RESUMEN
The human genome folds to create thousands of intervals, called "contact domains," that exhibit enhanced contact frequency within themselves. "Loop domains" form because of tethering between two loci-almost always bound by CTCF and cohesin-lying on the same chromosome. "Compartment domains" form when genomic intervals with similar histone marks co-segregate. Here, we explore the effects of degrading cohesin. All loop domains are eliminated, but neither compartment domains nor histone marks are affected. Loss of loop domains does not lead to widespread ectopic gene activation but does affect a significant minority of active genes. In particular, cohesin loss causes superenhancers to co-localize, forming hundreds of links within and across chromosomes and affecting the regulation of nearby genes. We then restore cohesin and monitor the re-formation of each loop. Although re-formation rates vary greatly, many megabase-sized loops recovered in under an hour, consistent with a model where loop extrusion is rapid.
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Proteínas de Ciclo Celular/metabolismo , Núcleo Celular/genética , Proteínas Cromosómicas no Histona/metabolismo , Cromosomas/metabolismo , Genoma Humano , Proteínas Represoras/metabolismo , Factor de Unión a CCCTC , Línea Celular Tumoral , Proteínas de Unión al ADN , Elementos de Facilitación Genéticos , Código de Histonas , Humanos , Proteínas Nucleares/metabolismo , Nucleosomas/metabolismo , Fosfoproteínas/metabolismo , CohesinasRESUMEN
RNA has the intrinsic property to base pair, forming complex structures fundamental to its diverse functions. Here, we develop PARIS, a method based on reversible psoralen crosslinking for global mapping of RNA duplexes with near base-pair resolution in living cells. PARIS analysis in three human and mouse cell types reveals frequent long-range structures, higher-order architectures, and RNA-RNA interactions in trans across the transcriptome. PARIS determines base-pairing interactions on an individual-molecule level, revealing pervasive alternative conformations. We used PARIS-determined helices to guide phylogenetic analysis of RNA structures and discovered conserved long-range and alternative structures. XIST, a long noncoding RNA (lncRNA) essential for X chromosome inactivation, folds into evolutionarily conserved RNA structural domains that span many kilobases. XIST A-repeat forms complex inter-repeat duplexes that nucleate higher-order assembly of the key epigenetic silencing protein SPEN. PARIS is a generally applicable and versatile method that provides novel insights into the RNA structurome and interactome. VIDEO ABSTRACT.
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Ficusina/química , ARN Bicatenario/química , Animales , Emparejamiento Base , Células HEK293 , Células HeLa , Humanos , Ratones , Células Madre Embrionarias de Ratones , ARN Largo no Codificante/químicaRESUMEN
We use in situ Hi-C to probe the 3D architecture of genomes, constructing haploid and diploid maps of nine cell types. The densest, in human lymphoblastoid cells, contains 4.9 billion contacts, achieving 1 kb resolution. We find that genomes are partitioned into contact domains (median length, 185 kb), which are associated with distinct patterns of histone marks and segregate into six subcompartments. We identify â¼10,000 loops. These loops frequently link promoters and enhancers, correlate with gene activation, and show conservation across cell types and species. Loop anchors typically occur at domain boundaries and bind CTCF. CTCF sites at loop anchors occur predominantly (>90%) in a convergent orientation, with the asymmetric motifs "facing" one another. The inactive X chromosome splits into two massive domains and contains large loops anchored at CTCF-binding repeats.
