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Lyster H, Shekar K, Watt K, Reed A, Roberts JA, Abdul-Aziz MH. Antifungal Dosing in Critically Ill Patients on Extracorporeal Membrane Oxygenation. Clin Pharmacokinet 2023; 62:931-942. [PMID: 37300631 PMCID: PMC10338597 DOI: 10.1007/s40262-023-01264-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/07/2023] [Indexed: 06/12/2023]
Abstract
Extracorporeal membrane oxygenation (ECMO) is an established advanced life support system, providing temporary cardiac and/or respiratory support in critically ill patients. Fungal infections are associated with increased mortality in patients on ECMO. Antifungal drug dosing for critically ill patients is highly challenging because of altered pharmacokinetics (PK). PK changes during critical illness; in particular, the drug volume of distribution (Vd) and clearance can be exacerbated by ECMO. This article discusses the available literature to inform adequate dosing of antifungals in this patient population. The number of antifungal PK studies in critically ill patients on ECMO is growing; currently available literature consists of case reports and studies with small sample sizes providing inconsistent findings, with scant or no data for some antifungals. Current data are insufficient to provide definitive empirical drug dosing guidance and use of dosing strategies derived from critically patients not on ECMO is reasonable. However, due to high PK variability, therapeutic drug monitoring should be considered where available in critically ill patients receiving ECMO to prevent subtherapeutic or toxic antifungal exposures.
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Affiliation(s)
- Haifa Lyster
- Royal Brompton and Harefield Hospitals, Part of Guy's and St Thomas' NHS Foundation Trust, London, UK
- University of Portsmouth, Portsmouth, UK
| | - Kiran Shekar
- Adult Intensive Care Services and Critical Care Research Group, The Prince Charles Hospital, Brisbane, QLD, Australia
- Faculty of Medicine, The University of Queensland, Brisbane, QLD, Australia
- Faculty of Health, Queensland University of Technology, Brisbane, QLD, Australia
- Faculty of Health Sciences and Medicine, Bond University, Gold Coast, QLD, Australia
| | - Kevin Watt
- School of Pharmacy, University of Waterloo, 10 Victoria St S. Kitchener, Waterloo, ON, N2G 1C5, Canada
- Department of Paediatrics, University of Utah School of Medicine, Salt Lake City, UT, USA
| | - Anna Reed
- Royal Brompton and Harefield Hospitals, Part of Guy's and St Thomas' NHS Foundation Trust, London, UK
- Imperial College London, London, SW3 6NP, UK
| | - Jason A Roberts
- Faculty of Medicine, University of Queensland Centre for Clinical Research, The University of Queensland, Brisbane, Australia.
- Herston Infectious Diseases (HeIDI), Metro North Health, Brisbane, QLD, Australia.
- Department of Pharmacy, Royal Brisbane and Women's Hospital, Brisbane, Australia.
- Department of Intensive Care Medicine, Royal Brisbane and Women's Hospital, Brisbane, Australia.
- Division of Anaesthesiology Critical Care Emergency and Pain Medicine, Nîmes University Hospital, University of Montpellier, Nîmes, France.
