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1.
Bioinformatics ; 2024 Apr 24.
Artigo em Inglês | MEDLINE | ID: mdl-38656989

RESUMO

MOTIVATION: Few methods exist for timing individual amplification events in regions of focal amplification. Current methods are also limited in the copy number states that they are able to time. Here we introduce AmplificationTimeR, a method for timing higher level copy number gains and inferring the most parsimonious order of events for regions that have undergone both single gains and whole genome duplication. Our method is an extension of established approaches for timing genomic gains. RESULTS: We can time more copy number states, and in states covered by other methods our results are comparable to previously published methods. AVAILABILITY: AmplificationTimer is freely available as an R package hosted at https://github.com/Wedge-lab/AmplificationTimeR. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.

2.
Cell Genom ; 4(3): 100511, 2024 Mar 13.
Artigo em Inglês | MEDLINE | ID: mdl-38428419

RESUMO

The development of cancer is an evolutionary process involving the sequential acquisition of genetic alterations that disrupt normal biological processes, enabling tumor cells to rapidly proliferate and eventually invade and metastasize to other tissues. We investigated the genomic evolution of prostate cancer through the application of three separate classification methods, each designed to investigate a different aspect of tumor evolution. Integrating the results revealed the existence of two distinct types of prostate cancer that arise from divergent evolutionary trajectories, designated as the Canonical and Alternative evolutionary disease types. We therefore propose the evotype model for prostate cancer evolution wherein Alternative-evotype tumors diverge from those of the Canonical-evotype through the stochastic accumulation of genetic alterations associated with disruptions to androgen receptor DNA binding. Our model unifies many previous molecular observations, providing a powerful new framework to investigate prostate cancer disease progression.


Assuntos
Neoplasias da Próstata , Masculino , Humanos , Neoplasias da Próstata/genética , Próstata/metabolismo , Mutação , Genômica , Evolução Molecular
4.
Nat Genet ; 55(2): 232-245, 2023 02.
Artigo em Inglês | MEDLINE | ID: mdl-36658434

RESUMO

NOTCH1 mutant clones occupy the majority of normal human esophagus by middle age but are comparatively rare in esophageal cancers, suggesting NOTCH1 mutations drive clonal expansion but impede carcinogenesis. Here we test this hypothesis. Sequencing NOTCH1 mutant clones in aging human esophagus reveals frequent biallelic mutations that block NOTCH1 signaling. In mouse esophagus, heterozygous Notch1 mutation confers a competitive advantage over wild-type cells, an effect enhanced by loss of the second allele. Widespread Notch1 loss alters transcription but has minimal effects on the epithelial structure and cell dynamics. In a carcinogenesis model, Notch1 mutations were less prevalent in tumors than normal epithelium. Deletion of Notch1 reduced tumor growth, an effect recapitulated by anti-NOTCH1 antibody treatment. Notch1 null tumors showed reduced proliferation. We conclude that Notch1 mutations in normal epithelium are beneficial as wild-type Notch1 favors tumor expansion. NOTCH1 blockade may have therapeutic potential in preventing esophageal squamous cancer.


Assuntos
Neoplasias Esofágicas , Animais , Humanos , Camundongos , Pessoa de Meia-Idade , Carcinogênese/patologia , Epitélio/patologia , Neoplasias Esofágicas/genética , Neoplasias Esofágicas/patologia , Mutação , Receptor Notch1/genética
6.
Nat Commun ; 13(1): 4272, 2022 08 11.
Artigo em Inglês | MEDLINE | ID: mdl-35953478

RESUMO

Germ cell tumours (GCTs) are a collection of benign and malignant neoplasms derived from primordial germ cells. They are uniquely able to recapitulate embryonic and extraembryonic tissues, which carries prognostic and therapeutic significance. The developmental pathways underpinning GCT initiation and histogenesis are incompletely understood. Here, we study the relationship of histogenesis and clonal diversification in GCTs by analysing the genomes and transcriptomes of 547 microdissected histological units. We find no correlation between genomic and histological heterogeneity. However, we identify unifying features including the retention of fetal developmental transcripts across tissues, expression changes on chromosome 12p, and a conserved somatic evolutionary sequence of whole genome duplication followed by clonal diversification. While this pattern is preserved across all GCTs, the developmental timing of the duplication varies between prepubertal and postpubertal cases. In addition, tumours of younger children exhibit distinct substitution signatures which may lend themselves as potential biomarkers for risk stratification. Our findings portray the extensive diversification of GCT tissues and genetic subclones as randomly distributed, while identifying overarching transcriptional and genomic features.


