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1.
Gigascience ; 9(10)2020 10 15.
Article in English | MEDLINE | ID: mdl-33057676

ABSTRACT

BACKGROUND: Metagenomic next-generation sequencing (mNGS) has enabled the rapid, unbiased detection and identification of microbes without pathogen-specific reagents, culturing, or a priori knowledge of the microbial landscape. mNGS data analysis requires a series of computationally intensive processing steps to accurately determine the microbial composition of a sample. Existing mNGS data analysis tools typically require bioinformatics expertise and access to local server-class hardware resources. For many research laboratories, this presents an obstacle, especially in resource-limited environments. FINDINGS: We present IDseq, an open source cloud-based metagenomics pipeline and service for global pathogen detection and monitoring (https://idseq.net). The IDseq Portal accepts raw mNGS data, performs host and quality filtration steps, then executes an assembly-based alignment pipeline, which results in the assignment of reads and contigs to taxonomic categories. The taxonomic relative abundances are reported and visualized in an easy-to-use web application to facilitate data interpretation and hypothesis generation. Furthermore, IDseq supports environmental background model generation and automatic internal spike-in control recognition, providing statistics that are critical for data interpretation. IDseq was designed with the specific intent of detecting novel pathogens. Here, we benchmark novel virus detection capability using both synthetically evolved viral sequences and real-world samples, including IDseq analysis of a nasopharyngeal swab sample acquired and processed locally in Cambodia from a tourist from Wuhan, China, infected with the recently emergent SARS-CoV-2. CONCLUSION: The IDseq Portal reduces the barrier to entry for mNGS data analysis and enables bench scientists, clinicians, and bioinformaticians to gain insight from mNGS datasets for both known and novel pathogens.


Subject(s)
Betacoronavirus/genetics , Cloud Computing , Coronavirus Infections/virology , Metagenome , Metagenomics/methods , Pneumonia, Viral/virology , Betacoronavirus/pathogenicity , COVID-19 , Coronavirus Infections/diagnosis , Databases, Genetic , High-Throughput Nucleotide Sequencing/methods , Humans , Pandemics , Pneumonia, Viral/diagnosis , SARS-CoV-2 , Software
2.
mBio ; 10(6)2019 12 17.
Article in English | MEDLINE | ID: mdl-31848287

ABSTRACT

The burden of meningitis in low-and-middle-income countries remains significant, but the infectious causes remain largely unknown, impeding institution of evidence-based treatment and prevention decisions. We conducted a validation and application study of unbiased metagenomic next-generation sequencing (mNGS) to elucidate etiologies of meningitis in Bangladesh. This RNA mNGS study was performed on cerebrospinal fluid (CSF) specimens from patients admitted in the largest pediatric hospital, a World Health Organization sentinel site, with known neurologic infections (n = 36), with idiopathic meningitis (n = 25), and with no infection (n = 30), and six environmental samples, collected between 2012 and 2018. We used the IDseq bioinformatics pipeline and machine learning to identify potentially pathogenic microbes, which we then confirmed orthogonally and followed up through phone/home visits. In samples with known etiology and without infections, there was 83% concordance between mNGS and conventional testing. In idiopathic cases, mNGS identified a potential bacterial or viral etiology in 40%. There were three instances of neuroinvasive Chikungunya virus (CHIKV), whose genomes were >99% identical to each other and to a Bangladeshi strain only previously recognized to cause febrile illness in 2017. CHIKV-specific qPCR of all remaining stored CSF samples from children who presented with idiopathic meningitis in 2017 (n = 472) revealed 17 additional CHIKV meningitis cases, exposing an unrecognized meningitis outbreak. Orthogonal molecular confirmation, case-based clinical data, and patient follow-up substantiated the findings. Case-control CSF mNGS surveys can complement conventional diagnostic methods to identify etiologies of meningitis, conduct surveillance, and predict outbreaks. The improved patient- and population-level data can inform evidence-based policy decisions.IMPORTANCE Globally, there are an estimated 10.6 million cases of meningitis and 288,000 deaths every year, with the vast majority occurring in low- and middle-income countries. In addition, many survivors suffer from long-term neurological sequelae. Most laboratories assay only for common bacterial etiologies using culture and directed PCR, and the majority of meningitis cases lack microbiological diagnoses, impeding institution of evidence-based treatment and prevention strategies. We report here the results of a validation and application study of using unbiased metagenomic sequencing to determine etiologies of idiopathic (of unknown cause) cases. This included CSF from patients with known neurologic infections, with idiopathic meningitis, and without infection admitted in the largest children's hospital of Bangladesh and environmental samples. Using mNGS and machine learning, we identified and confirmed an etiology (viral or bacterial) in 40% of idiopathic cases. We detected three instances of Chikungunya virus (CHIKV) that were >99% identical to each other and to a strain previously recognized to cause systemic illness only in 2017. CHIKV qPCR of all remaining stored 472 CSF samples from children who presented with idiopathic meningitis in 2017 at the same hospital uncovered an unrecognized CHIKV meningitis outbreak. CSF mNGS can complement conventional diagnostic methods to identify etiologies of meningitis, and the improved patient- and population-level data can inform better policy decisions.


