1
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Carolus H, Sofras D, Boccarella G, Jacobs S, Biriukov V, Goossens L, Chen A, Vantyghem I, Verbeeck T, Pierson S, Lobo Romero C, Steenackers H, Lagrou K, van den Berg P, Berman J, Gabaldón T, Van Dijck P. Collateral sensitivity counteracts the evolution of antifungal drug resistance in Candida auris. Nat Microbiol 2024; 9:2954-2969. [PMID: 39472696 DOI: 10.1038/s41564-024-01811-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2023] [Accepted: 08/15/2024] [Indexed: 11/02/2024]
Abstract
Antifungal drug resistance represents a serious global health threat, necessitating new treatment strategies. Here we investigated collateral sensitivity (CS), in which resistance to one drug increases sensitivity to another, and cross-resistance (XR), in which one drug resistance mechanism reduces susceptibility to multiple drugs, since CS and XR dynamics can guide treatment design to impede resistance development, but have not been systematically explored in pathogenic fungi. We used experimental evolution and mathematical modelling of Candida auris population dynamics during cyclic and combined drug exposures and found that especially CS-based drug cycling can effectively prevent the emergence of drug resistance. In addition, we found that a CS-based treatment switch can actively select against or eradicate resistant sub-populations, highlighting the potential to consider CS in therapeutic decision-making upon resistance detection. Furthermore, we show that some CS trends are robust among different strains and resistance mechanisms. Overall, these findings provide a promising direction for improved antifungal treatment approaches.
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Affiliation(s)
- Hans Carolus
- Laboratory of Molecular Cell Biology, Department of Biology, KU Leuven, Leuven, Belgium.
| | - Dimitrios Sofras
- Laboratory of Molecular Cell Biology, Department of Biology, KU Leuven, Leuven, Belgium
| | - Giorgio Boccarella
- Evolutionary Modelling Group, Department of Biology, KU Leuven, Leuven, Belgium
- Evolutionary Modelling Group, Department of Microbial and Molecular Systems, KU Leuven, Leuven, Belgium
| | - Stef Jacobs
- Laboratory of Molecular Cell Biology, Department of Biology, KU Leuven, Leuven, Belgium
| | - Vladislav Biriukov
- Barcelona Supercomputing Centre (BSC-CNS), Barcelona, Spain
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Barcelona, Spain
| | - Louise Goossens
- Laboratory of Molecular Cell Biology, Department of Biology, KU Leuven, Leuven, Belgium
| | - Alicia Chen
- Laboratory of Molecular Cell Biology, Department of Biology, KU Leuven, Leuven, Belgium
| | - Ina Vantyghem
- Laboratory of Molecular Cell Biology, Department of Biology, KU Leuven, Leuven, Belgium
| | - Tibo Verbeeck
- Laboratory of Molecular Cell Biology, Department of Biology, KU Leuven, Leuven, Belgium
| | - Siebe Pierson
- Laboratory of Molecular Cell Biology, Department of Biology, KU Leuven, Leuven, Belgium
| | - Celia Lobo Romero
- Laboratory of Molecular Cell Biology, Department of Biology, KU Leuven, Leuven, Belgium
| | - Hans Steenackers
- Centre for Microbial and Plant Genetics, Department of Microbial and Molecular Systems, KU Leuven, Leuven, Belgium
| | - Katrien Lagrou
- Laboratory of Clinical Microbiology, KU Leuven, Leuven, Belgium
| | - Pieter van den Berg
- Evolutionary Modelling Group, Department of Biology, KU Leuven, Leuven, Belgium
- Evolutionary Modelling Group, Department of Microbial and Molecular Systems, KU Leuven, Leuven, Belgium
| | - Judith Berman
- Shmunis School of Biomedical and Cancer Research, Tel Aviv University, Tel Aviv, Israel
| | - Toni Gabaldón
- Barcelona Supercomputing Centre (BSC-CNS), Barcelona, Spain
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Barcelona, Spain
- Catalan Institution for Research and Advanced Studies (ICREA), Barcelona, Spain
- CIBER de Enfermedades Infecciosas, Instituto de Salud Carlos III, Madrid, Spain
| | - Patrick Van Dijck
- Laboratory of Molecular Cell Biology, Department of Biology, KU Leuven, Leuven, Belgium.
- KU Leuven One Health Institute, KU Leuven, Leuven, Belgium.
