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1.
Exp Biol Med (Maywood) ; 241(11): 1202-9, 2016 06.
Article in English | MEDLINE | ID: mdl-26900164

ABSTRACT

We present an article viewer application that allows a scientific reader to easily discover and share knowledge by linking genomics-related concepts to knowledge of disparate biomedical databases. High-throughput data streams generated by technical advancements have contributed to scientific knowledge discovery at an unprecedented rate. Biomedical Informaticists have created a diverse set of databases to store and retrieve the discovered knowledge. The diversity and abundance of such resources present biomedical researchers a challenge with knowledge discovery. These challenges highlight a need for a better informatics solution. We use a text mining algorithm, Genomine, to identify gene symbols from the text of a journal article. The identified symbols are supplemented with information from the GenoDB knowledgebase. Self-updating GenoDB contains information from NCBI Gene, Clinvar, Medgen, dbSNP, KEGG, PharmGKB, Uniprot, and Hugo Gene databases. The journal viewer is a web application accessible via a web browser. The features described herein are accessible on www.genotation.org The Genomine algorithm identifies gene symbols with an accuracy shown by .65 F-Score. GenoDB currently contains information regarding 59,905 gene symbols, 5633 drug-gene relationships, 5981 gene-disease relationships, and 713 pathways. This application provides scientific readers with actionable knowledge related to concepts of a manuscript. The reader will be able to save and share supplements to be visualized in a graphical manner. This provides convenient access to details of complex biological phenomena, enabling biomedical researchers to generate novel hypothesis to further our knowledge in human health. This manuscript presents a novel application that integrates genomic, proteomic, and pharmacogenomic information to supplement content of a biomedical manuscript and enable readers to automatically discover actionable knowledge.


Subject(s)
Computational Biology/methods , Data Mining/methods , Software , Algorithms , Biomedical Research/methods , Databases, Factual , Humans
2.
Nat Genet ; 47(4): 330-7, 2015 Apr.
Article in English | MEDLINE | ID: mdl-25730765

ABSTRACT

Infant acute lymphoblastic leukemia (ALL) with MLL rearrangements (MLL-R) represents a distinct leukemia with a poor prognosis. To define its mutational landscape, we performed whole-genome, exome, RNA and targeted DNA sequencing on 65 infants (47 MLL-R and 18 non-MLL-R cases) and 20 older children (MLL-R cases) with leukemia. Our data show that infant MLL-R ALL has one of the lowest frequencies of somatic mutations of any sequenced cancer, with the predominant leukemic clone carrying a mean of 1.3 non-silent mutations. Despite this paucity of mutations, we detected activating mutations in kinase-PI3K-RAS signaling pathway components in 47% of cases. Surprisingly, these mutations were often subclonal and were frequently lost at relapse. In contrast to infant cases, MLL-R leukemia in older children had more somatic mutations (mean of 6.5 mutations/case versus 1.3 mutations/case, P = 7.15 × 10(-5)) and had frequent mutations (45%) in epigenetic regulators, a category of genes that, with the exception of MLL, was rarely mutated in infant MLL-R ALL.


Subject(s)
Mutation , Myeloid-Lymphoid Leukemia Protein/genetics , Precursor Cell Lymphoblastic Leukemia-Lymphoma/genetics , Allelic Imbalance/genetics , Cohort Studies , DNA Mutational Analysis , Gene Frequency , Histone-Lysine N-Methyltransferase , Humans , Infant , Oncogene Proteins, Fusion/genetics , Phosphatidylinositol 3-Kinases/genetics , Phosphatidylinositol 3-Kinases/metabolism , Precursor Cell Lymphoblastic Leukemia-Lymphoma/epidemiology , Protein-Tyrosine Kinases/genetics , Protein-Tyrosine Kinases/metabolism , Signal Transduction/genetics , ras Proteins/genetics , ras Proteins/metabolism
3.
Nat Commun ; 6: 6604, 2015 Mar 19.
Article in English | MEDLINE | ID: mdl-25790293