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Núcleo Celular/genética , Cromatina/química , Genoma Humano , Animales , Factor de Unión a CCCTC , Línea Celular , Núcleo Celular/química , Regulación de la Expresión Génica , Código de Histonas , Humanos , Ratones , Conformación Molecular , Secuencias Reguladoras de Ácidos Nucleicos , Proteínas Represoras/metabolismoRESUMEN
SUMMARY: Copy number variation (CNV) and alteration (CNA) analysis is a crucial component in many genomic studies and its applications span from basic research to clinic diagnostics and personalized medicine. CNVpytor is a tool featuring a read depth-based caller and combined read depth and B-allele frequency (BAF) based 2D caller to find CNVs and CNAs. The tool stores processed intermediate data and CNV/CNA calls in a compact HDF5 file-pytor file. Here, we describe a new track in igv.js that utilizes pytor and whole genome variant files as input for on-the-fly read depth and BAF visualization, CNV/CNA calling and analysis. Embedding into HTML pages and Jupiter Notebooks enables convenient remote data access and visualization simplifying interpretation and analysis of omics data. AVAILABILITY AND IMPLEMENTATION: The CNVpytor track is integrated with igv.js and available at https://github.com/igvteam/igv.js. The documentation is available at https://github.com/igvteam/igv.js/wiki/cnvpytor. Usage can be tested in the IGV-Web app at https://igv.org/app and also on https://github.com/abyzovlab/CNVpytor.
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Variaciones en el Número de Copia de ADN , Genómica , Programas Informáticos , Genómica/métodos , HumanosRESUMEN
SUMMARY: igv.js is an embeddable JavaScript implementation of the Integrative Genomics Viewer (IGV). It can be easily dropped into any web page with a single line of code and has no external dependencies. The viewer runs completely in the web browser, with no backend server and no data pre-processing required. AVAILABILITY AND IMPLEMENTATION: The igv.js JavaScript component can be installed from NPM at https://www.npmjs.com/package/igv. The source code is available at https://github.com/igvteam/igv.js under the MIT open-source license. IGV-Web, the end-user application built around igv.js, is available at https://igv.org/app. The source code is available at https://github.com/igvteam/igv-webapp under the MIT open-source license. SUPPLEMENTARY INFORMATION: Supplementary information is available at Bioinformatics online.
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Genómica , Programas Informáticos , Navegador WebRESUMEN
Although a few cancer genes are mutated in a high proportion of tumours of a given type (>20%), most are mutated at intermediate frequencies (2-20%). To explore the feasibility of creating a comprehensive catalogue of cancer genes, we analysed somatic point mutations in exome sequences from 4,742 human cancers and their matched normal-tissue samples across 21 cancer types. We found that large-scale genomic analysis can identify nearly all known cancer genes in these tumour types. Our analysis also identified 33 genes that were not previously known to be significantly mutated in cancer, including genes related to proliferation, apoptosis, genome stability, chromatin regulation, immune evasion, RNA processing and protein homeostasis. Down-sampling analysis indicates that larger sample sizes will reveal many more genes mutated at clinically important frequencies. We estimate that near-saturation may be achieved with 600-5,000 samples per tumour type, depending on background mutation frequency. The results may help to guide the next stage of cancer genomics.
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Genes Relacionados con las Neoplasias/genética , Neoplasias/clasificación , Neoplasias/genética , Apoptosis/genética , Estudios de Casos y Controles , Proliferación Celular , Cromatina/genética , Análisis Mutacional de ADN , Exoma/genética , Genoma Humano/genética , Inestabilidad Genómica/genética , Genómica , Humanos , Evasión Inmune/genética , Tasa de Mutación , Neoplasias/patología , Mutación Puntual/genética , Procesamiento Postranscripcional del ARN/genética , Tamaño de la MuestraRESUMEN
Complex biomedical analyses require the use of multiple software tools in concert and remain challenging for much of the biomedical research community. We introduce GenomeSpace (http://www.genomespace.org), a cloud-based, cooperative community resource that currently supports the streamlined interaction of 20 bioinformatics tools and data resources. To facilitate integrative analysis by non-programmers, it offers a growing set of 'recipes', short workflows to guide investigators through high-utility analysis tasks.
