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1.
Nat Methods ; 15(7): 512-514, 2018 07.
Article in English | MEDLINE | ID: mdl-29786090

ABSTRACT

Despite widespread use of CRISPR, comprehensive data on the frequency and impact of Cas9-mediated off-targets in modified rodents are limited. Here we present deep-sequencing data from 81 genome-editing projects on mouse and rat genomes at 1,423 predicted off-target sites, 32 of which were confirmed, and show that high-fidelity Cas9 versions reduced off-target mutation rates in vivo. Using whole-genome sequencing data from ten mouse embryos, treated with a single guide RNA (sgRNA), and from their genetic parents, we found 43 off-targets, 30 of which were predicted by an adapted version of GUIDE-seq.


Subject(s)
Clustered Regularly Interspaced Short Palindromic Repeats , Genetic Engineering , Genomics/methods , Animals , Cell Line , Female , Male , Mice , Multiplex Polymerase Chain Reaction/methods , RNA/genetics , Rats , Whole Genome Sequencing/methods
2.
Proc Natl Acad Sci U S A ; 114(4): E486-E495, 2017 01 24.
Article in English | MEDLINE | ID: mdl-28057863

ABSTRACT

Somatic mutations within the antibody variable domains are critical to the immense capacity of the immune repertoire. Here, via a deep mutational scan, we dissect how mutations at all positions of the variable domains of a high-affinity anti-VEGF antibody G6.31 impact its antigen-binding function. The resulting mutational landscape demonstrates that large portions of antibody variable domain positions are open to mutation, and that beneficial mutations can be found throughout the variable domains. We determine the role of one antigen-distal light chain position 83, demonstrating that mutation at this site optimizes both antigen affinity and thermostability by modulating the interdomain conformational dynamics of the antigen-binding fragment. Furthermore, by analyzing a large number of human antibody sequences and structures, we demonstrate that somatic mutations occur frequently at position 83, with corresponding domain conformations observed for G6.31. Therefore, the modulation of interdomain dynamics represents an important mechanism during antibody maturation in vivo.


Subject(s)
Antibodies/genetics , Immunoglobulin Fab Fragments/genetics , Antibodies/chemistry , Antibodies/immunology , Antibody Affinity , Antigens/immunology , Binding Sites, Antibody , Humans , Immunoglobulin Fab Fragments/chemistry , Immunoglobulin Fab Fragments/immunology , Mutation , Protein Conformation
3.
BMC Med Genet ; 19(1): 22, 2018 02 13.
Article in English | MEDLINE | ID: mdl-29439679

ABSTRACT

BACKGROUND: Maturity-onset diabetes of the young (MODY) is an early-onset, autosomal dominant form of non-insulin dependent diabetes. Genetic diagnosis of MODY can transform patient management. Earlier data on the genetic predisposition to MODY have come primarily from familial studies in populations of European origin. METHODS: In this study, we carried out a comprehensive genomic analysis of 289 individuals from India that included 152 clinically diagnosed MODY cases to identify variants in known MODY genes. Further, we have analyzed exome data to identify putative MODY relevant variants in genes previously not implicated in MODY. Functional validation of MODY relevant variants was also performed. RESULTS: We found MODY 3 (HNF1A; 7.2%) to be most frequently mutated followed by MODY 12 (ABCC8; 3.3%). They together account for ~ 11% of the cases. In addition to known MODY genes, we report the identification of variants in RFX6, WFS1, AKT2, NKX6-1 that may contribute to development of MODY. Functional assessment of the NKX6-1 variants showed that they are functionally impaired. CONCLUSIONS: Our findings showed HNF1A and ABCC8 to be the most frequently mutated MODY genes in south India. Further we provide evidence for additional MODY relevant genes, such as NKX6-1, and these require further validation.


Subject(s)
Diabetes Mellitus, Type 2/diagnosis , Diabetes Mellitus, Type 2/epidemiology , Diabetes Mellitus, Type 2/genetics , Genetic Predisposition to Disease/epidemiology , Adolescent , Adult , Cohort Studies , Exome , Female , Gene Library , Genomics , Glycated Hemoglobin/metabolism , Hepatocyte Nuclear Factor 1-alpha/genetics , Hepatocyte Nuclear Factor 1-alpha/metabolism , Homeodomain Proteins/genetics , Homeodomain Proteins/metabolism , Humans , India/epidemiology , Male , Membrane Proteins/genetics , Membrane Proteins/metabolism , Proto-Oncogene Proteins c-akt/genetics , Proto-Oncogene Proteins c-akt/metabolism , Regulatory Factor X Transcription Factors/genetics , Regulatory Factor X Transcription Factors/metabolism , Sequence Analysis, DNA , Sulfonylurea Receptors/genetics , Sulfonylurea Receptors/metabolism , Young Adult
4.
Nature ; 488(7413): 660-4, 2012 Aug 30.
Article in English | MEDLINE | ID: mdl-22895193

