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1.
J Lipid Res ; 64(6): 100375, 2023 06.
Article in English | MEDLINE | ID: mdl-37075981

ABSTRACT

Idiopathic pulmonary fibrosis (IPF) is a progressive disease with significant mortality. Prognostic biomarkers to identify rapid progressors are urgently needed to improve patient management. Since the lysophosphatidic acid (LPA) pathway has been implicated in lung fibrosis in preclinical models and identified as a potential therapeutic target, we aimed to investigate if bioactive lipid LPA species could be prognostic biomarkers that predict IPF disease progression. LPAs and lipidomics were measured in baseline placebo plasma of a randomized IPF-controlled trial. The association of lipids with disease progression indices were assessed using statistical models. Compared to healthy, IPF patients had significantly higher levels of five LPAs (LPA16:0, 16:1, 18:1, 18:2, 20:4) and reduced levels of two triglycerides species (TAG48:4-FA12:0, -FA18:2) (false discovery rate < 0.05, fold change > 2). Patients with higher levels of LPAs had greater declines in diffusion capacity of carbon monoxide over 52 weeks (P < 0.01); additionally, LPA20:4-high (≥median) patients had earlier time to exacerbation compared to LPA20:4-low (

Subject(s)
Idiopathic Pulmonary Fibrosis , Humans , Idiopathic Pulmonary Fibrosis/metabolism , Disease Progression , Lysophospholipids , Biomarkers
2.
Nat Comput Sci ; 2(4): 234-242, 2022 Apr.
Article in English | MEDLINE | ID: mdl-38177542

ABSTRACT

DNA is a promising data storage medium due to its remarkable durability and space-efficient storage. Early bit-to-base transcoding schemes have primarily pursued information density, at the expense of introducing biocompatibility challenges or decoding failure. Here we propose a robust transcoding algorithm named the yin-yang codec, using two rules to encode two binary bits into one nucleotide, to generate DNA sequences that are highly compatible with synthesis and sequencing technologies. We encoded two representative file formats and stored them in vitro as 200 nt oligo pools and in vivo as a ~54 kbps DNA fragment in yeast cells. Sequencing results show that the yin-yang codec exhibits high robustness and reliability for a wide variety of data types, with an average recovery rate of 99.9% above 104 molecule copies and an achieved recovery rate of 87.53% at ≤102 copies. Additionally, the in vivo storage demonstration achieved an experimentally measured physical density close to the theoretical maximum.

3.
PLoS One ; 16(3): e0247647, 2021.
Article in English | MEDLINE | ID: mdl-33651801

ABSTRACT

Demographic events shape a population's genetic diversity, a process described by the coalescent-with-recombination model that relates demography and genetics by an unobserved sequence of genealogies along the genome. As the space of genealogies over genomes is large and complex, inference under this model is challenging. Formulating the coalescent-with-recombination model as a continuous-time and -space Markov jump process, we develop a particle filter for such processes, and use waypoints that under appropriate conditions allow the problem to be reduced to the discrete-time case. To improve inference, we generalise the Auxiliary Particle Filter for discrete-time models, and use Variational Bayes to model the uncertainty in parameter estimates for rare events, avoiding biases seen with Expectation Maximization. Using real and simulated genomes, we show that past population sizes can be accurately inferred over a larger range of epochs than was previously possible, opening the possibility of jointly analyzing multiple genomes under complex demographic models. Code is available at https://github.com/luntergroup/smcsmc.


Subject(s)
Algorithms , Demography/history , Genetics, Population , Genome, Human , Markov Chains , Models, Genetic , Asian People , Bayes Theorem , Computer Simulation , Genetic Variation , History, 21st Century , History, Ancient , History, Medieval , Humans , Pedigree , Population Density , White People
4.
Elife ; 82019 07 12.
Article in English | MEDLINE | ID: mdl-31298657

ABSTRACT

Individual malaria infections can carry multiple strains of Plasmodium falciparum with varying levels of relatedness. Yet, how local epidemiology affects the properties of such mixed infections remains unclear. Here, we develop an enhanced method for strain deconvolution from genome sequencing data, which estimates the number of strains, their proportions, identity-by-descent (IBD) profiles and individual haplotypes. Applying it to the Pf3k data set, we find that the rate of mixed infection varies from 29% to 63% across countries and that 51% of mixed infections involve more than two strains. Furthermore, we estimate that 47% of symptomatic dual infections contain sibling strains likely to have been co-transmitted from a single mosquito, and find evidence of mixed infections propagated over successive infection cycles. Finally, leveraging data from the Malaria Atlas Project, we find that prevalence correlates within Africa, but not Asia, with both the rate of mixed infection and the level of IBD.


Subject(s)
Coinfection/epidemiology , Coinfection/parasitology , Genotype , Malaria, Falciparum/epidemiology , Malaria, Falciparum/parasitology , Plasmodium falciparum/classification , Plasmodium falciparum/genetics , Africa/epidemiology , Asia/epidemiology , Humans , Plasmodium falciparum/isolation & purification , Prevalence , Whole Genome Sequencing
5.
Gigascience ; 8(6)2019 06 01.
Article in English | MEDLINE | ID: mdl-31220251

ABSTRACT

The information explosion has led to a rapid increase in the amount of data requiring physical storage. However, in the near future, existing storage methods (i.e., magnetic and optical media) will be insufficient to store these exponentially growing data. Therefore, data scientists are continually looking for better, more stable, and space-efficient alternatives to store these huge datasets. Because of its unique biological properties, highly condensed DNA has great potential to become a storage material for the future. Indeed, DNA-based data storage has recently emerged as a promising approach for long-term digital information storage. This review summarizes state-of-the-art methods, including digital-to-DNA coding schemes and the media types used in DNA-based data storage, and provides an overview of recent progress achieved in this field and its exciting future.


