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1.
Cell ; 184(8): 2239-2254.e39, 2021 04 15.
Article in English | MEDLINE | ID: mdl-33831375

ABSTRACT

Intra-tumor heterogeneity (ITH) is a mechanism of therapeutic resistance and therefore an important clinical challenge. However, the extent, origin, and drivers of ITH across cancer types are poorly understood. To address this, we extensively characterize ITH across whole-genome sequences of 2,658 cancer samples spanning 38 cancer types. Nearly all informative samples (95.1%) contain evidence of distinct subclonal expansions with frequent branching relationships between subclones. We observe positive selection of subclonal driver mutations across most cancer types and identify cancer type-specific subclonal patterns of driver gene mutations, fusions, structural variants, and copy number alterations as well as dynamic changes in mutational processes between subclonal expansions. Our results underline the importance of ITH and its drivers in tumor evolution and provide a pan-cancer resource of comprehensively annotated subclonal events from whole-genome sequencing data.


Subject(s)
Genetic Heterogeneity , Neoplasms/genetics , DNA Copy Number Variations , DNA, Neoplasm/chemistry , DNA, Neoplasm/metabolism , Databases, Genetic , Drug Resistance, Neoplasm/genetics , Humans , Neoplasms/pathology , Polymorphism, Single Nucleotide , Whole Genome Sequencing
2.
Cell ; 183(1): 197-210.e32, 2020 10 01.
Article in English | MEDLINE | ID: mdl-33007263

ABSTRACT

Cancer genomes often harbor hundreds of somatic DNA rearrangement junctions, many of which cannot be easily classified into simple (e.g., deletion) or complex (e.g., chromothripsis) structural variant classes. Applying a novel genome graph computational paradigm to analyze the topology of junction copy number (JCN) across 2,778 tumor whole-genome sequences, we uncovered three novel complex rearrangement phenomena: pyrgo, rigma, and tyfonas. Pyrgo are "towers" of low-JCN duplications associated with early-replicating regions, superenhancers, and breast or ovarian cancers. Rigma comprise "chasms" of low-JCN deletions enriched in late-replicating fragile sites and gastrointestinal carcinomas. Tyfonas are "typhoons" of high-JCN junctions and fold-back inversions associated with expressed protein-coding fusions, breakend hypermutation, and acral, but not cutaneous, melanomas. Clustering of tumors according to genome graph-derived features identified subgroups associated with DNA repair defects and poor prognosis.


Subject(s)
Genomic Structural Variation/genetics , Genomics/methods , Neoplasms/genetics , Chromosome Inversion/genetics , Chromothripsis , DNA Copy Number Variations/genetics , Gene Rearrangement/genetics , Genome, Human/genetics , Humans , Mutation/genetics , Whole Genome Sequencing/methods
3.
Cell ; 174(2): 433-447.e19, 2018 07 12.
Article in English | MEDLINE | ID: mdl-29909985

ABSTRACT

Nearly all prostate cancer deaths are from metastatic castration-resistant prostate cancer (mCRPC), but there have been few whole-genome sequencing (WGS) studies of this disease state. We performed linked-read WGS on 23 mCRPC biopsy specimens and analyzed cell-free DNA sequencing data from 86 patients with mCRPC. In addition to frequent rearrangements affecting known prostate cancer genes, we observed complex rearrangements of the AR locus in most cases. Unexpectedly, these rearrangements include highly recurrent tandem duplications involving an upstream enhancer of AR in 70%-87% of cases compared with <2% of primary prostate cancers. A subset of cases displayed AR or MYC enhancer duplication in the context of a genome-wide tandem duplicator phenotype associated with CDK12 inactivation. Our findings highlight the complex genomic structure of mCRPC, nominate alterations that may inform prostate cancer treatment, and suggest that additional recurrent events in the non-coding mCRPC genome remain to be discovered.