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2
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Ksiezopolska E, Schikora-Tamarit MÀ, Carlos Nunez-Rodriguez J, Gabaldón T. Long-term stability of acquired drug resistance and resistance associated mutations in the fungal pathogen Nakaseomyces glabratus ( Candida glabrata). Front Cell Infect Microbiol 2024; 14:1416509. [PMID: 39077431 PMCID: PMC11284152 DOI: 10.3389/fcimb.2024.1416509] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2024] [Accepted: 06/25/2024] [Indexed: 07/31/2024] Open
Abstract
The limited number of available antifungal drugs and the increasing number of fungal isolates that show drug or multidrug resistance pose a serious medical threat. Several yeast pathogens, such as Nakaseomyces glabratus (Candida glabrata), show a remarkable ability to develop drug resistance during treatment through the acquisition of genetic mutations. However, how stable this resistance and the underlying mutations are in non-selective conditions remains poorly characterized. The stability of acquired drug resistance has fundamental implications for our understanding of the appearance and spread of drug-resistant outbreaks and for defining efficient strategies to combat them. Here, we used an in vitro evolution approach to assess the stability under optimal growth conditions of resistance phenotypes and resistance-associated mutations that were previously acquired under exposure to antifungals. Our results reveal a remarkable stability of the resistant phenotype and the underlying mutations in a significant number of evolved populations, which conserved their phenotype for at least two months in the absence of drug-selective pressure. We observed a higher stability of anidulafungin resistance over fluconazole resistance, and of resistance-conferring point mutations as compared with aneuploidies. In addition, we detected accumulation of novel mutations in previously altered resistance-associated genes in non-selective conditions, which suggest a possible compensatory role. We conclude that acquired resistance, particularly to anidulafungin, is a long-lasting phenotype, which has important implications for the persistence and propagation of drug-resistant clinical outbreaks.
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Affiliation(s)
- Ewa Ksiezopolska
- Department of Life Sciences, Barcelona Supercomputing Centre (BSC-CNS), Barcelona, Spain
- Department of Mechanisms of Disease, Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Barcelona, Spain
| | - Miquel Àngel Schikora-Tamarit
- Department of Life Sciences, Barcelona Supercomputing Centre (BSC-CNS), Barcelona, Spain
- Department of Mechanisms of Disease, Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Barcelona, Spain
| | - Juan Carlos Nunez-Rodriguez
- Department of Life Sciences, Barcelona Supercomputing Centre (BSC-CNS), Barcelona, Spain
- Department of Mechanisms of Disease, Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Barcelona, Spain
| | - Toni Gabaldón
- Department of Life Sciences, Barcelona Supercomputing Centre (BSC-CNS), Barcelona, Spain
- Department of Mechanisms of Disease, Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Barcelona, Spain
- Catalan Institution for Research and Advanced Studies (ICREA), Barcelona, Spain
- Department of CIBERinfect, Centro Investigación Biomédica En Red de Enfermedades Infecciosas, Barcelona, Spain
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3
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Castelli RF, Pereira A, Honorato L, Valdez A, de Oliveira HC, Bazioli JM, Garcia AWA, Klimeck TDF, Reis FCG, Camillo-Andrade AC, Santos MDM, Carvalho PC, Zaragoza O, Staats CC, Nimrichter L, Fill TP, Rodrigues ML. Corrected and republished from: "Extracellular Vesicle Formation in Cryptococcus deuterogattii Impacts Fungal Virulence". Infect Immun 2024; 92:e0003724. [PMID: 38470135 PMCID: PMC11003230 DOI: 10.1128/iai.00037-24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2024] [Accepted: 01/31/2024] [Indexed: 03/13/2024] Open
Abstract
Small molecules are components of fungal extracellular vesicles (EVs), but their biological roles are only superficially known. NOP16 is a eukaryotic gene that is required for the activity of benzimidazoles against Cryptococcus deuterogattii. In this study, during the phenotypic characterization of C. deuterogattii mutants expected to lack NOP16 expression, we observed a reduced EV production. Whole-genome sequencing, RNA-Seq, and cellular proteomics revealed that, contrary to our initial findings, these mutants expressed Nop16 but exhibited altered expression of 14 genes potentially involved in sugar transport. Based on this observation, we designated these mutant strains as Past1 and Past2, representing potentially altered sugar transport. Analysis of the small molecule composition of EVs produced by wild-type cells and the Past1 and Past2 mutant strains revealed not only a reduced number of EVs but also an altered small molecule composition. In a Galleria mellonella model of infection, the Past1 and Past2 mutant strains were hypovirulent. The hypovirulent phenotype was reverted when EVs produced by wild-type cells, but not mutant EVs, were co-injected with the mutant cells in G. mellonella. These results connect EV biogenesis, cargo, and cryptococcal virulence.
