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1.
Proc Natl Acad Sci U S A ; 117(1): 532-540, 2020 01 07.
Artículo en Inglés | MEDLINE | ID: mdl-31879353

RESUMEN

The T cell repertoire in each individual includes T cell receptors (TCRs) of enormous sequence diversity through the pairing of diverse TCR α- and ß-chains, each generated by somatic recombination of paralogous gene segments. Whether the TCR repertoire contributes to susceptibility to infectious or autoimmune diseases in concert with disease-associated major histocompatibility complex (MHC) polymorphisms is unknown. Due to a lack in high-throughput technologies to sequence TCR α-ß pairs, current studies on whether the TCR repertoire is shaped by host genetics have so far relied only on single-chain analysis. Using a high-throughput single T cell sequencing technology, we obtained the largest paired TCRαß dataset so far, comprising 965,523 clonotypes from 15 healthy individuals including 6 monozygotic twin pairs. Public TCR α- and, to a lesser extent, TCR ß-chain sequences were common in all individuals. In contrast, sharing of entirely identical TCRαß amino acid sequences was very infrequent in unrelated individuals, but highly increased in twins, in particular in CD4 memory T cells. Based on nucleotide sequence identity, a subset of these shared clonotypes appeared to be the progeny of T cells that had been generated during fetal development and had persisted for more than 50 y. Additional shared TCRαß in twins were encoded by different nucleotide sequences, implying that genetic determinants impose structural constraints on thymic selection that favor the selection of TCR α-ß pairs with entire sequence identities.


Asunto(s)
Receptores de Antígenos de Linfocitos T alfa-beta/genética , Gemelos Monocigóticos/genética , Adulto , Secuencia de Aminoácidos/genética , Secuencia de Bases/genética , Linfocitos T CD4-Positivos/metabolismo , Conjuntos de Datos como Asunto , Femenino , Antígenos HLA/genética , Antígenos HLA/metabolismo , Secuenciación de Nucleótidos de Alto Rendimiento , Prueba de Histocompatibilidad , Humanos , Memoria Inmunológica , Masculino , Persona de Mediana Edad , Modelos Genéticos , Receptores de Antígenos de Linfocitos T alfa-beta/metabolismo , Análisis de Secuencia de ADN , Análisis de la Célula Individual
2.
Phys Biol ; 18(1): 016001, 2020 11 20.
Artículo en Inglés | MEDLINE | ID: mdl-33215611

RESUMEN

A significant challenge in the field of biomedicine is the development of methods to integrate the multitude of dispersed data sets into comprehensive frameworks to be used to generate optimal clinical decisions. Recent technological advances in single cell analysis allow for high-dimensional molecular characterization of cells and populations, but to date, few mathematical models have attempted to integrate measurements from the single cell scale with other types of longitudinal data. Here, we present a framework that actionizes static outputs from a machine learning model and leverages these as measurements of state variables in a dynamic model of treatment response. We apply this framework to breast cancer cells to integrate single cell transcriptomic data with longitudinal bulk cell population (bulk time course) data. We demonstrate that the explicit inclusion of the phenotypic composition estimate, derived from single cell RNA-sequencing data (scRNA-seq), improves accuracy in the prediction of new treatments with a concordance correlation coefficient (CCC) of 0.92 compared to a prediction accuracy of CCC = 0.64 when fitting on longitudinal bulk cell population data alone. To our knowledge, this is the first work that explicitly integrates single cell clonally-resolved transcriptome datasets with bulk time-course data to jointly calibrate a mathematical model of drug resistance dynamics. We anticipate this approach to be a first step that demonstrates the feasibility of incorporating multiple data types into mathematical models to develop optimized treatment regimens from data.


Asunto(s)
Resistencia a Antineoplásicos/genética , Neoplasias/genética , Análisis de Secuencia de ARN , Análisis de la Célula Individual , Transcriptoma , Neoplasias/tratamiento farmacológico
3.
Nat Methods ; 12(8): 780-6, 2015 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-26121404

RESUMEN

We present the first comprehensive analysis of a diploid human genome that combines single-molecule sequencing with single-molecule genome maps. Our hybrid assembly markedly improves upon the contiguity observed from traditional shotgun sequencing approaches, with scaffold N50 values approaching 30 Mb, and we identified complex structural variants (SVs) missed by other high-throughput approaches. Furthermore, by combining Illumina short-read data with long reads, we phased both single-nucleotide variants and SVs, generating haplotypes with over 99% consistency with previous trio-based studies. Our work shows that it is now possible to integrate single-molecule and high-throughput sequence data to generate de novo assembled genomes that approach reference quality.