| | - Mohd-Hafiz Abdul-Aziz
- Faculty of Medicine, University of Queensland Centre for Clinical Research, The University of Queensland, Brisbane, Australia
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Stašek J, Keller F, Kočí V, Klučka J, Klabusayová E, Wiewiorka O, Strašilová Z, Beňovská M, Škardová M, Maláska J. Update on Therapeutic Drug Monitoring of Beta-Lactam Antibiotics in Critically Ill Patients—A Narrative Review. Antibiotics (Basel) 2023; 12:antibiotics12030568. [PMID: 36978435 PMCID: PMC10044408 DOI: 10.3390/antibiotics12030568] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2022] [Revised: 02/22/2023] [Accepted: 03/07/2023] [Indexed: 03/17/2023] Open
Abstract
Beta-lactam antibiotics remain one of the most preferred groups of antibiotics in critical care due to their excellent safety profiles and their activity against a wide spectrum of pathogens. The cornerstone of appropriate therapy with beta-lactams is to achieve an adequate plasmatic concentration of a given antibiotic, which is derived primarily from the minimum inhibitory concentration (MIC) of the specific pathogen. In a critically ill patient, the plasmatic levels of drugs could be affected by many significant changes in the patient’s physiology, such as hypoalbuminemia, endothelial dysfunction with the leakage of intravascular fluid into interstitial space and acute kidney injury. Predicting antibiotic concentration from models based on non-critically ill populations may be misleading. Therapeutic drug monitoring (TDM) has been shown to be effective in achieving adequate concentrations of many drugs, including beta-lactam antibiotics. Reliable methods, such as high-performance liquid chromatography, provide the accurate testing of a wide range of beta-lactam antibiotics. Long turnaround times remain the main drawback limiting their widespread use, although progress has been made recently in the implementation of different novel methods of antibiotic testing. However, whether the TDM approach can effectively improve clinically relevant patient outcomes must be proved in future clinical trials.
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Affiliation(s)
- Jan Stašek
- Department of Internal Medicine and Cardiology, Faculty of Medicine, University Hospital Brno, Masaryk University, 625 00 Brno, Czech Republic
- Department of Simulation Medicine, Faculty of Medicine, Masaryk University, 625 00 Brno, Czech Republic
| | - Filip Keller
- Department of Anaesthesiology and Intensive Care Medicine, Faculty of Medicine, University Hospital Brno, Masaryk University, 625 00 Brno, Czech Republic
| | - Veronika Kočí
- Department of Anaesthesiology and Intensive Care Medicine, Faculty of Medicine, University Hospital Brno, Masaryk University, 625 00 Brno, Czech Republic
| | - Jozef Klučka
- Department of Simulation Medicine, Faculty of Medicine, Masaryk University, 625 00 Brno, Czech Republic
- Department of Paediatric Anaesthesiology and Intensive Care Medicine, Faculty of Medicine, University Hospital Brno, Masaryk University, 662 63 Brno, Czech Republic
| | - Eva Klabusayová
- Department of Simulation Medicine, Faculty of Medicine, Masaryk University, 625 00 Brno, Czech Republic
- Department of Paediatric Anaesthesiology and Intensive Care Medicine, Faculty of Medicine, University Hospital Brno, Masaryk University, 662 63 Brno, Czech Republic
| | - Ondřej Wiewiorka
- Department of Laboratory Medicine, Division of Clinical Biochemistry, University Hospital Brno, 625 00 Brno, Czech Republic
- Department of Laboratory Methods, Faculty of Medicine, Masaryk University, 625 00 Brno, Czech Republic
| | - Zuzana Strašilová
- Department of Laboratory Medicine, Division of Clinical Biochemistry, University Hospital Brno, 625 00 Brno, Czech Republic
- Department of Laboratory Methods, Faculty of Medicine, Masaryk University, 625 00 Brno, Czech Republic
- Department of Pharmacology, Faculty of Medicine, Masaryk University, 625 00 Brno, Czech Republic
| | - Miroslava Beňovská
- Department of Laboratory Medicine, Division of Clinical Biochemistry, University Hospital Brno, 625 00 Brno, Czech Republic
- Department of Laboratory Methods, Faculty of Medicine, Masaryk University, 625 00 Brno, Czech Republic
| | - Markéta Škardová
- Department of Clinical Pharmacy, Hospital Pharmacy, University Hospital Brno, 625 00 Brno, Czech Republic
| | - Jan Maláska
- Department of Simulation Medicine, Faculty of Medicine, Masaryk University, 625 00 Brno, Czech Republic
- Department of Paediatric Anaesthesiology and Intensive Care Medicine, Faculty of Medicine, University Hospital Brno, Masaryk University, 662 63 Brno, Czech Republic
- 2nd Department of Anaesthesiology University Hospital Brno, 620 00 Brno, Czech Republic
- Correspondence:
