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1.
Nat Biotechnol ; 39(9): 1141-1150, 2021 09.
Article En | MEDLINE | ID: mdl-34504346

Clinical applications of precision oncology require accurate tests that can distinguish true cancer-specific mutations from errors introduced at each step of next-generation sequencing (NGS). To date, no bulk sequencing study has addressed the effects of cross-site reproducibility, nor the biological, technical and computational factors that influence variant identification. Here we report a systematic interrogation of somatic mutations in paired tumor-normal cell lines to identify factors affecting detection reproducibility and accuracy at six different centers. Using whole-genome sequencing (WGS) and whole-exome sequencing (WES), we evaluated the reproducibility of different sample types with varying input amount and tumor purity, and multiple library construction protocols, followed by processing with nine bioinformatics pipelines. We found that read coverage and callers affected both WGS and WES reproducibility, but WES performance was influenced by insert fragment size, genomic copy content and the global imbalance score (GIV; G > T/C > A). Finally, taking into account library preparation protocol, tumor content, read coverage and bioinformatics processes concomitantly, we recommend actionable practices to improve the reproducibility and accuracy of NGS experiments for cancer mutation detection.


Benchmarking , Exome Sequencing/standards , Neoplasms/genetics , Sequence Analysis, DNA/standards , Whole Genome Sequencing/standards , Cell Line , Cell Line, Tumor , High-Throughput Nucleotide Sequencing/methods , Humans , Mutation , Neoplasms/pathology , Reproducibility of Results
2.
Nat Biotechnol ; 39(9): 1151-1160, 2021 09.
Article En | MEDLINE | ID: mdl-34504347

The lack of samples for generating standardized DNA datasets for setting up a sequencing pipeline or benchmarking the performance of different algorithms limits the implementation and uptake of cancer genomics. Here, we describe reference call sets obtained from paired tumor-normal genomic DNA (gDNA) samples derived from a breast cancer cell line-which is highly heterogeneous, with an aneuploid genome, and enriched in somatic alterations-and a matched lymphoblastoid cell line. We partially validated both somatic mutations and germline variants in these call sets via whole-exome sequencing (WES) with different sequencing platforms and targeted sequencing with >2,000-fold coverage, spanning 82% of genomic regions with high confidence. Although the gDNA reference samples are not representative of primary cancer cells from a clinical sample, when setting up a sequencing pipeline, they not only minimize potential biases from technologies, assays and informatics but also provide a unique resource for benchmarking 'tumor-only' or 'matched tumor-normal' analyses.


Benchmarking , Breast Neoplasms/genetics , DNA Mutational Analysis/standards , High-Throughput Nucleotide Sequencing/standards , Whole Genome Sequencing/standards , Cell Line, Tumor , Datasets as Topic , Germ Cells , Humans , Mutation , Reference Standards , Reproducibility of Results
3.
Front Genet ; 6: 233, 2015.
Article En | MEDLINE | ID: mdl-26191074

Osteosarcoma is the most common type of bone cancer in children and adolescents. Impaired differentiation of osteoblast cells is a distinguishing feature of this aggressive disease. As improvements in survival outcomes have largely plateaued, better understanding of the bone differentiation program may provide new treatment approaches. The miRNA cluster miR-23a~27a~24-2, particularly miR-23a, has been shown to interact with genes important for bone development. However, global changes in gene expression associated with functional gain of this cluster have not been fully explored. To better understand the relationship between miR-23a expression and bone cell differentiation, we carried out a large-scale gene expression analysis in HOS cells. Experimental results demonstrate that over-expression of miR-23a delays differentiation in this system. Downstream bioinformatic analysis identified miR-23a target gene connexin-43 (Cx43/GJA1), a mediator of intercellular signaling critical to osteoblast development, as acutely affected by miR-23a levels. Connexin-43 is up-regulated in the course of HOS cell differentiation and is down-regulated in cells transfected with miR-23a. Analysis of gene expression data, housed at Gene Expression Omnibus, reveals that Cx43 is consistently up-regulated during osteoblast differentiation. Suppression of Cx43 mRNA by miR-23a was confirmed in vitro using a luciferase reporter assay. This work demonstrates novel interactions between microRNA expression, intercellular signaling and bone differentiation in osteosarcoma.