Asunto(s)
Biología Computacional/métodos , Genoma Humano , Secuenciación de Nucleótidos de Alto Rendimiento/métodos , Polimorfismo de Nucleótido Simple , Algoritmos , Mapeo Cromosómico , Diploidia , Biblioteca de Genes , Variación Genética , Genoma , Haplotipos , Humanos , Nucleótidos/genética , Reproducibilidad de los Resultados , Análisis de Secuencia de ADN , Secuencias Repetidas en Tándem
4.
Proc Natl Acad Sci U S A ; 110(2): 594-9, 2013 Jan 08.
Artículo en Inglés | MEDLINE | ID: mdl-23267071

RESUMEN

The ability to determine the gene expression pattern in low quantities of cells or single cells is important for resolving a variety of problems in many biological disciplines. A robust description of the expression signature of a single cell requires determination of the full-length sequence of the expressed mRNAs in the cell, yet existing methods have either 3' biased or variable transcript representation. Here, we report our protocols for the amplification and high-throughput sequencing of very small amounts of RNA for sequencing using procedures of either semirandom primed PCR or phi29 DNA polymerase-based DNA amplification, for the cDNA generated with oligo-dT and/or random oligonucleotide primers. Unlike existing methods, these protocols produce relatively uniformly distributed sequences covering the full length of almost all transcripts independent of their sizes, from 1,000 to 10 cells, and even with single cells. Both protocols produced satisfactory detection/coverage of the abundant mRNAs from a single K562 erythroleukemic cell or a single dorsal root ganglion neuron. The phi29-based method produces long products with less noise, uses an isothermal reaction, and is simple to practice. The semirandom primed PCR procedure is more sensitive and reproducible at low transcript levels or with low quantities of cells. These methods provide tools for mRNA sequencing or RNA sequencing when only low quantities of cells, a single cell, or even degraded RNA are available for profiling.


Asunto(s)
Perfilación de la Expresión Génica/métodos , Secuenciación de Nucleótidos de Alto Rendimiento/métodos , Técnicas de Amplificación de Ácido Nucleico/métodos , ARN Mensajero/genética , Análisis de la Célula Individual/métodos , Cartilla de ADN/genética , Humanos , Células K562 , Reacción en Cadena de la Polimerasa/métodos
5.
Nat Commun ; 15(1): 6213, 2024 Jul 23.
Artículo en Inglés | MEDLINE | ID: mdl-39043652

RESUMEN

Obesity is associated with increased cancer risk, yet the underlying mechanisms remain elusive. Obesity-associated cancers involve disruptions in metabolic and cellular pathways, which can lead to genomic instability. Repetitive DNA sequences capable of adopting alternative DNA structures (e.g., H-DNA) stimulate mutations and are enriched at mutation hotspots in human cancer genomes. However, it is not known if obesity impacts DNA repeat-mediated endogenous mutation hotspots. We address this gap by measuring mutation frequencies in obese and normal-weight transgenic reporter mice carrying either a control human B-DNA- or an H-DNA-forming sequence (from a translocation hotspot in c-MYC in Burkitt lymphoma). Here, we discover that H-DNA-induced DNA damage and mutations are elevated in a tissue-specific manner, and DNA repair efficiency is reduced in obese mice compared to those on the control diet. These findings elucidate the impact of obesity on cancer-associated endogenous mutation hotspots, providing mechanistic insight into the link between obesity and cancer.


Asunto(s)
Daño del ADN , Reparación del ADN , Inestabilidad Genómica , Ratones Transgénicos , Mutación , Obesidad , Animales , Obesidad/genética , Humanos , Ratones , Reparación del ADN/genética , Daño del ADN/genética , Secuencias Repetitivas de Ácidos Nucleicos/genética , Masculino , Ratones Endogámicos C57BL , Femenino , Linfoma de Burkitt/genética , ADN/genética , ADN/metabolismo
6.
Nat Cancer ; 2(7): 758-772, 2021 07.
Artículo en Inglés | MEDLINE | ID: mdl-34939038

RESUMEN

Lineage-tracing methods have enabled characterization of clonal dynamics in complex populations, but generally lack the ability to integrate genomic, epigenomic and transcriptomic measurements with live-cell manipulation of specific clones of interest. We developed a functionalized lineage-tracing system, ClonMapper, which integrates DNA barcoding with single-cell RNA sequencing and clonal isolation to comprehensively characterize thousands of clones within heterogeneous populations. Using ClonMapper, we identified subpopulations of a chronic lymphocytic leukemia cell line with distinct clonal compositions, transcriptional signatures and chemotherapy survivorship trajectories; patterns that were also observed in primary human chronic lymphocytic leukemia. The ability to retrieve specific clones before, during and after treatment enabled direct measurements of clonal diversification and durable subpopulation transcriptional signatures. ClonMapper is a powerful multifunctional approach to dissect the complex clonal dynamics of tumor progression and therapeutic response.