ABSTRACT

Identifying and understanding changes in cancer genomes is essential for the development of targeted therapeutics. Here we analyse systematically more than 70 pairs of primary human colon tumours by applying next-generation sequencing to characterize their exomes, transcriptomes and copy-number alterations. We have identified 36,303 protein-altering somatic changes that include several new recurrent mutations in the Wnt pathway gene TCF7L2, chromatin-remodelling genes such as TET2 and TET3 and receptor tyrosine kinases including ERBB3. Our analysis for significantly mutated cancer genes identified 23 candidates, including the cell cycle checkpoint kinase ATM. Copy-number and RNA-seq data analysis identified amplifications and corresponding overexpression of IGF2 in a subset of colon tumours. Furthermore, using RNA-seq data we identified multiple fusion transcripts including recurrent gene fusions involving R-spondin family members RSPO2 and RSPO3 that together occur in 10% of colon tumours. The RSPO fusions were mutually exclusive with APC mutations, indicating that they probably have a role in the activation of Wnt signalling and tumorigenesis. Consistent with this we show that the RSPO fusion proteins were capable of potentiating Wnt signalling. The R-spondin gene fusions and several other gene mutations identified in this study provide new potential opportunities for therapeutic intervention in colon cancer.


Subject(s)
Colonic Neoplasms/genetics , Gene Fusion/genetics , Genes, Neoplasm/genetics , Intercellular Signaling Peptides and Proteins/genetics , Thrombospondins/genetics , Ataxia Telangiectasia Mutated Proteins , Base Sequence , Cell Cycle Proteins/genetics , Colonic Neoplasms/metabolism , Colonic Neoplasms/pathology , DNA Copy Number Variations/genetics , DNA-Binding Proteins/genetics , Dioxygenases/genetics , Exome/genetics , Gene Expression Profiling , Gene Expression Regulation, Neoplastic/genetics , Genes, APC , Humans , Insulin-Like Growth Factor II/genetics , Molecular Sequence Data , Mutation/genetics , Polymorphism, Single Nucleotide/genetics , Protein Serine-Threonine Kinases/genetics , Proto-Oncogene Proteins/genetics , Receptor, ErbB-3/genetics , Sequence Analysis, RNA , Signal Transduction/genetics , Transcription Factor 7-Like 2 Protein/genetics , Tumor Suppressor Proteins/genetics , Wnt Proteins/metabolism
5.
J Proteome Res ; 16(1): 45-54, 2017 01 06.
Article in English | MEDLINE | ID: mdl-27779884

ABSTRACT

One direct route for the discovery of therapeutic human monoclonal antibodies (mAbs) involves the isolation of peripheral B cells from survivors/sero-positive individuals after exposure to an infectious reagent or disease etiology, followed by single-cell sequencing or hybridoma generation. Peripheral B cells, however, are not always easy to obtain and represent only a small percentage of the total B-cell population across all bodily tissues. Although it has been demonstrated that tandem mass spectrometry (MS/MS) techniques can interrogate the full polyclonal antibody (pAb) response to an antigen in vivo, all current approaches identify MS/MS spectra against databases derived from genetic sequencing of B cells from the same patient. In this proof-of-concept study, we demonstrate the feasibility of a novel MS/MS antibody discovery approach in which only serum antibodies are required without the need for sequencing of genetic material. Peripheral pAbs from a cytomegalovirus-exposed individual were purified by glycoprotein B antigen affinity and de novo sequenced from MS/MS data. Purely MS-derived mAbs were then manufactured in mammalian cells to validate potency via antigen-binding ELISA. Interestingly, we found that these mAbs accounted for 1 to 2% of total donor IgG but were not detected in parallel sequencing of memory B cells from the same patient.


Subject(s)
Antibodies, Monoclonal/chemistry , Antibodies, Viral/chemistry , B-Lymphocytes/immunology , Cytomegalovirus Infections/immunology , Immunoglobulin G/chemistry , Sequence Analysis, Protein , Amino Acid Sequence , Antibodies, Monoclonal/biosynthesis , Antibodies, Monoclonal/isolation & purification , Antibodies, Viral/biosynthesis , Antibodies, Viral/isolation & purification , Antibody Formation , Antibody-Producing Cells/cytology , Antibody-Producing Cells/immunology , B-Lymphocytes/virology , Chromatography, Affinity/methods , Cytomegalovirus/growth & development , Cytomegalovirus Infections/blood , Cytomegalovirus Infections/virology , Enzyme-Linked Immunosorbent Assay , HEK293 Cells , Humans , Immune Sera/chemistry , Immunoglobulin G/biosynthesis , Immunoglobulin G/isolation & purification , Tandem Mass Spectrometry , Viral Envelope Proteins/chemistry , Viral Envelope Proteins/immunology
6.
BMC Genomics ; 18(1): 519, 2017 07 07.
Article in English | MEDLINE | ID: mdl-28687070