Assuntos
Neoplasias Embrionárias de Células Germinativas , Neoplasias Testiculares , Criança , Genômica , Humanos , Masculino , Neoplasias Embrionárias de Células Germinativas/genética , Neoplasias Testiculares/genética , Transcriptoma/genética
7.
Nat Genet ; 54(2): 128-133, 2022 02.
Artigo em Inglês | MEDLINE | ID: mdl-35145300

RESUMO

The infinite sites model of molecular evolution posits that every position in the genome is mutated at most once1. By restricting the number of possible mutation histories, haplotypes and alleles, it forms a cornerstone of tumor phylogenetic analysis2 and is often implied when calling, phasing and interpreting variants3,4 or studying the mutational landscape as a whole5. Here we identify 18,295 biallelic mutations, where the same base is mutated independently on both parental copies, in 559 (21%) bulk sequencing samples from the Pan-Cancer Analysis of Whole Genomes study. Biallelic mutations reveal ultraviolet light damage hotspots at E26 transformation-specific (ETS) and nuclear factor of activated T cells (NFAT) binding sites, and hypermutable motifs in POLE-mutant and other cancers. We formulate recommendations for variant calling and provide frameworks to model and detect biallelic mutations. These results highlight the need for accurate models of mutation rates and tumor evolution, as well as their inference from sequencing data.


Assuntos
Genoma Humano , Mutação , Neoplasias/genética , Alelos , Evolução Molecular , Humanos , Modelos Genéticos , Taxa de Mutação , Sequenciamento Completo do Genoma
8.
Nat Commun ; 12(1): 4496, 2021 07 23.
Artigo em Inglês | MEDLINE | ID: mdl-34301934

RESUMO

Leiomyosarcomas (LMS) are genetically heterogeneous tumors differentiating along smooth muscle lines. Currently, LMS treatment is not informed by molecular subtyping and is associated with highly variable survival. While disease site continues to dictate clinical management, the contribution of genetic factors to LMS subtype, origins, and timing are unknown. Here we analyze 70 genomes and 130 transcriptomes of LMS, including multiple tumor regions and paired metastases. Molecular profiling highlight the very early origins of LMS. We uncover three specific subtypes of LMS that likely develop from distinct lineages of smooth muscle cells. Of these, dedifferentiated LMS with high immune infiltration and tumors primarily of gynecological origin harbor genomic dystrophin deletions and/or loss of dystrophin expression, acquire the highest burden of genomic mutation, and are associated with worse survival. Homologous recombination defects lead to genome-wide mutational signatures, and a corresponding sensitivity to PARP trappers and other DNA damage response inhibitors, suggesting a promising therapeutic strategy for LMS. Finally, by phylogenetic reconstruction, we present evidence that clones seeding lethal metastases arise decades prior to LMS diagnosis.


Assuntos
Perfilação da Expressão Gênica/métodos , Regulação Neoplásica da Expressão Gênica , Predisposição Genética para Doença/genética , Genômica/métodos , Leiomiossarcoma/genética , Músculo Liso/metabolismo , Adulto , Idoso , Idoso de 80 Anos ou mais , Evolução Clonal , Estudos de Coortes , Feminino , Humanos , Leiomiossarcoma/classificação , Leiomiossarcoma/diagnóstico , Masculino , Pessoa de Meia-Idade , Músculo Liso/patologia , Mutação , RNA-Seq/métodos , Análise de Sobrevida
9.
Cell ; 184(8): 2239-2254.e39, 2021 04 15.
Artigo em Inglês | MEDLINE | ID: mdl-33831375

RESUMO

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.