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Sigera LSM, Denning DW. Flucytosine and its clinical usage. Ther Adv Infect Dis 2023; 10:20499361231161387. [PMID: 37051439 PMCID: PMC10084540 DOI: 10.1177/20499361231161387] [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: 01/02/2023] [Accepted: 02/13/2023] [Indexed: 04/14/2023] Open
Abstract
Flucytosine is an antifungal agent first licensed in the 1970's. However, its clinical value has long been overlooked and its availability across the globe is limited. This review highlights the important clinical and pharmacological aspects of flucytosine. This a narrative review of the clinical and in vitro susceptibility literature, with a focus on clinical uses for flucytosine. Detailed literature review including early literature related to primary and acquired resistance to flucytosine. Flucytosine has good antifungal activity against Cryptococcus species, Candida species, and dematiaceous fungi. Its water solubility enables good penetration into the eye, urinary tract, central nervous system (CNS), cardiac vegetations and fungal biofilms. In combination with amphotericin B, it shows early fungicidal activity against Cryptococcus species, and this translates to ~20% improved survival in cryptococcal meningitis. Combination therapy also reduces the mortality of Candida meningitis, and should be used in neonatal candidiasis because of the high frequency of CNS infection. Monotherapy for urinary candidiasis is under-studied, but is usually effective. It is probably valuable in the treatment of Candida endocarditis and endophthalmitis: there are few data. It is not effective for aspergillosis or mucormycosis. Flucytosine monotherapy of urinary candidiasis resulted in 22% developing resistance on therapy and failing therapy, and in 29% of 21 patients with cryptococcosis. Certain regions of the world still do not have access to flucytosine compromising the management of certain severe fungal infections. Flucytosine has an important role in combination therapy for yeast and dematiaceous infections and probably as monotherapy for urinary candidiasis, with a modest risk of resistance emergence. Facilitating access to flucytosine in those regions (especially low-income countries) might alleviate the mortality of invasive fungal diseases.
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Affiliation(s)
| | - David W. Denning
- Division of Infection, Immunity & Respiratory Medicine, School of Biological Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, Manchester, UK
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Garbez N, Mbatchi LC, Maseda E, Luque S, Grau S, Wallis SC, Muller L, Lipman J, Roberts JA, Lefrant JY, Roger C. A Loading Micafungin Dose in Critically Ill Patients Undergoing Continuous Venovenous Hemofiltration or Continuous Venovenous Hemodiafiltration: A Population Pharmacokinetic Analysis. Ther Drug Monit 2021; 43:747-755. [PMID: 33560097 DOI: 10.1097/ftd.0000000000000874] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2020] [Accepted: 01/18/2021] [Indexed: 11/27/2022]
Abstract
BACKGROUND In this study, the authors aimed to compare the pharmacokinetics (PK) of micafungin in critically ill patients receiving continuous venovenous hemofiltration (CVVH, 30 mL·kg-1·h-1) with those of patients receiving equidoses of hemodiafiltration (CVVHDF, 15 mL·kg-1·h-1 + 15 mL·kg-1·h-1) and determine the optimal dosing regimen using the developed model. METHODS Patients with septic shock undergoing continuous renal replacement therapy and receiving a conventional dose of 100 mg micafungin once daily were eligible for inclusion. Total micafungin plasma concentrations from 8 CVVH sessions and 8 CVVHDF sessions were subjected to a population PK analysis using Pmetrics. Validation of the model performance was reinforced by external validation. Monte Carlo simulations were performed considering the total ratio of free drug area under the curve (AUC) over 24 hours to the minimum inhibitory concentration (MIC) (AUC0-24/MIC) in plasma. RESULTS The median total body weight (min-max) was 94.8 (66-138) kg. Micafungin concentrations were best described by a 2-compartmental PK model. No covariates, including continuous renal replacement therapy modality (CVVH or CVVHDF), were retained in the final model. The mean parameter estimates (SD) were 0.96 (0.32) L/h for clearance and 14.8 (5.3) L for the central compartment volume. External validation confirmed the performance of the developed PK model. Dosing simulations did not support the use of standard 100 mg daily dosing, except for Candida albicans on the second day of therapy. A loading dose of 150 mg followed by 100 mg daily reached the probability of target attainment for all C. albicans and C. glabrata, but not for C. krusei and C. parapsilosis. CONCLUSIONS No difference was observed in micafungin PK between equidoses of CVVH and CVVHDF. A loading dose of 150 mg is required to achieve the PK/PD target for less susceptible Candida species from the first day of therapy.