Subject(s)
Chikungunya virus/genetics , Communicable Diseases, Emerging/epidemiology , Communicable Diseases, Emerging/virology , Disease Outbreaks , Genome, Viral , Meningitis, Viral/epidemiology , Meningitis, Viral/virology , Metagenomics , Bangladesh/epidemiology , Chikungunya virus/classification , Chikungunya virus/immunology , Female , Humans , Infant , Infant, Newborn , Male , Meningitis, Viral/diagnosis , Meningitis, Viral/immunology , Metagenomics/methods , Phylogeny , Public Health Surveillance
3.
Nature ; 576(7786): 293-300, 2019 12.
Article in English | MEDLINE | ID: mdl-31802004

ABSTRACT

Chimeric antigen receptor (CAR) T cells mediate anti-tumour effects in a small subset of patients with cancer1-3, but dysfunction due to T cell exhaustion is an important barrier to progress4-6. To investigate the biology of exhaustion in human T cells expressing CAR receptors, we used a model system with a tonically signaling CAR, which induces hallmark features of exhaustion6. Exhaustion was associated with a profound defect in the production of IL-2, along with increased chromatin accessibility of AP-1 transcription factor motifs and overexpression of the bZIP and IRF transcription factors that have been implicated in mediating dysfunction in exhausted T cells7-10. Here we show that CAR T cells engineered to overexpress the canonical AP-1 factor c-Jun have enhanced expansion potential, increased functional capacity, diminished terminal differentiation and improved anti-tumour potency in five different mouse tumour models in vivo. We conclude that a functional deficiency in c-Jun mediates dysfunction in exhausted human T cells, and that engineering CAR T cells to overexpress c-Jun renders them resistant to exhaustion, thereby addressing a major barrier to progress for this emerging class of therapeutic agents.


Subject(s)
Proto-Oncogene Proteins c-jun/metabolism , Receptors, Antigen, T-Cell/immunology , Animals , Cell Line, Tumor , Epigenesis, Genetic , Gene Expression Regulation , Humans , Mice , Neoplasms/genetics , Neoplasms/immunology , Neoplasms/metabolism , Proto-Oncogene Proteins c-jun/genetics , Receptors, Antigen, T-Cell/genetics , Transcription Factor AP-1/genetics , Transcription Factor AP-1/immunology , Transcription, Genetic
4.
PLoS One ; 14(6): e0218318, 2019.
Article in English | MEDLINE | ID: mdl-31220115

