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Tuan VP, Yahara K, Dung HDQ, Binh TT, Huu Tung P, Tri TD, Thuan NPM, Khien VV, Trang TTH, Phuc BH, Tshibangu-Kabamba E, Matsumoto T, Akada J, Suzuki R, Okimoto T, Kodama M, Murakami K, Yano H, Fukuyo M, Takahashi N, Kato M, Nishiumi S, Azuma T, Ogura Y, Hayashi T, Toyoda A, Kobayashi I, Yamaoka Y. Genome-wide association study of gastric cancer- and duodenal ulcer-derived Helicobacter pylori strains reveals discriminatory genetic variations and novel oncoprotein candidates. Microb Genom 2021; 7. [PMID: 34846284 PMCID: PMC8743543 DOI: 10.1099/mgen.0.000680] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
Genome-wide association studies (GWASs) can reveal genetic variations associated with a phenotype in the absence of any hypothesis of candidate genes. The problem of false-positive sites linked with the responsible site might be bypassed in bacteria with a high homologous recombination rate, such as Helicobacter pylori, which causes gastric cancer. We conducted a small-sample GWAS (125 gastric cancer cases and 115 controls) followed by prediction of gastric cancer and control (duodenal ulcer) H. pylori strains. We identified 11 single nucleotide polymorphisms (eight amino acid changes) and three DNA motifs that, combined, allowed effective disease discrimination. They were often informative of the underlying molecular mechanisms, such as electric charge alteration at the ligand-binding pocket, alteration in subunit interaction, and mode-switching of DNA methylation. We also identified three novel virulence factors/oncoprotein candidates. These results provide both defined targets for further informatic and experimental analyses to gain insights into gastric cancer pathogenesis and a basis for identifying a set of biomarkers for distinguishing these H. pylori-related diseases.
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Affiliation(s)
- Vo Phuoc Tuan
- Department of Endoscopy, Cho Ray Hospital, Ho Chi Minh, Vietnam
- Department of Environmental and Preventive Medicine, Oita University Faculty of Medicine, Oita, Japan
| | - Koji Yahara
- Antimicrobial Resistance ResearchCenter, National Institute of Infectious Diseases, Tokyo, Japan
- *Correspondence: Koji Yahara,
| | | | - Tran Thanh Binh
- Department of Endoscopy, Cho Ray Hospital, Ho Chi Minh, Vietnam
| | - Pham Huu Tung
- Department of Endoscopy, Cho Ray Hospital, Ho Chi Minh, Vietnam
| | - Tran Dinh Tri
- Department of Endoscopy, Cho Ray Hospital, Ho Chi Minh, Vietnam
| | | | - Vu Van Khien
- Department of GI Endoscopy, 108 Central Hospital, Hanoi, Vietnam
| | | | - Bui Hoang Phuc
- Department of Environmental and Preventive Medicine, Oita University Faculty of Medicine, Oita, Japan
- Department of Microbiology, Cho Ray Hospital, Ho Chi Minh, Vietnam
| | | | - Takashi Matsumoto
- Department of Environmental and Preventive Medicine, Oita University Faculty of Medicine, Oita, Japan
| | - Junko Akada
- Department of Environmental and Preventive Medicine, Oita University Faculty of Medicine, Oita, Japan
| | - Rumiko Suzuki
- Department of Environmental and Preventive Medicine, Oita University Faculty of Medicine, Oita, Japan
| | - Tadayoshi Okimoto
- Department of Gastroenterology, Oita University Faculty of Medicine, Yufu, Oita, Japan
| | - Masaaki Kodama
- Department of Gastroenterology, Oita University Faculty of Medicine, Yufu, Oita, Japan
| | - Kazunari Murakami
- Department of Gastroenterology, Oita University Faculty of Medicine, Yufu, Oita, Japan
| | - Hirokazu Yano
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, University of Tokyo, Tokyo, Japan
- Institute of Medical Science, University of Tokyo, Tokyo, Japan
- Graduate School of Life Sciences, Tohoku University, Sendai, Japan
| | - Masaki Fukuyo
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, University of Tokyo, Tokyo, Japan
- Institute of Medical Science, University of Tokyo, Tokyo, Japan
