cancer cells with KLF5 overexpression are dependent on KLF5 for their proliferation, suggesting KLF5 as a putative therapeutic target.Significance: Our observations, together with previous studies that identified oncogenic properties of KLF5, establish the importance of KLF5 activation in human cancers, delineate the varied genomic mechanisms underlying this occurrence, and nominate KLF5 as a putative target for therapeutic intervention in cancer. Cancer Discov; 8(1); 108-25. ©2017 AACR.This article is highlighted in the In This Issue feature, p. 1.


Subject(s)
Kruppel-Like Transcription Factors/genetics , Kruppel-Like Transcription Factors/metabolism , Mutation , Oncogenes , Cell Proliferation/physiology , Humans
16.
Cancer Res ; 77(24): 6987-6998, 2017 12 15.
Article in English | MEDLINE | ID: mdl-28923856

ABSTRACT

The PPARG gene encoding the nuclear receptor PPARγ is activated in bladder cancer, either directly by gene amplification or mutation, or indirectly by mutation of the RXRA gene, which encodes the heterodimeric partner of PPARγ. Here, we show that activating alterations of PPARG or RXRA lead to a specific gene expression signature in bladder cancers. Reducing PPARG activity, whether by pharmacologic inhibition or genetic ablation, inhibited proliferation of PPARG-activated bladder cancer cells. Our results offer a preclinical proof of concept for PPARG as a candidate therapeutic target in bladder cancer. Cancer Res; 77(24); 6987-98. ©2017 AACR.


Subject(s)
Molecular Targeted Therapy , PPAR gamma/genetics , Urinary Bladder Neoplasms/genetics , Urinary Bladder Neoplasms/therapy , Animals , CRISPR-Cas Systems , Cell Line, Tumor , Gene Amplification/physiology , Gene Expression Profiling , Gene Expression Regulation, Neoplastic , Humans , Microarray Analysis , Mutation/physiology , Transcriptome/physiology
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