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Affiliation(s)
- Nicolas Garbez
- Service des Réanimations, Pôle Anesthésie Réanimation Douleur Urgence, Centre Hospitalier Universitaire (CHU) Nîmes, Nîmes
- Laboratoire de Pharmacocinétique, Faculté de Pharmacie, Univ Montpellier
- Equipe d'accueil 2992 Caractéristiques Féminines des Interfaces Vasculaires (IMAGINE), Faculté de médecine, Univ Montpellier, Montpellier
| | - Litaty C Mbatchi
- Laboratoire de Pharmacocinétique, Faculté de Pharmacie, Univ Montpellier
- Laboratoire de Biochimie, CHU Nîmes, Hôpital Carémeau, Nîmes, France
| | - Emilio Maseda
- Department of Anesthesia and Surgical Intensive Care, Hospital Universitario La Paz,
- Departamento de Cirugía, Universidad Autónoma de Madrid, Madrid
| | - Sonia Luque
- Pharmacy Department, Hospital del Mar, Parc de Salut Mar, Barcelona, Spain
- Pharmacy Department, Hospital del Mar, Infectious Pathology and Antimicrobial Research Group (IPAR), Institut Hospital del Mar d Investigacions Médiques (IMIM), Universitat Autónoma de Barcelona (UAB), CEXS-Universitat Pompeu Fabra, Barcelona, Spain
| | - Santiago Grau
- Pharmacy Department, Hospital del Mar, Parc de Salut Mar, Barcelona, Spain
- Pharmacy Department, Hospital del Mar, Infectious Pathology and Antimicrobial Research Group (IPAR), Institut Hospital del Mar d Investigacions Médiques (IMIM), Universitat Autónoma de Barcelona (UAB), CEXS-Universitat Pompeu Fabra, Barcelona, Spain
| | - Steven C Wallis
- UQ Centre for Clinical Research, the University of Queensland
| | - Laurent Muller
- Service des Réanimations, Pôle Anesthésie Réanimation Douleur Urgence, Centre Hospitalier Universitaire (CHU) Nîmes, Nîmes
- Equipe d'accueil 2992 Caractéristiques Féminines des Interfaces Vasculaires (IMAGINE), Faculté de médecine, Univ Montpellier, Montpellier
| | - Jeffrey Lipman
- Equipe d'accueil 2992 Caractéristiques Féminines des Interfaces Vasculaires (IMAGINE), Faculté de médecine, Univ Montpellier, Montpellier
- UQ Centre for Clinical Research, the University of Queensland
- Department of Intensive Care Medicine, Royal Brisbane and Women's Hospital
| | - Jason A Roberts
- Equipe d'accueil 2992 Caractéristiques Féminines des Interfaces Vasculaires (IMAGINE), Faculté de médecine, Univ Montpellier, Montpellier
- UQ Centre for Clinical Research, the University of Queensland
- Department of Intensive Care Medicine, Royal Brisbane and Women's Hospital
- Centre for Translational Anti-infective Pharmacodynamics, School of Pharmacy, the University of Queensland ; and
- Pharmacy Department, Royal Brisbane and Women's Hospital, Brisbane, Australia
| | - Jean-Yves Lefrant
- Service des Réanimations, Pôle Anesthésie Réanimation Douleur Urgence, Centre Hospitalier Universitaire (CHU) Nîmes, Nîmes
- Equipe d'accueil 2992 Caractéristiques Féminines des Interfaces Vasculaires (IMAGINE), Faculté de médecine, Univ Montpellier, Montpellier
| | - Claire Roger
- Service des Réanimations, Pôle Anesthésie Réanimation Douleur Urgence, Centre Hospitalier Universitaire (CHU) Nîmes, Nîmes
- Equipe d'accueil 2992 Caractéristiques Féminines des Interfaces Vasculaires (IMAGINE), Faculté de médecine, Univ Montpellier, Montpellier
- Pharmacy Department, Hospital del Mar, Infectious Pathology and Antimicrobial Research Group (IPAR), Institut Hospital del Mar d Investigacions Médiques (IMIM), Universitat Autónoma de Barcelona (UAB), CEXS-Universitat Pompeu Fabra, Barcelona, Spain
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Echeverria-Esnal D, Martín-Ontiyuelo C, Navarrete-Rouco ME, Barcelo-Vidal J, Conde-Estévez D, Carballo N, De-Antonio Cuscó M, Ferrández O, Horcajada JP, Grau S. Pharmacological management of antifungal agents in pulmonary aspergillosis: an updated review. Expert Rev Anti Infect Ther 2021; 20:179-197. [PMID: 34328373 DOI: 10.1080/14787210.2021.1962292] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Abstract