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Affiliation(s)
- Rafael F. Castelli
- Instituto Carlos Chagas, Fundação Oswaldo Cruz (Fiocruz), Curitiba, Brazil
- Programa de Pós-Graduação em Biologia Parasitária, Instituto Oswaldo Cruz, Fiocruz, Rio de Janeiro, Brazil
| | - Alana Pereira
- Instituto de Química, Universidade de Campinas, São Paulo, Brazil
| | - Leandro Honorato
- Instituto de Microbiologia Paulo de Góes (IMPG), Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil
| | - Alessandro Valdez
- Instituto de Microbiologia Paulo de Góes (IMPG), Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil
| | | | - Jaqueline M. Bazioli
- Instituto de Química, Universidade de Campinas, São Paulo, Brazil
- Faculty of Pharmaceutical Sciences, State University of Campinas, Campinas, São Paulo, Brazil
| | - Ane W. A. Garcia
- Programa de Pós-graduação em Biologia Celular e Molecular, Centro de Biotecnologia, Universidade Federal do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
| | | | - Flavia C. G. Reis
- Instituto Carlos Chagas, Fundação Oswaldo Cruz (Fiocruz), Curitiba, Brazil
- Centro de Desenvolvimento Tecnológico em Saúde (CDTS), Fundação Oswaldo Cruz, Rio de Janeiro, Brazil
| | | | - Marlon D. M. Santos
- Instituto Carlos Chagas, Fundação Oswaldo Cruz (Fiocruz), Curitiba, Brazil
- Analytical Biochemistry and Proteomics Unit. IIBCE/Institut Pasteur de Montevideo, Montevideo, Uruguay
| | - Paulo C. Carvalho
- Instituto Carlos Chagas, Fundação Oswaldo Cruz (Fiocruz), Curitiba, Brazil
| | - Oscar Zaragoza
- Mycology Reference Laboratory. National Centre for Microbiology. Instituto de Salud Carlos III, Madrid, Spain
- Center for Biomedical Research in Network in Infectious Diseases, CB21/13/00105, Instituto de Salud Carlos III, Madrid, Spain
| | - Charley C. Staats
- Programa de Pós-graduação em Biologia Celular e Molecular, Centro de Biotecnologia, Universidade Federal do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
| | - Leonardo Nimrichter
- Instituto de Microbiologia Paulo de Góes (IMPG), Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil
| | - Taícia P. Fill
- Instituto de Química, Universidade de Campinas, São Paulo, Brazil
| | - Marcio L. Rodrigues
- Instituto Carlos Chagas, Fundação Oswaldo Cruz (Fiocruz), Curitiba, Brazil
- Instituto de Microbiologia Paulo de Góes (IMPG), Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil
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4
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David G, Bertolotti A, Layer R, Scofield D, Hayward A, Baril T, Burnett HA, Gudmunds E, Jensen H, Husby A. Calling Structural Variants with Confidence from Short-Read Data in Wild Bird Populations. Genome Biol Evol 2024; 16:evae049. [PMID: 38489588 PMCID: PMC11018544 DOI: 10.1093/gbe/evae049] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2022] [Revised: 02/28/2024] [Accepted: 03/07/2024] [Indexed: 03/17/2024] Open
Abstract
Comprehensive characterization of structural variation in natural populations has only become feasible in the last decade. To investigate the population genomic nature of structural variation, reproducible and high-confidence structural variation callsets are first required. We created a population-scale reference of the genome-wide landscape of structural variation across 33 Nordic house sparrows (Passer domesticus). To produce a consensus callset across all samples using short-read data, we compare heuristic-based quality filtering and visual curation (Samplot/PlotCritic and Samplot-ML) approaches. We demonstrate that curation of structural variants is important for reducing putative false positives and that the time invested in this step outweighs the potential costs of analyzing short-read-discovered structural variation data sets that include many potential false positives. We find that even a lenient manual curation strategy (e.g. applied by a single curator) can reduce the proportion of putative false positives by up to 80%, thus enriching the proportion of high-confidence variants. Crucially, in applying a lenient manual curation strategy with a single curator, nearly all (>99%) variants rejected as putative false positives were also classified as such by a more stringent curation strategy using three additional curators. Furthermore, variants rejected by manual curation failed to reflect the expected population structure from SNPs, whereas variants passing curation did. Combining heuristic-based quality filtering with rapid manual curation of structural variants in short-read data can therefore become a time- and cost-effective first step for functional and population genomic studies requiring high-confidence structural variation callsets.