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Algoritmos , Mapeo Cromosómico/métodos , Biología Computacional/métodos , Bases de Datos Genéticas , Genoma Humano/genética , Programas Informáticos , Minería de Datos , Humanos , Internet , Integración de SistemasRESUMEN
MOTIVATION: Analysis of RNA sequencing (RNA-Seq) data revealed that the vast majority of human genes express multiple mRNA isoforms, produced by alternative pre-mRNA splicing and other mechanisms, and that most alternative isoforms vary in expression between human tissues. As RNA-Seq datasets grow in size, it remains challenging to visualize isoform expression across multiple samples. RESULTS: To help address this problem, we present Sashimi plots, a quantitative visualization of aligned RNA-Seq reads that enables quantitative comparison of exon usage across samples or experimental conditions. Sashimi plots can be made using the Broad Integrated Genome Viewer or with a stand-alone command line program. AVAILABILITY AND IMPLEMENTATION: Software code and documentation freely available here: http://miso.readthedocs.org/en/fastmiso/sashimi.html
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Empalme Alternativo , Exones , Perfilación de la Expresión Génica/métodos , Análisis de Secuencia de ARN/métodos , Gráficos por Computador , Humanos , Isoformas de ARN/química , Isoformas de ARN/metabolismo , Alineación de SecuenciaRESUMEN
Data visualization is an essential component of genomic data analysis. However, the size and diversity of the data sets produced by today's sequencing and array-based profiling methods present major challenges to visualization tools. The Integrative Genomics Viewer (IGV) is a high-performance viewer that efficiently handles large heterogeneous data sets, while providing a smooth and intuitive user experience at all levels of genome resolution. A key characteristic of IGV is its focus on the integrative nature of genomic studies, with support for both array-based and next-generation sequencing data, and the integration of clinical and phenotypic data. Although IGV is often used to view genomic data from public sources, its primary emphasis is to support researchers who wish to visualize and explore their own data sets or those from colleagues. To that end, IGV supports flexible loading of local and remote data sets, and is optimized to provide high-performance data visualization and exploration on standard desktop systems. IGV is freely available for download from http://www.broadinstitute.org/igv, under a GNU LGPL open-source license.
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Bases de Datos Genéticas/estadística & datos numéricos , Genómica/estadística & datos numéricos , Biología Computacional , Gráficos por Computador , Presentación de Datos , Minería de Datos , Secuenciación de Nucleótidos de Alto Rendimiento/estadística & datos numéricos , Humanos , Almacenamiento y Recuperación de la Información , Alineación de Secuencia/estadística & datos numéricos , Programas Informáticos , Interfaz Usuario-ComputadorRESUMEN
Here, we present FusionInspector for in silico characterization and interpretation of candidate fusion transcripts from RNA sequencing (RNA-seq) and exploration of their sequence and expression characteristics. We applied FusionInspector to thousands of tumor and normal transcriptomes and identified statistical and experimental features enriched among biologically impactful fusions. Through clustering and machine learning, we identified large collections of fusions potentially relevant to tumor and normal biological processes. We show that biologically relevant fusions are enriched for relatively high expression of the fusion transcript, imbalanced fusion allelic ratios, and canonical splicing patterns, and are deficient in sequence microhomologies between partner genes. We demonstrate that FusionInspector accurately validates fusion transcripts in silico and helps characterize numerous understudied fusions in tumor and normal tissue samples. FusionInspector is freely available as open source for screening, characterization, and visualization of candidate fusions via RNA-seq, and facilitates transparent explanation and interpretation of machine-learning predictions and their experimental sources.
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Secuenciación de Nucleótidos de Alto Rendimiento , Neoplasias , Humanos , Neoplasias/genética , Análisis de Secuencia de ARN , Transcriptoma/genéticaRESUMEN
Circular extrachromosomal DNA (ecDNA) in patient tumors is an important driver of oncogenic gene expression, evolution of drug resistance and poor patient outcomes. Applying computational methods for the detection and reconstruction of ecDNA across a retrospective cohort of 481 medulloblastoma tumors from 465 patients, we identify circular ecDNA in 82 patients (18%). Patients with ecDNA-positive medulloblastoma were more than twice as likely to relapse and three times as likely to die within 5 years of diagnosis. A subset of tumors harbored multiple ecDNA lineages, each containing distinct amplified oncogenes. Multimodal sequencing, imaging and CRISPR inhibition experiments in medulloblastoma models reveal intratumoral heterogeneity of ecDNA copy number per cell and frequent putative 'enhancer rewiring' events on ecDNA. This study reveals the frequency and diversity of ecDNA in medulloblastoma, stratified into molecular subgroups, and suggests copy number heterogeneity and enhancer rewiring as oncogenic features of ecDNA.
