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1.
Nat Genet ; 47(10): 1194-9, 2015 Oct.
Article in English | MEDLINE | ID: mdl-26343386

ABSTRACT

Desmoplastic melanoma is an uncommon variant of melanoma with sarcomatous histology, distinct clinical behavior and unknown pathogenesis. We performed low-coverage genome and high-coverage exome sequencing of 20 desmoplastic melanomas, followed by targeted sequencing of 293 genes in a validation cohort of 42 cases. A high mutation burden (median of 62 mutations/Mb) ranked desmoplastic melanoma among the most highly mutated cancers. Mutation patterns strongly implicate ultraviolet radiation as the dominant mutagen, indicating a superficially located cell of origin. Newly identified alterations included recurrent promoter mutations of NFKBIE, encoding NF-κB inhibitor ɛ (IκBɛ), in 14.5% of samples. Common oncogenic mutations in melanomas, in particular in BRAF (encoding p.Val600Glu) and NRAS (encoding p.Gln61Lys or p.Gln61Arg), were absent. Instead, other genetic alterations known to activate the MAPK and PI3K signaling cascades were identified in 73% of samples, affecting NF1, CBL, ERBB2, MAP2K1, MAP3K1, BRAF, EGFR, PTPN11, MET, RAC1, SOS2, NRAS and PIK3CA, some of which are candidates for targeted therapies.


Subject(s)
Exome , I-kappa B Proteins/genetics , MAP Kinase Signaling System , Melanoma/genetics , Mutation , Promoter Regions, Genetic , Proto-Oncogene Proteins/genetics , Humans , Melanoma/enzymology , Melanoma/pathology
2.
Proc Natl Acad Sci U S A ; 112(35): 10995-1000, 2015 Sep 01.
Article in English | MEDLINE | ID: mdl-26286987

ABSTRACT

Melanoma is difficult to treat once it becomes metastatic. However, the precise ancestral relationship between primary tumors and their metastases is not well understood. We performed whole-exome sequencing of primary melanomas and multiple matched metastases from eight patients to elucidate their phylogenetic relationships. In six of eight patients, we found that genetically distinct cell populations in the primary tumor metastasized in parallel to different anatomic sites, rather than sequentially from one site to the next. In five of these six patients, the metastasizing cells had themselves arisen from a common parental subpopulation in the primary, indicating that the ability to establish metastases is a late-evolving trait. Interestingly, we discovered that individual metastases were sometimes founded by multiple cell populations of the primary that were genetically distinct. Such establishment of metastases by multiple tumor subpopulations could help explain why identical resistance variants are identified in different sites after initial response to systemic therapy. One primary tumor harbored two subclones with different oncogenic mutations in CTNNB1, which were both propagated to the same metastasis, raising the possibility that activation of wingless-type mouse mammary tumor virus integration site (WNT) signaling may be involved, as has been suggested by experimental models.


Subject(s)
Melanoma/pathology , Phylogeny , Humans , Melanoma/genetics , Neoplasm Metastasis
4.
Genome Biol ; 14(10): R110, 2013.
Article in English | MEDLINE | ID: mdl-24176112

ABSTRACT

BACKGROUND: First-generation molecular profiles for human breast cancers have enabled the identification of features that can predict therapeutic response; however, little is known about how the various data types can best be combined to yield optimal predictors. Collections of breast cancer cell lines mirror many aspects of breast cancer molecular pathobiology, and measurements of their omic and biological therapeutic responses are well-suited for development of strategies to identify the most predictive molecular feature sets. RESULTS: We used least squares-support vector machines and random forest algorithms to identify molecular features associated with responses of a collection of 70 breast cancer cell lines to 90 experimental or approved therapeutic agents. The datasets analyzed included measurements of copy number aberrations, mutations, gene and isoform expression, promoter methylation and protein expression. Transcriptional subtype contributed strongly to response predictors for 25% of compounds, and adding other molecular data types improved prediction for 65%. No single molecular dataset consistently out-performed the others, suggesting that therapeutic response is mediated at multiple levels in the genome. Response predictors were developed and applied to TCGA data, and were found to be present in subsets of those patient samples. CONCLUSIONS: These results suggest that matching patients to treatments based on transcriptional subtype will improve response rates, and inclusion of additional features from other profiling data types may provide additional benefit. Further, we suggest a systems biology strategy for guiding clinical trials so that patient cohorts most likely to respond to new therapies may be more efficiently identified.


