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1.
Cancer Discov ; 2024 May 09.
Article in English | MEDLINE | ID: mdl-38722595

ABSTRACT

Clonal hematopoiesis (CH) is a phenomenon of clonal expansion of hematopoietic stem cells driven by somatic mutations affecting certain genes. Recently, CH has been linked to the development of hematologic malignancies, cardiovascular diseases, and other conditions. Although the most frequently mutated CH driver genes have been identified, a systematic landscape of the mutations capable of initiating this phenomenon is still lacking. Here, we trained machine-learning models for 12 of the most recurrent CH genes to identify their driver mutations. These models outperform expert-curated rules based on prior knowledge of the function of these genes. Moreover, their application to identify CH driver mutations across almost half a million donors of the UK Biobank reproduces known associations between CH driver mutations and age, and the prevalence of several diseases and conditions. We thus propose that these models support the accurate identification of CH across healthy individuals.

2.
medRxiv ; 2023 Dec 14.
Article in English | MEDLINE | ID: mdl-38168256

ABSTRACT

Clonal hematopoiesis (CH) is a phenomenon of clonal expansion of hematopoietic stem cells driven by somatic mutations affecting certain genes. Recently, CH has been linked to the development of a number of hematologic malignancies, cardiovascular diseases and other conditions. Although the most frequently mutated CH driver genes have been identified, a systematic landscape of the mutations capable of initiating this phenomenon is still lacking. Here, we train high-quality machine-learning models for 12 of the most recurrent CH driver genes to identify their driver mutations. These models outperform an experimental base-editing approach and expert-curated rules based on prior knowledge of the function of these genes. Moreover, their application to identify CH driver mutations across almost half a million donors of the UK Biobank reproduces known associations between CH driver mutations and age, and the prevalence of several diseases and conditions. We thus propose that these models support the accurate identification of CH across healthy individuals.

3.
Sci Transl Med ; 12(573)2020 12 09.
Article in English | MEDLINE | ID: mdl-33229462

ABSTRACT

Superspreading events shaped the coronavirus disease 2019 (COVID-19) pandemic, and their rapid identification and containment are essential for disease control. Here, we provide a national-scale analysis of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) superspreading during the first wave of infections in Austria, a country that played a major role in initial virus transmissions in Europe. Capitalizing on Austria's well-developed epidemiological surveillance system, we identified major SARS-CoV-2 clusters during the first wave of infections and performed deep whole-genome sequencing of more than 500 virus samples. Phylogenetic-epidemiological analysis enabled the reconstruction of superspreading events and charts a map of tourism-related viral spread originating from Austria in spring 2020. Moreover, we exploited epidemiologically well-defined clusters to quantify SARS-CoV-2 mutational dynamics, including the observation of low-frequency mutations that progressed to fixation within the infection chain. Time-resolved virus sequencing unveiled viral mutation dynamics within individuals with COVID-19, and epidemiologically validated infector-infectee pairs enabled us to determine an average transmission bottleneck size of 103 SARS-CoV-2 particles. In conclusion, this study illustrates the power of combining epidemiological analysis with deep viral genome sequencing to unravel the spread of SARS-CoV-2 and to gain fundamental insights into mutational dynamics and transmission properties.


Subject(s)
COVID-19/epidemiology , COVID-19/transmission , Mutation/genetics , SARS-CoV-2/genetics , Austria/epidemiology , Base Sequence , COVID-19/genetics , COVID-19/virology , Host-Pathogen Interactions/genetics , Humans , Mutation Rate , Phylogeny
4.
Cell Rep ; 32(2): 107885, 2020 07 14.
Article in English | MEDLINE | ID: mdl-32668259