ABSTRACT

There is incomplete understanding of genetic heterogeneity and clonal evolution during cancer progression. Here we use deep whole-exome sequencing to describe the clonal architecture and evolution of 20 pediatric B-acute lymphoblastic leukaemias from diagnosis to relapse. We show that clonal diversity is comparable at diagnosis and relapse and clonal survival from diagnosis to relapse is not associated with mutation burden. Six pathways were frequently mutated, with NT5C2, CREBBP, WHSC1, TP53, USH2A, NRAS and IKZF1 mutations enriched at relapse. Half of the leukaemias had multiple subclonal mutations in a pathway or gene at diagnosis, but mostly with only one, usually minor clone, surviving therapy to acquire additional mutations and become the relapse founder clone. Relapse-specific mutations in NT5C2 were found in nine cases, with mutations in four cases being in descendants of the relapse founder clone. These results provide important insights into the genetic basis of treatment failure in ALL and have implications for the early detection of mutations driving relapse.


Subject(s)
Clonal Evolution/genetics , Neoplasm Recurrence, Local/genetics , Precursor B-Cell Lymphoblastic Leukemia-Lymphoma/genetics , 5'-Nucleotidase/genetics , CREB-Binding Protein/genetics , Child , Clone Cells , DNA Copy Number Variations , Disease Progression , Exome , Extracellular Matrix Proteins/genetics , Female , GTP Phosphohydrolases/genetics , Histone-Lysine N-Methyltransferase/genetics , Humans , Ikaros Transcription Factor/genetics , Male , Membrane Proteins/genetics , Mutation , Repressor Proteins/genetics , Tumor Suppressor Protein p53/genetics
4.
J Invest Dermatol ; 135(3): 816-823, 2015 Mar.
Article in English | MEDLINE | ID: mdl-25268584

ABSTRACT

Despite remarkable advances in the genomic characterization of adult melanoma, the molecular pathogenesis of pediatric melanoma remains largely unknown. We analyzed 15 conventional melanomas (CMs), 3 melanomas arising in congenital nevi (CNMs), and 5 spitzoid melanomas (SMs), using various platforms, including whole genome or exome sequencing, the molecular inversion probe assay, and/or targeted sequencing. CMs demonstrated a high burden of somatic single-nucleotide variations (SNVs), with each case containing a TERT promoter (TERT-p) mutation, 13/15 containing an activating BRAF V600 mutation, and >80% of the identified SNVs consistent with UV damage. In contrast, the three CNMs contained an activating NRAS Q61 mutation and no TERT-p mutations. SMs were characterized by chromosomal rearrangements resulting in activated kinase signaling in 40%, and an absence of TERT-p mutations, except for the one SM that succumbed to hematogenous metastasis. We conclude that pediatric CM has a very similar UV-induced mutational spectrum to that found in the adult counterpart, emphasizing the need to promote sun protection practices in early life and to improve access to therapeutic agents being explored in adults in young patients. In contrast, the pathogenesis of CNM appears to be distinct. TERT-p mutations may identify the rare subset of spitzoid melanocytic lesions prone to disseminate.


Subject(s)
GTP Phosphohydrolases/genetics , Melanoma/genetics , Membrane Proteins/genetics , Polymorphism, Single Nucleotide/genetics , Proto-Oncogene Proteins B-raf/genetics , Skin Neoplasms/genetics , Telomerase/genetics , Adolescent , Child , Child, Preschool , Follow-Up Studies , Genetic Predisposition to Disease/genetics , Humans , Melanoma/pathology , Neoplasms, Radiation-Induced/genetics , Neoplasms, Radiation-Induced/pathology , Nevus, Epithelioid and Spindle Cell/genetics , Nevus, Epithelioid and Spindle Cell/pathology , Nevus, Pigmented/genetics , Nevus, Pigmented/pathology , PTEN Phosphohydrolase/genetics , Skin Neoplasms/pathology , Ultraviolet Rays/adverse effects , Young Adult
5.
N Engl J Med ; 371(11): 1005-15, 2014 Sep 11.
Article in English | MEDLINE | ID: mdl-25207766