ABSTRACT

Febrile illness is a major burden in African children, and non-malarial causes of fever are uncertain. In this retrospective exploratory study, we used metagenomic next-generation sequencing (mNGS) to evaluate serum, nasopharyngeal, and stool specimens from 94 children (aged 2-54 months) with febrile illness admitted to Tororo District Hospital, Uganda. The most common microbes identified were Plasmodium falciparum (51.1% of samples) and parvovirus B19 (4.4%) from serum; human rhinoviruses A and C (40%), respiratory syncytial virus (10%), and human herpesvirus 5 (10%) from nasopharyngeal swabs; and rotavirus A (50% of those with diarrhea) from stool. We also report the near complete genome of a highly divergent orthobunyavirus, tentatively named Nyangole virus, identified from the serum of a child diagnosed with malaria and pneumonia, a Bwamba orthobunyavirus in the nasopharynx of a child with rash and sepsis, and the genomes of two novel human rhinovirus C species. In this retrospective exploratory study, mNGS identified multiple potential pathogens, including 3 new viral species, associated with fever in Ugandan children.


Subject(s)
Fever/epidemiology , Malaria/epidemiology , Metagenome/genetics , Nasopharynx/virology , Child, Preschool , Cytomegalovirus/genetics , Cytomegalovirus/isolation & purification , Cytomegalovirus/pathogenicity , Feces/parasitology , Feces/virology , Female , Fever/blood , Fever/parasitology , Fever/virology , High-Throughput Nucleotide Sequencing , Humans , Infant , Malaria/blood , Malaria/parasitology , Malaria/virology , Male , Plasmodium falciparum/genetics , Plasmodium falciparum/isolation & purification , Plasmodium falciparum/pathogenicity , Respiratory Syncytial Viruses/genetics , Respiratory Syncytial Viruses/isolation & purification , Respiratory Syncytial Viruses/pathogenicity , Retrospective Studies , Rhinovirus/genetics , Rhinovirus/isolation & purification , Rhinovirus/pathogenicity , Uganda/epidemiology
5.
Sci Immunol ; 2(15)2017 09 29.
Article in English | MEDLINE | ID: mdl-28963118

ABSTRACT

Systemic sclerosis with pulmonary arterial hypertension (SSc-PAH) is a debilitating and frequently lethal disease of unknown cause lacking effective treatment options. Lymphocyte anomalies and autoantibodies observed in systemic sclerosis have suggested an autoimmune character. We study the clonal structure of the B cell repertoire in SSc-PAH using immunoglobulin heavy chain (IGH) sequencing before and after B cell depletion. We found SSc-PAH to be associated with anomalies in B cell development, namely, altered VDJ rearrangement frequencies (reduced IGHV2-5 segment usage) and an increased somatic mutation-fixation probability in expanded B cell lineages. SSc-PAH was also characterized by anomalies in B cell homeostasis, namely, an expanded immunoglobulin D-positive (IgD+) proportion with reduced mutation loads and an expanded proportion of highly antibody-secreting cells. Disease signatures pertaining to IGHV2-5 segment usage, IgD proportions, and mutation loads were temporarily reversed after B cell depletion. Analyzing the time course of B cell depletion, we find that the kinetics of naïve replenishment are predictable from baseline measurements alone, that release of plasma cells into the periphery can precede naïve replenishment, and that modes of B cell receptor diversity are highly elastic. Our findings reveal humoral immune signatures of SSc-PAH and uncover determinism in the effects of B cell depletion on the antibody repertoire.