ABSTRACT

T cell recognition of peptides presented by human leukocyte antigens (HLAs) is mediated by the highly variable T cell receptor (TCR). Despite this built-in TCR variability, individuals can mount immune responses against viral epitopes by using identical or highly related TCRs expressed on CD8+ T cells. Characterization of these TCRs has extended our understanding of the molecular mechanisms that govern the recognition of peptide-HLA. However, few examples exist for CD4+ T cells. Here, we investigate CD4+ T cell responses to the internal proteins of the influenza A virus that correlate with protective immunity. We identify five internal epitopes that are commonly recognized by CD4+ T cells in five HLA-DR1+ subjects and show conservation across viral strains and zoonotic reservoirs. TCR repertoire analysis demonstrates several shared gene usage biases underpinned by complementary biochemical features evident in a structural comparison. These epitopes are attractive targets for vaccination and other T cell therapies.


Subject(s)
CD4-Positive T-Lymphocytes/immunology , Epitopes/immunology , Immunoglobulin Variable Region/genetics , Influenza A virus/immunology , Adult , Amino Acid Motifs , Amino Acid Sequence , Animals , Birds/virology , Complementarity Determining Regions/chemistry , Conserved Sequence , Epitopes/chemistry , Female , Germ Cells/metabolism , HLA-DR1 Antigen/immunology , Humans , Immunodominant Epitopes/chemistry , Immunodominant Epitopes/immunology , Male , Middle Aged , Peptides/chemistry , Peptides/immunology , Receptors, Antigen, T-Cell/metabolism , Swine/virology , Tissue Donors , Viral Proteins/immunology , Young Adult , Zoonoses/immunology , Zoonoses/virology
5.
Influenza Other Respir Viruses ; 14(1): 67-71, 2020 01.
Article in English | MEDLINE | ID: mdl-31568667

ABSTRACT

To understand the genetic diversity and patterns of circulation of rhinoviruses (RV) and enteroviruses (EV) in Singapore, we retrospectively screened 2950 nasal swab samples collected from adults presenting to primary care services with signs of febrile illness in Singapore during 2007-2013 using sequencing and phylogenetic methods. Through sequencing and phylogenetic analysis, our results show the year-round circulation of the three rhinovirus species, A, B, and C. A diverse set of RV/EV serotypes were detected in Singapore with a predominance of RV-A in all years, whereas serotypes EV-C A21 and EV-D68 were only sporadically detected. This study highlights the previously unrecognized diversity and burden in the adult population in Singapore.


Subject(s)
Enterovirus Infections/virology , Enterovirus/genetics , Fever/virology , Genetic Variation , Picornaviridae Infections/virology , Rhinovirus/genetics , Adolescent , Adult , Aged , Enterovirus/classification , Enterovirus/isolation & purification , Enterovirus Infections/epidemiology , Female , Humans , Male , Middle Aged , Phylogeny , Picornaviridae Infections/epidemiology , Retrospective Studies , Rhinovirus/classification , Rhinovirus/isolation & purification , Seasons , Singapore/epidemiology , Young Adult
6.
Commun Biol ; 2: 357, 2019.
Article in English | MEDLINE | ID: mdl-31583288

ABSTRACT

Multispecies host-parasite evolution is common, but how parasites evolve after speciating remains poorly understood. Shared evolutionary history and physiology may propel species along similar evolutionary trajectories whereas pursuing different strategies can reduce competition. We test these scenarios in the economically important association between honey bees and ectoparasitic mites by sequencing the genomes of the sister mite species Varroa destructor and Varroa jacobsoni. These genomes were closely related, with 99.7% sequence identity. Among the 9,628 orthologous genes, 4.8% showed signs of positive selection in at least one species. Divergent selective trajectories were discovered in conserved chemosensory gene families (IGR, SNMP), and Halloween genes (CYP) involved in moulting and reproduction. However, there was little overlap in these gene sets and associated GO terms, indicating different selective regimes operating on each of the parasites. Based on our findings, we suggest that species-specific strategies may be needed to combat evolving parasite communities.