Subject(s)
DNA , Information Storage and Retrieval/methods
6.
J Infect Dis ; 220(11): 1738-1749, 2019 10 22.
Article in English | MEDLINE | ID: mdl-30668735

ABSTRACT

The Horn of Africa harbors the largest reservoir of Plasmodium vivax in the continent. Most of sub-Saharan Africa has remained relatively vivax-free due to a high prevalence of the human Duffy-negative trait, but the emergence of strains able to invade Duffy-negative reticulocytes poses a major public health threat. We undertook the first population genomic investigation of P. vivax from the region, comparing the genomes of 24 Ethiopian isolates against data from Southeast Asia to identify important local adaptions. The prevalence of the Duffy binding protein amplification in Ethiopia was 79%, potentially reflecting adaptation to Duffy negativity. There was also evidence of selection in a region upstream of the chloroquine resistance transporter, a putative chloroquine-resistance determinant. Strong signals of selection were observed in genes involved in immune evasion and regulation of gene expression, highlighting the need for a multifaceted intervention approach to combat P. vivax in the region.


Subject(s)
Genotype , Malaria, Vivax/parasitology , Plasmodium vivax/genetics , Plasmodium vivax/isolation & purification , Selection, Genetic , Adaptation, Biological , Adolescent , Animals , Child , Child, Preschool , Ethiopia , Female , Humans , Infant , Infant, Newborn , Male , Plasmodium vivax/classification , Prevalence
7.
Sci Rep ; 8(1): 6622, 2018 04 26.
Article in English | MEDLINE | ID: mdl-29700348

ABSTRACT

The RTS,S/AS01 malaria vaccine encompasses the central repeats and C-terminal of Plasmodium falciparum circumsporozoite protein (PfCSP). Although no Phase II clinical trial studies observed evidence of strain-specific immunity, recent studies show a decrease in vaccine efficacy against non-vaccine strain parasites. In light of goals to reduce malaria morbidity, anticipating the effectiveness of RTS,S/AS01 is critical to planning widespread vaccine introduction. We deep sequenced C-terminal Pfcsp from 77 individuals living along the international border in Luapula Province, Zambia and Haut-Katanga Province, the Democratic Republic of the Congo (DRC) and compared translated amino acid haplotypes to the 3D7 vaccine strain. Only 5.2% of the 193 PfCSP sequences from the Zambia-DRC border region matched 3D7 at all 84 amino acids. To further contextualize the genetic diversity sampled in this study with global PfCSP diversity, we analyzed an additional 3,809 Pfcsp sequences from the Pf3k database and constructed a haplotype network representing 15 countries from Africa and Asia. The diversity observed in our samples was similar to the diversity observed in the global haplotype network. These observations underscore the need for additional research assessing genetic diversity in P. falciparum and the impact of PfCSP diversity on RTS,S/AS01 efficacy.


Subject(s)
Antigenic Variation/immunology , Malaria Vaccines/immunology , Malaria, Falciparum/epidemiology , Malaria, Falciparum/prevention & control , Plasmodium falciparum/immunology , Alleles , Amino Acid Substitution , Antigenic Variation/genetics , Antigens, Protozoan/genetics , Antigens, Protozoan/immunology , Democratic Republic of the Congo/epidemiology , Epitopes/genetics , Epitopes/immunology , Gene Frequency , Genetic Variation , Haplotypes , Humans , Malaria, Falciparum/parasitology , Plasmodium falciparum/genetics , Protozoan Proteins/genetics , Protozoan Proteins/immunology , Zambia/epidemiology
8.
Bioinformatics ; 34(1): 9-15, 2018 01 01.
Article in English | MEDLINE | ID: mdl-28961721

ABSTRACT

Motivation: The presence of multiple infecting strains of the malarial parasite Plasmodium falciparum affects key phenotypic traits, including drug resistance and risk of severe disease. Advances in protocols and sequencing technology have made it possible to obtain high-coverage genome-wide sequencing data from blood samples and blood spots taken in the field. However, analyzing and interpreting such data is challenging because of the high rate of multiple infections present. Results: We have developed a statistical method and implementation for deconvolving multiple genome sequences present in an individual with mixed infections. The software package DEploid uses haplotype structure within a reference panel of clonal isolates as a prior for haplotypes present in a given sample. It estimates the number of strains, their relative proportions and the haplotypes presented in a sample, allowing researchers to study multiple infection in malaria with an unprecedented level of detail. Availability and implementation: The open source implementation DEploid is freely available at https://github.com/mcveanlab/DEploid under the conditions of the GPLv3 license. An R version is available at https://github.com/mcveanlab/DEploid-r. Contact: joe.zhu@bdi.ox.ac.uk or gil.mcvean@bdi.ox.ac.uk. Supplementary information: Supplementary data are available at Bioinformatics online.


Subject(s)
High-Throughput Nucleotide Sequencing/methods , Malaria, Falciparum/genetics , Plasmodium falciparum/genetics , Sequence Analysis, DNA/methods , Software , Coinfection , Haplotypes , Humans , Plasmodium falciparum/pathogenicity
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