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Wu Z, Zhang J, Zhang B, Yu C, Wang Z, Hao Z, Hao J, Liu P, Liu X. Regulatory role of the transcription factor BcMr1 in efflux-mediated multidrug resistance in Botrytis cinerea via pre-adaptation to plant secondary metabolites. Int J Biol Macromol 2025; 311:143520. [PMID: 40306507 DOI: 10.1016/j.ijbiomac.2025.143520] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2024] [Revised: 04/17/2025] [Accepted: 04/24/2025] [Indexed: 05/02/2025]
Abstract
Botrytis cinerea causes grey mold of many crops and is one of the top ten diseases in agriculture. Its wide host range and high genetic variability make it highly prone to developing fungicide resistance, particularly multidrug resistance (MDR), which is a resistance to various fungicides with different modes of action. We have recently found that B. cinerea adapts to plant secondary metabolites (PSMs) through the up-regulation of efflux protein ATP-binding cassette (ABC) to develop MDR (which is termed e-MDR) in the interaction with host plants. However, how PSM stimulation is transmitted to ABC expression and how MDR is regulated remain unknown. In this study, the transcription factor (TF) BcMr1, which is related to MDR, was screened and identified from various B. cinerea strains having different sensitivities to fungicides through bioinformatic and transcriptomic analyses, accompanied by chromatin immunoprecipitation-sequencing (ChIP-seq), electrophoretic mobility shift assay (EMSA), yeast one-hybrid (Y1H), and quantitative polymerase chain reaction (qPCR). The results revealed that BcMr1 binds to the promoters of ABC transporter genes and positively regulates the expression of BcatrA, BcatrD, BcatrO, Bmr3, BCIN_03g02050 and BCIN_16g02970, which are ABC efflux proteins, resulting in B. cinerea's e-MDR. Furthermore, PSMs and interacting proteins were shown to be possible activators of this TF. This study provides new insights into the regulatory role of the TF BcMr1 and other downstream candidate genes involved in e-MDR in B. cinerea, which helps to understand the development of MDR in the field through pre-adaption mechanism.
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Affiliation(s)
- Zhaochen Wu
- Department of Plant Pathology, China Agricultural University, Beijing 100193, China
| | - Junting Zhang
- Department of Plant Pathology, China Agricultural University, Beijing 100193, China
| | - Borui Zhang
- Department of Plant Pathology, China Agricultural University, Beijing 100193, China
| | - Chuxian Yu
- Department of Plant Pathology, China Agricultural University, Beijing 100193, China
| | - Zhiwen Wang
- Sanya Institute of China Agricultural University, Sanya, Hainan 572025, China
| | - Zhigang Hao
- Department of Plant Pathology, China Agricultural University, Beijing 100193, China
| | - Jianjun Hao
- School of Food and Agriculture, University of Maine, Orono, ME 04469, USA
| | - Pengfei Liu
- Department of Plant Pathology, China Agricultural University, Beijing 100193, China.
| | - Xili Liu
- Department of Plant Pathology, China Agricultural University, Beijing 100193, China
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2
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Bautista C, Gagnon-Arsenault I, Utrobina M, Fijarczyk A, Bendixsen DP, Stelkens R, Landry CR. Hybrid adaptation is hampered by Haldane's sieve. Nat Commun 2024; 15:10319. [PMID: 39609385 PMCID: PMC11604976 DOI: 10.1038/s41467-024-54105-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2023] [Accepted: 11/01/2024] [Indexed: 11/30/2024] Open
Abstract
Hybrids between species exhibit plastic genomic architectures that could foster or slow down their adaptation. When challenged to evolve in an environment containing a UV mimetic drug, yeast hybrids have reduced adaptation rates compared to parents. We find that hybrids and their parents converge onto similar molecular mechanisms of adaptation by mutations in pleiotropic transcription factors, but at a different pace. After 100 generations, mutations in these genes tend to be homozygous in the parents but heterozygous in the hybrids. We hypothesize that a lower rate of loss of heterozygosity (LOH) in hybrids could limit fitness gain. Using genome editing, we first demonstrate that mutations display incomplete dominance, requiring homozygosity to show full impact and to entirely circumvent Haldane's sieve, which favors the fixation of dominant mutations. Second, tracking mutations in earlier generations confirmed a different rate of LOH in hybrids. Together, these findings show that Haldane's sieve slows down adaptation in hybrids, revealing an intrinsic constraint of hybrid genomic architecture that can limit the role of hybridization in adaptive evolution.
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Affiliation(s)
- Carla Bautista
- Institut de Biologie Intégrative et des Systèmes (IBIS), Université Laval, Québec, Canada.
- Département de Biologie, Faculté des Sciences et de Génie, Université Laval, Québec, Canada.
- Regroupement québécois de recherche sur la fonction, la structure et l'ingénierie des protéines (PROTEO), Université Laval, Québec, Canada.
- Centre de Recherche en Données Massives (CRDM), Université Laval, Québec, Canada.
| | - Isabelle Gagnon-Arsenault
- Institut de Biologie Intégrative et des Systèmes (IBIS), Université Laval, Québec, Canada
- Département de Biologie, Faculté des Sciences et de Génie, Université Laval, Québec, Canada
- Regroupement québécois de recherche sur la fonction, la structure et l'ingénierie des protéines (PROTEO), Université Laval, Québec, Canada
- Centre de Recherche en Données Massives (CRDM), Université Laval, Québec, Canada
- Département de Biochimie, de Microbiologie et de Bio-informatique, Faculté des Sciences et de Génie, Université Laval, Québec, Canada
| | - Mariia Utrobina
- Institut de Biologie Intégrative et des Systèmes (IBIS), Université Laval, Québec, Canada
- Département de Biologie, Faculté des Sciences et de Génie, Université Laval, Québec, Canada
- National University of Kyiv-Mohyla Academy, Kyiv, Ukraine
| | - Anna Fijarczyk
- Institut de Biologie Intégrative et des Systèmes (IBIS), Université Laval, Québec, Canada
- Département de Biologie, Faculté des Sciences et de Génie, Université Laval, Québec, Canada
- Regroupement québécois de recherche sur la fonction, la structure et l'ingénierie des protéines (PROTEO), Université Laval, Québec, Canada
- Centre de Recherche en Données Massives (CRDM), Université Laval, Québec, Canada
| | | | - Rike Stelkens
- Department of Zoology, Stockholm University, Stockholm, Sweden
| | - Christian R Landry
- Institut de Biologie Intégrative et des Systèmes (IBIS), Université Laval, Québec, Canada.
- Département de Biologie, Faculté des Sciences et de Génie, Université Laval, Québec, Canada.
- Regroupement québécois de recherche sur la fonction, la structure et l'ingénierie des protéines (PROTEO), Université Laval, Québec, Canada.
- Centre de Recherche en Données Massives (CRDM), Université Laval, Québec, Canada.
- Département de Biochimie, de Microbiologie et de Bio-informatique, Faculté des Sciences et de Génie, Université Laval, Québec, Canada.
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3
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Buechel ER, Pinkett HW. Activity of the pleiotropic drug resistance transcription factors Pdr1p and Pdr3p is modulated by binding site flanking sequences. FEBS Lett 2024; 598:169-186. [PMID: 37873734 PMCID: PMC10843404 DOI: 10.1002/1873-3468.14762] [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: 08/11/2023] [Revised: 09/28/2023] [Accepted: 10/03/2023] [Indexed: 10/25/2023]
Abstract
The transcription factors Pdr1p and Pdr3p regulate pleiotropic drug resistance (PDR) in Saccharomyces cerevisiae via the PDR responsive elements (PDREs) to modulate gene expression. However, the exact mechanisms underlying the differences in their regulons remain unclear. Employing genomic occupancy profiling (CUT&RUN), binding assays, and transcription studies, we characterized the differences in sequence specificity between transcription factors. Findings reveal distinct preferences for core PDRE sequences and the flanking sequences for both proteins. While flanking sequences moderately alter DNA binding affinity, they significantly impact Pdr1/3p transcriptional activity. Notably, both proteins demonstrated the ability to bind half sites, showing potential enhancement of transcription from adjacent PDREs. This insight sheds light on ways Pdr1/3p can differentially regulate PDR.
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Affiliation(s)
- Evan R. Buechel
- Department of Molecular Biosciences, Northwestern University, Evanston, IL 60208, USA
| | - Heather W. Pinkett
- Department of Molecular Biosciences, Northwestern University, Evanston, IL 60208, USA
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Buechel ER, Pinkett HW. Unraveling the Half and Full Site Sequence Specificity of the Saccharomyces cerevisiae Pdr1p and Pdr3p Transcription Factors. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.08.11.553033. [PMID: 37609128 PMCID: PMC10441396 DOI: 10.1101/2023.08.11.553033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/24/2023]
Abstract
The transcription factors Pdr1p and Pdr3p regulate pleotropic drug resistance (PDR) in Saccharomyces cerevisiae , via the PDR responsive elements (PDREs) to modulate gene expression. However, the exact mechanisms underlying the differences in their regulons remain unclear. Employing genomic occupancy profiling (CUT&RUN), binding assays, and transcription studies, we characterized the differences in sequence specificity between transcription factors. Findings reveal distinct preferences for core PDRE sequences and the flanking sequences for both proteins. While flanking sequences moderately alter DNA binding affinity, they significantly impact Pdr1/3p transcriptional activity. Notably, both proteins demonstrated the ability to bind half sites, showing potential enhancement of transcription from adjacent PDREs. This insight sheds light on ways Pdr1/3 can differentially regulate PDR.
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5
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Salas-Navarrete PC, Rosas-Santiago P, Suárez-Rodríguez R, Martínez A, Caspeta L. Adaptive responses of yeast strains tolerant to acidic pH, acetate, and supraoptimal temperature. Appl Microbiol Biotechnol 2023:10.1007/s00253-023-12556-7. [PMID: 37178307 DOI: 10.1007/s00253-023-12556-7] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2023] [Revised: 04/20/2023] [Accepted: 04/23/2023] [Indexed: 05/15/2023]
Abstract
Ethanol fermentations can be prematurely halted as Saccharomyces cerevisiae faces adverse conditions, such as acidic pH, presence of acetic acid, and supraoptimal temperatures. The knowledge on yeast responses to these conditions is essential to endowing a tolerant phenotype to another strain by targeted genetic manipulation. In this study, physiological and whole-genome analyses were conducted to obtain insights on molecular responses which potentially render yeast tolerant towards thermoacidic conditions. To this end, we used thermotolerant TTY23, acid tolerant AT22, and thermo-acid tolerant TAT12 strains previously generated by adaptive laboratory evolution (ALE) experiments. The results showed an increase in thermoacidic profiles in the tolerant strains. The whole-genome sequence revealed the importance of genes related to: H+, iron, and glycerol transport (i.e., PMA1, FRE1/2, JEN1, VMA2, VCX1, KHA1, AQY3, and ATO2); transcriptional regulation of stress responses to drugs, reactive oxygen species and heat-shock (i.e., HSF1, SKN7, BAS1, HFI1, and WAR1); and adjustments of fermentative growth and stress responses by glucose signaling pathways (i.e., ACS1, GPA1/2, RAS2, IRA2, and REG1). At 30 °C and pH 5.5, more than a thousand differentially expressed genes (DEGs) were identified in each strain. The integration of results revealed that evolved strains adjust their intracellular pH by H+ and acetic acid transport, modify their metabolism and stress responses via glucose signaling pathways, control of cellular ATP pools by regulating translation and de novo synthesis of nucleotides, and direct the synthesis, folding and rescue of proteins throughout the heat-shock stress response. Moreover, the motifs analysis in mutated transcription factors suggested a significant association of SFP1, YRR1, BAS1, HFI1, HSF1, and SKN7 TFs with DEGs found in thermoacidic tolerant yeast strains. KEY POINTS: • All the evolved strains overexpressed the plasma membrane H+ -ATPase PMA1 at optimal conditions • Tolerant strain TAT12 mutated genes encoding weak acid and heat response TFs HSF1, SKN7, and WAR1 • TFs HSF1 and SKN7 likely controlled the transcription of metabolic genes associated to heat and acid tolerance.