Subject(s)
Prostatic Neoplasms, Castration-Resistant/pathology , Receptors, Androgen/genetics , Whole Genome Sequencing , Aged , Anilides/therapeutic use , Cyclin-Dependent Kinases/genetics , Cyclin-Dependent Kinases/metabolism , Enhancer Elements, Genetic/genetics , Gene Duplication , Gene Rearrangement , Genes, myc , Genetic Loci , Haplotypes , Humans , Male , Middle Aged , Neoplasm Metastasis , PTEN Phosphohydrolase/genetics , Phenotype , Prostate-Specific Antigen/blood , Prostatic Neoplasms, Castration-Resistant/drug therapy , Prostatic Neoplasms, Castration-Resistant/genetics , Protein Kinase Inhibitors/therapeutic use , Pyridines/therapeutic use
4.
Cell ; 164(3): 550-63, 2016 Jan 28.
Article in English | MEDLINE | ID: mdl-26824661

ABSTRACT

Therapy development for adult diffuse glioma is hindered by incomplete knowledge of somatic glioma driving alterations and suboptimal disease classification. We defined the complete set of genes associated with 1,122 diffuse grade II-III-IV gliomas from The Cancer Genome Atlas and used molecular profiles to improve disease classification, identify molecular correlations, and provide insights into the progression from low- to high-grade disease. Whole-genome sequencing data analysis determined that ATRX but not TERT promoter mutations are associated with increased telomere length. Recent advances in glioma classification based on IDH mutation and 1p/19q co-deletion status were recapitulated through analysis of DNA methylation profiles, which identified clinically relevant molecular subsets. A subtype of IDH mutant glioma was associated with DNA demethylation and poor outcome; a group of IDH-wild-type diffuse glioma showed molecular similarity to pilocytic astrocytoma and relatively favorable survival. Understanding of cohesive disease groups may aid improved clinical outcomes.


Subject(s)
Brain Neoplasms/genetics , Brain Neoplasms/pathology , Glioma/genetics , Glioma/pathology , Transcriptome , Adult , Brain Neoplasms/metabolism , Cell Proliferation , Cluster Analysis , DNA Helicases/genetics , DNA Methylation , Epigenesis, Genetic , Glioma/metabolism , Humans , Isocitrate Dehydrogenase/genetics , Middle Aged , Mutation , Nuclear Proteins/genetics , Promoter Regions, Genetic , Signal Transduction , Telomerase/genetics , Telomere , X-linked Nuclear Protein
5.
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
6.
Mol Cell ; 81(12): 2583-2595.e6, 2021 06 17.
Article in English | MEDLINE | ID: mdl-33961797

ABSTRACT

53BP1 influences genome stability via two independent mechanisms: (1) regulating DNA double-strand break (DSB) repair and (2) enhancing p53 activity. We discovered a protein, Tudor-interacting repair regulator (TIRR), that associates with the 53BP1 Tudor domain and prevents its recruitment to DSBs. Here, we elucidate how TIRR affects 53BP1 function beyond its recruitment to DSBs and biochemically links the two distinct roles of 53BP1. Loss of TIRR causes an aberrant increase in the gene transactivation function of p53, affecting several p53-mediated cell-fate programs. TIRR inhibits the complex formation between the Tudor domain of 53BP1 and a dimethylated form of p53 (K382me2) that is poised for transcriptional activation of its target genes. TIRR mRNA expression levels negatively correlate with the expression of key p53 target genes in breast and prostate cancers. Further, TIRR loss is selectively not tolerated in p53-proficient tumors. Therefore, we establish that TIRR is an important inhibitor of the 53BP1-p53 complex.


Subject(s)
Cell Lineage/genetics , RNA-Binding Proteins/metabolism , Tumor Suppressor p53-Binding Protein 1/metabolism , Binding Sites , Carrier Proteins/metabolism , Cell Line, Tumor , Cell Lineage/physiology , DNA/genetics , DNA Breaks, Double-Stranded , DNA Repair , Histones/metabolism , Humans , Protein Binding , RNA-Binding Proteins/physiology , Tudor Domain , Tumor Suppressor Protein p53/metabolism , Tumor Suppressor p53-Binding Protein 1/physiology
7.
Cell ; 155(2): 462-77, 2013 Oct 10.
Article in English | MEDLINE | ID: mdl-24120142

ABSTRACT

We describe the landscape of somatic genomic alterations based on multidimensional and comprehensive characterization of more than 500 glioblastoma tumors (GBMs). We identify several novel mutated genes as well as complex rearrangements of signature receptors, including EGFR and PDGFRA. TERT promoter mutations are shown to correlate with elevated mRNA expression, supporting a role in telomerase reactivation. Correlative analyses confirm that the survival advantage of the proneural subtype is conferred by the G-CIMP phenotype, and MGMT DNA methylation may be a predictive biomarker for treatment response only in classical subtype GBM. Integrative analysis of genomic and proteomic profiles challenges the notion of therapeutic inhibition of a pathway as an alternative to inhibition of the target itself. These data will facilitate the discovery of therapeutic and diagnostic target candidates, the validation of research and clinical observations and the generation of unanticipated hypotheses that can advance our molecular understanding of this lethal cancer.