ABSTRACT

BACKGROUND: Technological advances have enabled transcriptome characterization of cell types at the single-cell level providing new biological insights. New methods that enable simple yet high-throughput single-cell expression profiling are highly desirable. RESULTS: Here we report a novel nanowell-based single-cell RNA sequencing system, ICELL8, which enables processing of thousands of cells per sample. The system employs a 5,184-nanowell-containing microchip to capture ~1,300 single cells and process them. Each nanowell contains preprinted oligonucleotides encoding poly-d(T), a unique well barcode, and a unique molecular identifier. The ICELL8 system uses imaging software to identify nanowells containing viable single cells and only wells with single cells are processed into sequencing libraries. Here, we report the performance and utility of ICELL8 using samples of increasing complexity from cultured cells to mouse solid tissue samples. Our assessment of the system to discriminate between mixed human and mouse cells showed that ICELL8 has a low cell multiplet rate (< 3%) and low cross-cell contamination. We characterized single-cell transcriptomes of more than a thousand cultured human and mouse cells as well as 468 mouse pancreatic islets cells. We were able to identify distinct cell types in pancreatic islets, including alpha, beta, delta and gamma cells. CONCLUSIONS: Overall, ICELL8 provides efficient and cost-effective single-cell expression profiling of thousands of cells, allowing researchers to decipher single-cell transcriptomes within complex biological samples.


Subject(s)
Gene Expression Profiling/methods , High-Throughput Nucleotide Sequencing/methods , Nanotechnology/methods , Sequence Analysis, RNA/methods , Single-Cell Analysis/methods , Tissue Array Analysis/methods , Cell Line , Humans , Islets of Langerhans/cytology , Islets of Langerhans/metabolism
7.
J Biol Chem ; 290(36): 21773-86, 2015 Sep 04.
Article in English | MEDLINE | ID: mdl-26088137

ABSTRACT

The development of dual targeting antibodies promises therapies with improved efficacy over mono-specific antibodies. Here, we engineered a Two-in-One VEGF/angiopoietin 2 antibody with dual action Fab (DAF) as a potential therapeutic for neovascular age-related macular degeneration. Crystal structures of the VEGF/angiopoietin 2 DAF in complex with its two antigens showed highly overlapping binding sites. To achieve sufficient affinity of the DAF to block both angiogenic factors, we turned to deep mutational scanning in the complementarity determining regions (CDRs). By mutating all three CDRs of each antibody chain simultaneously, we were able not only to identify affinity improving single mutations but also mutation pairs from different CDRs that synergistically improve both binding functions. Furthermore, insights into the cooperativity between mutations allowed us to identify fold-stabilizing mutations in the CDRs. The data obtained from deep mutational scanning reveal that the majority of the 52 CDR residues are utilized differently for the two antigen binding function and permit, for the first time, the engineering of several DAF variants with sub-nanomolar affinity against two structurally unrelated antigens. The improved variants show similar blocking activity of receptor binding as the high affinity mono-specific antibodies against these two proteins, demonstrating the feasibility of generating a dual specificity binding surface with comparable properties to individual high affinity mono-specific antibodies.


Subject(s)
Angiogenesis Inducing Agents/immunology , Antibodies, Monoclonal/immunology , Antibody Affinity/immunology , Antibody Specificity/immunology , Macular Degeneration/immunology , Angiogenesis Inducing Agents/chemistry , Angiogenesis Inducing Agents/metabolism , Angiopoietin-2/antagonists & inhibitors , Angiopoietin-2/immunology , Angiopoietin-2/metabolism , Antibodies, Monoclonal/chemistry , Antibodies, Monoclonal/therapeutic use , Complementarity Determining Regions/genetics , Complementarity Determining Regions/immunology , Drug Design , Feasibility Studies , High-Throughput Nucleotide Sequencing , Humans , Immunoglobulin Fab Fragments/immunology , Kinetics , Macular Degeneration/drug therapy , Macular Degeneration/metabolism , Models, Molecular , Molecular Targeted Therapy/methods , Mutation , Protein Binding/immunology , Protein Engineering/methods , Protein Structure, Tertiary , Reproducibility of Results , Vascular Endothelial Growth Factor A/antagonists & inhibitors , Vascular Endothelial Growth Factor A/immunology , Vascular Endothelial Growth Factor A/metabolism
8.
Bioinformatics ; 31(12): i53-61, 2015 Jun 15.
Article in English | MEDLINE | ID: mdl-26072509