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Neoplasias Cerebelosas , Meduloblastoma , Neoplasias , Humanos , ADN Circular , Meduloblastoma/genética , Estudios Retrospectivos , Neoplasias/genética , Oncogenes , Neoplasias Cerebelosas/genéticaRESUMEN
Ependymoma is a tumor of the brain or spinal cord. The two most common and aggressive molecular groups of ependymoma are the supratentorial ZFTA-fusion associated and the posterior fossa ependymoma group A. In both groups, tumors occur mainly in young children and frequently recur after treatment. Although molecular mechanisms underlying these diseases have recently been uncovered, they remain difficult to target and innovative therapeutic approaches are urgently needed. Here, we use genome-wide chromosome conformation capture (Hi-C), complemented with CTCF and H3K27ac ChIP-seq, as well as gene expression and DNA methylation analysis in primary and relapsed ependymoma tumors, to identify chromosomal conformations and regulatory mechanisms associated with aberrant gene expression. In particular, we observe the formation of new topologically associating domains ('neo-TADs') caused by structural variants, group-specific 3D chromatin loops, and the replacement of CTCF insulators by DNA hyper-methylation. Through inhibition experiments, we validate that genes implicated by these 3D genome conformations are essential for the survival of patient-derived ependymoma models in a group-specific manner. Thus, this study extends our ability to reveal tumor-dependency genes by 3D genome conformations even in tumors that lack targetable genetic alterations.
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Ependimoma , Recurrencia Local de Neoplasia , Niño , Humanos , Preescolar , Recurrencia Local de Neoplasia/genética , Cromosomas , Mapeo Cromosómico , Ependimoma/genética , Ependimoma/patología , Genoma , Cromatina/genéticaRESUMEN
Contact mapping experiments such as Hi-C explore how genomes fold in 3D. Here, we introduce Juicebox.js, a cloud-based web application for exploring the resulting datasets. Like the original Juicebox application, Juicebox.js allows users to zoom in and out of such datasets using an interface similar to Google Earth. Juicebox.js also has many features designed to facilitate data reproducibility and sharing. Furthermore, Juicebox.js encodes the exact state of the browser in a shareable URL. Creating a public browser for a new Hi-C dataset does not require coding and can be accomplished in under a minute. The web app also makes it possible to create interactive figures online that can complement or replace ordinary journal figures. When combined with Juicer, this makes the entire process of data analysis transparent, insofar as every step from raw reads to published figure is publicly available as open source code.
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Biología Computacional/métodos , Procesamiento de Imagen Asistido por Computador/métodos , Nube Computacional , Gráficos por Computador , Computadores , Análisis de Datos , Genoma/genética , Internet , Reproducibilidad de los Resultados , Programas InformáticosRESUMEN
Manual review of aligned reads for confirmation and interpretation of variant calls is an important step in many variant calling pipelines for next-generation sequencing (NGS) data. Visual inspection can greatly increase the confidence in calls, reduce the risk of false positives, and help characterize complex events. The Integrative Genomics Viewer (IGV) was one of the first tools to provide NGS data visualization, and it currently provides a rich set of tools for inspection, validation, and interpretation of NGS datasets, as well as other types of genomic data. Here, we present a short overview of IGV's variant review features for both single-nucleotide variants and structural variants, with examples from both cancer and germline datasets. IGV is freely available at https://www.igv.org Cancer Res; 77(21); e31-34. ©2017 AACR.
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Biología Computacional/métodos , Genómica/métodos , Neoplasias/genética , Programas Informáticos , Secuenciación de Nucleótidos de Alto Rendimiento , Humanos , Polimorfismo de Nucleótido Simple , Alineación de Secuencia , Análisis de Secuencia de ADNRESUMEN
Hi-C experiments study how genomes fold in 3D, generating contact maps containing features as small as 20 bp and as large as 200 Mb. Here we introduce Juicebox, a tool for exploring Hi-C and other contact map data. Juicebox allows users to zoom in and out of Hi-C maps interactively, just as a user of Google Earth might zoom in and out of a geographic map. Maps can be compared to one another, or to 1D tracks or 2D feature sets.