Subject(s)
Brain Neoplasms/genetics , Glioblastoma/genetics , Brain Neoplasms/metabolism , Female , Gene Expression Profiling , Gene Regulatory Networks , Glioblastoma/metabolism , Humans , Male , Mutation , Proteome/analysis , Signal Transduction
8.
Mol Cell ; 78(6): 1207-1223.e8, 2020 06 18.
Article in English | MEDLINE | ID: mdl-32504554

ABSTRACT

Tumor interferon (IFN) signaling promotes PD-L1 expression to suppress T cell-mediated immunosurveillance. We identify the IFN-stimulated non-coding RNA 1 (INCR1) as a long noncoding RNA (lncRNA) transcribed from the PD-L1 locus and show that INCR1 controls IFNγ signaling in multiple tumor types. Silencing INCR1 decreases the expression of PD-L1, JAK2, and several other IFNγ-stimulated genes. INCR1 knockdown sensitizes tumor cells to cytotoxic T cell-mediated killing, improving CAR T cell therapy. We discover that PD-L1 and JAK2 transcripts are negatively regulated by binding to HNRNPH1, a nuclear ribonucleoprotein. The primary transcript of INCR1 binds HNRNPH1 to block its inhibitory effects on the neighboring genes PD-L1 and JAK2, enabling their expression. These findings introduce a mechanism of tumor IFNγ signaling regulation mediated by the lncRNA INCR1 and suggest a therapeutic target for cancer immunotherapy.


Subject(s)
B7-H1 Antigen/genetics , Interferon-gamma/metabolism , RNA, Long Noncoding/genetics , Aged , Animals , Cell Line, Tumor , Female , Gene Expression Regulation, Neoplastic/drug effects , Humans , Immunotherapy , Immunotherapy, Adoptive/methods , Interferon-gamma/genetics , Interferons/genetics , Interferons/metabolism , Janus Kinase 2/genetics , Janus Kinase 2/metabolism , Male , Mice , Mice, Inbred NOD , Middle Aged , Programmed Cell Death 1 Ligand 2 Protein/genetics , STAT1 Transcription Factor/metabolism , Signal Transduction/drug effects , T-Lymphocytes, Cytotoxic
9.
Cell ; 151(7): 1457-73, 2012 Dec 21.
Article in English | MEDLINE | ID: mdl-23245941

ABSTRACT

Wnt/ß-catenin signaling plays a key role in the pathogenesis of colon and other cancers; emerging evidence indicates that oncogenic ß-catenin regulates several biological processes essential for cancer initiation and progression. To decipher the role of ß-catenin in transformation, we classified ß-catenin activity in 85 cancer cell lines in which we performed genome-scale loss-of-function screens and found that ß-catenin active cancers are dependent on a signaling pathway involving the transcriptional regulator YAP1. Specifically, we found that YAP1 and the transcription factor TBX5 form a complex with ß-catenin. Phosphorylation of YAP1 by the tyrosine kinase YES1 leads to localization of this complex to the promoters of antiapoptotic genes, including BCL2L1 and BIRC5. A small-molecule inhibitor of YES1 impeded the proliferation of ß-catenin-dependent cancers in both cell lines and animal models. These observations define a ß-catenin-YAP1-TBX5 complex essential to the transformation and survival of ß-catenin-driven cancers.


Subject(s)
Adaptor Proteins, Signal Transducing/metabolism , Cell Transformation, Neoplastic , Colonic Neoplasms/metabolism , Phosphoproteins/metabolism , T-Box Domain Proteins/metabolism , beta Catenin/metabolism , Animals , Cell Line, Tumor , Colon/embryology , Colon/metabolism , Colonic Neoplasms/pathology , Humans , Inhibitor of Apoptosis Proteins/genetics , Mice , Mice, Nude , Proto-Oncogene Proteins c-yes/antagonists & inhibitors , Proto-Oncogene Proteins c-yes/metabolism , Survivin , Transcription Factors , Transcription, Genetic , YAP-Signaling Proteins , Zebrafish/embryology , bcl-X Protein/genetics , src-Family Kinases/antagonists & inhibitors
10.
Cell ; 150(4): 842-54, 2012 Aug 17.
Article in English | MEDLINE | ID: mdl-22901813

