Publications by authors named "Guy Baele"

In Bayesian phylogenetic and phylodynamic studies it is common to summarise the posterior distribution of trees with a time-calibrated consensus phylogeny. While the maximum clade credibility (MCC) tree is often used for this purpose, we here show that a novel consensus tree method - the highest independent posterior subtree reconstruction, or HIPSTR - contains consistently higher supported clades over MCC. We also provide faster computational routines for estimating both consensus trees in an updated version of TreeAnnotator X, an open-source software program that summarizes the information from a sample of trees and returns many helpful statistics such as individual clade credibilities contained in the consensus tree.

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Motivation: Bayesian phylogeographic analyses are pivotal in reconstructing the spatio-temporal dispersal histories of pathogens. However, interpreting the complex outcomes of phylogeographic reconstructions requires sophisticated visualization tools.

Results: To meet this challenge, we developed spread.

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Article Synopsis
  • The 2022 mpox outbreak in Belgium involved extensive genomic analysis, revealing 248 complete monkeypox virus genomes related to the MPXV Clade IIb B.1.
  • Researchers identified at least 79 introduction events of the virus into Belgium, but local transmission remained limited.
  • Tecovirimat showed the strongest in vitro effectiveness against the 2022 MPXV strain, indicating its potential as a treatment option.
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Modern phylogenetics research is often performed within a Bayesian framework, using sampling algorithms such as Markov chain Monte Carlo (MCMC) to approximate the posterior distribution. These algorithms require careful evaluation of the quality of the generated samples. Within the field of phylogenetics, one frequently adopted diagnostic approach is to evaluate the and to investigate trace graphs of the sampled parameters.

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  • The study investigates the rapid spread and evolution of a specific strain of Porcine reproductive and respiratory syndrome virus (PRRSV) in China, focusing on sublineage 8.7, using data from a long-standing national surveillance program.
  • Comprehensive analyses reveal that Guangdong province is a significant hub for the virus's spread, influenced by human activities and local farming practices.
  • The research highlights a critical "leaky" period in vaccine effectiveness between 2011-2017, with specific mutations found in related genes, offering valuable insights for the future development of modified live vaccines (MLVs).
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  • The study focuses on SARS-CoV-2 lineage B.1.214.2, identified in Belgium in January 2021, which has a mutation that may affect its transmissibility and immune evasion, similar to the Omicron variant.
  • This variant spread significantly in Central Africa and Europe, with its origin traced back to the Republic of the Congo, and its transmission correlated with human travel patterns.
  • In Belgian nursing homes, the variant led to moderately severe outcomes, and unique immune responses in elderly patients suggest a need for targeted nasal vaccine strategies against emerging variants.
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Modern phylogenetics research is often performed within a Bayesian framework, using sampling algorithms such as Markov chain Monte Carlo (MCMC) to approximate the posterior distribution. These algorithms require careful evaluation of the quality of the generated samples. Within the field of phylogenetics, one frequently adopted diagnostic approach is to evaluate the (ESS) and to investigate trace graphs of the sampled parameters.

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Severe fever with thrombocytopenia syndrome virus (SFTSV) is a tick-borne virus recognized by the World Health Organization as an emerging infectious disease of growing concern. Utilizing phylodynamic and phylogeographic methods, we have reconstructed the origin and transmission patterns of SFTSV lineages and the roles demographic, ecological, and climatic factors have played in shaping its emergence and spread throughout Asia. Environmental changes and fluctuations in tick populations, exacerbated by the widespread use of pesticides, have contributed significantly to its geographic expansion.

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Unlabelled: Cats () have become an integral part of many households. However, our understanding of the full spectrum of pathogens affecting cats (referred to as the infectome) is limited, mainly due to the inadequacy of commonly used diagnostic tools in capturing the complete diversity of potential pathogens and the prevalence of pathogen co-infections. In this study, we employed a meta-transcriptomic approach to simultaneously characterize the infectome contributing to different disease syndromes and to investigate spatial, demographic, and ecological factors influencing pathogen diversity and community composition in a cohort of 27 hospitalized cats and seven stray cats.

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  • - The study analyzed how different variants of SARS-CoV-2, specifically Alpha, Delta, and Omicron-BA.1, were introduced into Spain using genomic and connectivity data.
  • - Findings indicated that France was the primary source of the Alpha variant, while the Delta and Omicron-BA.1 variants saw increased introductions from the UK and Germany as travel restrictions relaxed.
  • - The research highlights the need for careful monitoring of international travel and effective public health strategies to control the spread of COVID-19 variants.
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  • The study examines how social restrictions and different variants, specifically Alpha, Delta, and Omicron-BA.1, affected the spread of SARS-CoV-2 in Galicia, Spain.
  • Using genomic data and mobility statistics, the research found that initial variant introductions mostly came from other Spanish regions and France, later shifting to include imports from Portugal and the U.S.
  • Despite the number of introductions, most did not contribute significantly to the pandemic's evolution in Galicia, but major coastal cities were identified as key areas for viral transmission.
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  • Phylogeographic analyses use location data from molecular sequences to trace how pathogens spread over time and space.
  • Visualization software is essential for interpreting complex estimation results, and spread.gl is a user-friendly application that enables detailed visual representations of pathogen dispersal.
  • Spread.gl combines various data layers, including geographic maps and environmental factors, allowing users to examine the influence of these factors on pathogen spread, highlighted with examples like the animation of SARS-CoV-2 genomic sequences.
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Avian influenza virus continues to pose zoonotic, epizootic, and pandemic threats worldwide, as exemplified by the 2020-23 epizootics of re-emerging H5 genotype avian influenza viruses among birds and mammals and the fatal jump to humans of emerging A(H3N8) in early 2023. Future influenza pandemic threats are driven by extensive mutations and reassortments of avian influenza viruses rooted in frequent interspecies transmission and genetic mixing and underscore the urgent need for more effective actions. We examine the changing global epidemiology of human infections caused by avian influenza viruses over the past decade, including dramatic increases in both the number of reported infections in humans and the spectrum of avian influenza virus subtypes that have jumped to humans.