ABSTRACT

BACKGROUND: Philadelphia chromosome-like acute lymphoblastic leukemia (Ph-like ALL) is characterized by a gene-expression profile similar to that of BCR-ABL1-positive ALL, alterations of lymphoid transcription factor genes, and a poor outcome. The frequency and spectrum of genetic alterations in Ph-like ALL and its responsiveness to tyrosine kinase inhibition are undefined, especially in adolescents and adults. METHODS: We performed genomic profiling of 1725 patients with precursor B-cell ALL and detailed genomic analysis of 154 patients with Ph-like ALL. We examined the functional effects of fusion proteins and the efficacy of tyrosine kinase inhibitors in mouse pre-B cells and xenografts of human Ph-like ALL. RESULTS: Ph-like ALL increased in frequency from 10% among children with standard-risk ALL to 27% among young adults with ALL and was associated with a poor outcome. Kinase-activating alterations were identified in 91% of patients with Ph-like ALL; rearrangements involving ABL1, ABL2, CRLF2, CSF1R, EPOR, JAK2, NTRK3, PDGFRB, PTK2B, TSLP, or TYK2 and sequence mutations involving FLT3, IL7R, or SH2B3 were most common. Expression of ABL1, ABL2, CSF1R, JAK2, and PDGFRB fusions resulted in cytokine-independent proliferation and activation of phosphorylated STAT5. Cell lines and human leukemic cells expressing ABL1, ABL2, CSF1R, and PDGFRB fusions were sensitive in vitro to dasatinib, EPOR and JAK2 rearrangements were sensitive to ruxolitinib, and the ETV6-NTRK3 fusion was sensitive to crizotinib. CONCLUSIONS: Ph-like ALL was found to be characterized by a range of genomic alterations that activate a limited number of signaling pathways, all of which may be amenable to inhibition with approved tyrosine kinase inhibitors. Trials identifying Ph-like ALL are needed to assess whether adding tyrosine kinase inhibitors to current therapy will improve the survival of patients with this type of leukemia. (Funded by the American Lebanese Syrian Associated Charities and others.).


Subject(s)
Precursor B-Cell Lymphoblastic Leukemia-Lymphoma/genetics , Protein Kinase Inhibitors/therapeutic use , Adolescent , Adult , Animals , Child , Child, Preschool , DNA, Neoplasm/analysis , Female , Genome, Human , Heterografts , Humans , Infant , Male , Mice , Oligonucleotide Array Sequence Analysis , Philadelphia Chromosome , Polymorphism, Single Nucleotide , Precursor B-Cell Lymphoblastic Leukemia-Lymphoma/drug therapy , Precursor B-Cell Lymphoblastic Leukemia-Lymphoma/metabolism , Precursor B-Cell Lymphoblastic Leukemia-Lymphoma/mortality , Protein-Tyrosine Kinases/antagonists & inhibitors , Receptors, Cytokine/genetics , Receptors, Cytokine/metabolism , Signal Transduction/genetics , Survival Analysis , Young Adult
6.
Cell Rep ; 7(1): 104-12, 2014 Apr 10.
Article in English | MEDLINE | ID: mdl-24703847

ABSTRACT

Pediatric osteosarcoma is characterized by multiple somatic chromosomal lesions, including structural variations (SVs) and copy number alterations (CNAs). To define the landscape of somatic mutations in pediatric osteosarcoma, we performed whole-genome sequencing of DNA from 20 osteosarcoma tumor samples and matched normal tissue in a discovery cohort, as well as 14 samples in a validation cohort. Single-nucleotide variations (SNVs) exhibited a pattern of localized hypermutation called kataegis in 50% of the tumors. We identified p53 pathway lesions in all tumors in the discovery cohort, nine of which were translocations in the first intron of the TP53 gene. Beyond TP53, the RB1, ATRX, and DLG2 genes showed recurrent somatic alterations in 29%-53% of the tumors. These data highlight the power of whole-genome sequencing for identifying recurrent somatic alterations in cancer genomes that may be missed using other methods.


Subject(s)
Bone Neoplasms/genetics , Carcinogenesis/genetics , DNA Copy Number Variations , Osteosarcoma/genetics , Adolescent , Bone Neoplasms/pathology , Carcinogenesis/pathology , Child , Child, Preschool , DNA, Neoplasm/genetics , Disease Progression , Genome, Human , Humans , Mutation , Neoplasm Metastasis , Osteosarcoma/pathology , Polymorphism, Single Nucleotide
7.
Nat Genet ; 46(5): 444-450, 2014 May.
Article in English | MEDLINE | ID: mdl-24705251