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Affiliation(s)
- Prisciluis Caheri Salas-Navarrete
- Centro de Investigación en Biotecnología, Universidad Autónoma del Estado de Morelos, Av. Universidad 1001, Col. Chamilpa, Cuernavaca, 62209, Morelos, México
| | - Paul Rosas-Santiago
- Departamento de Biología Molecular de Plantas, Instituto de Biotecnología, Universidad Nacional Autónoma de México, Av. Universidad 2001, Col. Chamilpa, Cuernavaca, 62210, Morelos, México
| | - Ramón Suárez-Rodríguez
- Centro de Investigación en Biotecnología, Universidad Autónoma del Estado de Morelos, Av. Universidad 1001, Col. Chamilpa, Cuernavaca, 62209, Morelos, México
| | - Alfredo Martínez
- Departamento de Ingeniería Celular y Biocatálisis, Instituto de Biotecnología, Universidad Nacional Autónoma de México, Av. Universidad 2001, Col. Chamilpa, Cuernavaca, 62210, Morelos, México
| | - Luis Caspeta
- Departamento de Ingeniería Celular y Biocatálisis, Instituto de Biotecnología, Universidad Nacional Autónoma de México, Av. Universidad 2001, Col. Chamilpa, Cuernavaca, 62210, Morelos, México.
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6
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Zhao W, Wang X, Yang B, Wang Y, Li Z, Bao X. Unravel the regulatory mechanism of Yrr1p phosphorylation in response to vanillin stress in Saccharomyces cerevisiae. Microb Cell Fact 2023; 22:48. [PMID: 36899374 PMCID: PMC10007725 DOI: 10.1186/s12934-023-02056-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2022] [Accepted: 03/06/2023] [Indexed: 03/12/2023] Open
Abstract
Improving the resistance of Saccharomyces cerevisiae to vanillin, derived from lignin, will benefit the design of robust cell factories for lignocellulosic biorefining. The transcription factor Yrr1p mediates S. cerevisiae resistance to various compounds. In this study, eleven predicted phosphorylation sites were mutated, among which 4 mutants of Yrr1p, Y134A/E and T185A/E could improve vanillin resistance. Both dephosphorylated and phosphorylated mutations at Yrr1p 134 and 185 gathered in the nucleus regardless of the presence or absence of vanillin. However, the phosphorylated mutant Yrr1p inhibited target gene expression, while dephosphorylated mutants promoted expression. Transcriptomic analysis showed that the dephosphorylated Yrr1p T185 mutant, under vanillin stress, upregulated ribosome biogenesis and rRNA processing. These results demonstrate the mechanism by which Yrr1p phosphorylation regulates the expression of target genes. The identification of key phosphorylation sites in Yrr1p offers novel targets for the rational construction of Yrr1p mutants to improve resistance to other compounds.
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Affiliation(s)
- Weiquan Zhao
- State Key Laboratory of Biobased Material and Green Papermaking, School of Bioengineering, Qilu University of Technology Shandong Academy of Sciences, Jinan, 250353, China
| | - Xinning Wang
- State Key Laboratory of Biobased Material and Green Papermaking, School of Bioengineering, Qilu University of Technology Shandong Academy of Sciences, Jinan, 250353, China. .,The Second Hospital of Shandong University, Shandong University Library, Jinan, 250100, China.
| | - Bolun Yang
- State Key Laboratory of Biobased Material and Green Papermaking, School of Bioengineering, Qilu University of Technology Shandong Academy of Sciences, Jinan, 250353, China
| | - Ying Wang
- State Key Laboratory of Biobased Material and Green Papermaking, School of Bioengineering, Qilu University of Technology Shandong Academy of Sciences, Jinan, 250353, China
| | - Zailu Li
- State Key Laboratory of Biobased Material and Green Papermaking, School of Bioengineering, Qilu University of Technology Shandong Academy of Sciences, Jinan, 250353, China
| | - Xiaoming Bao
- State Key Laboratory of Biobased Material and Green Papermaking, School of Bioengineering, Qilu University of Technology Shandong Academy of Sciences, Jinan, 250353, China.
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7
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Lukša J, Celitan E, Servienė E, Serva S. Association of ScV-LA Virus with Host Protein Metabolism Determined by Proteomics Analysis and Cognate RNA Sequencing. Viruses 2022; 14:v14112345. [PMID: 36366443 PMCID: PMC9697790 DOI: 10.3390/v14112345] [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: 09/05/2022] [Revised: 10/13/2022] [Accepted: 10/21/2022] [Indexed: 02/01/2023] Open
Abstract
Saccharomyces yeasts are highly dispersed in the environment and microbiota of higher organisms. The yeast killing phenotype, encoded by the viral system, was discovered to be a significant property for host survival. Minor alterations in transcription patterns underpin the reciprocal relationship between LA and M viruses and their hosts, suggesting the fine-tuning of the transcriptional landscape. To uncover the principal targets of both viruses, we performed proteomics analysis of virus-enriched subsets of host proteins in virus type-specific manner. The essential pathways of protein metabolism-from biosynthesis and folding to degradation-were found substantially enriched in virus-linked subsets. The fractionation of viruses allowed separation of virus-linked host RNAs, investigated by high-content RNA sequencing. Ribosomal RNA was found to be inherently associated with LA-lus virus, along with other RNAs essential for ribosome biogenesis. This study provides a unique portrayal of yeast virions through the characterization of the associated proteome and cognate RNAs, and offers a background for understanding ScV-LA viral infection persistency.
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Affiliation(s)
- Juliana Lukša
- Department of Biochemistry and Molecular Biology, Life Sciences Center, Vilnius University, LT-10257 Vilnius, Lithuania
- Laboratory of Genetics, Nature Research Centre, LT-08412 Vilnius, Lithuania
| | - Enrika Celitan
- Department of Biochemistry and Molecular Biology, Life Sciences Center, Vilnius University, LT-10257 Vilnius, Lithuania
| | - Elena Servienė
- Laboratory of Genetics, Nature Research Centre, LT-08412 Vilnius, Lithuania
| | - Saulius Serva
- Department of Biochemistry and Molecular Biology, Life Sciences Center, Vilnius University, LT-10257 Vilnius, Lithuania
- Correspondence:
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8
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Adaptive Response of Saccharomyces Hosts to Totiviridae L-A dsRNA Viruses Is Achieved through Intrinsically Balanced Action of Targeted Transcription Factors. J Fungi (Basel) 2022; 8:jof8040381. [PMID: 35448612 PMCID: PMC9028071 DOI: 10.3390/jof8040381] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2022] [Revised: 04/05/2022] [Accepted: 04/07/2022] [Indexed: 11/17/2022] Open
Abstract
Totiviridae L-A virus is a widespread yeast dsRNA virus. The persistence of the L-A virus alone appears to be symptomless, but the concomitant presence of a satellite M virus provides a killer trait for the host cell. The presence of L-A dsRNA is common in laboratory, industrial, and wild yeasts, but little is known about the impact of the L-A virus on the host’s gene expression. In this work, based on high-throughput RNA sequencing data analysis, the impact of the L-A virus on whole-genome expression in three different Saccharomyces paradoxus and S. cerevisiae host strains was analyzed. In the presence of the L-A virus, moderate alterations in gene expression were detected, with the least impact on respiration-deficient cells. Remarkably, the transcriptional adaptation of essential genes was limited to genes involved in ribosome biogenesis. Transcriptional responses to L-A maintenance were, nevertheless, similar to those induced upon stress or nutrient availability. Based on these data, we further dissected yeast transcriptional regulators that, in turn, modulate the cellular L-A dsRNA levels. Our findings point to totivirus-driven fine-tuning of the transcriptional landscape in yeasts and uncover signaling pathways employed by dsRNA viruses to establish the stable, yet allegedly profitless, viral infection of fungi.
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9
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Ottilie S, Luth MR, Hellemann E, Goldgof GM, Vigil E, Kumar P, Cheung AL, Song M, Godinez-Macias KP, Carolino K, Yang J, Lopez G, Abraham M, Tarsio M, LeBlanc E, Whitesell L, Schenken J, Gunawan F, Patel R, Smith J, Love MS, Williams RM, McNamara CW, Gerwick WH, Ideker T, Suzuki Y, Wirth DF, Lukens AK, Kane PM, Cowen LE, Durrant JD, Winzeler EA. Adaptive laboratory evolution in S. cerevisiae highlights role of transcription factors in fungal xenobiotic resistance. Commun Biol 2022; 5:128. [PMID: 35149760 PMCID: PMC8837787 DOI: 10.1038/s42003-022-03076-7] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2021] [Accepted: 01/21/2022] [Indexed: 12/24/2022] Open
Abstract
In vitro evolution and whole genome analysis were used to comprehensively identify the genetic determinants of chemical resistance in Saccharomyces cerevisiae. Sequence analysis identified many genes contributing to the resistance phenotype as well as numerous amino acids in potential targets that may play a role in compound binding. Our work shows that compound-target pairs can be conserved across multiple species. The set of 25 most frequently mutated genes was enriched for transcription factors, and for almost 25 percent of the compounds, resistance was mediated by one of 100 independently derived, gain-of-function SNVs found in a 170 amino acid domain in the two Zn2C6 transcription factors YRR1 and YRM1 (p < 1 × 10−100). This remarkable enrichment for transcription factors as drug resistance genes highlights their important role in the evolution of antifungal xenobiotic resistance and underscores the challenge to develop antifungal treatments that maintain potency. Ottilie et al. employ an experimental evolution approach to investigate the role of transcription factors in yeast chemical resistance. Most emergent mutations in resistant strains were enriched in transcription factor coding genes, highlighting their importance in drug resistance.