Subject(s)
Bees/parasitology , Evolution, Molecular , Varroidae/genetics , Animals , Cytochrome P-450 Enzyme System/genetics , DNA, Mitochondrial , Female , Host-Parasite Interactions , Male , Species Specificity
7.
Euro Surveill ; 24(33)2019 Aug.
Article in English | MEDLINE | ID: mdl-31431210

ABSTRACT

BackgroundInterseasonal influenza outbreaks are not unusual in countries with temperate climates and well-defined influenza seasons. Usually, these are small and diminish before the main influenza season begins. However, the 2018/19 summer-autumn interseasonal influenza period in Australia saw unprecedented large and widespread influenza outbreaks.AimOur objective was to determine the extent of the intense 2018/19 interseasonal influenza outbreaks in Australia epidemiologically and examine the genetic, antigenic and structural properties of the viruses responsible for these outbreaks.MethodsThis observational study combined the epidemiological and virological surveillance data obtained from the Australian Government Department of Health, the New South Wales Ministry of Health, sentinel outpatient surveillance, public health laboratories and data generated by the World Health Organization Collaborating Centre for Reference and Research on Influenza in Melbourne and the Singapore Agency for Science, Technology and Research.ResultsThere was a record number of laboratory-confirmed influenza cases during the interseasonal period November 2018 to May 2019 (n= 85,286; 5 times the previous 3-year average) and also more institutional outbreaks, hospitalisations and deaths, than what is normally seen.ConclusionsThe unusually large interseasonal influenza outbreaks in 2018/19 followed a mild 2018 influenza season and resulted in a very early start to the 2019 influenza season across Australia. The reasons for this unusual event have yet to be fully elucidated but are likely to be a complex mix of climatic, virological and host immunity-related factors. These outbreaks reinforce the need for year-round surveillance of influenza, even in temperate climates with strong seasonality patterns.


Subject(s)
Disease Notification/statistics & numerical data , Disease Outbreaks , Influenza A virus/isolation & purification , Influenza B virus/isolation & purification , Influenza, Human/epidemiology , Population Surveillance/methods , Adolescent , Adult , Aged , Australia/epidemiology , Child , Child, Preschool , Female , Hemagglutinins, Viral , Humans , Infant , Influenza A virus/classification , Influenza A virus/genetics , Influenza B virus/genetics , Influenza, Human/diagnosis , Influenza, Human/virology , Male , Middle Aged , New South Wales , Phylogeny , Seasons , Sentinel Surveillance
8.
Emerg Infect Dis ; 25(10): 1988-1991, 2019 10.
Article in English | MEDLINE | ID: mdl-31310233

ABSTRACT

Active surveillance in high-risk sites in Cambodia has identified multiple low-pathogenicity influenza A(H7) viruses, mainly in ducks. None fall within the A/Anhui/1/2013(H7N9) lineage; however, some A(H7) viruses from 2018 show temporal and phylogenetic similarity to the H7N4 virus that caused a nonfatal infection in Jiangsu Province, China, in December 2017.


Subject(s)
Communicable Diseases, Emerging/epidemiology , Ducks/virology , Influenza A virus , Influenza in Birds/epidemiology , Poultry Diseases/epidemiology , Animals , Cambodia/epidemiology , China/epidemiology , Communicable Diseases, Emerging/virology , Humans , Influenza A virus/genetics , Influenza in Birds/virology , Influenza, Human/epidemiology , Influenza, Human/virology , Phylogeny , Poultry Diseases/virology
9.
Curr Biol ; 27(20): 3157-3161.e4, 2017 Oct 23.
Article in English | MEDLINE | ID: mdl-28988864