Subject(s)
Breast Neoplasms/genetics , Breast Neoplasms/metabolism , Genomics , Models, Biological , Proteomics , Algorithms , Antineoplastic Agents/pharmacology , Antineoplastic Agents/therapeutic use , Breast Neoplasms/drug therapy , Cell Line, Tumor , Cluster Analysis , Female , Gene Expression Profiling , Gene Expression Regulation, Neoplastic , Humans , Prognosis , RNA Splicing , Reproducibility of Results , Signal Transduction , Support Vector Machine , Treatment Outcome
5.
Cancer Discov ; 1(2): 137-43, 2011 Jul.
Article in English | MEDLINE | ID: mdl-21984974

ABSTRACT

Timely intervention for cancer requires knowledge of its earliest genetic aberrations. Sequencing of tumors and their metastases reveals numerous abnormalities occurring late in progression. A means to temporally order aberrations in a single cancer, rather than inferring them from serially acquired samples, would define changes preceding even clinically evident disease. We integrate DNA sequence and copy number information to reconstruct the order of abnormalities as individual tumors evolve for 2 separate cancer types. We detect vast, unreported expansion of simple mutations sharply demarcated by recombinative loss of the second copy of TP53 in cutaneous squamous cell carcinomas (cSCC) and serous ovarian adenocarcinomas, in the former surpassing 50 mutations per megabase. In cSCCs, we also report diverse secondary mutations in known and novel oncogenic pathways, illustrating how such expanded mutagenesis directly promotes malignant progression. These results reframe paradigms in which TP53 mutation is required later, to bypass senescence induced by driver oncogenes.


Subject(s)
Carcinoma, Squamous Cell/genetics , Cell Transformation, Neoplastic/genetics , Cystadenocarcinoma, Serous/genetics , Ovarian Neoplasms/genetics , Carcinoma, Squamous Cell/pathology , Cell Transformation, Neoplastic/pathology , Chromosome Aberrations , Cystadenocarcinoma, Serous/pathology , Disease Progression , Female , Humans , Mutation , Oncogenes , Ovarian Neoplasms/pathology , Tumor Suppressor Protein p53/genetics
6.
Proc Natl Acad Sci U S A ; 108(43): 17761-6, 2011 Oct 25.
Article in English | MEDLINE | ID: mdl-22006338

ABSTRACT

Squamous cell carcinomas (SCCs) are one of the most frequent forms of human malignancy, but, other than TP53 mutations, few causative somatic aberrations have been identified. We identified NOTCH1 or NOTCH2 mutations in ~75% of cutaneous SCCs and in a lesser fraction of lung SCCs, defining a spectrum for the most prevalent tumor suppressor specific to these epithelial malignancies. Notch receptors normally transduce signals in response to ligands on neighboring cells, regulating metazoan lineage selection and developmental patterning. Our findings therefore illustrate a central role for disruption of microenvironmental communication in cancer progression. NOTCH aberrations include frameshift and nonsense mutations leading to receptor truncations as well as point substitutions in key functional domains that abrogate signaling in cell-based assays. Oncogenic gain-of-function mutations in NOTCH1 commonly occur in human T-cell lymphoblastic leukemia/lymphoma and B-cell chronic lymphocytic leukemia. The bifunctional role of Notch in human cancer thus emphasizes the context dependency of signaling outcomes and suggests that targeted inhibition of the Notch pathway may induce squamous epithelial malignancies.


Subject(s)
Carcinoma, Squamous Cell/genetics , Cell Communication/genetics , Lung Neoplasms/genetics , Receptor, Notch1/genetics , Receptor, Notch2/genetics , Signal Transduction/genetics , Skin Neoplasms/genetics , Base Sequence , Codon, Nonsense/genetics , Electrophoretic Mobility Shift Assay , Humans , Lod Score , Molecular Sequence Data , Sequence Analysis, DNA
7.
Phys Rev E Stat Nonlin Soft Matter Phys ; 66(1 Pt 1): 011915, 2002 Jul.
Article in English | MEDLINE | ID: mdl-12241392

ABSTRACT

We examine the dynamics of DNA molecules in mixed flows where the ratio of vorticity to strain rate may be slightly above or below unity via Brownian dynamics simulation. We find that the chain dynamics in these flows are dramatically different than those found for simple shear flow. When the strain rate exceeds vorticity, the dynamics are found to be driven by the extra amount of straining. For vorticity-dominated flows, a periodicity in chain extension is observed with considerable chain deformation.


Subject(s)
DNA/chemistry , Chemical Phenomena , Chemistry, Physical , Models, Molecular , Nucleic Acid Conformation , Rheology , Thermodynamics
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