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Affiliation(s)
- Sabine Ottilie
- Department of Pediatrics, University of California, San Diego, Gilman Dr, La Jolla, CA, 92093, USA
| | - Madeline R Luth
- Department of Pediatrics, University of California, San Diego, Gilman Dr, La Jolla, CA, 92093, USA
| | - Erich Hellemann
- Department of Biological Sciences, University of Pittsburgh, 4249 Fifth Avenue, Pittsburgh, PA, 15260, USA
| | - Gregory M Goldgof
- Department of Pediatrics, University of California, San Diego, Gilman Dr, La Jolla, CA, 92093, USA
| | - Eddy Vigil
- Department of Pediatrics, University of California, San Diego, Gilman Dr, La Jolla, CA, 92093, USA
| | - Prianka Kumar
- Department of Pediatrics, University of California, San Diego, Gilman Dr, La Jolla, CA, 92093, USA
| | - Andrea L Cheung
- Department of Pediatrics, University of California, San Diego, Gilman Dr, La Jolla, CA, 92093, USA
| | - Miranda Song
- Department of Pediatrics, University of California, San Diego, Gilman Dr, La Jolla, CA, 92093, USA
| | - Karla P Godinez-Macias
- Department of Pediatrics, University of California, San Diego, Gilman Dr, La Jolla, CA, 92093, USA
| | - Krypton Carolino
- Department of Pediatrics, University of California, San Diego, Gilman Dr, La Jolla, CA, 92093, USA
| | - Jennifer Yang
- Department of Pediatrics, University of California, San Diego, Gilman Dr, La Jolla, CA, 92093, USA
| | - Gisel Lopez
- Department of Pediatrics, University of California, San Diego, Gilman Dr, La Jolla, CA, 92093, USA
| | - Matthew Abraham
- Department of Pediatrics, University of California, San Diego, Gilman Dr, La Jolla, CA, 92093, USA
| | - Maureen Tarsio
- Department of Biochemistry and Molecular Biology, SUNY Upstate Medical University, Syracuse, New York, NY, 13210, USA
| | - Emmanuelle LeBlanc
- Department of Molecular Genetics, University of Toronto, Toronto, ON, M5G 1M1, Canada
| | - Luke Whitesell
- Department of Molecular Genetics, University of Toronto, Toronto, ON, M5G 1M1, Canada
| | - Jake Schenken
- Department of Pediatrics, University of California, San Diego, Gilman Dr, La Jolla, CA, 92093, USA
| | - Felicia Gunawan
- Department of Pediatrics, University of California, San Diego, Gilman Dr, La Jolla, CA, 92093, USA
| | - Reysha Patel
- Department of Pediatrics, University of California, San Diego, Gilman Dr, La Jolla, CA, 92093, USA
| | - Joshua Smith
- Department of Pediatrics, University of California, San Diego, Gilman Dr, La Jolla, CA, 92093, USA
| | - Melissa S Love
- Calibr, a division of The Scripps Research Institutes, La Jolla, CA, 92037, USA
| | - Roy M Williams
- Department of Pediatrics, University of California, San Diego, Gilman Dr, La Jolla, CA, 92093, USA.,Aspen Neuroscience, San Diego, CA, 92121, USA
| | - Case W McNamara
- Calibr, a division of The Scripps Research Institutes, La Jolla, CA, 92037, USA
| | - William H Gerwick
- Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, La Jolla, CA, 92037, USA
| | - Trey Ideker
- Department of Medicine, University of California San Diego, La Jolla, CA, USA
| | - Yo Suzuki
- Department of Synthetic Biology and Bioenergy, J. Craig Venter Institute, La Jolla, CA, 92037, USA
| | - Dyann F Wirth
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Boston, MA, USA.,Infectious Disease and Microbiome Program, Broad Institute, Cambridge, MA, 02142, USA
| | - Amanda K Lukens
- Infectious Disease and Microbiome Program, Broad Institute, Cambridge, MA, 02142, USA
| | - Patricia M Kane
- Department of Biochemistry and Molecular Biology, SUNY Upstate Medical University, Syracuse, New York, NY, 13210, USA
| | - Leah E Cowen
- Department of Molecular Genetics, University of Toronto, Toronto, ON, M5G 1M1, Canada
| | - Jacob D Durrant
- Department of Biological Sciences, University of Pittsburgh, 4249 Fifth Avenue, Pittsburgh, PA, 15260, USA
| | - Elizabeth A Winzeler
- Department of Pediatrics, University of California, San Diego, Gilman Dr, La Jolla, CA, 92093, USA.
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10
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Buechel ER, Pinkett HW. Transcription factors and ABC transporters: from pleiotropic drug resistance to cellular signaling in yeast. FEBS Lett 2020; 594:3943-3964. [PMID: 33089887 DOI: 10.1002/1873-3468.13964] [Citation(s) in RCA: 42] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2020] [Revised: 09/07/2020] [Accepted: 10/15/2020] [Indexed: 12/24/2022]
Abstract
Budding yeast Saccharomyces cerevisiae survives in microenvironments utilizing networks of regulators and ATP-binding cassette (ABC) transporters to circumvent toxins and a variety of drugs. Our understanding of transcriptional regulation of ABC transporters in yeast is mainly derived from the study of multidrug resistance protein networks. Over the past two decades, this research has not only expanded the role of transcriptional regulators in pleiotropic drug resistance (PDR) but evolved to include the role that regulators play in cellular signaling and environmental adaptation. Inspection of the gene networks of the transcriptional regulators and characterization of the ABC transporters has clarified that they also contribute to environmental adaptation by controlling plasma membrane composition, toxic-metal sequestration, and oxidative stress adaptation. Additionally, ABC transporters and their regulators appear to be involved in cellular signaling for adaptation of S. cerevisiae populations to nutrient availability. In this review, we summarize the current understanding of the S. cerevisiae transcriptional regulatory networks and highlight recent work in other notable fungal organisms, underlining the expansion of the study of these gene networks across the kingdom fungi.
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Affiliation(s)
- Evan R Buechel
- Department of Molecular Biosciences, Northwestern University, Evanston, IL, USA
| | - Heather W Pinkett
- Department of Molecular Biosciences, Northwestern University, Evanston, IL, USA
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11
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Briz-Cid N, Pose-Juan E, Nicoletti M, Simal-Gándara J, Fasoli E, Rial-Otero R. Influence of tetraconazole on the proteome profile of Saccharomyces cerevisiae Lalvin T73™ strain. J Proteomics 2020; 227:103915. [PMID: 32711165 DOI: 10.1016/j.jprot.2020.103915] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2020] [Revised: 07/14/2020] [Accepted: 07/17/2020] [Indexed: 11/16/2022]
Abstract
This work aimed to evaluate the modifications on the proteome profile of Saccharomyces cerevisiae T73™ strain as a consequence of its adaptive response to the presence of tetraconazole molecules in the fermentation medium. Pasteurised grape juices were separately supplemented with tetraconazole or a commercial formulation containing 12.5% w/v of tetraconazole at two concentration levels. In addition, experiments without fungicides were developed for comparative purposes. Proteome profiles of yeasts cultured in the presence or absence of fungicide molecules were different. Independently of the fungicide treatment applied, the highest variations concerning the control sample were observed for those proteins involved in metabolic processes, especially in the metabolism of nitrogen compounds. Tetraconazole molecules altered the abundance of several enzymes involved in the biosynthesis of amino acids, purines, and ergosterol. Moreover, differences in the abundance of several enzymes of the TCA cycle were found. Changes observed were different between the active substance and the commercial formulation. SIGNIFICANCE: The presence of fungicide residues in grape juice has direct implications on the development of the aromatic profile of the wine. These alterations could be related to changes in the secondary metabolism of yeasts. However, the molecular mechanisms involved in the response of yeasts to fungicide residues remains quite unexplored. Through this exhaustive proteomic study, alterations in the amino acids biosynthesis pathways due to the presence of the tetraconazole molecules were observed. Amino acids are precursors of some important higher alcohols and ethyl acetates (such as methionol, 2-phenylethanol, isoamyl alcohol or 2-phenylacetate). Besides, the effect of tetraconazole on the ergosterol biosynthesis pathway could be related to a higher production of medium-chain fatty acids and their corresponding ethyl acetates.
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Affiliation(s)
- Noelia Briz-Cid
- Nutrition and Bromatology Group, Department of Analytical and Food Chemistry, CITACA-Agri-Food Research and Transfer Cluster, Campus Auga, University of Vigo, 32004-Ourense, Spain
| | - Eva Pose-Juan
- Nutrition and Bromatology Group, Department of Analytical and Food Chemistry, CITACA-Agri-Food Research and Transfer Cluster, Campus Auga, University of Vigo, 32004-Ourense, Spain
| | - Maria Nicoletti
- Department of Chemistry, Materials and Chemical Engineering "Giulio Natta", Politecnico di Milano, Milan 20131, Italy
| | - Jesús Simal-Gándara
- Nutrition and Bromatology Group, Department of Analytical and Food Chemistry, CITACA-Agri-Food Research and Transfer Cluster, Campus Auga, University of Vigo, 32004-Ourense, Spain
| | - Elisa Fasoli
- Department of Chemistry, Materials and Chemical Engineering "Giulio Natta", Politecnico di Milano, Milan 20131, Italy.
| | - Raquel Rial-Otero
- Nutrition and Bromatology Group, Department of Analytical and Food Chemistry, CITACA-Agri-Food Research and Transfer Cluster, Campus Auga, University of Vigo, 32004-Ourense, Spain.
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12
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Yang X, Zhang L, Xiang Y, Du L, Huang X, Liu Y. Comparative transcriptome analysis of Sclerotinia sclerotiorum revealed its response mechanisms to the biological control agent, Bacillus amyloliquefaciens. Sci Rep 2020; 10:12576. [PMID: 32724140 PMCID: PMC7387486 DOI: 10.1038/s41598-020-69434-9] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2019] [Accepted: 07/12/2020] [Indexed: 11/08/2022] Open
Abstract
Biological control mechanisms of plant diseases have been intensively studied. However, how plant pathogens respond to and resist or alleviate biocontrol agents remains largely unknown. In this study, a comparative transcriptome analysis was performed to elucidate how the pathogen of sclerotinia stem rot, Sclerotinia sclerotiorum, responds and resists to the biocontrol agent, Bacillus amyloliquefaciens. Results revealed that a total of 2,373 genes were differentially expressed in S. sclerotiorum samples treated with B. amyloliquefaciens fermentation broth (TS) when compared to control samples (CS). Among these genes, 2,017 were upregulated and 356 were downregulated. Further analyses indicated that various genes related to fungal cell wall and cell membrane synthesis, antioxidants, and the autophagy pathway were significantly upregulated, including glucan synthesis, ergosterol biosynthesis pathway, fatty acid synthase, heme-binding peroxidase related to oxidative stress, glutathione S-transferase, ABC transporter, and autophagy-related genes. These results suggest that S. sclerotiorum recruits numerous genes to respond to or resist the biocontrol of B. amyloliquefaciens. Thus, this study serves as a valuable resource regarding the mechanisms of fungal pathogen resistance to biocontrol agents.
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Affiliation(s)
- Xiaoxiang Yang
- Institute of Plant Protection, Sichuan Academy of Agricultural Sciences, Chengdu, 610066, Sichuan, People's Republic of China
- Key Laboratory of Integrated Pest Management on Crops in Southwest, Ministry of Agriculture and Rural Affairs, Chengdu, 610066, Sichuan, People's Republic of China
| | - Lei Zhang
- Institute of Plant Protection, Sichuan Academy of Agricultural Sciences, Chengdu, 610066, Sichuan, People's Republic of China
- Key Laboratory of Integrated Pest Management on Crops in Southwest, Ministry of Agriculture and Rural Affairs, Chengdu, 610066, Sichuan, People's Republic of China
| | - Yunjia Xiang
- Institute of Plant Protection, Sichuan Academy of Agricultural Sciences, Chengdu, 610066, Sichuan, People's Republic of China
| | - Lei Du
- Institute of Plant Protection, Sichuan Academy of Agricultural Sciences, Chengdu, 610066, Sichuan, People's Republic of China
| | - Xiaoqin Huang
- Institute of Plant Protection, Sichuan Academy of Agricultural Sciences, Chengdu, 610066, Sichuan, People's Republic of China.
- Key Laboratory of Integrated Pest Management on Crops in Southwest, Ministry of Agriculture and Rural Affairs, Chengdu, 610066, Sichuan, People's Republic of China.
| | - Yong Liu
- Institute of Plant Protection, Sichuan Academy of Agricultural Sciences, Chengdu, 610066, Sichuan, People's Republic of China.
- Key Laboratory of Integrated Pest Management on Crops in Southwest, Ministry of Agriculture and Rural Affairs, Chengdu, 610066, Sichuan, People's Republic of China.