ABSTRACT

UNLABELLED: The analysis of concentrations of circulating antibodies in serum (antibody repertoire) is a fundamental, yet poorly studied, problem in immunoinformatics. The two current approaches to the analysis of antibody repertoires [next generation sequencing (NGS) and mass spectrometry (MS)] present difficult computational challenges since antibodies are not directly encoded in the germline but are extensively diversified by somatic recombination and hypermutations. Therefore, the protein database required for the interpretation of spectra from circulating antibodies is custom for each individual. Although such a database can be constructed via NGS, the reads generated by NGS are error-prone and even a single nucleotide error precludes identification of a peptide by the standard proteomics tools. Here, we present the IgRepertoireConstructor algorithm that performs error-correction of immunosequencing reads and uses mass spectra to validate the constructed antibody repertoires. AVAILABILITY AND IMPLEMENTATION: IgRepertoireConstructor is open source and freely available as a C++ and Python program running on all Unix-compatible platforms. The source code is available from http://bioinf.spbau.ru/igtools. CONTACT: ppevzner@ucsd.edu SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.


Subject(s)
Algorithms , Antibodies/genetics , Genome, Human , High-Throughput Nucleotide Sequencing/methods , Immunoglobulins/analysis , Proteome/analysis , Sequence Analysis, DNA/methods , Software , Databases, Factual , Humans , Mass Spectrometry/methods , Peptide Fragments/analysis
9.
Nature ; 465(7297): 473-7, 2010 May 27.
Article in English | MEDLINE | ID: mdl-20505728

ABSTRACT

Lung cancer is the leading cause of cancer-related mortality worldwide, with non-small-cell lung carcinomas in smokers being the predominant form of the disease. Although previous studies have identified important common somatic mutations in lung cancers, they have primarily focused on a limited set of genes and have thus provided a constrained view of the mutational spectrum. Recent cancer sequencing efforts have used next-generation sequencing technologies to provide a genome-wide view of mutations in leukaemia, breast cancer and cancer cell lines. Here we present the complete sequences of a primary lung tumour (60x coverage) and adjacent normal tissue (46x). Comparing the two genomes, we identify a wide variety of somatic variations, including >50,000 high-confidence single nucleotide variants. We validated 530 somatic single nucleotide variants in this tumour, including one in the KRAS proto-oncogene and 391 others in coding regions, as well as 43 large-scale structural variations. These constitute a large set of new somatic mutations and yield an estimated 17.7 per megabase genome-wide somatic mutation rate. Notably, we observe a distinct pattern of selection against mutations within expressed genes compared to non-expressed genes and in promoter regions up to 5 kilobases upstream of all protein-coding genes. Furthermore, we observe a higher rate of amino acid-changing mutations in kinase genes. We present a comprehensive view of somatic alterations in a single lung tumour, and provide the first evidence, to our knowledge, of distinct selective pressures present within the tumour environment.


Subject(s)
Carcinoma, Non-Small-Cell Lung/genetics , Genome, Human/genetics , Lung Neoplasms/genetics , Point Mutation/genetics , DNA Mutational Analysis , Humans , Male , Middle Aged , Models, Biological , Proto-Oncogene Mas , Selection, Genetic/genetics
10.
Nature ; 466(7308): 869-73, 2010 Aug 12.
Article in English | MEDLINE | ID: mdl-20668451

ABSTRACT

The systematic characterization of somatic mutations in cancer genomes is essential for understanding the disease and for developing targeted therapeutics. Here we report the identification of 2,576 somatic mutations across approximately 1,800 megabases of DNA representing 1,507 coding genes from 441 tumours comprising breast, lung, ovarian and prostate cancer types and subtypes. We found that mutation rates and the sets of mutated genes varied substantially across tumour types and subtypes. Statistical analysis identified 77 significantly mutated genes including protein kinases, G-protein-coupled receptors such as GRM8, BAI3, AGTRL1 (also called APLNR) and LPHN3, and other druggable targets. Integrated analysis of somatic mutations and copy number alterations identified another 35 significantly altered genes including GNAS, indicating an expanded role for galpha subunits in multiple cancer types. Furthermore, our experimental analyses demonstrate the functional roles of mutant GNAO1 (a Galpha subunit) and mutant MAP2K4 (a member of the JNK signalling pathway) in oncogenesis. Our study provides an overview of the mutational spectra across major human cancers and identifies several potential therapeutic targets.