INTRODUCTION Aspergillus may cause different types of lung infections: invasive, chronic pulmonary or allergic bronchopulmonary aspergillosis. Pharmacological management with antifungals poses as a challenge. Patients diagnosed with pulmonary aspergillosis are complex, as well as the problems associated with antifungal agents. AREAS COVERED This article reviews the pharmacology of antifungal agents in development and currently used to treat pulmonary aspergillosis, including the mechanisms of action, pharmacokinetics, pharmacodynamics, dosing, therapeutic drug monitoring and safety. Recommendations to manage situations that arise in daily clinical practice are provided. A literature search of PubMed was conducted on November 15th, 2020 and updated on March 30th, 2021. EXPERT OPINION Recent and relevant developments in the treatment of pulmonary aspergillosis have taken place. Novel antifungals with new mechanisms of action that extend antifungal spectrum and improve pharmacokinetic-related aspects, drug-drug interactions and safety are under current study. For those antifungals already marketed, new data related to pharmacokinetics, pharmacodynamics, dose adjustments in special situations, therapeutic drug monitoring and safety are available. To maximize efficacy and reduce the risk of associated toxicities, it is essential to choose the most appropriate antifungal; optimize its dose, interval, route of administration and length of treatment; and prevent side effects.
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Affiliation(s)
- Daniel Echeverria-Esnal
- Pharmacy Department, Hospital Del Mar, Parc De Salut Mar, Barcelona, Spain.,Infectious Pathology and Antimicrobials Research Group (IPAR), Institut Hospital Del Mar d'Investigacions Mèdiques (IMIM), Barcelona, Spain
| | | | | | | | - David Conde-Estévez
- Pharmacy Department, Hospital Del Mar, Parc De Salut Mar, Barcelona, Spain.,Department Of Pharmacology, Universitat Autònoma De Barcelona, Barcelona, Spain
| | - Nuria Carballo
- Pharmacy Department, Hospital Del Mar, Parc De Salut Mar, Barcelona, Spain
| | | | - Olivia Ferrández
- Pharmacy Department, Hospital Del Mar, Parc De Salut Mar, Barcelona, Spain
| | - Juan Pablo Horcajada
- Infectious Pathology and Antimicrobials Research Group (IPAR), Institut Hospital Del Mar d'Investigacions Mèdiques (IMIM), Barcelona, Spain.,Department Of Pharmacology, Universitat Autònoma De Barcelona, Barcelona, Spain.,Infectious Diseases Department, Hospital Del Mar, Parc De Salut Mar, Barcelona, Spain
| | - Santiago Grau
- Pharmacy Department, Hospital Del Mar, Parc De Salut Mar, Barcelona, Spain.,Infectious Pathology and Antimicrobials Research Group (IPAR), Institut Hospital Del Mar d'Investigacions Mèdiques (IMIM), Barcelona, Spain.,Department Of Pharmacology, Universitat Autònoma De Barcelona, Barcelona, Spain
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Prospective Cohort Study of Micafungin Population Pharmacokinetic Analysis in Plasma and Peritoneal Fluid in Septic Patients with Intra-abdominal Infections. Antimicrob Agents Chemother 2021; 65:e0230720. [PMID: 33846133 DOI: 10.1128/aac.02307-20] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
