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Tang Y, Yang C, Zou J, He H, Wang D, Feng S, Chen Y. The influencing mechanisms of different characteristics of polystyrene microplastics on Saccharomyces cerevisiae: functional group, particle size and dosage. ENVIRONMENTAL TECHNOLOGY 2025:1-14. [PMID: 40324336 DOI: 10.1080/09593330.2025.2500102] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/10/2024] [Accepted: 04/04/2025] [Indexed: 05/07/2025]
Abstract
ABSTRACTBased on the well-documented hazards of microplastics and the importance and typicality of Saccharomyces cerevisiae (S. cerevisiae) in the environment, in this study, the influencing mechanisms of functional group, particle size and dosage of polystyrene microplastics (PS MPs) on S. cerevisiae were studied systematically. The results showed that compared with the bigger particle size and lower concentration of carboxylated PS MPs, the smaller particle size and higher concentration of aminated PS MPs had the most serious inhibition of the growth of S. cerevisiae, and their cell morphology was more abnormal, the more PS MPs attached to the yeast cells. The results of orthogonal experiment showed that the inhibitory effects of PS MPs on S. cerevisiae followed the order: functional groups > concentrations > particle sizes. Through the analysis of the antioxidant properties of S. cerevisiae, it was found that the activities of superoxide dismutase and catalase were first stimulated and then inhibited, and the concentrations of superoxide dismutase enzymes in the environment with bigger particle size and lower concentration of PS MPs was higher than that in the environment with smaller particle size and higher concentrations of PS MPs. catalase enzyme showed an opposite trend in particle sizes and a similar trend in concentrations. The concentrations of malondialdehyde increased with the increase of PS MPs concentrations and the decrease of particle sizes, indicating that PS MPs could induce S. cerevisiae to produce a large amount of reactive oxygen species, resulting in severe oxidative damage to S. cerevisiae.
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Affiliation(s)
- Yiyan Tang
- Guangxi Key Laboratory of Environmental Pollution Control Theory and Technology, Guilin University of Technology, Guilin, People's Republic of China
- Engineering Research Center of Watershed Protection and Green Development, University of Guangxi, Guilin University of Technology, Guilin, People's Republic of China
| | - Caixia Yang
- Guangxi Key Laboratory of Environmental Pollution Control Theory and Technology, Guilin University of Technology, Guilin, People's Republic of China
- Engineering Research Center of Watershed Protection and Green Development, University of Guangxi, Guilin University of Technology, Guilin, People's Republic of China
| | - Jianmei Zou
- College of Chemical and Biological Engineering, Guilin University of Technology, Guilin, People's Republic of China
| | - Huijun He
- Guangxi Key Laboratory of Environmental Pollution Control Theory and Technology, Guilin University of Technology, Guilin, People's Republic of China
- Engineering Research Center of Watershed Protection and Green Development, University of Guangxi, Guilin University of Technology, Guilin, People's Republic of China
| | - Dunqiu Wang
- Guangxi Key Laboratory of Environmental Pollution Control Theory and Technology, Guilin University of Technology, Guilin, People's Republic of China
- Engineering Research Center of Watershed Protection and Green Development, University of Guangxi, Guilin University of Technology, Guilin, People's Republic of China
| | - Shaocui Feng
- Guangxi Key Laboratory of Environmental Pollution Control Theory and Technology, Guilin University of Technology, Guilin, People's Republic of China
- Engineering Research Center of Watershed Protection and Green Development, University of Guangxi, Guilin University of Technology, Guilin, People's Republic of China
| | - Yan Chen
- Guangxi Key Laboratory of Environmental Pollution Control Theory and Technology, Guilin University of Technology, Guilin, People's Republic of China
- Engineering Research Center of Watershed Protection and Green Development, University of Guangxi, Guilin University of Technology, Guilin, People's Republic of China
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Shi Y, Tang L, Shao Q, Jiang Y, Wang Z, Peng C, Gu T, Li Z. The dynamic roles of intracellular vacuoles in heavy metal detoxification by Rhodotorula mucilaginosa. J Appl Microbiol 2024; 135:lxae241. [PMID: 39284782 DOI: 10.1093/jambio/lxae241] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2024] [Revised: 08/20/2024] [Accepted: 09/15/2024] [Indexed: 09/27/2024]
Abstract
AIMS Rhodotorula mucilaginosa (Rho) can develop a range of strategies to resist the toxicity of heavy metals. This study aimed to investigate the physiological responses and transcriptomic regulation of the fungus under different heavy metal stresses. METHODS AND RESULTS This study applied transmission electron microscopy and RNA-seq to investigate the fungal resistance to Pb, Cd, and Cu stresses. Under Pb stress, the activated autophagy-related genes, vesicle-fusing ATPase, and vacuolar ATP synthase improved vacuolar sequestration. This offsets the loss of lipids. However, the metal sequestration by vacuoles was not improved under Cd stress. Vacuolar fusion was also inhibited following the interference of intravacuolar Ca2+ due to their similar ionic radii. Cu2+ showed the maximum toxic effects due to its lowest cellular sorption (as low as 7%) with respect to Pb2+ and Cd2+, although the efflux pumps and divalent metal ion transporters partially contributed to the detoxification. CONCLUSIONS Divalent cation transporters and vacuolar sequestration are the critical strategies for Rho to resist Pb stress. Superoxide dismutase (SOD) is the main strategy for Cd resistance in Rho. The intracellular Cu level was decreased by efflux pump and divalent metal ion transporters.