ABSTRACT

Due to genome instability, most cancers exhibit loss of regions containing tumor suppressor genes and collateral loss of other genes. To identify cancer-specific vulnerabilities that are the result of copy number losses, we performed integrated analyses of genome-wide copy number and RNAi profiles and identified 56 genes for which gene suppression specifically inhibited the proliferation of cells harboring partial copy number loss of that gene. These CYCLOPS (copy number alterations yielding cancer liabilities owing to partial loss) genes are enriched for spliceosome, proteasome, and ribosome components. One CYCLOPS gene, PSMC2, encodes an essential member of the 19S proteasome. Normal cells express excess PSMC2, which resides in a complex with PSMC1, PSMD2, and PSMD5 and acts as a reservoir protecting cells from PSMC2 suppression. Cells harboring partial PSMC2 copy number loss lack this complex and die after PSMC2 suppression. These observations define a distinct class of cancer-specific liabilities resulting from genome instability.


Subject(s)
Genes, Essential , Genomic Instability , Neoplasms/genetics , ATPases Associated with Diverse Cellular Activities , Animals , Cell Line, Tumor , Chromosome Deletion , Gene Dosage , Genes, Tumor Suppressor , Humans , Mice , Mice, Nude , Neoplasm Transplantation , Neoplasms/metabolism , Proteasome Endopeptidase Complex/genetics , Proteasome Endopeptidase Complex/metabolism , Transplantation, Heterologous
11.
Nature ; 590(7846): 486-491, 2021 02.
Article in English | MEDLINE | ID: mdl-33505028

ABSTRACT

Selective targeting of aneuploid cells is an attractive strategy for cancer treatment1. However, it is unclear whether aneuploidy generates any clinically relevant vulnerabilities in cancer cells. Here we mapped the aneuploidy landscapes of about 1,000 human cancer cell lines, and analysed genetic and chemical perturbation screens2-9 to identify cellular vulnerabilities associated with aneuploidy. We found that aneuploid cancer cells show increased sensitivity to genetic perturbation of core components of the spindle assembly checkpoint (SAC), which ensures the proper segregation of chromosomes during mitosis10. Unexpectedly, we also found that aneuploid cancer cells were less sensitive than diploid cells to short-term exposure to multiple SAC inhibitors. Indeed, aneuploid cancer cells became increasingly sensitive to inhibition of SAC over time. Aneuploid cells exhibited aberrant spindle geometry and dynamics, and kept dividing when the SAC was inhibited, resulting in the accumulation of mitotic defects, and in unstable and less-fit karyotypes. Therefore, although aneuploid cancer cells could overcome inhibition of SAC more readily than diploid cells, their long-term proliferation was jeopardized. We identified a specific mitotic kinesin, KIF18A, whose activity was perturbed in aneuploid cancer cells. Aneuploid cancer cells were particularly vulnerable to depletion of KIF18A, and KIF18A overexpression restored their response to SAC inhibition. Our results identify a therapeutically relevant, synthetic lethal interaction between aneuploidy and the SAC.


Subject(s)
Aneuploidy , M Phase Cell Cycle Checkpoints/drug effects , Neoplasms/pathology , Abnormal Karyotype/drug effects , Cell Line, Tumor , Cell Proliferation/drug effects , Chromosome Segregation/drug effects , Diploidy , Genes, Lethal , Humans , Kinesins/deficiency , Kinesins/genetics , Kinesins/metabolism , Neoplasms/genetics , Spindle Apparatus/drug effects , Synthetic Lethal Mutations/drug effects , Synthetic Lethal Mutations/genetics , Time Factors
12.
Nature ; 578(7793): 112-121, 2020 02.
Article in English | MEDLINE | ID: mdl-32025012