4.
PLoS One ; 9(7): e101670, 2014.
Article En | MEDLINE | ID: mdl-25032700

Exome sequencing provides unprecedented insights into cancer biology and pharmacological response. Here we assess these two parameters for the NCI-60, which is among the richest genomic and pharmacological publicly available cancer cell line databases. Homozygous genetic variants that putatively affect protein function were identified in 1,199 genes (approximately 6% of all genes). Variants that are either enriched or depleted compared to non-cancerous genomes, and thus may be influential in cancer progression and differential drug response were identified for 2,546 genes. Potential gene knockouts are made available. Assessment of cell line response to 19,940 compounds, including 110 FDA-approved drugs, reveals ≈80-fold range in resistance versus sensitivity response across cell lines. 103,422 gene variants were significantly correlated with at least one compound (at p<0.0002). These include genes of known pharmacological importance such as IGF1R, BRAF, RAD52, MTOR, STAT2 and TSC2 as well as a large number of candidate genes such as NOM1, TLL2, and XDH. We introduce two new web-based CellMiner applications that enable exploration of variant-to-compound relationships for a broad range of researchers, especially those without bioinformatics support. The first tool, "Genetic variant versus drug visualization", provides a visualization of significant correlations between drug activity-gene variant combinations. Examples are given for the known vemurafenib-BRAF, and novel ifosfamide-RAD52 pairings. The second, "Genetic variant summation" allows an assessment of cumulative genetic variations for up to 150 combined genes together; and is designed to identify the variant burden for molecular pathways or functional grouping of genes. An example of its use is provided for the EGFR-ERBB2 pathway gene variant data and the identification of correlated EGFR, ERBB2, MTOR, BRAF, MEK and ERK inhibitors. The new tools are implemented as an updated web-based CellMiner version, for which the present publication serves as a compendium.


Computational Biology/methods , Data Mining/methods , Exome/genetics , Genome/genetics , Neoplasms/genetics , Antineoplastic Agents/pharmacology , Base Sequence , Cell Line, Tumor , Databases, Factual , Genetic Variation/genetics , Genomics/methods , Humans , Neoplasms/drug therapy , Sequence Analysis, DNA
5.
DNA Repair (Amst) ; 13: 1-9, 2014 Jan.
Article En | MEDLINE | ID: mdl-24355542

Tyrosyl-DNA-phosphodiesterase 1 (TDP1) repairs 3'-blocking DNA lesions by catalytically hydrolyzing the tyrosyl-DNA-phosphodiester bond of trapped topoisomerase I (Top1) cleavage complexes (Top1cc). It also removes 3'-blocking residues derived from oxidative damage or incorporation of chain terminating anticancer and antiviral nucleosides. Thus, TDP1 is regarded as a determinant of resistance to Top1 inhibitors and chain terminating nucleosides, and possibly of genomic stability. In the 60 cell lines of the NCI Developmental Therapeutic Anticancer Screen (the NCI-60), whose whole genome transcriptome and mutations have recently been characterized, we discovered two human lung cancer cell lines deficient for TDP1 (NCI_H522 and HOP_62). HOP_62 shows undetectable TDP1 mRNA and NCI_H522 bears a homozygous deleterious mutation of TDP1 at a highly conserved amino acid residue (K292E). Absence of TDP1 protein and lack of TDP1 catalytic activity were demonstrated in cell lysates from both cell lines. Lack of TDP1 expression in HOP_62 was shown to be due to TDP1 promoter hypermethylation. Our study provides insights into the possible inactivation of TDP1 in cancers and its relationship to cellular response to Top1-targeted drugs. It also reveals two TDP1 knockout lung cancer cell lines for further TDP1 functional analyses.