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Genoma , Humanos , Programas InformáticosRESUMEN
PURPOSE: To describe a technique for reconstruction of the posterolateral corner (PLC) of the knee and report the results of a prospective series of patients. TYPE OF STUDY: Case series. METHODS: Twenty-two patients with PLC injuries underwent reconstruction; 15 patients had multiligamentous knee injuries and 7 had isolated PLC injuries. We used the modified 2-tailed technique that reconstructs the popliteofibular ligament and fibulocollateral ligament. The technique includes use of an allograft tendon placed through transtibial and transfibular bone tunnels and around a screw on the lateral femoral condyle. All patients have been followed-up prospectively with clinical examinations, Lysholm knee scores, KT-2000 ligament arthrometer examinations, and evaluation of work and recreational functional status. RESULTS: There were 15 male and 7 female patients (mean age, 32 years; range, 17 to 55 years). Follow-up was a minimum of 24 months (mean, 29.5 months; range, 24 to 38 months). Mean range of motion is extension of 0.2 degrees (range, 0 degrees to 5 degrees) and flexion of 133.4 degrees (80 degrees to 144 degrees). The range of motion for the multiligamentous knees was 0.3 degrees to 129 degrees compared with 0 degrees to 143 degrees for knees with isolated corner injuries. Mean Lysholm knee scores were 90 for the entire group with a score of 92 for the multiligamentous knees and 88 for the isolated corners. Stability was clinically graded on a scale of 0 to 3 for both varus stress and external rotation, with a score of 2 or 3 indicating a failed PLC reconstruction. The mean score for varus stress was 0.2 for the whole group, with 0.3 in the multiligamentous knee and 0.1 for the isolated injuries. Similarly, the mean score for external rotation was 0.4, with a 0.5 for multiligamentous knee and 0.3 for isolated PLC injuries. There were 2 failures in the multiligamentous knee injury group (13%), compared with no failures in the isolated PLC group. The failure rate for the whole study was 9%. CONCLUSIONS: Reconstruction of the PLC using an allograft reconstruction of the popliteus, popliteofibular, and fibulocollateral ligaments yielded a stable reconstruction with excellent functional results. Predictably, range of motion and incidence of failure were both better for patients with isolated PLC injuries than for those with multiligamentous knees. Both groups, however, showed excellent overall functional results. LEVEL OF EVIDENCE: Level IV, case series.
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Traumatismos de la Rodilla/cirugía , Ligamentos Articulares/trasplante , Tendones/trasplante , Adolescente , Adulto , Ligamento Cruzado Anterior/cirugía , Lesiones del Ligamento Cruzado Anterior , Estudios de Cohortes , Femenino , Fluoroscopía , Estudios de Seguimiento , Humanos , Imagen por Resonancia Magnética , Masculino , Persona de Mediana Edad , Ligamento Cruzado Posterior/lesiones , Ligamento Cruzado Posterior/cirugía , Estudios Prospectivos , Radiografía Intervencional , Recuperación de la Función , Trasplante Homólogo , Resultado del TratamientoRESUMEN
The Integrative Genomics Viewer (IGV) for iPad, based on the popular IGV application for desktop and laptop computers, supports researchers who wish to take advantage of the mobility of today's tablet computers to view genomic data and present findings to colleagues.