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Affiliation(s)
- Gabriel David
- Department of Ecology and Genetics, Evolutionary Biology Centre, Uppsala University, Uppsala, Sweden
| | | | - Ryan Layer
- BioFrontiers Institute, University of Colorado, Boulder, CO, USA
- Department of Computer Science, University of Colorado, Boulder, CO, USA
| | - Douglas Scofield
- Department of Ecology and Genetics, Evolutionary Biology Centre, Uppsala University, Uppsala, Sweden
| | - Alexander Hayward
- Centre for Ecology and Conservation, University of Exeter, Penryn Campus, Penryn, Cornwall, UK
| | - Tobias Baril
- Centre for Ecology and Conservation, University of Exeter, Penryn Campus, Penryn, Cornwall, UK
| | - Hamish A Burnett
- Centre for Biodiversity Dynamics, Department of Biology, Norwegian University of Science and Technology, Trondheim, Norway
| | - Erik Gudmunds
- Department of Ecology and Genetics, Evolutionary Biology Centre, Uppsala University, Uppsala, Sweden
| | - Henrik Jensen
- Centre for Biodiversity Dynamics, Department of Biology, Norwegian University of Science and Technology, Trondheim, Norway
| | - Arild Husby
- Department of Ecology and Genetics, Evolutionary Biology Centre, Uppsala University, Uppsala, Sweden
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5
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Marcet-Houben M, Cruz F, Gómez-Garrido J, Alioto TS, Nunez-Rodriguez JC, Mesanza N, Gut M, Iturritxa E, Gabaldon T. Genomics of the expanding pine pathogen Lecanosticta acicola reveals patterns of ongoing genetic admixture. mSystems 2024; 9:e0092823. [PMID: 38364101 PMCID: PMC10949461 DOI: 10.1128/msystems.00928-23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2023] [Accepted: 01/09/2024] [Indexed: 02/18/2024] Open
Abstract
Lecanosticta acicola is the causal agent for brown spot needle blight that affects pine trees across the northern hemisphere. Based on marker genes and microsatellite data, two distinct lineages have been identified that were introduced into Europe on two separate occasions. Despite their overall distinct geographic distribution, they have been found to coexist in regions of northern Spain and France. Here, we present the first genome-wide study of Lecanosticta acicola, including assembly of the reference genome and a population genomics analysis of 70 natural isolates from northern Spain. We show that most of the isolates belong to the southern lineage but show signs of introgression with northern lineage isolates, indicating mating between the two lineages. We also identify phenotypic differences between the two lineages based on the activity profiles of 20 enzymes, with introgressed strains being more phenotypically similar to members of the southern lineage. In conclusion, we show undergoing genetic admixture between the two main lineages of L. acicola in a region of recent expansion. IMPORTANCE Lecanosticta acicola is a fungal pathogen causing severe defoliation, growth reduction, and even death in more than 70 conifer species. Despite the increasing incidence of this species, little is known about its population dynamics. Two divergent lineages have been described that have now been found together in regions of France and Spain, but it is unknown how these mixed populations evolve. Here we present the first reference genome for this important plant pathogenic fungi and use it to study the population genomics of 70 isolates from an affected forest in the north of Spain. We find signs of introgression between the two main lineages, indicating that active mating is occurring in this region which could propitiate the appearance of novel traits in this species. We also study the phenotypic differences across this population based on enzymatic activities on 20 compounds.
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Affiliation(s)
- Marina Marcet-Houben
- Barcelona Supercomputing Centre (BSC-CNS), Barcelona, Spain
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Barcelona, Spain
- Centro de Investigación Biomédica En Red de Enfermedades Infecciosas (CIBERINFEC), Barcelona, Spain
| | - Fernando Cruz
- CNAG-CRG, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Barcelona, Spain
| | - Jéssica Gómez-Garrido
- CNAG-CRG, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Barcelona, Spain
| | - Tyler S. Alioto
- CNAG-CRG, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Barcelona, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
| | - Juan Carlos Nunez-Rodriguez
- Barcelona Supercomputing Centre (BSC-CNS), Barcelona, Spain
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Barcelona, Spain
| | - Nebai Mesanza
- Instituto Vasco de Investigación y Desarrollo Agrario (BRTA), Arkaute, Araba, Spain
| | - Marta Gut
- CNAG-CRG, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Barcelona, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
| | - Eugenia Iturritxa
- Instituto Vasco de Investigación y Desarrollo Agrario (BRTA), Arkaute, Araba, Spain
| | - Toni Gabaldon
- Barcelona Supercomputing Centre (BSC-CNS), Barcelona, Spain
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Barcelona, Spain
- Centro de Investigación Biomédica En Red de Enfermedades Infecciosas (CIBERINFEC), Barcelona, Spain
- Catalan Institution for Research and Advanced Studies (ICREA), Barcelona, Spain
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6
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Schikora-Tamarit MÀ, Gabaldón T. Recent gene selection and drug resistance underscore clinical adaptation across Candida species. Nat Microbiol 2024; 9:284-307. [PMID: 38177305 PMCID: PMC10769879 DOI: 10.1038/s41564-023-01547-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2023] [Accepted: 11/06/2023] [Indexed: 01/06/2024]
Abstract
Understanding how microbial pathogens adapt to treatments, humans and clinical environments is key to infer mechanisms of virulence, transmission and drug resistance. This may help improve therapies and diagnostics for infections with a poor prognosis, such as those caused by fungal pathogens, including Candida. Here we analysed genomic variants across approximately 2,000 isolates from six Candida species (C. glabrata, C. auris, C. albicans, C. tropicalis, C. parapsilosis and C. orthopsilosis) and identified genes under recent selection, suggesting a highly complex clinical adaptation. These involve species-specific and convergently affected adaptive mechanisms, such as adhesion. Using convergence-based genome-wide association studies we identified known drivers of drug resistance alongside potentially novel players. Finally, our analyses reveal an important role of structural variants and suggest an unexpected involvement of (para)sexual recombination in the spread of resistance. Our results provide insights on how opportunistic pathogens adapt to human-related environments and unearth candidate genes that deserve future attention.