DNA Topoisomerases, Type I/metabolism , Genetic Variation , Lung Neoplasms/genetics , Phosphoric Diester Hydrolases/genetics , Phosphoric Diester Hydrolases/metabolism , Amino Acid Sequence , Cell Line, Tumor , Conserved Sequence , DNA Methylation , DNA Topoisomerases, Type I/genetics , Epigenesis, Genetic , Gene Expression Profiling , Gene Expression Regulation, Neoplastic , High-Throughput Nucleotide Sequencing , Humans , Mutation , National Cancer Institute (U.S.) , Promoter Regions, Genetic , United States
6.
Nat Genet ; 46(1): 8-10, 2014 Jan.
Article En | MEDLINE | ID: mdl-24241536

To understand the genetic mechanisms driving variant and IGHV4-34-expressing hairy-cell leukemias, we performed whole-exome sequencing of leukemia samples from ten affected individuals, including six with matched normal samples. We identified activating mutations in the MAP2K1 gene (encoding MEK1) in 5 of these 10 samples and in 10 of 21 samples in a validation set (overall frequency of 15/31), suggesting potential new strategies for treating individuals with these diseases.


Gene Rearrangement, B-Lymphocyte, Heavy Chain/genetics , Immunoglobulin Heavy Chains/genetics , Leukemia, Hairy Cell/genetics , MAP Kinase Kinase 1/genetics , Mutation Rate , Connectin/genetics , DNA-Binding Proteins , Humans , Immunoglobulin Variable Region/genetics , Nuclear Proteins/genetics , Ribonucleoproteins/genetics , Splicing Factor U2AF , Transcription Factors/genetics , Tumor Suppressor Protein p53/genetics
7.
Cancer Res ; 73(14): 4372-82, 2013 Jul 15.
Article En | MEDLINE | ID: mdl-23856246

The NCI-60 cell lines are the most frequently studied human tumor cell lines in cancer research. This panel has generated the most extensive cancer pharmacology database worldwide. In addition, these cell lines have been intensely investigated, providing a unique platform for hypothesis-driven research focused on enhancing our understanding of tumor biology. Here, we report a comprehensive analysis of coding variants in the NCI-60 panel of cell lines identified by whole exome sequencing, providing a list of possible cancer specific variants for the community. Furthermore, we identify pharmacogenomic correlations between specific variants in genes such as TP53, BRAF, ERBBs, and ATAD5 and anticancer agents such as nutlin, vemurafenib, erlotinib, and bleomycin showing one of many ways the data could be used to validate and generate novel hypotheses for further investigation. As new cancer genes are identified through large-scale sequencing studies, the data presented here for the NCI-60 will be an invaluable resource for identifying cell lines with mutations in such genes for hypothesis-driven research. To enhance the utility of the data for the greater research community, the genomic variants are freely available in different formats and from multiple sources including the CellMiner and Ingenuity websites.


Drug Screening Assays, Antitumor/methods , Exome , Neoplasms/drug therapy , Neoplasms/genetics , Antineoplastic Agents , Cell Line, Tumor , Genetic Variation , Humans , Mutation , Pharmacogenetics/methods
8.
Exp Cell Res ; 319(1): 1-11, 2013 Jan 01.
Article En | MEDLINE | ID: mdl-23018179

Identification of Protein Tyrosine Phosphatase (PTP) substrates is critical in understanding cellular role in normal cells as well as cancer cells. We have previously shown that reduction of PTPL1 protein levels in Ewings sarcoma (ES) inhibit cell growth and tumorigenesis. Therefore, we sought to identify novel PTPL1 substrates that may be important for tumorigenesis. In this current work, we demonstrated that mouse embryonic fibroblasts without PTPL1 catalytic activity fail to form foci when transfected with oncogenes. We proved that catalytic activity of PTPL1 is important for ES cell growth. Using a substrate-trapping mutant of PTPL1 we identified putative PTPL1 substrates by mass-spectrometry. One of these putative substrates was characterized as Valosin Containing Protein (VCP/p97). Using multiple biochemical assays we validated VCP as a novel substrate of PTPL1. We also provide evidence that tyrosine phosphorylation of VCP might be important for its midbody localization during cytokinesis. In conclusion, our work identifies VCP as a new substrate for PTPL1, which may be important in cellular transformation. Our investigation link an oncogenic transcription factor EWS-FLI1, with a key transcriptional target protein tyrosine phosphatase PTPL1, and its substrate VCP. Given our observation that PTPL1 catalytic activity is important for cell transformation, our results may also suggest that VCP regulation by PTPL1 might be important for tumorigenesis.