The objective of this study was to describe the pharmacokinetics (PK) of micafungin in plasma and peritoneal fluid in septic patients with intra-abdominal infections. Twelve patients with secondary peritonitis in septic shock receiving 100 mg micafungin once daily were included. Total micafungin plasma and peritoneal fluid were subjected to a population pharmacokinetic analysis using Pmetrics. Monte Carlo simulations were performed considering the total area under the curve from 0 to 24 h (AUC0-24)/MIC ratios in plasma. Micafungin concentrations in both plasma and the peritoneal exudate were best described by a three-compartmental PK model with the fat-free mass (FFM) as a covariate of clearance (CL) and the volume of the central compartment (Vc). The mean parameter estimates (standard deviations [SD]) were 1.18 (0.40) liters/h for CL and 12.85 (4.78) liters for Vc. The mean peritoneal exudate/plasma ratios (SD) of micafungin were 25% (5%) on day 1 and 40% (8%) between days 3 and 5. Dosing simulations supported the use of standard 100-mg daily dosing for Candida albicans (FFM, <60 kg), C. glabrata (FFM, <50 kg), and C. tropicalis (FFM, <30 kg) on the second day of therapy. There is a moderate penetration of micafungin into the peritoneal cavity (25 to 40%). For empirical treatment, a dose escalation of at least a loading dose of 150 mg depending on the FFM of patients and the Candida species is suggested to be effective from the first day of therapy.
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Pais P, Galocha M, Teixeira MC. Genome-Wide Response to Drugs and Stress in the Pathogenic Yeast Candida glabrata. PROGRESS IN MOLECULAR AND SUBCELLULAR BIOLOGY 2019; 58:155-193. [PMID: 30911893 DOI: 10.1007/978-3-030-13035-0_7] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Candida glabrata is the second most common cause of candidemia worldwide and its prevalence has continuously increased over the last decades. C. glabrata infections are especially worrisome in immunocompromised patients, resulting in serious systemic infections, associated to high mortality rates. Intrinsic resistance to azole antifungals, widely used drugs in the clinical setting, and the ability to efficiently colonize the human host and medical devices, withstanding stress imposed by the immune system, are thought to underlie the emergence of C. glabrata. There is a clear clinical need to understand drug and stress resistance in C. glabrata. The increasing prevalence of multidrug resistant isolates needs to be addressed in order to overcome the decrease of viable therapeutic strategies and find new therapeutic targets. Likewise, the understanding of the mechanisms underlying its impressive ability thrive under oxidative, nitrosative, acidic and metabolic stresses, is crucial to design drugs that target these pathogenesis features. The study of the underlying mechanisms that translate C. glabrata plasticity and its competence to evade the immune system, as well as survive host stresses to establish infection, will benefit from extensive scrutiny. This chapter provides a review on the contribution of genome-wide studies to uncover clinically relevant drug resistance and stress response mechanisms in the human pathogenic yeast C. glabrata.
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Affiliation(s)
- Pedro Pais
- Department of Bioengineering, Instituto Superior Técnico, Universidade de Lisboa, Lisbon, Portugal.,Biological Sciences Research Group, Institute for Bioengineering and Biosciences (iBB), Instituto Superior Técnico, Universidade de Lisboa, Lisbon, Portugal
| | - Mónica Galocha
- Department of Bioengineering, Instituto Superior Técnico, Universidade de Lisboa, Lisbon, Portugal.,Biological Sciences Research Group, Institute for Bioengineering and Biosciences (iBB), Instituto Superior Técnico, Universidade de Lisboa, Lisbon, Portugal
| | - Miguel Cacho Teixeira
- Department of Bioengineering, Instituto Superior Técnico, Universidade de Lisboa, Lisbon, Portugal. .,Biological Sciences Research Group, Institute for Bioengineering and Biosciences (iBB), Instituto Superior Técnico, Universidade de Lisboa, Lisbon, Portugal.
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