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Affiliation(s)
- Miquel Àngel Schikora-Tamarit
- Barcelona Supercomputing Centre (BSC-CNS), Barcelona, Spain
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Barcelona, Spain
| | - Toni Gabaldón
- Barcelona Supercomputing Centre (BSC-CNS), Barcelona, Spain.
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Barcelona, Spain.
- Catalan Institution for Research and Advanced Studies (ICREA), Barcelona, Spain.
- Centro Investigación Biomédica En Red de Enfermedades Infecciosas, Barcelona, Spain.
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7
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Arastehfar A, Daneshnia F, Hovhannisyan H, Fuentes D, Cabrera N, Quinteros C, Ilkit M, Ünal N, Hilmioğlu-Polat S, Jabeen K, Zaka S, Desai JV, Lass-Flörl C, Shor E, Gabaldon T, Perlin DS. Overlooked Candida glabrata petites are echinocandin tolerant, induce host inflammatory responses, and display poor in vivo fitness. mBio 2023; 14:e0118023. [PMID: 37772846 PMCID: PMC10653939 DOI: 10.1128/mbio.01180-23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2023] [Accepted: 07/04/2023] [Indexed: 09/30/2023] Open
Abstract
IMPORTANCE Candida glabrata is a major fungal pathogen, which is able to lose mitochondria and form small and slow-growing colonies, called "petite." This attenuated growth rate has created controversies and questioned the clinical importance of petiteness. Herein, we have employed multiple omics technologies and in vivo mouse models to critically assess the clinical importance of petite phenotype. Our WGS identifies multiple genes potentially underpinning petite phenotype. Interestingly, petite C. glabrata cells engulfed by macrophages are dormant and, therefore, are not killed by the frontline antifungal drugs. Interestingly, macrophages infected with petite cells mount distinct transcriptomic responses. Consistent with our ex vivo observations, mitochondrial-proficient parental strains outcompete petites during systemic and gut colonization. Retrospective examination of C. glabrata isolates identified petite prevalence a rare entity, which can significantly vary from country to country. Collectively, our study overcomes the existing controversies and provides novel insights regarding the clinical relevance of petite C. glabrata isolates.
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Affiliation(s)
- Amir Arastehfar
- Center for Discovery and Innovation, Hackensack Meridian Health, Nutley, New Jersey, USA
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, Massachusetts, USA
- Department of Medicine, Harvard Medical School, Boston, Massachusetts, USA
| | - Farnaz Daneshnia
- Center for Discovery and Innovation, Hackensack Meridian Health, Nutley, New Jersey, USA
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, Massachusetts, USA
- Department of Medicine, Harvard Medical School, Boston, Massachusetts, USA
- Institute of Biodiversity and Ecosystem Dynamics (IBED), University of Amsterdam, Amsterdam, the Netherlands
| | - Hrant Hovhannisyan
- Life Sciences Programme, Supercomputing Center (BSC-CNS), Barcelona, Spain
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Barcelona, Spain
| | - Diego Fuentes
- Life Sciences Programme, Supercomputing Center (BSC-CNS), Barcelona, Spain
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Barcelona, Spain
| | - Nathaly Cabrera
- Department of Medicine, Harvard Medical School, Boston, Massachusetts, USA
| | | | - Macit Ilkit
- Division of Mycology, Faculty of Medicine, University of Çukurova, Adana, Turkey
| | - Nevzat Ünal
- Division of Mycology, Faculty of Medicine, University of Çukurova, Adana, Turkey
| | | | - Kauser Jabeen
- Department of Pathology & Laboratory Medicine, Aga Khan University, Karachi, Pakistan
| | - Sadaf Zaka
- Department of Pathology & Laboratory Medicine, Aga Khan University, Karachi, Pakistan
| | - Jigar V. Desai
- Center for Discovery and Innovation, Hackensack Meridian Health, Nutley, New Jersey, USA
| | | | - Erika Shor
- Center for Discovery and Innovation, Hackensack Meridian Health, Nutley, New Jersey, USA
- Department of Medical Sciences, Hackensack Meridian School of Medicine, Nutley, New Jersey, USA
| | - Toni Gabaldon
- Life Sciences Programme, Supercomputing Center (BSC-CNS), Barcelona, Spain
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Barcelona, Spain
- Catalan Institution for Research and Advanced Studies, Barcelona, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Infecciosas (CIBERINFEC), Barcelona, Spain
| | - David S. Perlin
- Center for Discovery and Innovation, Hackensack Meridian Health, Nutley, New Jersey, USA
- Department of Medical Sciences, Hackensack Meridian School of Medicine, Nutley, New Jersey, USA
- Georgetown University Lombardi Comprehensive Cancer Center, Washington, DC, USA
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8
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Wang XY, Xu YM, Lau ATY. Proteogenomics in Cancer: Then and Now. J Proteome Res 2023; 22:3103-3122. [PMID: 37725793 DOI: 10.1021/acs.jproteome.3c00196] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/21/2023]
Abstract
For years, the paths of sequencing technologies and mass spectrometry have occurred in isolation, with each developing its own unique culture and expertise. These two technologies are crucial for inspecting complementary aspects of the molecular phenotype across the central dogma. Integrative multiomics strives to bridge the analysis gap among different fields to complete more comprehensive mechanisms of life events and diseases. Proteogenomics is one integrated multiomics field. Here in this review, we mainly summarize and discuss three aspects: workflow of proteogenomics, proteogenomics applications in cancer research, and the SWOT (Strengths, Weaknesses, Opportunities, Threats) analysis of proteogenomics in cancer research. In conclusion, proteogenomics has a promising future as it clarifies the functional consequences of many unannotated genomic abnormalities or noncanonical variants and identifies driver genes and novel therapeutic targets across cancers, which would substantially accelerate the development of precision oncology.