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Affiliation(s)
- Yixiao Shi
- College of Resources and Environmental Sciences, Nanjing Agricultural University, No.1 Weigang, Xiaolingwei Street, Xuanwu District, Nanjing, Jiangsu 210095, China
- State Key Laboratory of Crop Genetics and Germplasm Enhancement, College of Horticulture, Nanjing Agricultural University, No.1 Weigang, Xiaolingwei Street, Xuanwu District, Nanjing, Jiangsu 210095, China
| | - Lingyi Tang
- College of Resources and Environmental Sciences, Nanjing Agricultural University, No.1 Weigang, Xiaolingwei Street, Xuanwu District, Nanjing, Jiangsu 210095, China
| | - Qi Shao
- College of Resources and Environmental Sciences, Nanjing Agricultural University, No.1 Weigang, Xiaolingwei Street, Xuanwu District, Nanjing, Jiangsu 210095, China
| | - Yizhou Jiang
- College of Resources and Environmental Sciences, Nanjing Agricultural University, No.1 Weigang, Xiaolingwei Street, Xuanwu District, Nanjing, Jiangsu 210095, China
| | - Zhijun Wang
- College of Resources and Environmental Sciences, Nanjing Agricultural University, No.1 Weigang, Xiaolingwei Street, Xuanwu District, Nanjing, Jiangsu 210095, China
| | - Chao Peng
- State Key Laboratory of Crop Genetics and Germplasm Enhancement, College of Horticulture, Nanjing Agricultural University, No.1 Weigang, Xiaolingwei Street, Xuanwu District, Nanjing, Jiangsu 210095, China
| | - Tingting Gu
- State Key Laboratory of Crop Genetics and Germplasm Enhancement, College of Horticulture, Nanjing Agricultural University, No.1 Weigang, Xiaolingwei Street, Xuanwu District, Nanjing, Jiangsu 210095, China
| | - Zhen Li
- College of Resources and Environmental Sciences, Nanjing Agricultural University, No.1 Weigang, Xiaolingwei Street, Xuanwu District, Nanjing, Jiangsu 210095, China
- National Research Center for Geoanalysis, Key Laboratory of Eco-geochemistry, Ministry of Natural Resources, No. 26, Baiwanzhuang Avenue, Xicheng District, Beijing 100037, China
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Transcriptome Analysis of the Influence of High-Pressure Carbon Dioxide on Saccharomyces cerevisiae under Sub-Lethal Condition. J Fungi (Basel) 2022; 8:jof8101011. [PMID: 36294576 PMCID: PMC9605315 DOI: 10.3390/jof8101011] [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: 08/11/2022] [Revised: 09/21/2022] [Accepted: 09/23/2022] [Indexed: 11/17/2022] Open
Abstract
High-pressure carbon dioxide (HPCD), a novel non-thermal pasteurization technology, has attracted the attention of scientists due to its high pasteurization efficiency at a lower temperature and pressure. However, the inactivation mechanism has not been well researched, and this has hindered its commercial application. In this work, we used a sub-lethal HPCD condition (4.0 MPa, 30 °C) and a recovery condition (30 °C) to repair the damaged cells. Transcriptome analysis was performed by using RNA sequencing and gene ontology analysis to investigate the detailed lethal mechanism caused by HPCD treatment. RT-qPCR analysis was conducted for certain upregulated genes, and the influence of HPCD on protoplasts and single-gene deletion strains was investigated. Six major categories of upregulated genes were identified, including genes associated with the pentose phosphate pathway (oxidative phase), cell wall organization or biogenesis, glutathione metabolism, protein refolding, phosphatidylcholine biosynthesis, and AdoMet synthesis, which are all considered to be associated with cell death induced by HPCD. The inactivation or structure alteration of YNL194Cp in the organelle membrane is considered the critical reason for cell death. We believe this work contributes to elucidating the cell-death mechanism and providing a direction for further research on non-thermal HPCD sterilization technology.
