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1.
PLoS Genet ; 19(9): e1010546, 2023 09.
Article in English | MEDLINE | ID: mdl-37721937

ABSTRACT

Genome-wide association studies (GWAS) are commonly used to identify genomic variants that are associated with complex traits, and estimate the magnitude of this association for each variant. However, it has been widely observed that the association estimates of variants tend to be lower in a replication study than in the study that discovered those associations. A phenomenon known as Winner's Curse is responsible for this upward bias present in association estimates of significant variants in the discovery study. We review existing Winner's Curse correction methods which require only GWAS summary statistics in order to make adjustments. In addition, we propose modifications to improve existing methods and propose a novel approach which uses the parametric bootstrap. We evaluate and compare methods, first using a wide variety of simulated data sets and then, using real data sets for three different traits. The metric, estimated mean squared error (MSE) over significant SNPs, was primarily used for method assessment. Our results indicate that widely used conditional likelihood based methods tend to perform poorly. The other considered methods behave much more similarly, with our proposed bootstrap method demonstrating very competitive performance. To complement this review, we have developed an R package, 'winnerscurse' which can be used to implement these various Winner's Curse adjustment methods to GWAS summary statistics.


Subject(s)
Genome-Wide Association Study , Polymorphism, Single Nucleotide , Genome-Wide Association Study/methods , Likelihood Functions , Genetic Association Studies , Bias , Phenotype , Polymorphism, Single Nucleotide/genetics
2.
Cell Host Microbe ; 26(4): 527-541.e5, 2019 10 09.
Article in English | MEDLINE | ID: mdl-31600503

ABSTRACT

The human gut contains a vast array of viruses, mostly bacteriophages. The majority remain uncharacterized, and their roles in shaping the gut microbiome and in impacting on human health remain poorly understood. We performed longitudinal metagenomic analysis of fecal viruses in healthy adults that reveal high temporal stability, individual specificity, and correlation with the bacterial microbiome. Using a database-independent approach that uses most of the sequencing data, we uncovered the existence of a stable, numerically predominant individual-specific persistent personal virome. Clustering of viral genomes and de novo taxonomic annotation identified several groups of crAss-like and Microviridae bacteriophages as the most stable colonizers of the human gut. CRISPR-based host prediction highlighted connections between these stable viral communities and highly predominant gut bacterial taxa such as Bacteroides, Prevotella, and Faecalibacterium. This study provides insights into the structure of the human gut virome and serves as an important baseline for hypothesis-driven research.


Subject(s)
Bacteroides/virology , Faecalibacterium/virology , Gastrointestinal Microbiome/genetics , Microviridae/genetics , Prevotella/virology , Bacteroides/isolation & purification , Faecalibacterium/isolation & purification , Humans , Longitudinal Studies , Metagenome/genetics , Microviridae/classification , Microviridae/isolation & purification , Prevotella/isolation & purification , Viral Load
3.
Microbiome ; 6(1): 68, 2018 04 10.
Article in English | MEDLINE | ID: mdl-29631623

ABSTRACT

BACKGROUND: Recent studies have demonstrated that the human gut is populated by complex, highly individual and stable communities of viruses, the majority of which are bacteriophages. While disease-specific alterations in the gut phageome have been observed in IBD, AIDS and acute malnutrition, the human gut phageome remains poorly characterised. One important obstacle in metagenomic studies of the human gut phageome is a high level of discrepancy between results obtained by different research groups. This is often due to the use of different protocols for enriching virus-like particles, nucleic acid purification and sequencing. The goal of the present study is to develop a relatively simple, reproducible and cost-efficient protocol for the extraction of viral nucleic acids from human faecal samples, suitable for high-throughput studies. We also analyse the effect of certain potential confounding factors, such as storage conditions, repeated freeze-thaw cycles, and operator bias on the resultant phageome profile. Additionally, spiking of faecal samples with an exogenous phage standard was employed to quantitatively analyse phageomes following metagenomic sequencing. Comparative analysis of phageome profiles to bacteriome profiles was also performed following 16S rRNA amplicon sequencing. RESULTS: Faecal phageome profiles exhibit an overall greater individual specificity when compared to bacteriome profiles. The phageome and bacteriome both exhibited moderate change when stored at + 4 °C or room temperature. Phageome profiles were less impacted by multiple freeze-thaw cycles than bacteriome profiles, but there was a greater chance for operator effect in phageome processing. The successful spiking of faecal samples with exogenous bacteriophage demonstrated large variations in the total viral load between individual samples. CONCLUSIONS: The faecal phageome sequencing protocol developed in this study provides a valuable additional view of the human gut microbiota that is complementary to 16S amplicon sequencing and/or metagenomic sequencing of total faecal DNA. The protocol was optimised for several confounding factors that are encountered while processing faecal samples, to reduce discrepancies observed within and between research groups studying the human gut phageome. Rapid storage, limited freeze-thaw cycling and spiking of faecal samples with an exogenous phage standard are recommended for optimum results.