Subject(s)
Genes, Neoplasm/genetics , Mutation/genetics , Neoplasms/genetics , Neoplasms/metabolism , Signal Transduction/genetics , Breast Neoplasms/classification , Breast Neoplasms/genetics , DNA Copy Number Variations/genetics , DNA Mutational Analysis , Female , GTP-Binding Protein alpha Subunits/genetics , Humans , Lung Neoplasms/classification , Lung Neoplasms/genetics , MAP Kinase Kinase 4/genetics , Male , Neoplasms/enzymology , Neoplasms/pathology , Ovarian Neoplasms/classification , Ovarian Neoplasms/genetics , Prostatic Neoplasms/classification , Prostatic Neoplasms/genetics , Protein Kinases/genetics , Receptors, G-Protein-Coupled/genetics
11.
Genome Res ; 22(4): 593-601, 2012 Apr.
Article in English | MEDLINE | ID: mdl-22267523

ABSTRACT

Hepatitis B virus (HBV) infection is a leading risk factor for hepatocellular carcinoma (HCC). HBV integration into the host genome has been reported, but its scale, impact and contribution to HCC development is not clear. Here, we sequenced the tumor and nontumor genomes (>80× coverage) and transcriptomes of four HCC patients and identified 255 HBV integration sites. Increased sequencing to 240× coverage revealed a proportionally higher number of integration sites. Clonal expansion of HBV-integrated hepatocytes was found specifically in tumor samples. We observe a diverse collection of genomic perturbations near viral integration sites, including direct gene disruption, viral promoter-driven human transcription, viral-human transcript fusion, and DNA copy number alteration. Thus, we report the most comprehensive characterization of HBV integration in hepatocellular carcinoma patients. Such widespread random viral integration will likely increase carcinogenic opportunities in HBV-infected individuals.


Subject(s)
Carcinoma, Hepatocellular/genetics , Genome, Human/genetics , Hepatitis B virus/genetics , Hepatitis B/genetics , Liver Neoplasms/genetics , Virus Integration/genetics , Base Sequence , Binding Sites/genetics , Carcinoma, Hepatocellular/virology , Female , Gene Expression Profiling/methods , Gene Expression Regulation, Neoplastic , Hepatitis B/virology , Hepatitis B virus/physiology , Host-Pathogen Interactions/genetics , Humans , Liver Neoplasms/virology , Male , Molecular Sequence Data , Mutation , Oligonucleotide Array Sequence Analysis , Sequence Analysis, DNA/methods , Transcriptome/genetics
12.
Genome Res ; 22(12): 2315-27, 2012 Dec.
Article in English | MEDLINE | ID: mdl-23033341

ABSTRACT

Lung cancer is a highly heterogeneous disease in terms of both underlying genetic lesions and response to therapeutic treatments. We performed deep whole-genome sequencing and transcriptome sequencing on 19 lung cancer cell lines and three lung tumor/normal pairs. Overall, our data show that cell line models exhibit similar mutation spectra to human tumor samples. Smoker and never-smoker cancer samples exhibit distinguishable patterns of mutations. A number of epigenetic regulators, including KDM6A, ASH1L, SMARCA4, and ATAD2, are frequently altered by mutations or copy number changes. A systematic survey of splice-site mutations identified 106 splice site mutations associated with cancer specific aberrant splicing, including mutations in several known cancer-related genes. RAC1b, an isoform of the RAC1 GTPase that includes one additional exon, was found to be preferentially up-regulated in lung cancer. We further show that its expression is significantly associated with sensitivity to a MAP2K (MEK) inhibitor PD-0325901. Taken together, these data present a comprehensive genomic landscape of a large number of lung cancer samples and further demonstrate that cancer-specific alternative splicing is a widespread phenomenon that has potential utility as therapeutic biomarkers. The detailed characterizations of the lung cancer cell lines also provide genomic context to the vast amount of experimental data gathered for these lines over the decades, and represent highly valuable resources for cancer biology.


Subject(s)
Alternative Splicing , Gene Expression Regulation, Neoplastic , Genome, Human/genetics , Lung Neoplasms/genetics , Mutation , Transcriptome , ATPases Associated with Diverse Cellular Activities , Adenosine Triphosphatases/genetics , Adenosine Triphosphatases/metabolism , Cell Line, Tumor , DNA Copy Number Variations , DNA Helicases/genetics , DNA Helicases/metabolism , DNA-Binding Proteins/genetics , DNA-Binding Proteins/metabolism , Epigenomics , Exons , Genetic Markers , Heterozygote , Histone Demethylases/genetics , Histone Demethylases/metabolism , Histone-Lysine N-Methyltransferase , Humans , Karyotyping/methods , Lung Neoplasms/pathology , Nuclear Proteins/genetics , Nuclear Proteins/metabolism , Polymorphism, Single Nucleotide , Reproducibility of Results , Sequence Analysis, RNA , Transcription Factors/genetics , Transcription Factors/metabolism , Up-Regulation , rac1 GTP-Binding Protein/genetics , rac1 GTP-Binding Protein/metabolism
13.
Proc Natl Acad Sci U S A ; 109(47): 19368-73, 2012 Nov 20.
Article in English | MEDLINE | ID: mdl-23134728