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13
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Teixeira MC, Monteiro PT, Palma M, Costa C, Godinho CP, Pais P, Cavalheiro M, Antunes M, Lemos A, Pedreira T, Sá-Correia I. YEASTRACT: an upgraded database for the analysis of transcription regulatory networks in Saccharomyces cerevisiae. Nucleic Acids Res 2019; 46:D348-D353. [PMID: 29036684 PMCID: PMC5753369 DOI: 10.1093/nar/gkx842] [Citation(s) in RCA: 116] [Impact Index Per Article: 19.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2017] [Accepted: 09/18/2017] [Indexed: 01/15/2023] Open
Abstract
The YEAst Search for Transcriptional Regulators And Consensus Tracking (YEASTRACT—www.yeastract.com) information system has been, for 11 years, a key tool for the analysis and prediction of transcription regulatory associations at the gene and genomic levels in Saccharomyces cerevisiae. Since its last update in June 2017, YEASTRACT includes approximately 163000 regulatory associations between transcription factors (TF) and target genes in S. cerevisiae, based on more than 1600 bibliographic references; it also includes 247 specific DNA binding consensus recognized by 113 TFs. This release of the YEASTRACT database provides new visualization tools to visualize each regulatory network in an interactive fashion, enabling the user to select and observe subsets of the network such as: (i) considering only DNA binding evidence or both DNA binding and expression evidence; (ii) considering only either positive or negative regulatory associations; or (iii) considering only one set of related environmental conditions. A further tool to observe TF regulons is also offered, enabling a clear-cut understanding of the exact meaning of the available data. We believe that with this new version, YEASTRACT will improve its role as an open web resource instrumental for Yeast Biologists and Systems Biology researchers.
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Affiliation(s)
- Miguel C Teixeira
- Department of Bioengineering, Instituto Superior Técnico, Universidade de Lisboa, Av. Rovisco Pais, 1049-001 Lisbon, Portugal.,iBB-Institute for BioEngineering and Biosciences, Av. Rovisco Pais, 1049-001 Lisbon, Portugal
| | - Pedro T Monteiro
- Department of Computer Science and Engineering, Instituto Superior Técnico, Universidade de Lisboa, Av. Rovisco Pais, 1049-001 Lisbon, Portugal.,INESC-ID, SW Algorithms and Tools for Constraint Solving Group, R. Alves Redol 9, 1000-029 Lisbon, Portugal
| | - Margarida Palma
- Department of Bioengineering, Instituto Superior Técnico, Universidade de Lisboa, Av. Rovisco Pais, 1049-001 Lisbon, Portugal.,iBB-Institute for BioEngineering and Biosciences, Av. Rovisco Pais, 1049-001 Lisbon, Portugal
| | - Catarina Costa
- Department of Bioengineering, Instituto Superior Técnico, Universidade de Lisboa, Av. Rovisco Pais, 1049-001 Lisbon, Portugal.,iBB-Institute for BioEngineering and Biosciences, Av. Rovisco Pais, 1049-001 Lisbon, Portugal
| | - Cláudia P Godinho
- Department of Bioengineering, Instituto Superior Técnico, Universidade de Lisboa, Av. Rovisco Pais, 1049-001 Lisbon, Portugal.,iBB-Institute for BioEngineering and Biosciences, Av. Rovisco Pais, 1049-001 Lisbon, Portugal
| | - Pedro Pais
- Department of Bioengineering, Instituto Superior Técnico, Universidade de Lisboa, Av. Rovisco Pais, 1049-001 Lisbon, Portugal.,iBB-Institute for BioEngineering and Biosciences, Av. Rovisco Pais, 1049-001 Lisbon, Portugal
| | - Mafalda Cavalheiro
- Department of Bioengineering, Instituto Superior Técnico, Universidade de Lisboa, Av. Rovisco Pais, 1049-001 Lisbon, Portugal.,iBB-Institute for BioEngineering and Biosciences, Av. Rovisco Pais, 1049-001 Lisbon, Portugal
| | - Miguel Antunes
- Department of Bioengineering, Instituto Superior Técnico, Universidade de Lisboa, Av. Rovisco Pais, 1049-001 Lisbon, Portugal.,iBB-Institute for BioEngineering and Biosciences, Av. Rovisco Pais, 1049-001 Lisbon, Portugal
| | - Alexandre Lemos
- Department of Computer Science and Engineering, Instituto Superior Técnico, Universidade de Lisboa, Av. Rovisco Pais, 1049-001 Lisbon, Portugal.,INESC-ID, SW Algorithms and Tools for Constraint Solving Group, R. Alves Redol 9, 1000-029 Lisbon, Portugal
| | - Tiago Pedreira
- Instituto Gulbenkian de Ciência, Rua da Quinta Grande 6, 2780-156 Oeiras, Portugal
| | - Isabel Sá-Correia
- Department of Bioengineering, Instituto Superior Técnico, Universidade de Lisboa, Av. Rovisco Pais, 1049-001 Lisbon, Portugal.,iBB-Institute for BioEngineering and Biosciences, Av. Rovisco Pais, 1049-001 Lisbon, Portugal
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14
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Vanacloig-Pedros E, Lozano-Pérez C, Alarcón B, Pascual-Ahuir A, Proft M. Live-cell assays reveal selectivity and sensitivity of the multidrug response in budding yeast. J Biol Chem 2019; 294:12933-12946. [PMID: 31296662 DOI: 10.1074/jbc.ra119.009291] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2019] [Revised: 07/04/2019] [Indexed: 11/06/2022] Open
Abstract
Pleiotropic drug resistance arises by the enhanced extrusion of bioactive molecules and is present in a wide range of organisms, ranging from fungi to human cells. A key feature of this adaptation is the sensitive detection of intracellular xenobiotics by transcriptional activators, activating expression of multiple drug exporters. Here, we investigated the selectivity and sensitivity of the budding yeast (Saccharomyces cerevisiae) multidrug response to better understand how differential drug recognition leads to specific activation of drug exporter genes and to drug resistance. Applying live-cell luciferase reporters, we demonstrate that the SNQ2, PDR5, PDR15, and YOR1 transporter genes respond to different mycotoxins, menadione, and hydrogen peroxide in a distinguishable manner and with characteristic amplitudes, dynamics, and sensitivities. These responses correlated with differential sensitivities of the respective transporter mutants to the specific xenobiotics. We further establish a binary vector system, enabling quantitative determination of xenobiotic-transcription factor (TF) interactions in real time. Applying this system we found that the TFs Pdr1, Pdr3, Yrr1, Stb5, and Pdr8 have largely different drug recognition patterns. We noted that Pdr1 is the most promiscuous activator, whereas Yrr1 and Stb5 are selective for ochratoxin A and hydrogen peroxide, respectively. We also show that Pdr1 is rapidly degraded after xenobiotic exposure, which leads to a desensitization of the Pdr1-specific response upon repeated activation. The findings of our work indicate that in the yeast multidrug system, several transcriptional activators with distinguishable selectivities trigger differential activation of the transporter genes.
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Affiliation(s)
- Elena Vanacloig-Pedros
- Department of Biotechnology, Instituto de Biología Molecular y Celular de Plantas, Universitat Politècnica de València, 46022 Valencia, Spain
| | - Carlos Lozano-Pérez
- Department of Molecular and Cellular Pathology and Therapy, Instituto de Biomedicina de Valencia IBV-CSIC, 46010 Valencia, Spain
| | - Benito Alarcón
- Department of Molecular and Cellular Pathology and Therapy, Instituto de Biomedicina de Valencia IBV-CSIC, 46010 Valencia, Spain
| | - Amparo Pascual-Ahuir
- Department of Biotechnology, Instituto de Biología Molecular y Celular de Plantas, Universitat Politècnica de València, 46022 Valencia, Spain.
| | - Markus Proft
- Department of Molecular and Cellular Pathology and Therapy, Instituto de Biomedicina de Valencia IBV-CSIC, 46010 Valencia, Spain.
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15
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Yan GL, Duan LL, Liu PT, Duan CQ. Transcriptional Comparison Investigating the Influence of the Addition of Unsaturated Fatty Acids on Aroma Compounds During Alcoholic Fermentation. Front Microbiol 2019; 10:1115. [PMID: 31178837 PMCID: PMC6538801 DOI: 10.3389/fmicb.2019.01115] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2018] [Accepted: 05/02/2019] [Indexed: 12/23/2022] Open
Abstract
The levels of unsaturated fatty acids (UFAs) in grape must significantly influence yeast metabolism and the production of aroma compounds. In this work, cDNA microarray technology was applied to analyze the transcriptional discrepancies of wine yeast (commercial wine yeast Lalvin EC1118) fermenting in synthetic grape must supplemented with different concentrations of a mixture of UFAs (including linoleic acid, oleic acid, and α-linolenic acid). The results showed that the initial addition of a high level of UFAs can significantly enrich the intracellular UFAs when compared to a low addition of UFAs and further increase the cell population and most volatiles, including higher alcohols and esters, except for several fatty acids. Microarray analyses identified that 63 genes were upregulated, and 91 genes were downregulated during the different fermentation stages. The up-regulated genes were involved in yeast growth and proliferation, stress responses and amino acid transportation, while the repressed genes were associated with lipid and sterol biosynthesis, amino acid metabolism, TCA cycle regulation, mitochondrial respiration, and stress responses. Unexpectedly, the genes directly related to the biosynthesis of volatile compounds did not vary substantially between the fermentations with the high and low UFA additions. The beneficial aromatic function of the UFAs was ascribed to the increased biomass and amino acid transportation, considering that the incorporation of the additional UFAs in yeast cells maintains high membrane fluidity and increases the ability of the cells to resist deleterious conditions. Our results highlighted the importance of UFAs in the regulation of aroma biosynthesis during wine fermentation and suggested that the improvement of the resistance of yeast to extreme stresses during alcoholic fermentation is essential to effectively modulate and improve the production of aroma compounds. A potential way to achieve this goal could be the rational increase of the UFA contents in grape must.
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Affiliation(s)
- Guo-Liang Yan
- Centre for Viticulture and Enology, College of Food Science and Nutritional Engineering, China Agricultural University, Beijing, China
- Key Laboratory of Viticulture and Enology, Ministry of Agriculture, Beijing, China
| | - Liang-Liang Duan
- College of Public Health, Shaanxi University of Chinese Medicine, Xianyang, China
| | - Pei-Tong Liu
- Centre for Viticulture and Enology, College of Food Science and Nutritional Engineering, China Agricultural University, Beijing, China
- Key Laboratory of Viticulture and Enology, Ministry of Agriculture, Beijing, China
| | - Chang-Qing Duan
- Centre for Viticulture and Enology, College of Food Science and Nutritional Engineering, China Agricultural University, Beijing, China
- Key Laboratory of Viticulture and Enology, Ministry of Agriculture, Beijing, China
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16
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Li J, Kolberg K, Schlecht U, St Onge RP, Aparicio AM, Horecka J, Davis RW, Hillenmeyer ME, Harvey CJB. A biosensor-based approach reveals links between efflux pump expression and cell cycle regulation in pleiotropic drug resistance of yeast. J Biol Chem 2018; 294:1257-1266. [PMID: 30514758 DOI: 10.1074/jbc.ra118.003904] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2018] [Revised: 10/19/2018] [Indexed: 11/06/2022] Open
Abstract
Multidrug resistance is highly conserved in mammalian, fungal, and bacterial cells, is characterized by resistance to several unrelated xenobiotics, and poses significant challenges to managing infections and many cancers. Eukaryotes use a highly conserved set of drug efflux transporters that confer pleiotropic drug resistance (PDR). To interrogate the regulation of this critical process, here we developed a small molecule-responsive biosensor that couples transcriptional induction of PDR genes to growth rate in the yeast Saccharomyces cerevisiae Using diverse PDR inducers and the homozygous diploid deletion collection, we applied this biosensor system to genome-wide screens for potential PDR regulators. In addition to recapitulating the activity of previously known factors, these screens identified a series of genes involved in a variety of cellular processes with significant but previously uncharacterized roles in the modulation of yeast PDR. Genes identified as down-regulators of the PDR included those encoding the MAD family of proteins involved in the mitotic spindle assembly checkpoint (SAC) complex. Of note, we demonstrated that genetic disruptions of the mitotic spindle assembly checkpoint elevate expression of PDR-mediating efflux pumps in response to exposure to a variety of compounds that themselves have no known influence on the cell cycle. These results not only establish our biosensor system as a viable tool for investigating PDR in a high-throughput fashion, but also uncover critical control mechanisms governing the PDR response and a previously uncharacterized link between PDR and cell cycle regulation in yeast.