Asunto(s)
Leucemia Linfocítica Crónica de Células B , Línea Celular , Células Clonales , Genómica , Humanos , Leucemia Linfocítica Crónica de Células B/genética , Transcriptoma
7.
Sci Adv ; 6(17): eaay9093, 2020 04.
Artículo en Inglés | MEDLINE | ID: mdl-32426460

RESUMEN

Natively paired sequencing (NPS) of B cell receptors [variable heavy (VH) and light (VL)] and T cell receptors (TCRb and TCRa) is essential for the understanding of adaptive immunity in health and disease. Despite many recent technical advances, determining the VH:VL or TCRb:a repertoire with high accuracy and throughput remains challenging. We discovered that the recently engineered xenopolymerase, RTX, is exceptionally resistant to cell lysate inhibition in single-cell emulsion droplets. We capitalized on the characteristics of this enzyme to develop a simple, rapid, and inexpensive in-droplet overlap extension reverse transcription polymerase chain reaction method for NPS not requiring microfluidics or other specialized equipment. Using this technique, we obtained high yields (5000 to >20,000 per sample) of paired VH:VL or TCRb:a clonotypes at low cost. As a demonstration, we performed NPS on peripheral blood plasmablasts and T follicular helper cells following seasonal influenza vaccination and discovered high-affinity influenza-specific antibodies and TCRb:a.

8.
J Exp Med ; 215(4): 1227-1243, 2018 04 02.
Artículo en Inglés | MEDLINE | ID: mdl-29549115

RESUMEN

Germinal centers (GCs) are the sites where B cells undergo affinity maturation. The regulation of cellular output from the GC is not well understood. Here, we show that from the earliest stages of the GC response, plasmablasts emerge at the GC-T zone interface (GTI). We define two main factors that regulate this process: Tfh-derived IL-21, which supports production of plasmablasts from the GC, and TNFSF13 (APRIL), which is produced by a population of podoplanin+ CD157high fibroblastic reticular cells located in the GTI that are also rich in message for IL-6 and chemokines CXCL12, CCL19, and CCL21. Plasmablasts in the GTI express the APRIL receptor TNFRSF13B (TACI), and blocking TACI interactions specifically reduces the numbers of plasmablasts appearing in the GTI. Plasma cells generated in the GTI may provide an early source of affinity-matured antibodies that may neutralize pathogens or provide feedback regulating GC B cell selection.


Asunto(s)
Centro Germinal/citología , Células Plasmáticas/metabolismo , Transducción de Señal , Células del Estroma/citología , Linfocitos T Colaboradores-Inductores/citología , Animales , Antígenos/metabolismo , Diferenciación Celular , Movimiento Celular , Quimiocinas/metabolismo , Regulación de la Expresión Génica , Inmunidad , Factores Reguladores del Interferón/metabolismo , Interleucinas/genética , Interleucinas/metabolismo , Ligandos , Activación de Linfocitos/inmunología , Ratones Endogámicos C57BL , ARN Mensajero/genética , ARN Mensajero/metabolismo , Células del Estroma/metabolismo , Linfocitos T Colaboradores-Inductores/metabolismo , Proteína Activadora Transmembrana y Interactiva del CAML/metabolismo , Miembro 13 de la Superfamilia de Ligandos de Factores de Necrosis Tumoral/genética , Miembro 13 de la Superfamilia de Ligandos de Factores de Necrosis Tumoral/metabolismo
9.
Nat Commun ; 7: 10164, 2016 Feb 02.
Artículo en Inglés | MEDLINE | ID: mdl-26836631

RESUMEN

The common bed bug (Cimex lectularius) has been a persistent pest of humans for thousands of years, yet the genetic basis of the bed bug's basic biology and adaptation to dense human environments is largely unknown. Here we report the assembly, annotation and phylogenetic mapping of the 697.9-Mb Cimex lectularius genome, with an N50 of 971 kb, using both long and short read technologies. A RNA-seq time course across all five developmental stages and male and female adults generated 36,985 coding and noncoding gene models. The most pronounced change in gene expression during the life cycle occurs after feeding on human blood and included genes from the Wolbachia endosymbiont, which shows a simultaneous and coordinated host/commensal response to haematophagous activity. These data provide a rich genetic resource for mapping activity and density of C. lectularius across human hosts and cities, which can help track, manage and control bed bug infestations.


Asunto(s)
Chinches/genética , Regulación del Desarrollo de la Expresión Génica , Estadios del Ciclo de Vida/genética , Animales , Sangre , Mapeo Cromosómico , Ingestión de Alimentos , Femenino , Perfilación de la Expresión Génica , Humanos , Masculino , Modelos Moleculares , Filogenia , Análisis de Secuencia de ARN
10.
Genome Announc ; 1(3)2013 Jun 20.
Artículo en Inglés | MEDLINE | ID: mdl-23788536

RESUMEN

Bacillus subtilis PS216, a strain isolated in Slovenia, has been sequenced. PS216 is transformable and forms robust biofilms, making it useful for the study of competence regulation in an undomesticated bacterium.

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