ABSTRACT

Pediatric high-grade glioma (HGG) is a devastating disease with a less than 20% survival rate 2 years after diagnosis. We analyzed 127 pediatric HGGs, including diffuse intrinsic pontine gliomas (DIPGs) and non-brainstem HGGs (NBS-HGGs), by whole-genome, whole-exome and/or transcriptome sequencing. We identified recurrent somatic mutations in ACVR1 exclusively in DIPGs (32%), in addition to previously reported frequent somatic mutations in histone H3 genes, TP53 and ATRX, in both DIPGs and NBS-HGGs. Structural variants generating fusion genes were found in 47% of DIPGs and NBS-HGGs, with recurrent fusions involving the neurotrophin receptor genes NTRK1, NTRK2 and NTRK3 in 40% of NBS-HGGs in infants. Mutations targeting receptor tyrosine kinase-RAS-PI3K signaling, histone modification or chromatin remodeling, and cell cycle regulation were found in 68%, 73% and 59% of pediatric HGGs, respectively, including in DIPGs and NBS-HGGs. This comprehensive analysis provides insights into the unique and shared pathways driving pediatric HGG within and outside the brainstem.


Subject(s)
Activin Receptors, Type I/genetics , Brain Stem Neoplasms/genetics , Glioma/genetics , Signal Transduction/genetics , Animals , Child , Cohort Studies , Computational Biology , Gene Expression Profiling , Gene Fusion/genetics , Humans , Immunoblotting , Immunohistochemistry , Microarray Analysis , Receptor, trkA/genetics , Receptor, trkB/genetics , Receptor, trkC/genetics , Reverse Transcriptase Polymerase Chain Reaction , Sequence Analysis, DNA , Statistics, Nonparametric , Zebrafish
8.
Oncotarget ; 5(2): 438-50, 2014 Jan 30.
Article in English | MEDLINE | ID: mdl-24509483

ABSTRACT

Retinoblastoma is a rare childhood cancer of the developing retina. Most retinoblastomas initiate with biallelic inactivation of the RB1 gene through diverse mechanisms including point mutations, nucleotide insertions, deletions, loss of heterozygosity and promoter hypermethylation. Recently, a novel mechanism of retinoblastoma initiation was proposed. Gallie and colleagues discovered that a small proportion of retinoblastomas lack RB1 mutations and had MYCN amplification [1]. In this study, we identified recurrent chromosomal, regional and focal genomic lesions in 94 primary retinoblastomas with their matched normal DNA using SNP 6.0 chips. We also analyzed the RB1 gene mutations and compared the mechanism of RB1 inactivation to the recurrent copy number variations in the retinoblastoma genome. In addition to the previously described focal amplification of MYCN and deletions in RB1 and BCOR, we also identified recurrent focal amplification of OTX2, a transcription factor required for retinal photoreceptor development. We identified 10 retinoblastomas in our cohort that lacked RB1 point mutations or indels. We performed whole genome sequencing on those 10 tumors and their corresponding germline DNA. In one of the tumors, the RB1 gene was unaltered, the MYCN gene was amplified and RB1 protein was expressed in the nuclei of the tumor cells. In addition, several tumors had complex patterns of structural variations and we identified 3 tumors with chromothripsis at the RB1 locus. This is the first report of chromothripsis as a mechanism for RB1 gene inactivation in cancer.


Subject(s)
Chromosome Aberrations , Genes, Retinoblastoma , Oncogene Proteins/genetics , Retinal Neoplasms/genetics , Retinoblastoma Protein/genetics , Retinoblastoma/genetics , Gene Expression , Gene Expression Regulation, Neoplastic , Gene Silencing , Humans , Oncogene Proteins/metabolism , Retinoblastoma/metabolism , Retinoblastoma/pathology , Retinoblastoma Protein/metabolism
9.
Cancer Cell ; 24(6): 710-24, 2013 Dec 09.
Article in English | MEDLINE | ID: mdl-24332040

ABSTRACT

Rhabdomyosarcoma is a soft-tissue sarcoma with molecular and cellular features of developing skeletal muscle. Rhabdomyosarcoma has two major histologic subtypes, embryonal and alveolar, each with distinct clinical, molecular, and genetic features. Genomic analysis shows that embryonal tumors have more structural and copy number variations than alveolar tumors. Mutations in the RAS/NF1 pathway are significantly associated with intermediate- and high-risk embryonal rhabdomyosarcomas (ERMS). In contrast, alveolar rhabdomyosarcomas (ARMS) have fewer genetic lesions overall and no known recurrently mutated cancer consensus genes. To identify therapeutics for ERMS, we developed and characterized orthotopic xenografts of tumors that were sequenced in our study. High-throughput screening of primary cultures derived from those xenografts identified oxidative stress as a pathway of therapeutic relevance for ERMS.