- Department of Molecular Oncology, Chiba University, Chiba, Japan
| | - Noriko Takahashi
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, University of Tokyo, Tokyo, Japan
- Institute of Medical Science, University of Tokyo, Tokyo, Japan
- Department of Infectious Diseases, Kyorin University School of Medicine, Mitaka City, Tokyo, Japan
| | - Mototsugu Kato
- Division of Endoscopy, Hokkaido University Hospital, Sapporo, Hokkaido, Japan
- Department of Gastroenterology, National Hospital Organization Hakodate Hospital, Hakodate, Hokkaido, Japan
| | - Shin Nishiumi
- Department of Gastroenterology, Graduate School of Medicine, Kobe University, Chuou-ku, Kobe, Hyogo, Japan
- Department of Omics Medicine, Hyogo College of Medicine, Hyogo, Japan
| | - Takashi Azuma
- Department of Gastroenterology, Graduate School of Medicine, Kobe University, Chuou-ku, Kobe, Hyogo, Japan
| | - Yoshitoshi Ogura
- Department of Bacteriology, Faculty of Medical Sciences, Kyushu University, Fukuoka, Japan
- Division of Microbiology, Department of Infectious Medicine, Kurume University School of Medicine, Kurume, Fukuoka, Japan
| | - Tetsuya Hayashi
- Department of Bacteriology, Faculty of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Atsushi Toyoda
- Advanced GenomicsCenter, National Institute of Genetics, Shizuoka, Japan
| | - Ichizo Kobayashi
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, University of Tokyo, Tokyo, Japan
- Institute of Medical Science, University of Tokyo, Tokyo, Japan
- Department of Infectious Diseases, Kyorin University School of Medicine, Mitaka City, Tokyo, Japan
- Research Center for Micro-Nano Technology, Hosei University, Tokyo, Japan
- *Correspondence: Ichizo Kobayashi, ;
| | - Yoshio Yamaoka
- Department of Environmental and Preventive Medicine, Oita University Faculty of Medicine, Oita, Japan
- Department of Medicine, gastroenterology section, Baylor College of Medicine, Houston TX, USA
- *Correspondence: Yoshio Yamaoka,
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Yahara K, Lehours P, Vale FF. Analysis of genetic recombination and the pan-genome of a highly recombinogenic bacteriophage species. Microb Genom 2019; 5. [PMID: 31310202 PMCID: PMC6755498 DOI: 10.1099/mgen.0.000282] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
Bacteriophages are the most prevalent biological entities impacting on the ecosystem and are characterized by their extensive diversity. However, there are two aspects of phages that have remained largely unexplored: genetic flux by recombination between phage populations and characterization of specific phages in terms of the pan-genome. Here, we examined the recombination and pan-genome in Helicobacter pylori prophages at both the genome and gene level. In the genome-level analysis, we applied, for the first time, chromosome painting and fineSTRUCTURE algorithms to a phage species, and showed novel trends in inter-population genetic flux. Notably, hpEastAsia is a phage population that imported a higher proportion of DNA fragments from other phages, whereas the hpSWEurope phages showed weaker signatures of inter-population recombination, suggesting genetic isolation. The gene-level analysis showed that, after parameter tuning of the prokaryote pan-genome analysis program, H. pylori phages have a pan-genome consisting of 75 genes and a soft-core genome of 10 genes, which includes genes involved in the lytic and lysogenic life cycles. Quantitative analysis of recombination events of the soft-core genes showed no substantial variation in the intensity of recombination across the genes, but rather equally frequent recombination among housekeeping genes that were previously reported to be less prone to recombination. The signature of frequent recombination appears to reflect the host–phage evolutionary arms race, either by contributing to escape from bacterial immunity or by protecting the host by producing defective phages.