ABSTRACT

A key mutational process in cancer is structural variation, in which rearrangements delete, amplify or reorder genomic segments that range in size from kilobases to whole chromosomes1-7. Here we develop methods to group, classify and describe somatic structural variants, using data from the Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium of the International Cancer Genome Consortium (ICGC) and The Cancer Genome Atlas (TCGA), which aggregated whole-genome sequencing data from 2,658 cancers across 38 tumour types8. Sixteen signatures of structural variation emerged. Deletions have a multimodal size distribution, assort unevenly across tumour types and patients, are enriched in late-replicating regions and correlate with inversions. Tandem duplications also have a multimodal size distribution, but are enriched in early-replicating regions-as are unbalanced translocations. Replication-based mechanisms of rearrangement generate varied chromosomal structures with low-level copy-number gains and frequent inverted rearrangements. One prominent structure consists of 2-7 templates copied from distinct regions of the genome strung together within one locus. Such cycles of templated insertions correlate with tandem duplications, and-in liver cancer-frequently activate the telomerase gene TERT. A wide variety of rearrangement processes are active in cancer, which generate complex configurations of the genome upon which selection can act.


Subject(s)
Genetic Variation , Genome, Human/genetics , Neoplasms/genetics , Gene Rearrangement/genetics , Genomics , Humans , Mutagenesis, Insertional , Telomerase/genetics
13.
Nature ; 578(7793): 122-128, 2020 02.
Article in English | MEDLINE | ID: mdl-32025013

ABSTRACT

Cancer develops through a process of somatic evolution1,2. Sequencing data from a single biopsy represent a snapshot of this process that can reveal the timing of specific genomic aberrations and the changing influence of mutational processes3. Here, by whole-genome sequencing analysis of 2,658 cancers as part of the Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium of the International Cancer Genome Consortium (ICGC) and The Cancer Genome Atlas (TCGA)4, we reconstruct the life history and evolution of mutational processes and driver mutation sequences of 38 types of cancer. Early oncogenesis is characterized by mutations in a constrained set of driver genes, and specific copy number gains, such as trisomy 7 in glioblastoma and isochromosome 17q in medulloblastoma. The mutational spectrum changes significantly throughout tumour evolution in 40% of samples. A nearly fourfold diversification of driver genes and increased genomic instability are features of later stages. Copy number alterations often occur in mitotic crises, and lead to simultaneous gains of chromosomal segments. Timing analyses suggest that driver mutations often precede diagnosis by many years, if not decades. Together, these results determine the evolutionary trajectories of cancer, and highlight opportunities for early cancer detection.


Subject(s)
Evolution, Molecular , Genome, Human/genetics , Neoplasms/genetics , DNA Repair/genetics , Gene Dosage , Genes, Tumor Suppressor , Genetic Variation , Humans , Mutagenesis, Insertional/genetics
14.
Nucleic Acids Res ; 52(5): 2372-2388, 2024 Mar 21.
Article in English | MEDLINE | ID: mdl-38214234

ABSTRACT

Pediatric high-grade gliomas (pHGG) are devastating and incurable brain tumors with recurrent mutations in histone H3.3. These mutations promote oncogenesis by dysregulating gene expression through alterations of histone modifications. We identify aberrant DNA repair as an independent mechanism, which fosters genome instability in H3.3 mutant pHGG, and opens new therapeutic options. The two most frequent H3.3 mutations in pHGG, K27M and G34R, drive aberrant repair of replication-associated damage by non-homologous end joining (NHEJ). Aberrant NHEJ is mediated by the DNA repair enzyme polynucleotide kinase 3'-phosphatase (PNKP), which shows increased association with mutant H3.3 at damaged replication forks. PNKP sustains the proliferation of cells bearing H3.3 mutations, thus conferring a molecular vulnerability, specific to mutant cells, with potential for therapeutic targeting.


Subject(s)
Brain Neoplasms , Glioma , Histones , Child , Humans , Brain Neoplasms/pathology , DNA Repair/genetics , DNA Repair Enzymes/metabolism , Glioma/pathology , Histones/genetics , Histones/metabolism , Mutation , Phosphotransferases (Alcohol Group Acceptor)/genetics
15.
Nature ; 576(7785): 112-120, 2019 12.
Article in English | MEDLINE | ID: mdl-31748746