Subject(s)
Oxidative Stress , Rhabdomyosarcoma, Embryonal/genetics , Animals , Clonal Evolution , Gene Dosage , Homeostasis , Humans , Loss of Heterozygosity , Mice , Mutation , Rhabdomyosarcoma, Embryonal/drug therapy , Rhabdomyosarcoma, Embryonal/metabolism
10.
Nat Genet ; 45(10): 1226-1231, 2013 Oct.
Article in English | MEDLINE | ID: mdl-24013638

ABSTRACT

Somatic alterations of the lymphoid transcription factor gene PAX5 (also known as BSAP) are a hallmark of B cell precursor acute lymphoblastic leukemia (B-ALL), but inherited mutations of PAX5 have not previously been described. Here we report a new heterozygous germline variant, c.547G>A (p.Gly183Ser), affecting the octapeptide domain of PAX5 that was found to segregate with disease in two unrelated kindreds with autosomal dominant B-ALL. Leukemic cells from all affected individuals in both families exhibited 9p deletion, with loss of heterozygosity and retention of the mutant PAX5 allele at 9p13. Two additional sporadic ALL cases with 9p loss harbored somatic PAX5 substitutions affecting Gly183. Functional and gene expression analysis of the PAX5 mutation demonstrated that it had significantly reduced transcriptional activity. These data extend the role of PAX5 alterations in the pathogenesis of pre-B cell ALL and implicate PAX5 in a new syndrome of susceptibility to pre-B cell neoplasia.


Subject(s)
Genetic Predisposition to Disease , Germ-Line Mutation , PAX5 Transcription Factor/genetics , Precursor B-Cell Lymphoblastic Leukemia-Lymphoma/genetics , Humans , Polymorphism, Single Nucleotide
11.
Nat Genet ; 45(6): 602-12, 2013 Jun.
Article in English | MEDLINE | ID: mdl-23583981

ABSTRACT

The most common pediatric brain tumors are low-grade gliomas (LGGs). We used whole-genome sequencing to identify multiple new genetic alterations involving BRAF, RAF1, FGFR1, MYB, MYBL1 and genes with histone-related functions, including H3F3A and ATRX, in 39 LGGs and low-grade glioneuronal tumors (LGGNTs). Only a single non-silent somatic alteration was detected in 24 of 39 (62%) tumors. Intragenic duplications of the portion of FGFR1 encoding the tyrosine kinase domain (TKD) and rearrangements of MYB were recurrent and mutually exclusive in 53% of grade II diffuse LGGs. Transplantation of Trp53-null neonatal astrocytes expressing FGFR1 with the duplication involving the TKD into the brains of nude mice generated high-grade astrocytomas with short latency and 100% penetrance. FGFR1 with the duplication induced FGFR1 autophosphorylation and upregulation of the MAPK/ERK and PI3K pathways, which could be blocked by specific inhibitors. Focusing on the therapeutically challenging diffuse LGGs, our study of 151 tumors has discovered genetic alterations and potential therapeutic targets across the entire range of pediatric LGGs and LGGNTs.


Subject(s)
Brain Neoplasms/genetics , Glioma/genetics , Adolescent , Animals , Base Sequence , Brain Neoplasms/pathology , Child , Child, Preschool , Female , Gene Duplication , Gene Rearrangement , Genes, myb , Genome-Wide Association Study , Glioma/pathology , Humans , Infant , Male , Mice , Mice, Nude , Molecular Sequence Data , Mutation , Neoplasm Grading , Neoplasm Transplantation , Proto-Oncogene Proteins/genetics , Proto-Oncogene Proteins B-raf , Receptor, Fibroblast Growth Factor, Type 1/genetics , Sequence Analysis, DNA , Signal Transduction , Trans-Activators/genetics , Transcriptome
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