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Affiliation(s)
- Koji Yahara
- Antimicrobial Resistance Research Center, National Institute of Infectious Diseases, 4-2-1 Aobacho, Higashimurayama, Tokyo 189-0002, Japan
| | - Philippe Lehours
- French National Reference Center for Campylobacters and Helicobacters, Bordeaux, France.,University of Bordeaux, INSERM, UMR1053 Bordeaux Research in Translational Oncology, BaRITOn, 33076 Bordeaux, France
| | - Filipa F Vale
- Host-Pathogen Interactions Unit, Research Institute for Medicines (iMed-ULisboa), Faculdade de Farmácia da Universidade de Lisboa, Lisboa, Portugal
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3
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Chattopadhyay S, Chi PB, Minin VN, Berg DE, Sokurenko EV. Recombination-independent rapid convergent evolution of the gastric pathogen Helicobacter pylori. BMC Genomics 2018; 19:835. [PMID: 30463511 PMCID: PMC6249973 DOI: 10.1186/s12864-018-5231-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2018] [Accepted: 11/07/2018] [Indexed: 12/22/2022] Open
Abstract
BACKGROUND Helicobacter pylori is a human stomach pathogen, naturally-competent for DNA uptake, and prone to homologous recombination. Extensive homoplasy (i.e., phylogenetically-unlinked identical variations) observed in H. pylori genes is considered a hallmark of such recombination. However, H. pylori also exhibits a high mutation rate. The relative adaptive role of homologous recombination and mutation in species diversity is a highly-debated issue in biology. Recombination results in homoplasy. While convergent mutation can also account for homoplasy, its contribution is thought to be minor. We demonstrate here that, contrary to dogma, convergent mutation is a key contributor to Helicobacter pylori homoplasy, potentially driven by adaptive evolution of proteins. RESULTS Our present genome-wide analysis shows that homoplastic nonsynonymous (amino acid replacement) changes are not typically accompanied by homoplastic synonymous (silent) variations. Moreover, the majority of the codon positions with homoplastic nonsynonymous changes also contain different (i.e. non-homoplastic) nonsynonymous changes arising from mutation only. This indicates that, to a considerable extent, nonsynonymous homoplasy is due to convergent mutations. High mutation rate or limited availability of evolvable sites cannot explain this excessive convergence, as suggested by our simulation studies. Rather, the genes with convergent mutations are overrepresented in distinct functional categories, suggesting possible selective responses to conditions such as distinct micro-niches in single hosts, and to differences in host genotype, physiology, habitat and diet. CONCLUSIONS We propose that mutational convergence is a key player in H. pylori's adaptation and extraordinary persistence in human hosts. High frequency of mutational convergence could be due to saturation of evolvable sites capable of responding to selection pressures, while the number of mutable residues is far from saturation. We anticipate a similar scenario of mutational vs. recombinational genome dynamics or plasticity for other naturally competent microbes where strong positive selection could favor frequent convergent mutations in adaptive protein evolution.