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Affiliation(s)
- Jian Li
- Department of Biochemistry, Stanford Genome Technology Center, Stanford University School of Medicine, Palo Alto, California 94304
| | - Kristen Kolberg
- Department of Biochemistry, Stanford Genome Technology Center, Stanford University School of Medicine, Palo Alto, California 94304
| | - Ulrich Schlecht
- Department of Biochemistry, Stanford Genome Technology Center, Stanford University School of Medicine, Palo Alto, California 94304
| | - Robert P St Onge
- Department of Biochemistry, Stanford Genome Technology Center, Stanford University School of Medicine, Palo Alto, California 94304
| | - Ana Maria Aparicio
- Department of Biochemistry, Stanford Genome Technology Center, Stanford University School of Medicine, Palo Alto, California 94304
| | - Joe Horecka
- Department of Biochemistry, Stanford Genome Technology Center, Stanford University School of Medicine, Palo Alto, California 94304
| | - Ronald W Davis
- Department of Biochemistry, Stanford Genome Technology Center, Stanford University School of Medicine, Palo Alto, California 94304
| | - Maureen E Hillenmeyer
- Department of Biochemistry, Stanford Genome Technology Center, Stanford University School of Medicine, Palo Alto, California 94304
| | - Colin J B Harvey
- Department of Biochemistry, Stanford Genome Technology Center, Stanford University School of Medicine, Palo Alto, California 94304.
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17
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Transcriptional Profiling of Saccharomyces cerevisiae Reveals the Impact of Variation of a Single Transcription Factor on Differential Gene Expression in 4NQO, Fermentable, and Nonfermentable Carbon Sources. G3-GENES GENOMES GENETICS 2018; 8:607-619. [PMID: 29208650 PMCID: PMC5919752 DOI: 10.1534/g3.117.300138] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
Cellular metabolism can change the potency of a chemical's tumorigenicity. 4-nitroquinoline-1-oxide (4NQO) is a tumorigenic drug widely used on animal models for cancer research. Polymorphisms of the transcription factor Yrr1 confer different levels of resistance to 4NQO in Saccharomyces cerevisiae To study how different Yrr1 alleles regulate gene expression leading to resistance, transcriptomes of three isogenic Scerevisiae strains carrying different Yrr1 alleles were profiled via RNA sequencing (RNA-Seq) and chromatin immunoprecipitation coupled with sequencing (ChIP-Seq) in the presence and absence of 4NQO. In response to 4NQO, all alleles of Yrr1 drove the expression of SNQ2 (a multidrug transporter), which was highest in the presence of 4NQO resistance-conferring alleles, and overexpression of SNQ2 alone was sufficient to overcome 4NQO-sensitive growth. Using shape metrics to refine the ChIP-Seq peaks, Yrr1 strongly associated with three loci including SNQ2 In addition to a known Yrr1 target SNG1, Yrr1 also bound upstream of RPL35B; however, overexpression of these genes did not confer 4NQO resistance. RNA-Seq data also implicated nucleotide synthesis pathways including the de novo purine pathway, and the ribonuclease reductase pathways were downregulated in response to 4NQO. Conversion of a 4NQO-sensitive allele to a 4NQO-resistant allele by a single point mutation mimicked the 4NQO-resistant allele in phenotype, and while the 4NQO resistant allele increased the expression of the ADE genes in the de novo purine biosynthetic pathway, the mutant Yrr1 increased expression of ADE genes even in the absence of 4NQO. These same ADE genes were only increased in the wild-type alleles in the presence of 4NQO, indicating that the point mutation activated Yrr1 to upregulate a pathway normally only activated in response to stress. The various Yrr1 alleles also influenced growth on different carbon sources by altering the function of the mitochondria. Hence, the complement to 4NQO resistance was poor growth on nonfermentable carbon sources, which in turn varied depending on the allele of Yrr1 expressed in the isogenic yeast. The oxidation state of the yeast affected the 4NQO toxicity by altering the reactive oxygen species (ROS) generated by cellular metabolism. The integration of RNA-Seq and ChIP-Seq elucidated how Yrr1 regulates global gene transcription in response to 4NQO and how various Yrr1 alleles confer differential resistance to 4NQO. This study provides guidance for further investigation into how Yrr1 regulates cellular responses to 4NQO, as well as transcriptomic resources for further analysis of transcription factor variation on carbon source utilization.
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Wang X, Liang Z, Hou J, Shen Y, Bao X. The Absence of the Transcription Factor Yrr1p, Identified from Comparative Genome Profiling, Increased Vanillin Tolerance Due to Enhancements of ABC Transporters Expressing, rRNA Processing and Ribosome Biogenesis in Saccharomyces cerevisiae. Front Microbiol 2017; 8:367. [PMID: 28360888 PMCID: PMC5352702 DOI: 10.3389/fmicb.2017.00367] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2016] [Accepted: 02/21/2017] [Indexed: 12/26/2022] Open
Abstract
Enhancing the tolerance of Saccharomyces cerevisiae to inhibitors derived from lignocellulose is conducive to producing biofuel and chemicals using abundant lignocellulosic materials. Vanillin is a major type of phenolic inhibitor in lignocellulose hydrolysates for S. cerevisiae. In the present work, the factors beneficial to vanillin resistance in yeast were identified from the vanillin-resistant strain EMV-8, which was derived from strain NAN-27 by adaptive evolution. We found 450 SNPs and 44 genes with InDels in the vanillin-tolerant strain EMV-8 by comparing the genome sequences of EMV-8 and NAN-27. To investigate the effects of InDels, InDels were deleted in BY4741, respectively. We demonstrated that the deletion of YRR1 improved vanillin tolerance of strain. In the presence of 6 mM vanillin, deleting YRR1 increase the maximum specific growth rate and the vanillin consumption rate by 142 and 51%, respectively. The subsequent transcriptome analysis revealed that deleting YRR1 resulted in changed expression of over 200 genes in the presence of 5 mM vanillin. The most marked changes were the significant up-regulation of the dehydrogenase ADH7, several ATP-binding cassette (ABC) transporters, and dozens of genes involved in ribosome biogenesis and rRNA processing. Coincidently, the crude enzyme solution of BY4741(yrr1Δ) exhibited higher NADPH-dependent vanillin reduction activity than control. In addition, overexpressing the ABC transporter genes PDR5, YOR1, and SNQ2, as well as the RNA helicase gene DBP2, increased the vanillin tolerance of strain. Interestingly, unlike the marked changes we mentioned above, under vanillin-free conditions, there are only limited transcriptional differences between wildtype and yrr1Δ. This indicated that vanillin might act as an effector in Yrr1p-related regulatory processes. The new findings of the relationship between YRR1 and vanillin tolerance, as well as the contribution of rRNA processing and ribosome biogenesis to enhancing S. cerevisiae vanillin tolerance, provide novel targets for genetic engineering manipulation to improve microbes' tolerance to lignocellulose hydrolysate.
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Affiliation(s)
- Xinning Wang
- State Key Laboratory of Microbial Technology, School of Life Science, Shandong University Jinan, China
| | - Zhenzhen Liang
- State Key Laboratory of Microbial Technology, School of Life Science, Shandong University Jinan, China
| | - Jin Hou
- State Key Laboratory of Microbial Technology, School of Life Science, Shandong University Jinan, China
| | - Yu Shen
- State Key Laboratory of Microbial Technology, School of Life Science, Shandong University Jinan, China
| | - Xiaoming Bao
- State Key Laboratory of Microbial Technology, School of Life Science, Shandong UniversityJinan, China; Shandong Provincial Key Laboratory of Microbial Engineering, Department of Bioengineering, Qilu University of TechnologyJinan, China
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19
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Upregulated pleiotropic drug resistance genes in Saccharomyces cerevisiae yrr1–52. THE NUCLEUS 2016. [DOI: 10.1007/s13237-016-0156-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022] Open
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20
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Nishida-Aoki N, Mori H, Kuroda K, Ueda M. Activation of the mitochondrial signaling pathway in response to organic solvent stress in yeast. Curr Genet 2014; 61:153-64. [DOI: 10.1007/s00294-014-0463-9] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2014] [Revised: 11/18/2014] [Accepted: 11/19/2014] [Indexed: 10/24/2022]
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21
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Paul S, Moye-Rowley WS. Multidrug resistance in fungi: regulation of transporter-encoding gene expression. Front Physiol 2014; 5:143. [PMID: 24795641 PMCID: PMC3997011 DOI: 10.3389/fphys.2014.00143] [Citation(s) in RCA: 88] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2014] [Accepted: 03/25/2014] [Indexed: 11/24/2022] Open
Abstract
A critical risk to the continued success of antifungal chemotherapy is the acquisition of resistance; a risk exacerbated by the few classes of effective antifungal drugs. Predictably, as the use of these drugs increases in the clinic, more resistant organisms can be isolated from patients. A particularly problematic form of drug resistance that routinely emerges in the major fungal pathogens is known as multidrug resistance. Multidrug resistance refers to the simultaneous acquisition of tolerance to a range of drugs via a limited or even single genetic change. This review will focus on recent progress in understanding pathways of multidrug resistance in fungi including those of most medical relevance. Analyses of multidrug resistance in Saccharomyces cerevisiae have provided the most detailed outline of multidrug resistance in a eukaryotic microorganism. Multidrug resistant isolates of S. cerevisiae typically result from changes in the activity of a pair of related transcription factors that in turn elicit overproduction of several target genes. Chief among these is the ATP-binding cassette (ABC)-encoding gene PDR5. Interestingly, in the medically important Candida species, very similar pathways are involved in acquisition of multidrug resistance. In both C. albicans and C. glabrata, changes in the activity of transcriptional activator proteins elicits overproduction of a protein closely related to S. cerevisiae Pdr5 called Cdr1. The major filamentous fungal pathogen, Aspergillus fumigatus, was previously thought to acquire resistance to azole compounds (the principal antifungal drug class) via alterations in the azole drug target-encoding gene cyp51A. More recent data indicate that pathways in addition to changes in the cyp51A gene are important determinants in A. fumigatus azole resistance. We will discuss findings that suggest azole resistance in A. fumigatus and Candida species may share more mechanistic similarities than previously thought.