ABSTRACT

The evolutionary processes that drive universal therapeutic resistance in adult patients with diffuse glioma remain unclear1,2. Here we analysed temporally separated DNA-sequencing data and matched clinical annotation from 222 adult patients with glioma. By analysing mutations and copy numbers across the three major subtypes of diffuse glioma, we found that driver genes detected at the initial stage of disease were retained at recurrence, whereas there was little evidence of recurrence-specific gene alterations. Treatment with alkylating agents resulted in a hypermutator phenotype at different rates across the glioma subtypes, and hypermutation was not associated with differences in overall survival. Acquired aneuploidy was frequently detected in recurrent gliomas and was characterized by IDH mutation but without co-deletion of chromosome arms 1p/19q, and further converged with acquired alterations in the cell cycle and poor outcomes. The clonal architecture of each tumour remained similar over time, but the presence of subclonal selection was associated with decreased survival. Finally, there were no differences in the levels of immunoediting between initial and recurrent gliomas. Collectively, our results suggest that the strongest selective pressures occur during early glioma development and that current therapies shape this evolution in a largely stochastic manner.


Subject(s)
Glioma/genetics , Adult , Chromosomes, Human, Pair 1 , Chromosomes, Human, Pair 19 , Disease Progression , Glioma/pathology , Humans , Isocitrate Dehydrogenase/genetics , Mutation , Polymorphism, Single Nucleotide , Recurrence
16.
Cell ; 138(2): 245-56, 2009 Jul 23.
Article in English | MEDLINE | ID: mdl-19632176

ABSTRACT

The evolution of prostate cancer from an androgen-dependent state to one that is androgen-independent marks its lethal progression. The androgen receptor (AR) is essential in both, though its function in androgen-independent cancers is poorly understood. We have defined the direct AR-dependent target genes in both androgen-dependent and -independent cancer cells by generating AR-dependent gene expression profiles and AR cistromes. In contrast to what is found in androgen-dependent cells, AR selectively upregulates M-phase cell-cycle genes in androgen-independent cells, including UBE2C, a gene that inactivates the M-phase checkpoint. We find that epigenetic marks at the UBE2C enhancer, notably histone H3K4 methylation and FoxA1 transcription factor binding, are present in androgen-independent cells and direct AR-enhancer binding and UBE2C activation. Thus, the role of AR in androgen-independent cancer cells is not to direct the androgen-dependent gene expression program without androgen, but rather to execute a distinct program resulting in androgen-independent growth.


Subject(s)
Gene Expression Regulation, Neoplastic , Prostatic Neoplasms/metabolism , Receptors, Androgen/metabolism , Androgens/metabolism , Cell Division , Cell Line, Tumor , Hepatocyte Nuclear Factor 3-alpha/metabolism , Histones/metabolism , Humans , Male , Prostatic Neoplasms/genetics , Transcriptional Activation , Ubiquitin-Conjugating Enzymes/metabolism
18.
Nature ; 560(7718): 325-330, 2018 08.
Article in English | MEDLINE | ID: mdl-30089904

ABSTRACT

Human cancer cell lines are the workhorse of cancer research. Although cell lines are known to evolve in culture, the extent of the resultant genetic and transcriptional heterogeneity and its functional consequences remain understudied. Here we use genomic analyses of 106 human cell lines grown in two laboratories to show extensive clonal diversity. Further comprehensive genomic characterization of 27 strains of the common breast cancer cell line MCF7 uncovered rapid genetic diversification. Similar results were obtained with multiple strains of 13 additional cell lines. Notably, genetic changes were associated with differential activation of gene expression programs and marked differences in cell morphology and proliferation. Barcoding experiments showed that cell line evolution occurs as a result of positive clonal selection that is highly sensitive to culture conditions. Analyses of single-cell-derived clones demonstrated that continuous instability quickly translates into heterogeneity of the cell line. When the 27 MCF7 strains were tested against 321 anti-cancer compounds, we uncovered considerably different drug responses: at least 75% of compounds that strongly inhibited some strains were completely inactive in others. This study documents the extent, origins and consequences of genetic variation within cell lines, and provides a framework for researchers to measure such variation in efforts to support maximally reproducible cancer research.


Subject(s)
Breast Neoplasms/drug therapy , Breast Neoplasms/genetics , Evolution, Molecular , Genetic Variation/genetics , Genomic Instability/genetics , Transcription, Genetic/genetics , Breast Neoplasms/pathology , Cell Proliferation , Cell Shape , Clone Cells/cytology , Clone Cells/drug effects , Clone Cells/metabolism , Genetic Variation/drug effects , Genomic Instability/drug effects , Humans , MCF-7 Cells , Reproducibility of Results
20.
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
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