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Teléfono Celular , Genómica , Interfaz Usuario-Computador , Humanos , InternetRESUMEN
BACKGROUND: Popliteal artery injury is frequently associated with knee dislocation following blunt trauma, an injury that is being seen with increasing frequency. The primary purpose of the present study was to evaluate the use of physical examination to determine the need for arteriography in a large series of patients with knee dislocation. The secondary purpose was to evaluate the correlation between physical examination findings and clinically important vascular injury in the subgroup of patients who underwent arteriography. METHODS: One hundred and thirty consecutive patients (138 knees) who had sustained an acute multiligamentous knee injury were evaluated at our level-1 trauma center between August 1996 and May 2002 and were included in a prospective outcome study. Four patients (four knees) were lost to follow-up, leaving 126 patients (134 knees) available for inclusion in the study. The results of the physical examination of the vascular status of the extremities were used to determine the need for arteriography. The mean duration of follow-up was nineteen months (range, eight to forty-eight months). Physical examination findings, magnetic resonance imaging findings, and surgical findings were combined to determine the extent of ligamentous damage. RESULTS: Nine patients had flow-limiting popliteal artery damage, for an overall prevalence of 7%. Ten patients had abnormal findings on physical examination, with one patient having a false-positive result and nine having a true-positive result. The knee dislocations in the nine patients with popliteal artery damage were classified, according to the Wascher modification of the Schenck system, as KD-III (one knee), KD-IV (seven knees), and KD-V (one knee). CONCLUSIONS: Selective arteriography based on serial physical examinations is a safe and prudent policy following knee dislocation. There is a strong correlation between the results of physical examination and the need for arteriography. Increased vigilance may be justified in the case of a patient with a KD-IV dislocation, for whom serial examinations should continue for at least forty-eight hours.
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Luxación de la Rodilla/complicaciones , Arteria Poplítea/diagnóstico por imagen , Arteria Poplítea/lesiones , Enfermedades Vasculares/diagnóstico , Adolescente , Adulto , Anciano , Angiografía , Femenino , Humanos , Luxación de la Rodilla/diagnóstico por imagen , Masculino , Persona de Mediana Edad , Evaluación de Resultado en la Atención de Salud , Examen Físico , Estudios Prospectivos , Enfermedades Vasculares/diagnóstico por imagen , Heridas no Penetrantes/complicaciones , Heridas no Penetrantes/diagnóstico , Heridas no Penetrantes/diagnóstico por imagenRESUMEN
Large biological datasets are being produced at a rapid pace and create substantial storage challenges, particularly in the domain of high-throughput sequencing (HTS). Most approaches currently used to store HTS data are either unable to quickly adapt to the requirements of new sequencing or analysis methods (because they do not support schema evolution), or fail to provide state of the art compression of the datasets. We have devised new approaches to store HTS data that support seamless data schema evolution and compress datasets substantially better than existing approaches. Building on these new approaches, we discuss and demonstrate how a multi-tier data organization can dramatically reduce the storage, computational and network burden of collecting, analyzing, and archiving large sequencing datasets. For instance, we show that spliced RNA-Seq alignments can be stored in less than 4% the size of a BAM file with perfect data fidelity. Compared to the previous compression state of the art, these methods reduce dataset size more than 40% when storing exome, gene expression or DNA methylation datasets. The approaches have been integrated in a comprehensive suite of software tools (http://goby.campagnelab.org) that support common analyses for a range of high-throughput sequencing assays.
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Biología Computacional/métodos , Compresión de Datos/métodos , Secuenciación de Nucleótidos de Alto Rendimiento/métodos , Programas InformáticosRESUMEN
Although genetic lesions responsible for some mendelian disorders can be rapidly discovered through massively parallel sequencing of whole genomes or exomes, not all diseases readily yield to such efforts. We describe the illustrative case of the simple mendelian disorder medullary cystic kidney disease type 1 (MCKD1), mapped more than a decade ago to a 2-Mb region on chromosome 1. Ultimately, only by cloning, capillary sequencing and de novo assembly did we find that each of six families with MCKD1 harbors an equivalent but apparently independently arising mutation in sequence markedly under-represented in massively parallel sequencing data: the insertion of a single cytosine in one copy (but a different copy in each family) of the repeat unit comprising the extremely long (â¼1.5-5 kb), GC-rich (>80%) coding variable-number tandem repeat (VNTR) sequence in the MUC1 gene encoding mucin 1. These results provide a cautionary tale about the challenges in identifying the genes responsible for mendelian, let alone more complex, disorders through massively parallel sequencing.