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Affiliation(s)
- Sanjoy Paul
- Department of Molecular Physiology and Biophysics, Carver College of Medicine, University of Iowa Iowa City, IA, USA
| | - W Scott Moye-Rowley
- Department of Molecular Physiology and Biophysics, Carver College of Medicine, University of Iowa Iowa City, IA, USA
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Gallagher JEG, Zheng W, Rong X, Miranda N, Lin Z, Dunn B, Zhao H, Snyder MP. Divergence in a master variator generates distinct phenotypes and transcriptional responses. Genes Dev 2014; 28:409-21. [PMID: 24532717 PMCID: PMC3937518 DOI: 10.1101/gad.228940.113] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
Genetic basis of phenotypic differences in individuals is an important area in biology and personalized medicine. Analysis of divergent Saccharomyces cerevisiae strains grown under different conditions revealed extensive variation in response to both drugs (e.g., 4-nitroquinoline 1-oxide [4NQO]) and different carbon sources. Differences in 4NQO resistance were due to amino acid variation in the transcription factor Yrr1. Yrr1(YJM789) conferred 4NQO resistance but caused slower growth on glycerol, and vice versa with Yrr1(S96), indicating that alleles of Yrr1 confer distinct phenotypes. The binding targets of Yrr1 alleles from diverse yeast strains varied considerably among different strains grown under the same conditions as well as for the same strain under different conditions, indicating that distinct molecular programs are conferred by the different Yrr1 alleles. Our results demonstrate that genetic variations in one important control gene (YRR1), lead to distinct regulatory programs and phenotypes in individuals. We term these polymorphic control genes "master variators."
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Ask M, Bettiga M, Duraiswamy VR, Olsson L. Pulsed addition of HMF and furfural to batch-grown xylose-utilizing Saccharomyces cerevisiae results in different physiological responses in glucose and xylose consumption phase. BIOTECHNOLOGY FOR BIOFUELS 2013; 6:181. [PMID: 24341320 PMCID: PMC3878631 DOI: 10.1186/1754-6834-6-181] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/30/2013] [Accepted: 11/29/2013] [Indexed: 05/07/2023]
Abstract
BACKGROUND Pretreatment of lignocellulosic biomass generates a number of undesired degradation products that can inhibit microbial metabolism. Two of these compounds, the furan aldehydes 5-hydroxymethylfurfural (HMF) and 2-furaldehyde (furfural), have been shown to be an impediment for viable ethanol production. In the present study, HMF and furfural were pulse-added during either the glucose or the xylose consumption phase in order to dissect the effects of these inhibitors on energy state, redox metabolism, and gene expression of xylose-consuming Saccharomyces cerevisiae. RESULTS Pulsed addition of 3.9 g L-1 HMF and 1.2 g L-1 furfural during either the glucose or the xylose consumption phase resulted in distinct physiological responses. Addition of furan aldehydes in the glucose consumption phase was followed by a decrease in the specific growth rate and the glycerol yield, whereas the acetate yield increased 7.3-fold, suggesting that NAD(P)H for furan aldehyde conversion was generated by acetate synthesis. No change in the intracellular levels of NAD(P)H was observed 1 hour after pulsing, whereas the intracellular concentration of ATP increased by 58%. An investigation of the response at transcriptional level revealed changes known to be correlated with perturbations in the specific growth rate, such as protein and nucleotide biosynthesis. Addition of furan aldehydes during the xylose consumption phase brought about an increase in the glycerol and acetate yields, whereas the xylitol yield was severely reduced. The intracellular concentrations of NADH and NADPH decreased by 58 and 85%, respectively, hence suggesting that HMF and furfural drained the cells of reducing power. The intracellular concentration of ATP was reduced by 42% 1 hour after pulsing of inhibitors, suggesting that energy-requiring repair or maintenance processes were activated. Transcriptome profiling showed that NADPH-requiring processes such as amino acid biosynthesis and sulfate and nitrogen assimilation were induced 1 hour after pulsing. CONCLUSIONS The redox and energy metabolism were found to be more severely affected after pulsing of furan aldehydes during the xylose consumption phase than during glucose consumption. Conceivably, this discrepancy resulted from the low xylose utilization rate, hence suggesting that xylose metabolism is a feasible target for metabolic engineering of more robust xylose-utilizing yeast strains.
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Affiliation(s)
- Magnus Ask
- Department of Chemical and Biological Engineering, Industrial Biotechnology, Chalmers University of Technology, SE-41296, Gothenburg, Sweden
| | - Maurizio Bettiga
- Department of Chemical and Biological Engineering, Industrial Biotechnology, Chalmers University of Technology, SE-41296, Gothenburg, Sweden
| | - Varuni Raju Duraiswamy
- Department of Chemical and Biological Engineering, Industrial Biotechnology, Chalmers University of Technology, SE-41296, Gothenburg, Sweden
| | - Lisbeth Olsson
- Department of Chemical and Biological Engineering, Industrial Biotechnology, Chalmers University of Technology, SE-41296, Gothenburg, Sweden
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Yeast ABC proteins involved in multidrug resistance. Cell Mol Biol Lett 2013; 19:1-22. [PMID: 24297686 PMCID: PMC6275743 DOI: 10.2478/s11658-013-0111-2] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2013] [Accepted: 11/27/2013] [Indexed: 01/03/2023] Open
Abstract
Pleiotropic drug resistance is a complex phenomenon that involves many proteins that together create a network. One of the common mechanisms of multidrug resistance in eukaryotic cells is the active efflux of a broad range of xenobiotics through ATP-binding cassette (ABC) transporters. Saccharomyces cerevisiae is often used as a model to study such activity because of the functional and structural similarities of its ABC transporters to mammalian ones. Numerous ABC transporters are found in humans and some are associated with the resistance of tumors to chemotherapeutics. Efflux pump modulators that change the activity of ABC proteins are the most promising candidate drugs to overcome such resistance. These modulators can be chemically synthesized or isolated from natural sources (e.g., plant alkaloids) and might also be used in the treatment of fungal infections. There are several generations of synthetic modulators that differ in specificity, toxicity and effectiveness, and are often used for other clinical effects.
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Schillig R, Morschhäuser J. Analysis of a fungus-specific transcription factor family, theCandida albicanszinc cluster proteins, by artificial activation. Mol Microbiol 2013; 89:1003-17. [DOI: 10.1111/mmi.12327] [Citation(s) in RCA: 56] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/09/2013] [Indexed: 12/13/2022]
Affiliation(s)
- Rebecca Schillig
- Institut für Molekulare Infektionsbiologie; Universität Würzburg; Würzburg; Germany
| | - Joachim Morschhäuser
- Institut für Molekulare Infektionsbiologie; Universität Würzburg; Würzburg; Germany
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Kodo N, Matsuda T, Doi S, Munakata H. Salicylic acid resistance is conferred by a novel YRR1 mutation in Saccharomyces cerevisiae. Biochem Biophys Res Commun 2013; 434:42-7. [DOI: 10.1016/j.bbrc.2013.03.069] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2013] [Accepted: 03/17/2013] [Indexed: 11/25/2022]
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Balazfyova Z, Hervay NT, Gbelska Y. Gain-of-function mutation in the KlPDR1 gene encoding multidrug resistance regulator in Kluyveromyces lactis. Yeast 2013; 30:71-80. [PMID: 23361926 DOI: 10.1002/yea.2941] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2012] [Accepted: 12/28/2012] [Indexed: 11/10/2022] Open
Abstract
KlPdr1p is a single Kluyveromyces lactis homologue of Saccharomyces cerevisiae ScPdr1p/ScPdr3p, the main transcriptional regulators of genes involved in S. cerevisiae multidrug resistance. KlPDR1 deletion leads to a sharp increase in K. lactis drug susceptibility. The presence of putative PDRE and YRE regulatory elements in the KlPDR1 gene promoter suggests an autoregulation of its transcription as well as its control by KlYap1p, the transcription factor involved in oxidative stress response. In this study, one plasmid-borne Klpdr1-1 allele that led to amino acid substitution (L273P) in the KlPdr1p was isolated. Overexpression of the Klpdr1-1 allele from a multicopy plasmid in the K. lactis wild-type and Klpdr1Δ mutant strain increased the tolerance of transformants to oligomycin. The plasmid-borne Klpdr1-1 allele increased the activation of the ScPDR5 promoter and complemented the drug hypersensitivity of the S. cerevisiae pdr1Δ pdr3Δ mutant strain. The results indicate that L273P amino acid substitution is the result of a gain-of-function mutation in the KlPDR1 gene that confers KlPdr1p hyperactivity, as revealed by a high expression of the ABC transporter gene KlPDR5, leading to multidrug resistance and rhodamine 6G efflux out of the cells.
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Affiliation(s)
- Zuzana Balazfyova
- Department of Microbiology and Virology, Comenius University in Bratislava, Slovak Republic
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Prasad R, Goffeau A. Yeast ATP-Binding Cassette Transporters Conferring Multidrug Resistance. Annu Rev Microbiol 2012; 66:39-63. [DOI: 10.1146/annurev-micro-092611-150111] [Citation(s) in RCA: 164] [Impact Index Per Article: 12.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- Rajendra Prasad
- School of Life Sciences, Jawaharlal Nehru University, New Delhi, 110067 India;
| | - Andre Goffeau
- Institut des Sciences de la Vie, Université Catholique de Louvain, Louvain-la-Neuve, 1349 Belgium;
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Monteiro PT, Dias PJ, Ropers D, Oliveira AL, Sá-Correia I, Teixeira MC, Freitas AT. Qualitative modelling and formal verification of the FLR1 gene mancozeb response in Saccharomyces cerevisiae. IET Syst Biol 2011; 5:308-16. [PMID: 22010757 DOI: 10.1049/iet-syb.2011.0001] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023] Open
Abstract
BACKGROUND Qualitative models allow understanding the relation between the structure and the dynamics of gene regulatory networks. The dynamical properties of these models can be automatically analysed by means of formal verification methods, like model checking. This facilitates the model-validation process and the test of new hypotheses to reconcile model predictions with the experimental data. RESULTS The authors report in this study the qualitative modelling and simulation of the transcriptional regulatory network controlling the response of the model eukaryote Saccharomyces cerevisiae to the agricultural fungicide mancozeb. The model allowed the analysis of the regulation level and activity of the components of the gene mancozeb-induced network controlling the transcriptional activation of the FLR1 gene, which is proposed to confer multidrug resistance through its putative role as a drug eflux pump. Formal verification analysis of the network allowed us to confront model predictions with the experimental data and to assess the model robustness to parameter ordering and gene deletion. CONCLUSIONS This analysis enabled us to better understand the mechanisms regulating the FLR1 gene mancozeb response and confirmed the need of a new transcription factor for the full transcriptional activation of YAP1. The result is a computable model of the FLR1 gene response to mancozeb, permitting a quick and cost-effective test of hypotheses prior to experimental validation.
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Affiliation(s)
- P T Monteiro
- INESC-ID/IST, Rua Alves Redol 9, Lisboa 1000-029, Portugal.
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Antifungal resistance and new strategies to control fungal infections. Int J Microbiol 2011; 2012:713687. [PMID: 22187560 PMCID: PMC3236459 DOI: 10.1155/2012/713687] [Citation(s) in RCA: 269] [Impact Index Per Article: 19.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2011] [Accepted: 09/06/2011] [Indexed: 11/28/2022] Open
Abstract
Despite improvement of antifungal therapies over the last 30 years, the phenomenon of antifungal resistance is still of major concern in clinical practice. In the last 10 years the molecular mechanisms underlying this phenomenon were extensively unraveled. In this paper, after a brief overview of currently available antifungals, molecular mechanisms of antifungal resistance will be detailed. It appears that major mechanisms of resistance are essential due to the deregulation of antifungal resistance effector genes. This deregulation is a consequence of point mutations occurring in transcriptional regulators of these effector genes. Resistance can also follow the emergence of point mutations directly in the genes coding antifungal targets. In addition we further describe new strategies currently undertaken to discover alternative therapy targets and antifungals. Identification of new antifungals is essentially achieved by the screening of natural or synthetic chemical compound collections. Discovery of new putative antifungal targets is performed through genome-wide approaches for a better understanding of the human pathogenic fungi biology.