Subject(s)
Autoimmune Diseases/immunology , B-Lymphocytes/immunology , Hypertension, Pulmonary/immunology , Immunologic Factors/therapeutic use , Lymphocyte Depletion , Scleroderma, Systemic/immunology , Aged , Autoimmune Diseases/drug therapy , Double-Blind Method , Female , High-Throughput Nucleotide Sequencing , Humans , Hypertension, Pulmonary/drug therapy , Immune Reconstitution/immunology , Immunoglobulin Heavy Chains/genetics , Immunoglobulin Heavy Chains/immunology , Longitudinal Studies , Middle Aged , Placebos , Plasma Cells/immunology , Rituximab/therapeutic use , Scleroderma, Systemic/drug therapy , Sequence Analysis, DNA , Time Factors , V(D)J Recombination/immunology
6.
Proc Natl Acad Sci U S A ; 114(5): 1105-1110, 2017 01 31.
Article in English | MEDLINE | ID: mdl-28096374

ABSTRACT

The elderly have reduced humoral immunity, as manifested by increased susceptibility to infections and impaired vaccine responses. To investigate the effects of aging on B-cell receptor (BCR) repertoire evolution during an immunological challenge, we used a phylogenetic distance metric to analyze Ig heavy-chain transcript sequences in both young and elderly individuals before and after influenza vaccination. We determined that BCR repertoires become increasingly specialized over a span of decades, but less plastic. In 50% of the elderly individuals, a large space in the repertoire was occupied by a small number of recall lineages that did not decline during vaccine response and contained hypermutated IgD+ B cells. Relative to their younger counterparts, older subjects demonstrated a contracted naive repertoire and diminished intralineage diversification, signifying a reduced substrate for mounting novel responses and decreased fine-tuning of BCR specificities by somatic hypermutation. Furthermore, a larger proportion of the repertoire exhibited premature stop codons in some elderly subjects, indicating that aging may negatively affect the ability of B cells to discriminate between functional and nonfunctional receptors. Finally, we observed a decreased incidence of radical mutations compared with conservative mutations in elderly subjects' vaccine responses, which suggests that accumulating original antigenic sin may be limiting the accessible space for paratope evolution. Our findings shed light on the complex interplay of environmental and gerontological factors affecting immune senescence, and provide direct molecular characterization of the effects of senescence on the immune repertoire.


Subject(s)
Aging/immunology , Antibodies, Viral/genetics , B-Lymphocytes/immunology , Gene Rearrangement, B-Lymphocyte, Heavy Chain , Genes, Immunoglobulin , Immunoglobulin Heavy Chains/genetics , Receptors, Antigen, B-Cell/genetics , Adult , Aged , Aged, 80 and over , Antibodies, Viral/biosynthesis , Cell Lineage , Chronic Disease , Codon, Nonsense , Cytomegalovirus/immunology , Cytomegalovirus Infections/immunology , Humans , Immunoglobulin D/genetics , Immunoglobulin D/immunology , Influenza A virus/immunology , Influenza B virus/immunology , Influenza Vaccines/immunology , Male , Middle Aged , Mutation , Vaccination , Young Adult
7.
PLoS One ; 9(8): e105585, 2014.
Article in English | MEDLINE | ID: mdl-25136831

ABSTRACT

Single-cell sequencing is emerging as an important tool for studies of genomic heterogeneity. Whole genome amplification (WGA) is a key step in single-cell sequencing workflows and a multitude of methods have been introduced. Here, we compare three state-of-the-art methods on both bulk and single-cell samples of E. coli DNA: Multiple Displacement Amplification (MDA), Multiple Annealing and Looping Based Amplification Cycles (MALBAC), and the PicoPLEX single-cell WGA kit (NEB-WGA). We considered the effects of reaction gain on coverage uniformity, error rates and the level of background contamination. We compared the suitability of the different WGA methods for the detection of copy-number variations, for the detection of single-nucleotide polymorphisms and for de-novo genome assembly. No single method performed best across all criteria and significant differences in characteristics were observed; the choice of which amplifier to use will depend strongly on the details of the type of question being asked in any given experiment.


Subject(s)
Nucleic Acid Amplification Techniques/methods , Single-Cell Analysis/methods , DNA Copy Number Variations/genetics , DNA, Bacterial/genetics , Escherichia coli/genetics , Genome, Bacterial/genetics , Genomics/methods , Polymorphism, Single Nucleotide/genetics
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