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Affiliation(s)
- Xiu-Yun Wang
- Laboratory of Cancer Biology and Epigenetics, Department of Cell Biology and Genetics, Shantou University Medical College, Shantou, Guangdong 515041, People's Republic of China
| | - Yan-Ming Xu
- Laboratory of Cancer Biology and Epigenetics, Department of Cell Biology and Genetics, Shantou University Medical College, Shantou, Guangdong 515041, People's Republic of China
| | - Andy T Y Lau
- Laboratory of Cancer Biology and Epigenetics, Department of Cell Biology and Genetics, Shantou University Medical College, Shantou, Guangdong 515041, People's Republic of China
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9
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Arastehfar A, Daneshnia F, Hovhannisyan H, Fuentes D, Cabrera N, Quintin C, Ilkit M, Ünal N, Hilmioğlu-Polat S, Jabeen K, Zaka S, Desai JV, Lass-Flörl C, Shor E, Gabaldon T, Perlin DS. Overlooked Candida glabrata petites are echinocandin tolerant, induce host inflammatory responses, and display poor in vivo fitness. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.06.15.545195. [PMID: 37398397 PMCID: PMC10312775 DOI: 10.1101/2023.06.15.545195] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/04/2023]
Abstract
Small colony variants (SCVs) are relatively common among some bacterial species and are associated with poor prognosis and recalcitrant infections. Similarly, Candida glabrata - a major intracellular fungal pathogen - produces small and slow-growing respiratory-deficient colonies, termed "petite." Despite reports of clinical petite C . glabrata strains, our understanding of petite behavior in the host remains obscure. Moreover, controversies exist regarding in-host petite fitness and its clinical relevance. Herein, we employed whole-genome sequencing (WGS), dual-RNAseq, and extensive ex vivo and in vivo studies to fill this knowledge gap. WGS identified multiple petite-specific mutations in nuclear and mitochondrially-encoded genes. Consistent with dual-RNAseq data, petite C . glabrata cells did not replicate inside host macrophages and were outcompeted by their non-petite parents in macrophages and in gut colonization and systemic infection mouse models. The intracellular petites showed hallmarks of drug tolerance and were relatively insensitive to the fungicidal activity of echinocandin drugs. Petite-infected macrophages exhibited a pro-inflammatory and type I IFN-skewed transcriptional program. Interrogation of international C . glabrata blood isolates ( n =1000) showed that petite prevalence varies by country, albeit at an overall low prevalence (0-3.5%). Collectively, our study sheds new light on the genetic basis, drug susceptibility, clinical prevalence, and host-pathogen responses of a clinically overlooked phenotype in a major fungal pathogen. Importance Candida glabrata is a major fungal pathogen, which is able to lose mitochondria and form small and slow-growing colonies, called "petite". This attenuated growth rate has created controversies and questioned the clinical importance of petiteness. Herein, we have employed multiple omicstechnologies and in vivo mouse models to critically assess the clinical importance of petite phenotype. Our WGS identifies multiple genes potentially underpinning petite phenotype. Interestingly, petite C. glabrata cells engulfed by macrophages are dormant and therefore are not killed by the frontline antifungal drugs. Interestingly, macrophages infected with petite cells mount distinct transcriptomic responses. Consistent with our ex-vivo observations, mitochondrial-proficient parental strains outcompete petites during systemic and gut colonization. Retrospective examination of C. glabrata isolates identified petite prevalence a rare entity, can significantly vary from country to country. Collectively, our study overcomes the existing controversies and provides novel insights regarding the clinical relevance of petite C. glabrata isolates.