ABSTRACT

The Lord Howe Island stick insect, Dryococelus australis, was once common on the island but was driven to extinction after the arrival of ship rats in the early 20th century [1, 2]. It was thought to be extinct for decades, until a tiny population of similar-looking stick insects was discovered 20 km away, on the islet of Ball's Pyramid, in 2001 [2]. Individuals from this population are currently being reared in Australia and elsewhere in the world, with the eventual goal of recolonizing Lord Howe Island [3]. Recent surveys of the wild population on Ball's Pyramid suggest that it is among the world's rarest species. However, there are significant morphological differences between Ball's Pyramid and museum specimens, and there has never been a genetic confirmation of the rediscovered population's species identity. Because Dryococelus is monotypic, there are also no known extant relatives for comparison. Using shotgun genomic data from the Ball's Pyramid population, we assembled a draft genome and the complete mitochondrial genome. We found that the genome is massive, over 4 Gb in size, and is most likely hexaploid. We re-sequenced mitochondrial genomes from historic museum specimens collected on Lord Howe Island before the extinction event. Sequence divergence between the two populations is less than 1% and is within the range of intraspecific differences between the museum specimens, suggesting that they are conspecific and that D. australis has successfully evaded extinction so far. This work highlights the importance of museum collections for taxonomic validation in the context of ongoing conservation efforts.


Subject(s)
Extinction, Biological , Genome, Insect , Genome, Mitochondrial , Insecta/genetics , Animals , Conservation of Natural Resources , Islands , Museums , New South Wales , Pacific Ocean
10.
Toxins (Basel) ; 9(6)2017 06 08.
Article in English | MEDLINE | ID: mdl-28594382

ABSTRACT

Venom gland transcriptomes and proteomes of six Micrurus taxa (M. corallinus, M. lemniscatus carvalhoi, M. lemniscatus lemniscatus, M. paraensis, M. spixii spixii, and M. surinamensis) were investigated, providing the most comprehensive, quantitative data on Micrurus venom composition to date, and more than tripling the number of Micrurus venom protein sequences previously available. The six venomes differ dramatically. All are dominated by 2-6 toxin classes that account for 91-99% of the toxin transcripts. The M. s. spixii venome is compositionally the simplest. In it, three-finger toxins (3FTxs) and phospholipases A2 (PLA2s) comprise >99% of the toxin transcripts, which include only four additional toxin families at levels ≥0.1%. Micrurus l. lemniscatus venom is the most complex, with at least 17 toxin families. However, in each venome, multiple structural subclasses of 3FTXs and PLA2s are present. These almost certainly differ in pharmacology as well. All venoms also contain phospholipase B and vascular endothelial growth factors. Minor components (0.1-2.0%) are found in all venoms except that of M. s. spixii. Other toxin families are present in all six venoms at trace levels (<0.005%). Minor and trace venom components differ in each venom. Numerous novel toxin chemistries include 3FTxs with previously unknown 8- and 10-cysteine arrangements, resulting in new 3D structures and target specificities. 9-cysteine toxins raise the possibility of covalent, homodimeric 3FTxs or heterodimeric toxins with unknown pharmacologies. Probable muscarinic sequences may be reptile-specific homologs that promote hypotension via vascular mAChRs. The first complete sequences are presented for 3FTxs putatively responsible for liberating glutamate from rat brain synaptosomes. Micrurus C-type lectin-like proteins may have 6-9 cysteine residues and may be monomers, or homo- or heterodimers of unknown pharmacology. Novel KSPIs, 3× longer than any seen previously, appear to have arisen in three species by gene duplication and fusion. Four species have transcripts homologous to the nociceptive toxin, (MitTx) α-subunit, but all six species had homologs to the ß-subunit. The first non-neurotoxic, non-catalytic elapid phospholipase A2s are reported. All are probably myonecrotic. Phylogenetic analysis indicates that the six taxa diverged 15-35 million years ago and that they split from their last common ancestor with Old World elapines nearly 55 million years ago. Given their early diversification, many cryptic micrurine taxa are anticipated.


Subject(s)
Coral Snakes , Elapid Venoms , Reptilian Proteins , Animals , Brazil , Coral Snakes/genetics , Coral Snakes/metabolism , Elapid Venoms/genetics , Elapid Venoms/metabolism , Exocrine Glands/metabolism , Proteome , Reptilian Proteins/genetics , Reptilian Proteins/metabolism , Transcriptome
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