ABSTRACT

The protein kinase v-akt murine thymoma viral oncogene homolog (AKT), a key regulator of cell survival and proliferation, is frequently hyperactivated in human cancers. Intramolecular pleckstrin homology (PH) domain-kinase domain (KD) interactions are important in maintaining AKT in an inactive state. AKT activation proceeds after a conformational change that dislodges the PH from the KD. To understand these autoinhibitory interactions, we generated mutations at the PH-KD interface and found that most of them lead to constitutive activation of AKT. Such mutations are likely another mechanism by which activation may occur in human cancers and other diseases. In support of this likelihood, we found somatic mutations in AKT1 at the PH-KD interface that have not been previously described in human cancers. Furthermore, we show that the AKT1 somatic mutants are constitutively active, leading to oncogenic signaling. Additionally, our studies show that the AKT1 mutants are not effectively inhibited by allosteric AKT inhibitors, consistent with the requirement for an intact PH-KD interface for allosteric inhibition. These results have important implications for therapeutic intervention in patients with AKT mutations at the PH-KD interface.


Subject(s)
Neoplasms/enzymology , Neoplasms/genetics , Oncogenes/genetics , Proto-Oncogene Proteins c-akt/chemistry , Proto-Oncogene Proteins c-akt/genetics , Allosteric Regulation/drug effects , Allosteric Regulation/genetics , Animals , Cell Line, Tumor , Cell Membrane/drug effects , Cell Membrane/enzymology , Cell Transformation, Neoplastic/drug effects , Cell Transformation, Neoplastic/genetics , Cell Transformation, Neoplastic/pathology , Enzyme Activation/drug effects , Humans , Mice , Models, Molecular , Mutant Proteins/metabolism , Mutation/genetics , NIH 3T3 Cells , Protein Binding/drug effects , Protein Binding/genetics , Protein Kinase Inhibitors/pharmacology , Protein Transport/drug effects , Proto-Oncogene Proteins c-akt/metabolism , Signal Transduction/drug effects , Signal Transduction/genetics
14.
N Engl J Med ; 361(12): 1173-8, 2009 Sep 17.
Article in English | MEDLINE | ID: mdl-19726761

ABSTRACT

Medulloblastoma is the most common malignant brain tumor in children. Aberrant activation of the hedgehog signaling pathway is strongly implicated in the development of some cases of medulloblastoma. A 26-year-old man with metastatic medulloblastoma that was refractory to multiple therapies was treated with a novel hedgehog pathway inhibitor, GDC-0449; treatment resulted in rapid (although transient) regression of the tumor and reduction of symptoms. Molecular analyses of tumor specimens obtained before treatment suggested that there was activation of the hedgehog pathway, with loss of heterozygosity and somatic mutation of the gene encoding patched homologue 1 (PTCH1), a key negative regulator of hedgehog signaling.


Subject(s)
Antineoplastic Agents/therapeutic use , Benzimidazoles/therapeutic use , Cerebellar Neoplasms/drug therapy , Hedgehog Proteins/antagonists & inhibitors , Medulloblastoma/drug therapy , Adult , Anilides , Cerebellar Neoplasms/metabolism , Cerebellar Neoplasms/pathology , Gene Expression , Humans , Male , Medulloblastoma/metabolism , Medulloblastoma/secondary , Patched Receptors , Patched-1 Receptor , Polymerase Chain Reaction , Pyridines , RNA, Messenger/metabolism , Receptors, Cell Surface/genetics , Receptors, Cell Surface/metabolism , Signal Transduction/drug effects , Transcription Factors/genetics , Transcription Factors/metabolism , Zinc Finger Protein GLI1
15.
Nat Genet ; 52(1): 106-117, 2020 01.
Article in English | MEDLINE | ID: mdl-31907489

ABSTRACT

Snakebite envenoming is a serious and neglected tropical disease that kills ~100,000 people annually. High-quality, genome-enabled comprehensive characterization of toxin genes will facilitate development of effective humanized recombinant antivenom. We report a de novo near-chromosomal genome assembly of Naja naja, the Indian cobra, a highly venomous, medically important snake. Our assembly has a scaffold N50 of 223.35 Mb, with 19 scaffolds containing 95% of the genome. Of the 23,248 predicted protein-coding genes, 12,346 venom-gland-expressed genes constitute the 'venom-ome' and this included 139 genes from 33 toxin families. Among the 139 toxin genes were 19 'venom-ome-specific toxins' (VSTs) that showed venom-gland-specific expression, and these probably encode the minimal core venom effector proteins. Synthetic venom reconstituted through recombinant VST expression will aid in the rapid development of safe and effective synthetic antivenom. Additionally, our genome could serve as a reference for snake genomes, support evolutionary studies and enable venom-driven drug discovery.