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Affiliation(s)
| | - Peter B Chi
- Department of Mathematics and Statistics, Villanova University, Villanova, PA, USA
| | - Vladimir N Minin
- Department of Statistics, University of California, Irvine, California, USA
| | - Douglas E Berg
- Division of Infectious Diseases, Department of Medicine, University of California, San Diego, La Jolla, California, USA
| | - Evgeni V Sokurenko
- Department of Microbiology, University of Washington, Seattle, Washington, USA
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4
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Berthenet E, Yahara K, Thorell K, Pascoe B, Meric G, Mikhail JM, Engstrand L, Enroth H, Burette A, Megraud F, Varon C, Atherton JC, Smith S, Wilkinson TS, Hitchings MD, Falush D, Sheppard SK. A GWAS on Helicobacter pylori strains points to genetic variants associated with gastric cancer risk. BMC Biol 2018; 16:84. [PMID: 30071832 PMCID: PMC6090961 DOI: 10.1186/s12915-018-0550-3] [Citation(s) in RCA: 44] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2018] [Accepted: 07/19/2018] [Indexed: 12/12/2022] Open
Abstract
Background Helicobacter pylori are stomach-dwelling bacteria that are present in about 50% of the global population. Infection is asymptomatic in most cases, but it has been associated with gastritis, gastric ulcers and gastric cancer. Epidemiological evidence shows that progression to cancer depends upon the host and pathogen factors, but questions remain about why cancer phenotypes develop in a minority of infected people. Here, we use comparative genomics approaches to understand how genetic variation amongst bacterial strains influences disease progression. Results We performed a genome-wide association study (GWAS) on 173 H. pylori isolates from the European population (hpEurope) with known disease aetiology, including 49 from individuals with gastric cancer. We identified SNPs and genes that differed in frequency between isolates from patients with gastric cancer and those with gastritis. The gastric cancer phenotype was associated with the presence of babA and genes in the cag pathogenicity island, one of the major virulence determinants of H. pylori, as well as non-synonymous variations in several less well-studied genes. We devised a simple risk score based on the risk level of associated elements present, which has the potential to identify strains that are likely to cause cancer but will require refinement and validation. Conclusion There are a number of challenges to applying GWAS to bacterial infections, including the difficulty of obtaining matched controls, multiple strain colonization and the possibility that causative strains may not be present when disease is detected. Our results demonstrate that bacterial factors have a sufficiently strong influence on disease progression that even a small-scale GWAS can identify them. Therefore, H. pylori GWAS can elucidate mechanistic pathways to disease and guide clinical treatment options, including for asymptomatic carriers. Electronic supplementary material The online version of this article (10.1186/s12915-018-0550-3) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Elvire Berthenet
- Microbiology and Infectious Disease Group, Swansea University Medical School, Swansea University, Swansea, UK
| | - Koji Yahara
- Antimicrobial Resistance Research Centre, National Institute of Infectious Diseases, Toyama, Japan
| | - Kaisa Thorell
- Department of Microbiology, Tumour and Cell Biology, Karolinska Institutet, Stockholm, Sweden
| | - Ben Pascoe
- The Milner Centre for Evolution, Department of Biology and Biochemistry, University of Bath, Bath, UK
| | - Guillaume Meric
- The Milner Centre for Evolution, Department of Biology and Biochemistry, University of Bath, Bath, UK
| | - Jane M Mikhail
- Microbiology and Infectious Disease Group, Swansea University Medical School, Swansea University, Swansea, UK.,School of Biosciences, College of Biomedical and Life Sciences, Cardiff University, Cardiff, CF10 3AX, UK
| | - Lars Engstrand
- Department of Microbiology, Tumour and Cell Biology, Karolinska Institutet, Stockholm, Sweden
| | - Helena Enroth
- Systems Biology Research Group, School of Biosciences, University of Skövde, Skövde, Sweden
| | - Alain Burette
- Department of Gastroenterology, Centre Hospitalier Interrégional Edith Cavell/Site de la Basilique, Brussels, USA
| | - Francis Megraud
- Laboratoire de Bactériologie, Centre National de Référence des Campylobacters et des Hélicobacters, Place Amélie Raba Léon, 33076, Bordeaux, France.,INSERM, University Bordeaux, UMR1053 Bordeaux Research In Translational Oncology, BaRITOn, 33000, Bordeaux, France
| | - Christine Varon
- INSERM, University Bordeaux, UMR1053 Bordeaux Research In Translational Oncology, BaRITOn, 33000, Bordeaux, France
| | - John C Atherton
- Nottingham Digestive Diseases Centre and National Institute for Health Research (NIHR) Nottingham Biomedical Research Centre, Nottingham University Hospitals NHS Trust and University of Nottingham, Nottingham, UK
| | - Sinead Smith
- Department of Clinical Medicine, School of Medicine, Trinity College Dublin, Dublin 2, Ireland
| | - Thomas S Wilkinson
- Microbiology and Infectious Disease Group, Swansea University Medical School, Swansea University, Swansea, UK
| | - Matthew D Hitchings
- Microbiology and Infectious Disease Group, Swansea University Medical School, Swansea University, Swansea, UK
| | - Daniel Falush
- The Milner Centre for Evolution, Department of Biology and Biochemistry, University of Bath, Bath, UK.