Adenosine Triphosphatases/metabolism , Cell Cycle Proteins/metabolism , Cell Transformation, Neoplastic/metabolism , Cell Transformation, Neoplastic/pathology , Protein Tyrosine Phosphatase, Non-Receptor Type 13/metabolism , Adenosine Triphosphatases/genetics , Animals , Bone Neoplasms/enzymology , Bone Neoplasms/pathology , Catalysis , Cell Cycle Proteins/genetics , Cell Line, Tumor , Cells, Cultured , Fibroblasts , HEK293 Cells , Humans , Mice , Mice, Mutant Strains , Pancreatic Neoplasms/enzymology , Pancreatic Neoplasms/pathology , Protein Tyrosine Phosphatase, Non-Receptor Type 13/genetics , Sarcoma, Ewing/enzymology , Sarcoma, Ewing/pathology , Substrate Specificity/physiology , Valosin Containing Protein
10.
Nat Med ; 15(7): 750-6, 2009 Jul.
Article En | MEDLINE | ID: mdl-19584866

Many sarcomas and leukemias carry nonrandom chromosomal translocations encoding tumor-specific mutant fusion transcription factors that are essential to their molecular pathogenesis. Ewing's sarcoma family tumors (ESFTs) contain a characteristic t(11;22) translocation leading to expression of the oncogenic fusion protein EWS-FLI1. EWS-FLI1 is a disordered protein that precludes standard structure-based small-molecule inhibitor design. EWS-FLI1 binding to RNA helicase A (RHA) is important for its oncogenic function. We therefore used surface plasmon resonance screening to identify compounds that bind EWS-FLI1 and might block its interaction with RHA. YK-4-279, a derivative of the lead compound from the screen, blocks RHA binding to EWS-FLI1, induces apoptosis in ESFT cells and reduces the growth of ESFT orthotopic xenografts. These findings provide proof of principle that inhibiting the interaction of mutant cancer-specific transcription factors with the normal cellular binding partners required for their oncogenic activity provides a promising strategy for the development of uniquely effective, tumor-specific anticancer agents.


Antineoplastic Agents/pharmacology , DEAD-box RNA Helicases/metabolism , Indoles/pharmacology , Neoplasm Proteins/metabolism , Oncogene Proteins, Fusion/antagonists & inhibitors , Sarcoma, Ewing/drug therapy , Transcription Factors/antagonists & inhibitors , Animals , COS Cells , Caspase 3/metabolism , Cells, Cultured , Chlorocebus aethiops , Humans , Mice , Proto-Oncogene Protein c-fli-1 , RNA-Binding Protein EWS , Sarcoma, Ewing/pathology , Surface Plasmon Resonance , Xenograft Model Antitumor Assays
11.
Cancer Metastasis Rev ; 27(2): 205-14, 2008 Jun.
Article En | MEDLINE | ID: mdl-18265946

Protein tyrosine phosphatase, PTPL1, (also known as PTPN13, FAP-1, PTP-BAS, PTP1E) is a non-receptor type PTP and, at 270 kDa, is the largest phosphatase within this group. In addition to the well-conserved PTP domain, PTPL1 contains at least 7 putative macromolecular interaction domains. This structural complexity indicates that PTPL1 may modulate diverse cellular functions, perhaps exerting both positive and negative effects. In accordance with this idea, while certain studies suggest that PTPL1 can act as a tumor-promoting gene other experimental studies have suggested that PTPL1 may function as a tumor suppressor. The role of PTPL1 in the cancer cell is therefore likely to be both complex and context dependent with possible roles including the modulation of growth, stress-response, and cytoskeletal remodeling pathways. Understanding the nature of molecular complexes containing PTPL1, its interaction partners, substrates, regulation and subcellular localization are key to unraveling the complex personality of this protein phosphatase.