Subject(s)
Computational Biology/methods , Elapid Venoms/analysis , Elapid Venoms/genetics , Genome , Naja naja/genetics , Transcriptome , Amino Acid Sequence , Animals , Gene Expression Profiling , India , Sequence Homology
16.
Cancer Res ; 67(2): 465-73, 2007 Jan 15.
Article in English | MEDLINE | ID: mdl-17234753

ABSTRACT

Missense variants are commonly identified in genomic sequence but only a small fraction directly contribute to oncogenesis. The ability to distinguish those missense changes that contribute to cancer progression from those that do not is a difficult problem usually only accomplished through functional in vivo analyses. Using two computational algorithms, Sorting Intolerant from Tolerant (SIFT) and the Pfam-based LogR.E-value method, we have identified features that distinguish cancer-associated missense mutations from other classes of missense change. Our data reveal that cancer mutants behave similarly to Mendelian disease mutations, but are clearly distinct from either complex disease mutations or common single-nucleotide polymorphisms. We show that both activating and inactivating oncogenic mutations are predicted to be deleterious, although activating changes are likely to increase protein activity. Using the Gene Ontology and data from the SIFT and LogR.E-value metrics, a classifier was built that predicts cancer-associated missense mutations with a very low false-positive rate. The classifier does remarkably well in a number of different experiments designed to distinguish polymorphisms from true cancer-associated mutations. We also show that recurrently observed mutations are much more likely to be predicted to be cancer-associated than rare mutations, suggesting that our classifier will be useful in distinguishing causal from passenger mutations. In addition, from an expressed sequence tag-based screen, we identified a previously unknown germ line change (P1104A) in tumor tissues that is predicted to disrupt the function of the TYK2 protein. The data presented here show that this novel bioinformatics approach to classifying cancer-associated variants is robust and can be used for large-scale analyses.


Subject(s)
Mutation, Missense , Neoplasms/genetics , Polymorphism, Single Nucleotide , Algorithms , Alleles , Cell Line, Tumor , Computational Biology/methods , DNA, Neoplasm/genetics , Expressed Sequence Tags , Humans
17.
Commun Biol ; 2: 304, 2019.
Article in English | MEDLINE | ID: mdl-31428692

ABSTRACT

Obtaining full-length antibody heavy- and light-chain variable regions from individual B cells at scale remains a challenging problem. Here we use high-throughput single-cell B-cell receptor sequencing (scBCR-seq) to obtain accurately paired full-length variable regions in a massively parallel fashion. We sequenced more than 250,000 B cells from rat, mouse and human repertoires to characterize their lineages and expansion. In addition, we immunized rats with chicken ovalbumin and profiled antigen-reactive B cells from lymph nodes of immunized animals. The scBCR-seq data recovered 81% (n = 56/69) of B-cell lineages identified from hybridomas generated from the same set of B cells subjected to scBCR-seq. Importantly, scBCR-seq identified an additional 710 candidate lineages not recovered as hybridomas. We synthesized, expressed and tested 93 clones from the identified lineages and found that 99% (n = 92/93) of the clones were antigen-reactive. Our results establish scBCR-seq as a powerful tool for antibody discovery.


Subject(s)
Antibodies/metabolism , Antigens/metabolism , High-Throughput Nucleotide Sequencing/methods , Receptors, Antigen, B-Cell/genetics , Single-Cell Analysis , Animals , Germ Cells/metabolism , Humans , Immunoglobulin Heavy Chains/genetics , Immunoglobulin Light Chains/genetics , Mice , Rats , Reproducibility of Results
18.
Cancer Res ; 66(1): 283-9, 2006 Jan 01.
Article in English | MEDLINE | ID: mdl-16397241

ABSTRACT

Activating mutations in receptor tyrosine kinases play a critical role in oncogenesis. Despite evidence that Met kinase is deregulated in human cancer, the role of activating mutations in cancers other than renal papillary carcinoma has not been well defined. Here we report the identification of somatic intronic mutations of Met kinase that lead to an alternatively spliced transcript in lung cancer, which encodes a deletion of the juxtamembrane domain resulting in the loss of Cbl E3-ligase binding. The mutant receptor exhibits decreased ubiquitination and delayed down-regulation correlating with elevated, distinct Met expression in primary tumors harboring the deleted receptor. As a consequence, phospho-Met and downstream mitogen-activated protein kinase activation is sustained on ligand stimulation. Cells expressing the Met deletion reveal enhanced ligand-mediated proliferation and significant in vivo tumor growth. A hepatocyte growth factor competitive Met antagonist inhibits receptor activation and proliferation in tumor cells harboring the Met deletion, suggesting the important role played by ligand-dependent Met activation and the potential for anticancer therapy. These results support a critical role for Met in lung cancer and somatic mutation-driven splicing of an oncogene that leads to a different mechanism for tyrosine kinase activation through altered receptor down-regulation in human cancer.