Subject(s)
Bacteriophages/genetics , Feces/virology , Gastrointestinal Microbiome , Metagenome , Metagenomics , Bacteria/classification , Bacteria/genetics , Humans , Metagenomics/methods , RNA, Ribosomal, 16S/genetics , Reproducibility of Results
4.
Br J Pharmacol ; 175(3): 412-418, 2018 02.
Article in English | MEDLINE | ID: mdl-29266197

ABSTRACT

Bacteriophage (phage) therapy has encountered both enthusiasm and scepticism in the past century. New antimicrobial strategies against lethal pathogens are now a top priority for the World Health Organization, and although compassionate use of phages recently met with significant success, regulated clinical interventions seem unlikely in the near future. The hundredth anniversary of their discovery seems an appropriate time for a revival of phage therapy, particularly as the dilemma of antibiotic resistance grows. Phages are ubiquitous in the environment, on our food and in and on our bodies. Their influence on human health is currently being evaluated, and in this mini-review, we examine data from recent metagenomic studies that propose a role for phages in the structure of the microbiome and in health and disease. We assess evidence for phages as vehicles for gene transfer in the context of antibiotic resistance and discuss challenges and opportunities along the critical path from phage discovery to a patient-focused pharmaceutical intervention.


Subject(s)
Anti-Bacterial Agents/therapeutic use , Bacteriophages/physiology , Drug Industry/trends , Animals , Drug Industry/methods , Humans
5.
FEMS Microbiol Lett ; 363(22)2016 11.
Article in English | MEDLINE | ID: mdl-27974392

ABSTRACT

Bacteriophages (phages) or bacterial viruses have long been proposed as an alternative therapy against antibiotic-resistant bacteria such as Escherichia coli Even though poorly documented in the scientific literature, a long clinical history of phage therapy in countries such as Russia and Georgia suggests potential value in the use of phages as antibacterial agents. Escherichia coli is responsible for a wide range of diseases, intestinal (diarrhoea) and extraintestinal (UTI, septicaemia, pneumoniae, meningitis), making it an ideal target for phage therapy. This review discusses the latest research focusing on the potential of phage therapy to tackle E. coli-related illnesses. No intact phages are approved in EU or USA for human therapeutic use, but many successful in vitro and in vivo studies have been reported. However, additional research focused on in vivo multispecies models and human trials are required if phage therapy targeting E. coli pathotypes can be a story with happy end.


Subject(s)
Coliphages/growth & development , Escherichia coli Infections/therapy , Escherichia coli/virology , Foodborne Diseases/therapy , Phage Therapy/methods , Foodborne Diseases/microbiology , Humans
6.
Plasmid ; 49(2): 130-42, 2003 Mar.
Article in English | MEDLINE | ID: mdl-12726766

ABSTRACT

The lactococcal plasmid pCI658 (58 kb) isolated from Lactococcus lactis ssp. cremoris HO2 encodes the production of a hydrophilic exopolysaccharide (EPS) which consists primarily of galactose and glucuronic acid and which interferes with adsorption of phages ø712 and øc2 to cell surface receptors. Examination of the nucleotide sequence of a 21.8-kb region of the plasmid revealed a large genetic cluster consisting of at least 23 putative EPS biosynthetic determinants in addition to the presence of insertion sequences at the 5(') and 3(') ends. According to homology searches, the genes were organized in specific regions involved in regulation, synthesis and export of the EPS. The predicted products of individual genes exhibited significant homology to exopolysaccharide, capsular polysaccharide (CPS), and lipopolysaccharide (LPS) gene products from a variety of Gram positive and Gram negative bacteria. Evidence of a gene encoding UDP-glucose dehydrogenase is also presented and this is the first description of such a gene in Lactococcus.


Subject(s)
Bacterial Proteins/genetics , Bacterial Proteins/metabolism , Bacteriophages/physiology , Lactococcus/genetics , Polysaccharides, Bacterial/genetics , Adsorption , Amino Acid Sequence , Base Sequence , Carrier Proteins/genetics , Carrier Proteins/metabolism , Cholera Toxin/genetics , Cloning, Molecular , Gene Order , Lactococcus/virology , Membrane Proteins/genetics , Molecular Sequence Data , Multigene Family/genetics , Operon , Repressor Proteins/genetics , Sequence Homology, Amino Acid , Transcription Factors/genetics
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