Cell Transformation, Neoplastic , Protein Tyrosine Phosphatase, Non-Receptor Type 13/physiology , Animals , Humans , Oncogene Proteins/physiology , Tumor Suppressor Proteins/physiology
12.
Cancer Res ; 66(11): 5574-81, 2006 Jun 01.
Article En | MEDLINE | ID: mdl-16740692

RNA helicase A (RHA), a member of the DEXH box helicase family of proteins, is an integral component of protein complexes that regulate transcription and splicing. The EWS-FLI1 oncoprotein is expressed as a result of the chromosomal translocation t(11;22) that occurs in patients with the Ewing's sarcoma family of tumors (ESFT). Using phage display library screening, we identified an EWS-FLI1 binding peptide containing homology to RHA. ESFT cell lines and patient tumors highly expressed RHA. GST pull-down and ELISA assays showed that EWS-FLI1 specifically bound RHA fragment amino acids 630 to 1020, which contains the peptide region discovered by phage display. Endogenous RHA was identified in a protein complex with EWS-FLI1 in ESFT cell lines. Chromatin immunoprecipitation experiments showed both EWS-FLI1 and RHA bound to EWS-FLI1 target gene promoters. RHA stimulated the transcriptional activity of EWS-FLI1 regulated promoters, including Id2, in ESFT cells. In addition, RHA expression in mouse embryonic fibroblast cells stably transfected with EWS-FLI1 enhanced the anchorage-independent phenotype above that with EWS-FLI1 alone. These results suggest that RHA interacts with EWS-FLI1 as a transcriptional cofactor to enhance its function.


Autoantigens/metabolism , Oncogene Proteins, Fusion/metabolism , Proto-Oncogene Protein c-fli-1/metabolism , RNA Helicases/metabolism , Sarcoma, Ewing/metabolism , Animals , Autoantigens/biosynthesis , Autoantigens/genetics , Cell Adhesion/physiology , Cell Growth Processes/physiology , Cell Line, Tumor , DEAD-box RNA Helicases , Humans , Mice , Mice, Nude , Neoplasm Proteins , Oncogene Proteins, Fusion/genetics , Peptide Library , Peptides/metabolism , Promoter Regions, Genetic , Protein Binding , Proto-Oncogene Protein c-fli-1/genetics , RNA Helicases/biosynthesis , RNA Helicases/genetics , RNA-Binding Protein EWS , Recombinant Proteins/metabolism , Sarcoma, Ewing/enzymology , Sarcoma, Ewing/genetics , Transcriptional Activation , Transplantation, Heterologous
13.
Oncogene ; 24(16): 2715-22, 2005 Apr 14.
Article En | MEDLINE | ID: mdl-15782144

Ewing's Sarcoma family tumors (ESFT) are characterized by a translocation t(11:22) forming an aberrant transcription factor EWS-FLI1. Protein tyrosine phosphatase L1 (PTPL1) was identified as a gene upregulated by EWS-FLI1 in transfected cells by microarray. Our results show that PTPL1 is a transcriptional target of EWS-FLI1 both by chromatin immunoprecipitation and promoter activation studies. We demonstrate that PTPL1 is highly expressed in ESFT cells and patient tumors compared with normal tissues, with a trend towards higher expression in metastatic versus primary tumors. Reduction of PTPL1 protein in ESFT cells correlated with a significant reduction in both monolayer and soft-agar cell growth. In addition, these PTPL1-reduced cells were more sensitive to etoposide-induced apoptosis than the controls. We therefore report a novel transcriptional activation of a phosphatase involved in the oncogenesis of ESFT. Increasing interest in specific phosphatase inhibitors would allow PTPL1 to be evaluated as a therapeutic target in ESFT.


Bone Neoplasms/genetics , Oncogene Proteins, Fusion/metabolism , Sarcoma, Ewing/genetics , Transcription Factors/metabolism , Transcription, Genetic , Animals , Bone Neoplasms/pathology , Cell Line, Tumor , Chromatin Immunoprecipitation , Cloning, Molecular , Humans , Mice , Mutagenesis, Site-Directed , Oncogene Proteins, Fusion/genetics , Phenotype , Protein Binding , Protein Tyrosine Phosphatase, Non-Receptor Type 13 , Protein Tyrosine Phosphatases/genetics , Protein Tyrosine Phosphatases/metabolism , Proto-Oncogene Protein c-fli-1 , RNA-Binding Protein EWS , Sarcoma, Ewing/pathology , Transcription Factors/genetics
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