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Galdieri L, Desai P, Vancura A. Facilitated assembly of the preinitiation complex by separated tail and head/middle modules of the mediator. J Mol Biol 2011; 415:464-74. [PMID: 22137896 DOI: 10.1016/j.jmb.2011.11.020] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2011] [Revised: 11/09/2011] [Accepted: 11/10/2011] [Indexed: 02/06/2023]
Abstract
Mediator is a general coactivator of RNA polymerase II (RNA pol II) bridging enhancer-bound transcriptional factors with RNA pol II. Mediator is organized in three distinct subcomplexes: head, middle, and tail modules. The head and middle modules interact with RNA pol II, and the tail module interacts with transcriptional activators. Deletion of one of the tail subunits SIN4 results in derepression of a subset of genes, including FLR1, by a largely unknown mechanism. Here we show that derepression of FLR1 transcription in sin4Δ cells occurs by enhanced recruitment of the mediator as well as Swi/Snf and SAGA complexes. The tail and head/middle modules of the mediator behave as separate complexes at the induced FLR1 promoter. While the tail module remains anchored to the promoter, the head/middle modules are also found in the coding region. The separation of the tail and head/middle modules in sin4Δ cells is also supported by the altered stoichiometry of the tail and head/middle modules at several tested promoters. Deletion of another subunit of the tail module MED2 in sin4Δ cells results in significantly decreased transcription of FLR1, pointing to the importance of the integrity of the separated tail module in derepression. All tested genes exhibited increased recruitment of the tail domain; however, only genes with increased occupancy of the head/middle modules also displayed increased transcription. The separated tail module thus represents a promiscuous transcriptional factor that binds to many different promoters and is necessary for derepression of FLR1 in sin4Δ cells.
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Affiliation(s)
- Luciano Galdieri
- Department of Biological Sciences, St. John's University, 8000 Utopia Parkway, Queens, NY 11439, USA
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CALÇADA DULCE, VINGA SUSANA, FREITAS ANAT, OLIVEIRA ARLINDOL. QUANTITATIVE MODELING OF THE SACCHAROMYCES CEREVISIAE FLR1 REGULATORY NETWORK USING AN S-SYSTEM FORMALISM. J Bioinform Comput Biol 2011; 9:613-30. [DOI: 10.1142/s0219720011005690] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2011] [Accepted: 08/08/2011] [Indexed: 11/18/2022]
Abstract
In this study we address the problem of finding a quantitative mathematical model for the genetic network regulating the stress response of the yeast Saccharomyces cerevisiae to the agricultural fungicide mancozeb. An S-system formalism was used to model the interactions of a five-gene network encoding four transcription factors (Yap1, Yrr1, Rpn4 and Pdr3) regulating the transcriptional activation of the FLR1 gene. Parameter estimation was accomplished by decoupling the resulting system of nonlinear ordinary differential equations into a larger nonlinear algebraic system, and using the Levenberg–Marquardt algorithm to fit the models predictions to experimental data. The introduction of constraints in the model, related to the putative topology of the network, was explored. The results show that forcing the network connectivity to adhere to this topology did not lead to better results than the ones obtained using an unrestricted network topology. Overall, the modeling approach obtained partial success when trained on the nonmutant datasets, although further work is required if one wishes to obtain more accurate prediction of the time courses.
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Affiliation(s)
- DULCE CALÇADA
- Instituto de Engenharia Sistemas e Computadores, Investigação e Desenvolvimento (INESC-ID), Portugal
- Instituto Superior Técnico (IST), Rua Alves Redol 9, Lisboa, 1000-029, Portugal
| | - SUSANA VINGA
- Instituto de Engenharia Sistemas e Computadores, Investigação e Desenvolvimento (INESC-ID), Portugal
- FCM-UNL, Lisboa, Portugal
| | - ANA T. FREITAS
- Instituto de Engenharia Sistemas e Computadores, Investigação e Desenvolvimento (INESC-ID), Portugal
- Instituto Superior Técnico (IST), Rua Alves Redol 9, Lisboa, 1000-029, Portugal
| | - ARLINDO L. OLIVEIRA
- Instituto de Engenharia Sistemas e Computadores, Investigação e Desenvolvimento (INESC-ID), Portugal
- Instituto Superior Técnico (IST), Rua Alves Redol 9, Lisboa, 1000-029, Portugal
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Verwaal R, Jiang Y, Wang J, Daran JM, Sandmann G, van den Berg JA, van Ooyen AJJ. Heterologous carotenoid production in Saccharomyces cerevisiae induces the pleiotropic drug resistance stress response. Yeast 2010; 27:983-98. [DOI: 10.1002/yea.1807] [Citation(s) in RCA: 64] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
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Lelandais G, Devaux F. Comparative Functional Genomics of Stress Responses in Yeasts. OMICS-A JOURNAL OF INTEGRATIVE BIOLOGY 2010; 14:501-15. [DOI: 10.1089/omi.2010.0029] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Affiliation(s)
- Gaëlle Lelandais
- Dynamique des Structures et Interactions des Macromolécules Biologiques (DSIMB), INSERM UMR-S 665, Université Paris Diderot, Paris France
| | - Frédéric Devaux
- Laboratoire de génomique des microorganismes, CNRS FRE3214, Université Pierre et Marie Curie, Institut des Cordeliers, Paris, France
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Bailly-Bechet M, Braunstein A, Pagnani A, Weigt M, Zecchina R. Inference of sparse combinatorial-control networks from gene-expression data: a message passing approach. BMC Bioinformatics 2010; 11:355. [PMID: 20587029 PMCID: PMC2909222 DOI: 10.1186/1471-2105-11-355] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2009] [Accepted: 06/29/2010] [Indexed: 11/18/2022] Open
Abstract
Background Transcriptional gene regulation is one of the most important mechanisms in controlling many essential cellular processes, including cell development, cell-cycle control, and the cellular response to variations in environmental conditions. Genes are regulated by transcription factors and other genes/proteins via a complex interconnection network. Such regulatory links may be predicted using microarray expression data, but most regulation models suppose transcription factor independence, which leads to spurious links when many genes have highly correlated expression levels. Results We propose a new algorithm to infer combinatorial control networks from gene-expression data. Based on a simple model of combinatorial gene regulation, it includes a message-passing approach which avoids explicit sampling over putative gene-regulatory networks. This algorithm is shown to recover the structure of a simple artificial cell-cycle network model for baker's yeast. It is then applied to a large-scale yeast gene expression dataset in order to identify combinatorial regulations, and to a data set of direct medical interest, namely the Pleiotropic Drug Resistance (PDR) network. Conclusions The algorithm we designed is able to recover biologically meaningful interactions, as shown by recent experimental results [1]. Moreover, new cases of combinatorial control are predicted, showing how simple models taking this phenomenon into account can lead to informative predictions and allow to extract more putative regulatory interactions from microarray databases.
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Affiliation(s)
- Marc Bailly-Bechet
- ISI Foundation Viale Settimio Severo 65, Villa Gualino, I-10133 Torino, Italy
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Overexpression of SNG1 causes 6-azauracil resistance in Saccharomyces cerevisiae. Curr Genet 2010; 56:251-63. [PMID: 20424846 DOI: 10.1007/s00294-010-0297-z] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2009] [Revised: 03/04/2010] [Accepted: 03/14/2010] [Indexed: 10/19/2022]
Abstract
The mechanism of action of 6AU, a growth inhibitor for many microorganisms causing depletion of intracellular nucleotide pools of GTP and UTP, is not well understood. To gain insight into the mechanisms leading to 6AU resistance, and in an attempt to uncover novel genes required for this resistance, we undertook a high-copy-number suppressor screening to identify genes whose overexpression could repair the 6AU(S) growth defect caused by rpb1 mutations in Saccharomyces cerevisiae. We have identified SNG1 as a multicopy suppressor of the 6AU(S) growth defect caused by the S. cerevisiae rpb1 mutant. The mechanism by which Sng1 causes 6AU resistance is independent of the transcriptional elongation and of the nucleotide-pool regulation through Imd2 and Ura2, as well as of the Ssm1-mediated 6AU detoxification. This resistance to 6AU is not extended to other uracil analogues, such as 5-fluorouracil, 5FU. In addition, our results suggest that 6AU enters S. cerevisiae cells through the uracil permease Fur4. Our results demonstrate that Sng1 is localised in the plasma membrane and evidence SNG1 and FUR4 genes as determinants of resistance and susceptibility to this inhibitory compound, respectively. Taken together, these results show new mechanisms involved in the resistance and susceptibility to 6AU.
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Hazelwood LA, Walsh MC, Pronk JT, Daran JM. Involvement of vacuolar sequestration and active transport in tolerance of Saccharomyces cerevisiae to hop iso-alpha-acids. Appl Environ Microbiol 2010; 76:318-28. [PMID: 19915041 PMCID: PMC2798648 DOI: 10.1128/aem.01457-09] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2009] [Accepted: 11/03/2009] [Indexed: 11/20/2022] Open
Abstract
The hop plant, Humulus lupulus L., has an exceptionally high content of secondary metabolites, the hop alpha-acids, which possess a range of beneficial properties, including antiseptic action. Studies performed on the mode of action of hop iso-alpha-acids have hitherto been restricted to lactic acid bacteria. The present study investigated molecular mechanisms of hop iso-alpha-acid resistance in the model eukaryote Saccharomyces cerevisiae. Growth inhibition occurred at concentrations of hop iso-alpha-acids that were an order of magnitude higher than those found with hop-tolerant prokaryotes. Chemostat-based transcriptome analysis and phenotype screening of the S. cerevisiae haploid gene deletion collection were used as complementary methods to screen for genes involved in hop iso-alpha-acid detoxification and tolerance. This screening and further analysis of deletion mutants confirmed that yeast tolerance to hop iso-alpha-acids involves three major processes, active proton pumping into the vacuole by the vacuolar-type ATPase to enable vacuolar sequestration of iso-alpha-acids and alteration of cell wall structure and, to a lesser extent, active export of iso-alpha-acids across the plasma membrane. Furthermore, iso-alpha-acids were shown to affect cellular metal homeostasis by acting as strong zinc and iron chelators.