Assuntos
Heterogeneidade Genética , Neoplasias/genética , Variações do Número de Cópias de DNA , DNA de Neoplasias/química , DNA de Neoplasias/metabolismo , Bases de Dados Genéticas , Resistencia a Medicamentos Antineoplásicos/genética , Humanos , Neoplasias/patologia , Polimorfismo de Nucleotídeo Único , Sequenciamento Completo do Genoma
10.
Cancer Discov ; 11(2): 340-361, 2021 02.
Artigo em Inglês | MEDLINE | ID: mdl-33087317

RESUMO

Skin cancer risk varies substantially across the body, yet how this relates to the mutations found in normal skin is unknown. Here we mapped mutant clones in skin from high- and low-risk sites. The density of mutations varied by location. The prevalence of NOTCH1 and FAT1 mutations in forearm, trunk, and leg skin was similar to that in keratinocyte cancers. Most mutations were caused by ultraviolet light, but mutational signature analysis suggested differences in DNA-repair processes between sites. Eleven mutant genes were under positive selection, with TP53 preferentially selected in the head and FAT1 in the leg. Fine-scale mapping revealed 10% of clones had copy-number alterations. Analysis of hair follicles showed mutations in the upper follicle resembled adjacent skin, but the lower follicle was sparsely mutated. Normal skin is a dense patchwork of mutant clones arising from competitive selection that varies by location. SIGNIFICANCE: Mapping mutant clones across the body reveals normal skin is a dense patchwork of mutant cells. The variation in cancer risk between sites substantially exceeds that in mutant clone density. More generally, mutant genes cannot be assigned as cancer drivers until their prevalence in normal tissue is known.See related commentary by De Dominici and DeGregori, p. 227.This article is highlighted in the In This Issue feature, p. 211.


Assuntos
Carcinoma Basocelular/genética , Carcinoma de Células Escamosas/genética , Neoplasias Cutâneas/genética , Adulto , Idoso , Caderinas/genética , Carcinoma Basocelular/patologia , Carcinoma de Células Escamosas/patologia , Células Clonais , Feminino , Antebraço , Humanos , Perna (Membro) , Masculino , Pessoa de Meia-Idade , Mutação , Receptor Notch1/genética , Neoplasias Cutâneas/patologia , Tórax
11.
Nature ; 587(7832): 126-132, 2020 11.
Artigo em Inglês | MEDLINE | ID: mdl-32879494

RESUMO

Chromosomal instability in cancer consists of dynamic changes to the number and structure of chromosomes1,2. The resulting diversity in somatic copy number alterations (SCNAs) may provide the variation necessary for tumour evolution1,3,4. Here we use multi-sample phasing and SCNA analysis of 1,421 samples from 394 tumours across 22 tumour types to show that continuous chromosomal instability results in pervasive SCNA heterogeneity. Parallel evolutionary events, which cause disruption in the same genes (such as BCL9, MCL1, ARNT (also known as HIF1B), TERT and MYC) within separate subclones, were present in 37% of tumours. Most recurrent losses probably occurred before whole-genome doubling, that was found as a clonal event in 49% of tumours. However, loss of heterozygosity at the human leukocyte antigen (HLA) locus and loss of chromosome 8p to a single haploid copy recurred at substantial subclonal frequencies, even in tumours with whole-genome doubling, indicating ongoing karyotype remodelling. Focal amplifications that affected chromosomes 1q21 (which encompasses BCL9, MCL1 and ARNT), 5p15.33 (TERT), 11q13.3 (CCND1), 19q12 (CCNE1) and 8q24.1 (MYC) were frequently subclonal yet appeared to be clonal within single samples. Analysis of an independent series of 1,024 metastatic samples revealed that 13 focal SCNAs were enriched in metastatic samples, including gains in chromosome 8q24.1 (encompassing MYC) in clear cell renal cell carcinoma and chromosome 11q13.3 (encompassing CCND1) in HER2+ breast cancer. Chromosomal instability may enable the continuous selection of SCNAs, which are established as ordered events that often occur in parallel, throughout tumour evolution.


Assuntos
Instabilidade Cromossômica/genética , Evolução Molecular , Cariótipo , Metástase Neoplásica/genética , Neoplasias/genética , Cromossomos Humanos Par 11/genética , Cromossomos Humanos Par 8/genética , Células Clonais/metabolismo , Células Clonais/patologia , Ciclina E/genética , Variações do Número de Cópias de DNA/genética , Feminino , Humanos , Perda de Heterozigosidade/genética , Masculino , Mutagênese , Metástase Neoplásica/patologia , Neoplasias/patologia , Proteínas Oncogênicas/genética
12.
Nat Genet ; 52(6): 604-614, 2020 06.
Artigo em Inglês | MEDLINE | ID: mdl-32424351