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Affiliation(s)
- Amir Arastehfar
- Center for Discovery and Innovation, Hackensack Meridian Health, Nutley, NJ 07110, USA
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA 02114 USA
- Department of Medicine, Harvard Medical School, Boston, MA 02115 USA
| | - Farnaz Daneshnia
- Center for Discovery and Innovation, Hackensack Meridian Health, Nutley, NJ 07110, USA
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA 02114 USA
- Department of Medicine, Harvard Medical School, Boston, MA 02115 USA
- Institute of Biodiversity and Ecosystem Dynamics (IBED), University of Amsterdam, Amsterdam1012 WX, The Netherlands
| | - Hrant Hovhannisyan
- Life Sciences Programme, Supercomputing Center (BSC-CNS), Barcelona, Spain
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Barcelona, Spain
| | - Diego Fuentes
- Life Sciences Programme, Supercomputing Center (BSC-CNS), Barcelona, Spain
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Barcelona, Spain
| | - Nathaly Cabrera
- Department of Medicine, Harvard Medical School, Boston, MA 02115 USA
| | | | - Macit Ilkit
- Division of Mycology, Faculty of Medicine, University of Çukurova, Adana, Turkey
| | - Nevzat Ünal
- Division of Mycology, Faculty of Medicine, University of Çukurova, Adana, Turkey
| | | | - Kauser Jabeen
- Department of Pathology & Laboratory Medicine, Aga Khan University, Karachi, Pakistan
| | - Sadaf Zaka
- Department of Pathology & Laboratory Medicine, Aga Khan University, Karachi, Pakistan
| | - Jigar V. Desai
- Center for Discovery and Innovation, Hackensack Meridian Health, Nutley, NJ 07110, USA
| | | | - Erika Shor
- Center for Discovery and Innovation, Hackensack Meridian Health, Nutley, NJ 07110, USA
- Department of Medical Sciences, Hackensack School of Medicine, Nutley, New Jersey, USA
| | - Toni Gabaldon
- Life Sciences Programme, Supercomputing Center (BSC-CNS), Barcelona, Spain
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Barcelona, Spain
- Catalan Institution for Research and Advanced Studies, Barcelona Spain
- Centro de Investigación Biomédica en Red de Enfermedades Infecciosas (CIBERINFEC), Barcelona, Spain
| | - David S. Perlin
- Center for Discovery and Innovation, Hackensack Meridian Health, Nutley, NJ 07110, USA
- Department of Medical Sciences, Hackensack School of Medicine, Nutley, New Jersey, USA
- Georgetown University Lombardi Comprehensive Cancer Center, Washington DC 20057, USA
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Daneshnia F, Hilmioğlu-Polat S, Ilkit M, Fuentes D, Lombardi L, Binder U, Scheler J, Hagen F, Mansour MK, Butler G, Lass-Flörl C, Gabaldon T, Arastehfar A. Whole-genome sequencing confirms a persistent candidaemia clonal outbreak due to multidrug-resistant Candida parapsilosis. J Antimicrob Chemother 2023; 78:1488-1494. [PMID: 37100456 PMCID: PMC10232251 DOI: 10.1093/jac/dkad112] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2023] [Accepted: 03/24/2023] [Indexed: 04/28/2023] Open
Abstract
OBJECTIVES Although perceived as a rare clinical entity, recent studies have noted the emergence of MDR C. parapsilosis (MDR-Cp) isolates from single patients (resistant to both azole and echinocandins). We previously reported a case series of MDR-Cp isolates carrying a novel FKS1R658G mutation. Herein, we identified an echinocandin-naive patient infected with MDR-Cp a few months after the previously described isolates. WGS and CRISPR-Cas9 editing were used to explore the origin of the new MDR-Cp isolates, and to determine if the novel mutation confers echinocandin resistance. METHODS WGS was applied to assess the clonality of these isolates and CRISPR-Cas9 editing and a Galleria mellonella model were used to examine whether FKS1R658G confers echinocandin resistance. RESULTS Fluconazole treatment failed, and the patient was successfully treated with liposomal amphotericin B (LAMB). WGS proved that all historical and novel MDR-Cp strains were clonal and distant from the fluconazole-resistant outbreak cluster in the same hospital. CRISPR-Cas9 editing and G. mellonella virulence assays confirmed that FKS1R658G confers echinocandin resistance in vitro and in vivo. Interestingly, the FKS1R658G mutant showed a very modest fitness cost compared with the parental WT strain, consistent with the persistence of the MDR-Cp cluster in our hospital. CONCLUSIONS Our study showcases the emergence of MDR-Cp isolates as a novel threat in clinical settings, which undermines the efficacy of the two most widely used antifungal drugs against candidiasis, leaving only LAMB as a last resort. Additionally, surveillance studies and WGS are warranted to effectively establish infection control and antifungal stewardship strategies.