| | - Samuel K Sheppard
- The Milner Centre for Evolution, Department of Biology and Biochemistry, University of Bath, Bath, UK.
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5
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Pickering H, Teng A, Faal N, Joof H, Makalo P, Cassama E, Nabicassa M, Last AR, Burr SE, Rowland-Jones SL, Thomson NR, Roberts CH, Mabey DCW, Bailey RL, Hayward RD, de la Maza LM, Holland MJ. Genome-wide profiling of humoral immunity and pathogen genes under selection identifies immune evasion tactics of Chlamydia trachomatis during ocular infection. Sci Rep 2017; 7:9634. [PMID: 28851925 PMCID: PMC5575166 DOI: 10.1038/s41598-017-09193-2] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2017] [Accepted: 07/24/2017] [Indexed: 11/09/2022] Open
Abstract
The frequency and duration of Chlamydia trachomatis (Ct) ocular infections decrease with age, suggesting development of partial immunity. However, there is a lack of clear correlates of immunity to Ct infection in humans. We screened sera from a cohort of Gambian children followed for six-months against a Ct-proteome microarray. At genome sequence level, we detected signatures of selection from a population of ocular Ct isolates from Guinea-Bissau. Together these approaches allowed us to highlight the focus of humoral responses and hypothesise new modes of pathogen immune evasion. Children who were susceptible to frequent and/or prolonged Ct infection had a less focussed antibody response, including preferential recognition of forty-two antigens. There was evidence of positive and purifying selection across the genome, but little balancing selection. In contrast, most antigens that were associated with susceptibility were under neutral selection. These data suggest an evasion strategy in which Ct presents a large panel of irrelevant antigens to the immune system to block or misdirect protective responses. Development of a focused immune response, possibly induced through vaccination, may be an effective strategy to promote protection to Ct infection.
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Affiliation(s)
- Harry Pickering
- Clinical Research Department, Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, WC1E 7HT, United Kingdom.
| | - Andy Teng
- ImmPORT Therapeutics, Inc./Antigen Discovery Inc., 1 Technology Dr., Suite E309, Irvine, CA, 92618, United States
| | - Nkoyo Faal
- Disease Control and Elimination Theme, Medical Research Council The Gambia Unit, Fajara, Banjul, The Gambia
| | - Hassan Joof
- Disease Control and Elimination Theme, Medical Research Council The Gambia Unit, Fajara, Banjul, The Gambia
| | - Pateh Makalo
- Disease Control and Elimination Theme, Medical Research Council The Gambia Unit, Fajara, Banjul, The Gambia
| | - Eunice Cassama
- Programa Nacional de Saúde de Visão, Ministério de Saúde Publica, Bissau, Guinea-Bissau
| | - Meno Nabicassa
- Programa Nacional de Saúde de Visão, Ministério de Saúde Publica, Bissau, Guinea-Bissau
| | - Anna R Last
- Clinical Research Department, Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, WC1E 7HT, United Kingdom
| | - Sarah E Burr
- Clinical Research Department, Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, WC1E 7HT, United Kingdom.,Disease Control and Elimination Theme, Medical Research Council The Gambia Unit, Fajara, Banjul, The Gambia
| | - Sarah L Rowland-Jones
- Disease Control and Elimination Theme, Medical Research Council The Gambia Unit, Fajara, Banjul, The Gambia
| | - Nicholas R Thomson
- Department of Pathogen Molecular Biology, London School of Hygiene and Tropical Medicine, London, WC1E 7HT, United Kingdom.,Pathogen Genomics, Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, United Kingdom
| | - Chrissy H Roberts
- Clinical Research Department, Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, WC1E 7HT, United Kingdom
| | - David C W Mabey
- Clinical Research Department, Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, WC1E 7HT, United Kingdom
| | - Robin L Bailey
- Clinical Research Department, Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, WC1E 7HT, United Kingdom