RESUMO

During aging, progenitor cells acquire mutations, which may generate clones that colonize the surrounding tissue. By middle age, normal human tissues, including the esophageal epithelium (EE), become a patchwork of mutant clones. Despite their relevance for understanding aging and cancer, the processes that underpin mutational selection in normal tissues remain poorly understood. Here, we investigated this issue in the esophageal epithelium of mutagen-treated mice. Deep sequencing identified numerous mutant clones with multiple genes under positive selection, including Notch1, Notch2 and Trp53, which are also selected in human esophageal epithelium. Transgenic lineage tracing revealed strong clonal competition that evolved over time. Clone dynamics were consistent with a simple model in which the proliferative advantage conferred by positively selected mutations depends on the nature of the neighboring cells. When clones with similar competitive fitness collide, mutant cell fate reverts towards homeostasis, a constraint that explains how selection operates in normal-appearing epithelium.


Assuntos
Esôfago/citologia , Mutação , Proteína ADAM10/genética , Secretases da Proteína Precursora do Amiloide/genética , Animais , Linhagem da Célula , Dietilnitrosamina/toxicidade , Epitélio/efeitos dos fármacos , Epitélio/patologia , Epitélio/fisiologia , Esôfago/fisiologia , Feminino , Sequenciamento de Nucleotídeos em Larga Escala , Masculino , Proteínas de Membrana/genética , Camundongos Endogâmicos C57BL , Camundongos Transgênicos , Receptor Notch1/genética , Receptor Notch2/genética , Reprodutibilidade dos Testes , Proteína Supressora de Tumor p53/genética
13.
Nature ; 580(7805): 640-646, 2020 04.
Artigo em Inglês | MEDLINE | ID: mdl-32350471

RESUMO

All normal somatic cells are thought to acquire mutations, but understanding of the rates, patterns, causes and consequences of somatic mutations in normal cells is limited. The uterine endometrium adopts multiple physiological states over a lifetime and is lined by a gland-forming epithelium1,2. Here, using whole-genome sequencing, we show that normal human endometrial glands are clonal cell populations with total mutation burdens that increase at about 29 base substitutions per year and that are many-fold lower than those of endometrial cancers. Normal endometrial glands frequently carry 'driver' mutations in cancer genes, the burden of which increases with age and decreases with parity. Cell clones with drivers often originate during the first decades of life and subsequently progressively colonize the epithelial lining of the endometrium. Our results show that mutational landscapes differ markedly between normal tissues-perhaps shaped by differences in their structure and physiology-and indicate that the procession of neoplastic change that leads to endometrial cancer is initiated early in life.


Assuntos
Análise Mutacional de DNA , Endométrio/citologia , Endométrio/metabolismo , Epitélio/metabolismo , Saúde , Mutação , Adulto , Idade de Início , Idoso , Idoso de 80 Anos ou mais , Envelhecimento/genética , Carcinogênese/genética , Células Clonais/citologia , Neoplasias do Endométrio/genética , Endométrio/patologia , Células Epiteliais/citologia , Células Epiteliais/metabolismo , Células Epiteliais/patologia , Epitélio/patologia , Feminino , Humanos , Pessoa de Meia-Idade , Paridade/genética , Fatores de Tempo , Adulto Jovem
14.
Nat Genet ; 52(3): 306-319, 2020 03.
Artigo em Inglês | MEDLINE | ID: mdl-32024998

RESUMO

About half of all cancers have somatic integrations of retrotransposons. Here, to characterize their role in oncogenesis, we analyzed the patterns and mechanisms of somatic retrotransposition in 2,954 cancer genomes from 38 histological cancer subtypes within the framework of the Pan-Cancer Analysis of Whole Genomes (PCAWG) project. We identified 19,166 somatically acquired retrotransposition events, which affected 35% of samples and spanned a range of event types. Long interspersed nuclear element (LINE-1; L1 hereafter) insertions emerged as the first most frequent type of somatic structural variation in esophageal adenocarcinoma, and the second most frequent in head-and-neck and colorectal cancers. Aberrant L1 integrations can delete megabase-scale regions of a chromosome, which sometimes leads to the removal of tumor-suppressor genes, and can induce complex translocations and large-scale duplications. Somatic retrotranspositions can also initiate breakage-fusion-bridge cycles, leading to high-level amplification of oncogenes. These observations illuminate a relevant role of L1 retrotransposition in remodeling the cancer genome, with potential implications for the development of human tumors.