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Affiliation(s)
- Farnaz Daneshnia
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA 02114USA
- Institute of Biodiversity and Ecosystem Dynamics (IBED), University of Amsterdam, Amsterdam, 1012 WX, The Netherlands
| | | | - Macit Ilkit
- Division of Mycology, Faculty of Medicine, University of Çukurova, Adana, Turkey
| | - Diego Fuentes
- Comparative Genomics group, Life Sciences department, Barcelona Supercomputing Center (BSC-CNS), Carrer de Jordi Girona, 29, 31, 08034 Barcelona, Spain
- Comparative Genomics group, Mechanisms of Disease Programme, Institute for Research in Biomedicine (IRB), Carrer Baldiri Reixac 10, 08028, Barcelona, Spain
| | - Lisa Lombardi
- School of Biomolecular and Biomedical Science, Conway Institute, University College Dublin, Belfield, Dublin, Ireland
| | - Ulrike Binder
- Medical University Innsbruck, Institute of Hygiene and Medical Microbiology, Schöpfstrasse 41, 6020 Innsbruck, Austria
| | - Jakob Scheler
- Medical University Innsbruck, Institute of Hygiene and Medical Microbiology, Schöpfstrasse 41, 6020 Innsbruck, Austria
| | - Ferry Hagen
- Institute of Biodiversity and Ecosystem Dynamics (IBED), University of Amsterdam, Amsterdam, 1012 WX, The Netherlands
- Westerdijk Fungal Biodiversity Institute, Utrecht, 3584CT, The Netherlands
- Department of Medical Microbiology, University Medical Center Utrecht, Utrecht, 3584CX, The Netherlands
| | - Michael K Mansour
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA 02114USA
- Department of Medicine, Harvard Medical School, Boston, MA 02115USA
| | - Geraldine Butler
- School of Biomolecular and Biomedical Science, Conway Institute, University College Dublin, Belfield, Dublin, Ireland
| | - Cornelia Lass-Flörl
- Medical University Innsbruck, Institute of Hygiene and Medical Microbiology, Schöpfstrasse 41, 6020 Innsbruck, Austria
| | - Toni Gabaldon
- Comparative Genomics group, Life Sciences department, Barcelona Supercomputing Center (BSC-CNS), Carrer de Jordi Girona, 29, 31, 08034 Barcelona, Spain
- Comparative Genomics group, Mechanisms of Disease Programme, Institute for Research in Biomedicine (IRB), Carrer Baldiri Reixac 10, 08028, Barcelona, Spain
- Institució Catalana de Recerca i Estudis Avançats (ICREA), Pg. Lluís Companys 23, 08010 Barcelona, Spain
- Centro de Investigación Biomédica En Red de Enfermedades Infecciosas (CIBERINFEC), Barcelona, Spain
| | - Amir Arastehfar
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA 02114USA
- Department of Medicine, Harvard Medical School, Boston, MA 02115USA
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Alastruey-Izquierdo A, Martín-Galiano AJ. The challenges of the genome-based identification of antifungal resistance in the clinical routine. Front Microbiol 2023; 14:1134755. [PMID: 37152754 PMCID: PMC10157239 DOI: 10.3389/fmicb.2023.1134755] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2022] [Accepted: 04/05/2023] [Indexed: 05/09/2023] Open
Abstract
The increasing number of chronic and life-threatening infections caused by antimicrobial resistant fungal isolates is of critical concern. Low DNA sequencing cost may facilitate the identification of the genomic profile leading to resistance, the resistome, to rationally optimize the design of antifungal therapies. However, compared to bacteria, initiatives for resistome detection in eukaryotic pathogens are underdeveloped. Firstly, reported mutations in antifungal targets leading to reduced susceptibility must be extensively collected from the literature to generate comprehensive databases. This information should be complemented with specific laboratory screenings to detect the highest number possible of relevant genetic changes in primary targets and associations between resistance and other genomic markers. Strikingly, some drug resistant strains experience high-level genetic changes such as ploidy variation as much as duplications and reorganizations of specific chromosomes. Such variations involve allelic dominance, gene dosage increments and target expression regime effects that should be explicitly parameterized in antifungal resistome prediction algorithms. Clinical data indicate that predictors need to consider the precise pathogen species and drug levels of detail, instead of just genus and drug class. The concomitant needs for mutation accuracy and assembly quality assurance suggest hybrid sequencing approaches involving third-generation methods will be utilized. Moreover, fatal fast infections, like fungemia and meningitis, will further require both sequencing and analysis facilities are available in-house. Altogether, the complex nature of antifungal resistance demands extensive sequencing, data acquisition and processing, bioinformatic analysis pipelines, and standard protocols to be accomplished prior to genome-based protocols are applied in the clinical setting.
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Affiliation(s)
- Ana Alastruey-Izquierdo
- Mycology Reference Laboratory, National Centre for Microbiology, Instituto de Salud Carlos III, Madrid, Spain
- Center for Biomedical Research in Network in Infectious Diseases (CIBERINFEC-CB21/13/00105), Instituto de Salud Carlos III, Madrid, Spain
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