| | - Richard D Hayward
- Institute of Structural and Molecular Biology, Birkbeck & University College London, Malet Street, London, WC1E 7HX, United Kingdom
| | - Luis M de la Maza
- Department of Pathology and Laboratory Medicine, Medical Sciences I, Room D440, University of California, Irvine, CA, 92697-4800, United States
| | - Martin J Holland
- Clinical Research Department, Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, WC1E 7HT, United Kingdom.,Disease Control and Elimination Theme, Medical Research Council The Gambia Unit, Fajara, Banjul, The Gambia
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6
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van Vliet AHM. Use of pan-genome analysis for the identification of lineage-specific genes of Helicobacter pylori. FEMS Microbiol Lett 2016; 364:fnw296. [PMID: 28011701 DOI: 10.1093/femsle/fnw296] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Revised: 09/08/2016] [Accepted: 12/22/2016] [Indexed: 12/23/2022] Open
Abstract
The human bacterial pathogen Helicobacter pylori has a highly variable genome, with significant allelic and sequence diversity between isolates and even within well-characterised strains, hampering comparative genomics of H. pylori In this study, pan-genome analysis has been used to identify lineage-specific genes of H. pylori A total of 346 H. pylori genomes spanning the hpAfrica1, hpAfrica2, hpAsia2, hpEurope, hspAmerind and hspEAsia multilocus sequence typing (MLST) lineages were searched for genes specifically overrepresented or underrepresented in MLST lineages or associated with the cag pathogenicity island. The only genes overrepresented in cag-positive genomes were the cag pathogenicity island genes themselves. In contrast, a total of 125 genes were either overrepresented or underrepresented in one or more MLST lineages. Of these 125 genes, alcohol/aldehyde-reducing enzymes linked with acid resistance and production of toxic aldehydes were found to be overrepresented in African lineages. Conversely, the FecA2 ferric citrate receptor was missing from hspAmerind genomes, but present in all other lineages. This work shows the applicability of pan-genome analysis for identification of lineage-specific genes of H. pylori, facilitating further investigation to allow linkage of differential distribution of genes with disease outcome or virulence of H. pylori.
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Affiliation(s)
- Arnoud H M van Vliet
- School of Veterinary Medicine, Faculty of Health and Medical Sciences, University of Surrey, Guildford, Surrey GU2 7AD, UK
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7
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Abstract
The development of high-throughput whole genome sequencing (WGS) technologies is changing the face of microbiology, facilitating the comparison of large numbers of genomes from different lineages of a same organism. Our aim was to review the main advances on Helicobacter pylori "omics" and to understand how this is improving our knowledge of the biology, diversity and pathogenesis of H. pylori. Since the first H. pylori isolate was sequenced in 1997, 510 genomes have been deposited in the NCBI archive, providing a basis for improved understanding of the epidemiology and evolution of this important pathogen. This review focuses on works published between April 2015 and March 2016. Helicobacter "omics" is already making an impact and is a growing research field. Ultimately these advances will be translated into a routine clinical laboratory setting in order to improve public health.
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Affiliation(s)
- Elvire Berthenet
- College of Medicine, Institute of Life Science, Swansea University, Swansea, UK
| | - Sam Sheppard
- Departments of Biology and Biochemistry, University of Bath, Claverton Down, Bath, UK
| | - Filipa F Vale
- Host-Pathogen Interactions Unit, Research Institute for Medicines (iMed-ULisboa), Instituto de Medicina Molecular, Faculdade de Farmácia da Universidade de Lisboa, Lisboa, Portugal
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