Assuntos
Carcinogênese/genética , Rearranjo Gênico/genética , Genoma Humano/genética , Elementos Nucleotídeos Longos e Dispersos/genética , Neoplasias/genética , Retroelementos/genética , Humanos , Neoplasias/patologia
15.
Nature ; 578(7793): 122-128, 2020 02.
Artigo em Inglês | MEDLINE | ID: mdl-32025013

RESUMO

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.


Assuntos
Evolução Molecular , Genoma Humano/genética , Neoplasias/genética , Reparo do DNA/genética , Dosagem de Genes , Genes Supressores de Tumor , Variação Genética , Humanos , Mutagênese Insercional/genética
16.
Artigo em Inglês | MEDLINE | ID: mdl-28270531

RESUMO

Most cancers evolve from a single founder cell through a series of clonal expansions that are driven by somatic mutations. These clonal expansions can lead to several coexisting subclones sharing subsets of mutations. Analysis of massively parallel sequencing data can infer a tumor's subclonal composition through the identification of populations of cells with shared mutations. We describe the principles that underlie subclonal reconstruction through single nucleotide variants (SNVs) or copy number alterations (CNAs) from bulk or single-cell sequencing. These principles include estimating the fraction of tumor cells for SNVs and CNAs, performing clustering of SNVs from single- and multisample cases, and single-cell sequencing. The application of subclonal reconstruction methods is providing key insights into tumor evolution, identifying subclonal driver mutations, patterns of parallel evolution and differences in mutational signatures between cellular populations, and characterizing the mechanisms of therapy resistance, spread, and metastasis.


Assuntos
Evolução Clonal/genética , Neoplasias/genética , Algoritmos , Variações do Número de Cópias de DNA , Sequenciamento de Nucleotídeos em Larga Escala , Humanos , Mutação , Metástase Neoplásica/genética , Neoplasias/patologia , Polimorfismo de Nucleotídeo Único
17.
Cancer Res ; 76(17): 5092-102, 2016 09 01.
Artigo em Inglês | MEDLINE | ID: mdl-27488532

RESUMO

Despite advances in diagnostics, less than 5% of patients with periampullary tumors experience an overall survival of five years or more. Periampullary tumors are neoplasms that arise in the vicinity of the ampulla of Vater, an enlargement of liver and pancreas ducts where they join and enter the small intestine. In this study, we analyzed copy number aberrations using Affymetrix SNP 6.0 arrays in 60 periampullary adenocarcinomas from Oslo University Hospital to identify genome-wide copy number aberrations, putative driver genes, deregulated pathways, and potential prognostic markers. Results were validated in a separate cohort derived from The Cancer Genome Atlas Consortium (n = 127). In contrast to many other solid tumors, periampullary adenocarcinomas exhibited more frequent genomic deletions than gains. Genes in the frequently codeleted region 17p13 and 18q21/22 were associated with cell cycle, apoptosis, and p53 and Wnt signaling. By integrating genomics and transcriptomics data from the same patients, we identified CCNE1 and ERBB2 as candidate driver genes. Morphologic subtypes of periampullary adenocarcinomas (i.e., pancreatobiliary or intestinal) harbor many common genomic aberrations. However, gain of 13q and 3q, and deletions of 5q were found specific to the intestinal subtype. Our study also implicated the use of the PAM50 classifier in identifying a subgroup of patients with a high proliferation rate, which had impaired survival. Furthermore, gain of 18p11 (18p11.21-23, 18p11.31-32) and 19q13 (19q13.2, 19q13.31-32) and subsequent overexpression of the genes in these loci were associated with impaired survival. Our work identifies potential prognostic markers for periampullary tumors, the genetic characterization of which has lagged. Cancer Res; 76(17); 5092-102. ©2016 AACR.


Assuntos
Adenocarcinoma/genética , Carcinoma Ductal Pancreático/genética , Neoplasias do Ducto Colédoco/genética , Neoplasias Pancreáticas/genética , Adenocarcinoma/mortalidade , Idoso , Ampola Hepatopancreática , Carcinoma Ductal Pancreático/mortalidade , Neoplasias do Ducto Colédoco/mortalidade , Variações do Número de Cópias de DNA , Intervalo Livre de Doença , Feminino , Humanos , Estimativa de Kaplan-Meier , Masculino , Pessoa de Meia-Idade , Análise de Sequência com Séries de Oligonucleotídeos , Neoplasias Pancreáticas/mortalidade
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