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Phylogenetic and discrete-trait evolutionary inference depend heavily on an appropriate characterization of the underlying character substitution process. In this paper, we present random-effects substitution models that extend common continuous-time Markov chain models into a richer class of processes capable of capturing a wider variety of substitution dynamics. As these random-effects substitution models often require many more parameters than their usual counterparts, inference can be both statistically and computationally challenging.

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Article Synopsis
  • The study investigates how social restrictions and different variants, specifically Alpha, Delta, and Omicron, affected SARS-CoV-2 transmission in Galicia, Spain.
  • Using genomic data and mobility information, the research shows that the Alpha variant initially spread from other Spanish regions and France, while later variants saw increased influences from Portugal and the USA.
  • Key coastal cities in Galicia were identified as significant hubs for the virus's dissemination, underscoring the importance of regional connectivity for public health strategies.
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Infection by hepatitis B virus (HBV) is responsible for approximately 296 million chronic cases of hepatitis B, and roughly 880,000 deaths annually. The global burden of HBV is distributed unevenly, largely owing to the heterogeneous geographic distribution of its subtypes, each of which demonstrates different severity and responsiveness to antiviral therapy. It is therefore crucial to the global public health response to HBV that the spatiotemporal spread of each genotype is well characterized.

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Motivation: Advancements in high-throughput genomic sequencing are delivering genomic pathogen data at an unprecedented rate, positioning statistical phylogenetics as a critical tool to monitor infectious diseases globally. This rapid growth spurs the need for efficient inference techniques, such as Hamiltonian Monte Carlo (HMC) in a Bayesian framework, to estimate parameters of these phylogenetic models where the dimensions of the parameters increase with the number of sequences N. HMC requires repeated calculation of the gradient of the data log-likelihood with respect to (wrt) all branch-length-specific (BLS) parameters that traditionally takes O(N2) operations using the standard pruning algorithm.

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Large datasets along with sampling bias represent a challenge for phylodynamic reconstructions, particularly when the study data are obtained from various heterogeneous sources and/or through convenience sampling. In this study, we evaluate the presence of unbalanced sampled distribution by collection date, location, and risk group of human immunodeficiency virus Type 1 Subtype C using a comprehensive subsampling strategy and assess their impact on the reconstruction of the viral spatial and risk group dynamics using phylogenetic comparative methods. Our study shows that a most suitable dataset for ancestral trait reconstruction can be obtained through subsampling by all available traits, particularly using multigene datasets.

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Molecular clock models undergird modern methods of divergence-time estimation. Local clock models propose that the rate of molecular evolution is constant within phylogenetic subtrees. Current local clock inference procedures exhibit one or more weaknesses, namely they achieve limited scalability to trees with large numbers of taxa, impose model misspecification, or require a priori knowledge of the existence and location of clocks.

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Article Synopsis
  • The Omicron variant of SARS-CoV-2 first appeared in Belgium and Switzerland linked to an international water polo tournament held in November 2021 in Brno, Czechia.
  • Researchers performed contact tracing and genetic analysis, finding infected athletes from Belgium, Switzerland, and Germany, along with multiple secondary and tertiary infections.
  • The study concluded that the Omicron variant was likely spreading in Europe before its South Africa detection, highlighting the delay in implementing travel restrictions may not effectively prevent the spread of new variants.
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Background: To support the COVID-19 pandemic response, many countries, including Belgium, implemented baseline genomic surveillance (BGS) programs aiming to early detect and characterize new SARS-CoV-2 variants. In parallel, Belgium maintained a sentinel network of six hospitals that samples patients with severe acute respiratory infections (SARI) and integrated SARS-CoV-2 detection within a broader range of respiratory pathogens. We evaluate the ability of the SARI surveillance to monitor general trends and early signals of viral genetic evolution of SARS-CoV-2 and compare it with the BGS as a reference model.

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Molecular evolutionary rate variation is a key aspect of the evolution of many organisms that can be modeled using molecular clock models. For example, fixed local clocks revealed the role of episodic evolution in the emergence of SARS-CoV-2 variants of concern. Like all statistical models, however, the reliability of such inferences is contingent on an assessment of statistical evidence.

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Swine pathogens have a long history of zoonotic transmission to humans, occasionally leading to sustained outbreaks or pandemics. Through a retrospective epidemiological study of swine populations in China, we describe novel lineages of porcine hemagglutinating encephalomyelitis virus (PHEV) complex coronaviruses (CoVs) that cause exclusively respiratory symptoms with no signs of the neurological symptoms typically associated with classical PHEV infection. Through large-scale epidemiological surveillance, we show that these novel lineages have circulated in at least eight provinces in southeastern China.

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