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Affiliation(s)
- Lucie A. Hazelwood
- Department of Biotechnology, Delft University of Technology, Julianalaan 67, 2628 BC Delft, the Netherlands, Kluyver Centre for Genomics of Industrial Fermentation, Julianalaan 67, 2628 BC Delft, the Netherlands, Heineken Supply Chain, Research and Innovation, Burgemeester Smeetsweg 1, 2380 BB Zoeterwoude, the Netherlands
| | - Michael C. Walsh
- Department of Biotechnology, Delft University of Technology, Julianalaan 67, 2628 BC Delft, the Netherlands, Kluyver Centre for Genomics of Industrial Fermentation, Julianalaan 67, 2628 BC Delft, the Netherlands, Heineken Supply Chain, Research and Innovation, Burgemeester Smeetsweg 1, 2380 BB Zoeterwoude, the Netherlands
| | - Jack T. Pronk
- Department of Biotechnology, Delft University of Technology, Julianalaan 67, 2628 BC Delft, the Netherlands, Kluyver Centre for Genomics of Industrial Fermentation, Julianalaan 67, 2628 BC Delft, the Netherlands, Heineken Supply Chain, Research and Innovation, Burgemeester Smeetsweg 1, 2380 BB Zoeterwoude, the Netherlands
| | - Jean-Marc Daran
- Department of Biotechnology, Delft University of Technology, Julianalaan 67, 2628 BC Delft, the Netherlands, Kluyver Centre for Genomics of Industrial Fermentation, Julianalaan 67, 2628 BC Delft, the Netherlands, Heineken Supply Chain, Research and Innovation, Burgemeester Smeetsweg 1, 2380 BB Zoeterwoude, the Netherlands
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Identification of Saccharomyces cerevisiae Genes Involved in the Resistance to Phenolic Fermentation Inhibitors. Appl Biochem Biotechnol 2009; 161:106-15. [DOI: 10.1007/s12010-009-8811-9] [Citation(s) in RCA: 31] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2009] [Accepted: 10/02/2009] [Indexed: 10/20/2022]
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Manente M, Ghislain M. The lipid-translocating exporter family and membrane phospholipid homeostasis in yeast. FEMS Yeast Res 2009; 9:673-87. [DOI: 10.1111/j.1567-1364.2009.00513.x] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022] Open
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Cannon RD, Lamping E, Holmes AR, Niimi K, Baret PV, Keniya MV, Tanabe K, Niimi M, Goffeau A, Monk BC. Efflux-mediated antifungal drug resistance. Clin Microbiol Rev 2009; 22:291-321, Table of Contents. [PMID: 19366916 PMCID: PMC2668233 DOI: 10.1128/cmr.00051-08] [Citation(s) in RCA: 403] [Impact Index Per Article: 25.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Fungi cause serious infections in the immunocompromised and debilitated, and the incidence of invasive mycoses has increased significantly over the last 3 decades. Slow diagnosis and the relatively few classes of antifungal drugs result in high attributable mortality for systemic fungal infections. Azole antifungals are commonly used for fungal infections, but azole resistance can be a problem for some patient groups. High-level, clinically significant azole resistance usually involves overexpression of plasma membrane efflux pumps belonging to the ATP-binding cassette (ABC) or the major facilitator superfamily class of transporters. The heterologous expression of efflux pumps in model systems, such Saccharomyces cerevisiae, has enabled the functional analysis of efflux pumps from a variety of fungi. Phylogenetic analysis of the ABC pleiotropic drug resistance family has provided a new view of the evolution of this important class of efflux pumps. There are several ways in which the clinical significance of efflux-mediated antifungal drug resistance can be mitigated. Alternative antifungal drugs, such as the echinocandins, that are not efflux pump substrates provide one option. Potential therapeutic approaches that could overcome azole resistance include targeting efflux pump transcriptional regulators and fungal stress response pathways, blockade of energy supply, and direct inhibition of efflux pumps.
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Affiliation(s)
- Richard D Cannon
- Department of Oral Sciences, School of Dentistry, University of Otago, P.O. Box 647, Dunedin 9054, New Zealand.
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Shahi P, Moye-Rowley WS. Coordinate control of lipid composition and drug transport activities is required for normal multidrug resistance in fungi. BIOCHIMICA ET BIOPHYSICA ACTA-PROTEINS AND PROTEOMICS 2008; 1794:852-9. [PMID: 19150512 DOI: 10.1016/j.bbapap.2008.12.012] [Citation(s) in RCA: 41] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/02/2008] [Revised: 12/12/2008] [Accepted: 12/15/2008] [Indexed: 10/21/2022]
Abstract
Pathogenic fungi present a special problem in the clinic as the range of drugs that can be used to treat these types of infections is limited. This situation is further complicated by the presence of robust inducible gene networks encoding different proteins that confer tolerance to many available antifungal drugs. The transcriptional control of these multidrug resistance systems in several key fungi will be discussed. Experiments in the non-pathogenic Saccharomyces cerevisiae have provided much of our current understanding of the molecular framework on which fungal multidrug resistance is built. More recent studies on the important pathogenic Candida species, Candida albicans and Candida glabrata, have provided new insights into the organization of the multidrug resistance systems in these organisms. We will compare the circuitry of multidrug resistance networks in these three organisms and suggest that, in addition to the well-accepted drug efflux activities, the regulation of membrane composition by multidrug resistance proteins provides an important contribution to the resistant phenotypes observed.
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Affiliation(s)
- Puja Shahi
- Department of Molecular Physiology, Carver College of Medicine, University of Iowa, Iowa City, IA 52242, USA
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Sá-Correia I, dos Santos SC, Teixeira MC, Cabrito TR, Mira NP. Drug:H+ antiporters in chemical stress response in yeast. Trends Microbiol 2008; 17:22-31. [PMID: 19062291 DOI: 10.1016/j.tim.2008.09.007] [Citation(s) in RCA: 99] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2008] [Revised: 08/03/2008] [Accepted: 09/19/2008] [Indexed: 10/21/2022]
Abstract
The emergence of widespread multidrug resistance (MDR) is a serious challenge for therapeutics, food-preservation and crop protection. Frequently, MDR is a result of the action of drug-efflux pumps, which are able to catalyze the extrusion of unrelated chemical compounds. This review summarizes the current knowledge on the Saccharomyces cerevisiae drug:H+ antiporters of the major facilitator superfamily (MFS), a group of MDR transporters that is still characterized poorly in eukaryotes. Particular focus is given here to the physiological role and expression regulation of these transporters, while we provide a unified view of new data emerging from functional genomics approaches. Although traditionally described as drug pumps, evidence reviewed here corroborates the hypothesis that several MFS-MDR transporters might have a natural substrate and that drug transport might occur only fortuitously or opportunistically. Their role in MDR might even result from the transport of endogenous metabolites that affect the partition of cytotoxic compounds indirectly. Finally, the extrapolation of the gathered knowledge on the MDR phenomenon in yeast to pathogenic fungi and higher eukaryotes is discussed.
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Affiliation(s)
- Isabel Sá-Correia
- Institute for Biotechnology and Bioengineering, Centre for Biological and Chemical Engineering, Instituto Superior Técnico, 1049-001 Lisboa, Portugal.
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Abstract
The development of MDR (multidrug resistance) in yeast is due to a number of mechanisms. The most documented mechanism is enhanced extrusion of drugs mediated by efflux pump proteins belonging to either the ABC (ATP-binding cassette) superfamily or MFS (major facilitator superfamily). These drug-efflux pump proteins are localized on the plasma membrane, and the milieu therein affects their proper functioning. Several recent studies demonstrate that fluctuations in membrane lipid composition affect the localization and proper functioning of the MDR efflux pump proteins. Interestingly, the efflux pumps of the ABC superfamily are particularly susceptible to imbalances in membrane-raft lipid constituents. This review focuses on the importance of the membrane environment in functioning of the drug-efflux pumps and explores a correlation between MDR and membrane lipid homoeostasis.
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Abstract
The economic cost of fungal infection and its mortality associated with multidrug resistance remain unacceptably high. Recent understanding of the transcriptional regulation of plasma membrane efflux pumps of modest specificity provides new avenues for the development of broad-spectrum fungicides. Together with improved diagnosis and indirect intervention via inhibition of the energy supply for drug efflux, we envisage multifunctional azole analogs that inhibit not only ergosterol biosynthesis and drug efflux-pump activity but also activation of the transcriptional machinery that induces drug efflux-pump expression.
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Affiliation(s)
- Brian C Monk
- Department of Oral Sciences, Faculty of Dentistry, University of Otago, Post Office Box 647, Dunedin, New Zealand
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Salin H, Fardeau V, Piccini E, Lelandais G, Tanty V, Lemoine S, Jacq C, Devaux F. Structure and properties of transcriptional networks driving selenite stress response in yeasts. BMC Genomics 2008; 9:333. [PMID: 18627600 PMCID: PMC2515152 DOI: 10.1186/1471-2164-9-333] [Citation(s) in RCA: 63] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2008] [Accepted: 07/15/2008] [Indexed: 12/04/2022] Open
Abstract
Background Stress responses provide valuable models for deciphering the transcriptional networks controlling the adaptation of the cell to its environment. We analyzed the transcriptome response of yeast to toxic concentrations of selenite. We used gene network mapping tools to identify functional pathways and transcription factors involved in this response. We then used chromatin immunoprecipitation and knock-out experiments to investigate the role of some of these regulators and the regulatory connections between them. Results Selenite rapidly activates a battery of transcriptional circuits, including iron deprivation, oxidative stress and protein degradation responses. The mRNA levels of several transcriptional regulators are themselves regulated. We demonstrate the existence of a positive transcriptional loop connecting the regulator of proteasome expression, Rpn4p, to the pleiotropic drug response factor, Pdr1p. We also provide evidence for the involvement of this regulatory module in the oxidative stress response controlled by the Yap1p transcription factor and its conservation in the pathogenic yeast C. glabrata. In addition, we show that the drug resistance regulator gene YRR1 and the iron homeostasis regulator gene AFT2 are both directly regulated by Yap1p. Conclusion This work depicted a highly interconnected and complex transcriptional network involved in the adaptation of yeast genome expression to the presence of selenite in its chemical environment. It revealed the transcriptional regulation of PDR1 by Rpn4p, proposed a new role for the pleiotropic drug resistance network in stress response and demonstrated a direct regulatory connection between oxidative stress response and iron homeostasis.
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Affiliation(s)
- Hélène Salin
- Laboratoire de génétique moléculaire, ENS/CNRS UMR 8541 46 rue d'Ulm, 75005 Paris, France.
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OBA T, Tashiro K, Kuhara S. Trifluoroleucine-resistant mutant ofSaccharomyces cerevisiae also exhibits pleiotropic drug resistance. ANN MICROBIOL 2008. [DOI: 10.1007/bf03175332] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022] Open
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Yeast adaptation to mancozeb involves the up-regulation of FLR1 under the coordinate control of Yap1, Rpn4, Pdr3, and Yrr1. Biochem Biophys Res Commun 2008; 367:249-55. [DOI: 10.1016/j.bbrc.2007.12.056] [Citation(s) in RCA: 54] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2007] [Accepted: 12/07/2007] [Indexed: 11/19/2022]
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Wei W, Yu XD. Comparative analysis of regulatory motif discovery tools for transcription factor binding sites. GENOMICS PROTEOMICS & BIOINFORMATICS 2007; 5:131-42. [PMID: 17893078 PMCID: PMC5054109 DOI: 10.1016/s1672-0229(07)60023-0] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Abstract
In the post-genomic era, identification of specific regulatory motifs or transcription factor binding sites (TFBSs) in non-coding DNA sequences, which is essential to elucidate transcriptional regulatory networks, has emerged as an obstacle that frustrates many researchers. Consequently, numerous motif discovery tools and correlated databases have been applied to solving this problem. However, these existing methods, based on different computational algorithms, show diverse motif prediction efficiency in non-coding DNA sequences. Therefore, understanding the similarities and differences of computational algorithms and enriching the motif discovery literatures are important for users to choose the most appropriate one among the online available tools. Moreover, there still lacks credible criterion to assess motif discovery tools and instructions for researchers to choose the best according to their own projects. Thus integration of the related resources might be a good approach to improve accuracy of the application. Recent studies integrate regulatory motif discovery tools with experimental methods to offer a complementary approach for researchers, and also provide a much-needed model for current researches on transcriptional regulatory networks. Here we present a comparative analysis of regulatory motif discovery tools for TFBSs.
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Affiliation(s)
- Kailash Gulshan
- Department of Molecular Physiology and Biophysics, 6-530 Bowen Science Building, University of Iowa, Iowa City, IA 52242, USA
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