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1.
Bioinformatics ; 34(11): 1808-1816, 2018 06 01.
Article in English | MEDLINE | ID: mdl-29342233

ABSTRACT

Motivation: In cancer, clonal evolution is assessed based on information coming from single nucleotide variants and copy number alterations. Nonetheless, existing methods often fail to accurately combine information from both sources to truthfully reconstruct clonal populations in a given tumor sample or in a set of tumor samples coming from the same patient. Moreover, previously published methods detect clones from a single set of variants. As a result, compromises have to be done between stringent variant filtering [reducing dispersion in variant allele frequency estimates (VAFs)] and using all biologically relevant variants. Results: We present a framework for defining cancer clones using most reliable variants of high depth of coverage and assigning functional mutations to the detected clones. The key element of our framework is QuantumClone, a method for variant clustering into clones based on VAFs, genotypes of corresponding regions and information about tumor purity. We validated QuantumClone and our framework on simulated data. We then applied our framework to whole genome sequencing data for 19 neuroblastoma trios each including constitutional, diagnosis and relapse samples. We confirmed an enrichment of damaging variants within such pathways as MAPK (mitogen-activated protein kinases), neuritogenesis, epithelial-mesenchymal transition, cell survival and DNA repair. Most pathways had more damaging variants in the expanding clones compared to shrinking ones, which can be explained by the increased total number of variants between these two populations. Functional mutational rate varied for ancestral clones and clones shrinking or expanding upon treatment, suggesting changes in clone selection mechanisms at different time points of tumor evolution. Availability and implementation: Source code and binaries of the QuantumClone R package are freely available for download at https://CRAN.R-project.org/package=QuantumClone. Contact: gudrun.schleiermacher@curie.fr or valentina.boeva@inserm.fr. Supplementary information: Supplementary data are available at Bioinformatics online.


Subject(s)
Clonal Evolution , DNA Copy Number Variations , Molecular Typing/methods , Neoplasms/genetics , Software , Whole Genome Sequencing/methods , Cluster Analysis , DNA Mutational Analysis/methods , Gene Frequency , High-Throughput Nucleotide Sequencing/methods , Humans , Mutation , Neoplasms/diagnosis
2.
Clin Cancer Res ; 24(4): 939-949, 2018 02 15.
Article in English | MEDLINE | ID: mdl-29191970

ABSTRACT

Purpose: Neuroblastoma displays important clinical and genetic heterogeneity, with emergence of new mutations at tumor progression.Experimental Design: To study clonal evolution during treatment and follow-up, an innovative method based on circulating cell-free DNA (cfDNA) analysis by whole-exome sequencing (WES) paired with target sequencing was realized in sequential liquid biopsy samples of 19 neuroblastoma patients.Results: WES of the primary tumor and cfDNA at diagnosis showed overlap of single-nucleotide variants (SNV) and copy number alterations, with 41% and 93% of all detected alterations common to the primary neuroblastoma and cfDNA. CfDNA WES at a second time point indicated a mean of 22 new SNVs for patients with progressive disease. Relapse-specific alterations included genes of the MAPK pathway and targeted the protein kinase A signaling pathway. Deep coverage target sequencing of intermediate time points during treatment and follow-up identified distinct subclones. For 17 seemingly relapse-specific SNVs detected by cfDNA WES at relapse but not tumor or cfDNA WES at diagnosis, deep coverage target sequencing detected these alterations in minor subclones, with relapse-emerging SNVs targeting genes of neuritogenesis and cell cycle. Furthermore a persisting, resistant clone with concomitant disappearance of other clones was identified by a mutation in the ubiquitin protein ligase HERC2Conclusions: Modelization of mutated allele fractions in cfDNA indicated distinct patterns of clonal evolution, with either a minor, treatment-resistant clone expanding to a major clone at relapse, or minor clones collaborating toward tumor progression. Identification of treatment-resistant clones will enable development of more efficient treatment strategies. Clin Cancer Res; 24(4); 939-49. ©2017 AACR.


Subject(s)
Cell-Free Nucleic Acids/genetics , DNA, Neoplasm/genetics , Exome Sequencing/methods , Genetic Variation , Neuroblastoma/genetics , Cell-Free Nucleic Acids/chemistry , Clonal Evolution , DNA Copy Number Variations , DNA, Neoplasm/chemistry , Female , Genetic Heterogeneity , Humans , Male , Mutation , Neoplasm Recurrence, Local , Neuroblastoma/pathology , Neuroblastoma/therapy , Polymorphism, Single Nucleotide , Time Factors
3.
J Exp Med ; 212(10): 1641-62, 2015 Sep 21.
Article in English | MEDLINE | ID: mdl-26304966

ABSTRACT

Autosomal recessive, complete TYK2 deficiency was previously described in a patient (P1) with intracellular bacterial and viral infections and features of hyper-IgE syndrome (HIES), including atopic dermatitis, high serum IgE levels, and staphylococcal abscesses. We identified seven other TYK2-deficient patients from five families and four different ethnic groups. These patients were homozygous for one of five null mutations, different from that seen in P1. They displayed mycobacterial and/or viral infections, but no HIES. All eight TYK2-deficient patients displayed impaired but not abolished cellular responses to (a) IL-12 and IFN-α/ß, accounting for mycobacterial and viral infections, respectively; (b) IL-23, with normal proportions of circulating IL-17(+) T cells, accounting for their apparent lack of mucocutaneous candidiasis; and (c) IL-10, with no overt clinical consequences, including a lack of inflammatory bowel disease. Cellular responses to IL-21, IL-27, IFN-γ, IL-28/29 (IFN-λ), and leukemia inhibitory factor (LIF) were normal. The leukocytes and fibroblasts of all seven newly identified TYK2-deficient patients, unlike those of P1, responded normally to IL-6, possibly accounting for the lack of HIES in these patients. The expression of exogenous wild-type TYK2 or the silencing of endogenous TYK2 did not rescue IL-6 hyporesponsiveness, suggesting that this phenotype was not a consequence of the TYK2 genotype. The core clinical phenotype of TYK2 deficiency is mycobacterial and/or viral infections, caused by impaired responses to IL-12 and IFN-α/ß. Moreover, impaired IL-6 responses and HIES do not appear to be intrinsic features of TYK2 deficiency in humans.


Subject(s)
Job Syndrome/etiology , TYK2 Kinase/deficiency , Adolescent , Case-Control Studies , Child , Child, Preschool , Female , Humans , Infant , Interferon-gamma/metabolism , Interleukin-10/pharmacology , Interleukin-12/metabolism , Interleukin-12/pharmacology , Interleukin-23/pharmacology , Interleukin-6/pharmacology , Job Syndrome/complications , Job Syndrome/genetics , Leukocytes/drug effects , Leukocytes/metabolism , Male , Mutation , Mycobacterium Infections/etiology , T-Lymphocytes/metabolism , T-Lymphocytes/pathology , TYK2 Kinase/genetics , TYK2 Kinase/metabolism , Virus Diseases/etiology , Young Adult
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