Subject(s)
Carcinoma, Non-Small-Cell Lung/genetics , Gene Deletion , Lung Neoplasms/genetics , Proto-Oncogene Proteins/genetics , Receptors, Growth Factor/genetics , Alternative Splicing , Animals , Carcinoma, Non-Small-Cell Lung/enzymology , Carcinoma, Non-Small-Cell Lung/metabolism , Cell Line, Tumor , Colonic Neoplasms/enzymology , Colonic Neoplasms/genetics , Colonic Neoplasms/metabolism , Down-Regulation , Enzyme Activation , Exons , Female , Humans , Introns , Lung Neoplasms/enzymology , Lung Neoplasms/metabolism , Mice , Mice, Nude , Mitogen-Activated Protein Kinases/metabolism , Mutation , Phosphorylation , Proto-Oncogene Proteins/antagonists & inhibitors , Proto-Oncogene Proteins/biosynthesis , Proto-Oncogene Proteins/metabolism , Proto-Oncogene Proteins c-cbl/metabolism , Proto-Oncogene Proteins c-met , Receptors, Growth Factor/antagonists & inhibitors , Receptors, Growth Factor/biosynthesis , Receptors, Growth Factor/metabolism , Signal Transduction , Ubiquitin/metabolism
19.
J Immunol Methods ; 455: 88-94, 2018 04.
Article in English | MEDLINE | ID: mdl-29357282

ABSTRACT

Since the invention of Hybridoma technology by Milstein and Köhler in 1975, its application has greatly advanced the antibody discovery process. The technology enables both functional screening and long-term archival of the immortalized monoclonal antibody producing B cells. Despite the dependable cryopreservation technology for hybridoma cells, practicality of long-term storage has been outpaced by recent progress in robotics and automations, which enables routine identification of thousands of antigen specific hybridoma clones. Such throughput increase imposes two nascent challenges in the antibody discovery process, namely limited cryopreservation storage space and limited throughput in conventional antibody sequencing. We herein provide a barcoded sequencing workflow that utilizes next generation sequencing to expand the conventional sequencing capacity. Accompanied with the bioinformatics tools we describe, the barcoded sequencing workflow robustly reports unambiguous antibody sequences as confirmed with Sanger sequencing controls. In complement with the commonly accessible recombinant DNA technology, the barcoded sequencing workflow allows for high throughput digitization of the antibody sequences and provides an effective solution to the limitations imposed by physical storage and sequencing capacity.


Subject(s)
B-Lymphocytes/physiology , DNA Barcoding, Taxonomic/methods , High-Throughput Nucleotide Sequencing , Immunoglobulin Variable Region/genetics , Antibodies, Monoclonal/metabolism , Computational Biology , Cryopreservation , Humans , Hybridomas , Workflow
20.
J Cell Biol ; 216(11): 3535-3549, 2017 11 06.
Article in English | MEDLINE | ID: mdl-28887438

ABSTRACT

A propensity for rewiring genetic and epigenetic regulatory networks, thus enabling sustained cell proliferation, suppression of apoptosis, and the ability to evade the immune system, is vital to cancer cell propagation. An increased understanding of how this is achieved is critical for identifying or improving therapeutic interventions. In this study, using acute myeloid leukemia (AML) human cell lines and a custom CRISPR/Cas9 screening platform, we identify the H3K9 methyltransferase SETDB1 as a novel, negative regulator of innate immunity. SETDB1 is overexpressed in many cancers, and loss of this gene in AML cells triggers desilencing of retrotransposable elements that leads to the production of double-stranded RNAs (dsRNAs). This is coincident with induction of a type I interferon response and apoptosis through the dsRNA-sensing pathway. Collectively, our findings establish a unique gene regulatory axis that cancer cells can exploit to circumvent the immune system.


Subject(s)
Gene Silencing , Interferon Type I/metabolism , Leukemia, Myeloid, Acute/enzymology , Protein Methyltransferases/metabolism , Retroelements , Apoptosis , CRISPR-Cas Systems , Cell Line, Tumor , Cell Survival , Epigenesis, Genetic , Gene Expression Regulation, Neoplastic , Histone-Lysine N-Methyltransferase , Humans , Immunity, Innate , Interferon Type I/immunology , Leukemia, Myeloid, Acute/genetics , Leukemia, Myeloid, Acute/immunology , Leukemia, Myeloid, Acute/pathology , Protein Methyltransferases/genetics , RNA Interference , RNA, Double-Stranded/biosynthesis , RNA, Double-Stranded/genetics , Signal Transduction , Time Factors , Transfection , Tumor Escape
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