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Transcriptome Analysis on Key Metabolic Pathways in Rhodotorula mucilaginosa Under Pb(II) Stress. Appl Environ Microbiol 2022; 88:e0221521. [PMID: 35311507 DOI: 10.1128/aem.02215-21] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Rhodotorula mucilaginosa shows adaption to a broad range of Pb2+ stress. In this study, three key pathways, i.e., glycolysis (EMP), the tricarboxylic acid (TCA) cycle, and oxidative phosphorylation (OXPHOS), were investigated under 0-2,500 mg · L-1 Pb stress, primarily based on biochemical analysis and RNA sequencing. R. mucilaginosa cells showed similar metabolic response to low/medium (500/1000 mg · L-1) Pb2+ stress. High (2,500 mg · L-1) Pb2+ stress exerted severe cytotoxicity to R. mucilaginosa. The downregulation of HK under low-medium Pb2+ suggested a correlation with the low hexokinase enzymatic activity in vivo. However, IDH3, regulating a key step of circulation in TCA, was upregulated to promote ATP feedstock for downstream OXPHOS. Then, through activation of complex I & IV in the electron transport chain (ETC) and ATP synthase, ATP production was finally enhanced. This mechanism enabled fungal cells to compensate for ATP consumption under low-medium Pb2+ toxicity. Hence, R. mucilaginosa tolerance to such a broad range of Pb2+ concentrations can be attributed to energy adaption. In contrast, high Pb2+ stress caused ATP deficiency. Then, the subsequent degradation of intracellular defense systems further intensified Pb toxicity. This study correlated responses of EMP, TCA, and OXPHOS pathways in R. mucilaginosa under Pb stress, hence providing new insights into the fungal resistance to heavy metal stress. IMPORTANCE Glycolysis (EMP), the tricarboxylic acid (TCA) cycle, and oxidative phosphorylation (OXPHOS) are critical metabolism pathways for microorganisms to obtain energy during the resistance to heavy metal (HM) stress. However, these pathways at the genetic level have not been elucidated to evaluate their cytoprotective functions for Rhodotorula mucilaginosa under Pb stress. In this study, we investigated these three pathways based on biochemical analysis and RNA sequencing. Under low-medium (500-1,000 mg · L-1) Pb2+ stress, ATP production was stimulated mainly due to the upregulation of genes associated with the TCA cycle and the electron transport chain (ETC). Such an energy compensatory mechanism could allow R. mucilaginosa acclimation to a broad range of Pb2+ concentrations (up to 1000 mg · L-1). In contrast, high (2500 mg · L-1) Pb2+ stress exerted its excessive toxicity by provoking ATP deficiency and damage to intracellular resistance systems. This study provided new insights into R. mucilaginosa resistance to HM stress from the perspective of metabolism.
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Yan J, Zhao C, Ma Y, Yang W. Three-dimensional protein microarrays fabricated on reactive microsphere modified COC substrates. J Mater Chem B 2021; 10:293-301. [PMID: 34913463 DOI: 10.1039/d1tb02238e] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
Fabrication of three-dimensional (3D) surface structures for the high density immobilization of biomolecules is an effective way to prepare highly sensitive biochips. In this work, a strategy to attach polymeric microspheres on a cyclic olefin copolymer (COC) substrate for the preparation of a 3D protein chip was developed. The COC surface was firstly functionalized by the photograft technique with epoxy groups, which were subsequently converted to amine groups. Then monodisperse poly(styrene-alt-maleic anhydride) (PSM) copolymer microspheres were prepared by self-stabilized precipitation polymerization and deposited as a single layer on a modified COC surface to form a 3D surface texture. The surface roughness of the COC support undergoes a significant increase from 1.4 nm to 37.1 nm after deposition of PSM microspheres with a size of 460 nm, and the modified COC still maintains a transmittance of more than 63% at the fluorescence excitation wavelengths (555 nm and 647 nm). The immobilization efficiency of immunoglobulin G (IgG) on the 3D surface reached 75.6% and the immobilization density was calculated to be 0.255 μg cm-2, at a probe protein concentration of 200 μg mL-1. The 3D protein microarray can be rapidly blocked by gaseous ethylenediamine within 10 minutes due to the high reactivity of anhydride groups in PSM microspheres. Immunoassay results show that the 3D protein microarray achieved specific identification of the target protein with a linear detection range from 6.25 ng mL-1 to 250 ng mL-1 (R2 > 0.99) and a limit of detection of 8.87 ng mL-1. This strategy offers a novel way to develop high performance polymer-based 3D protein chips.
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Affiliation(s)
- Jian Yan
- State Key Laboratory of Chemical Resource Engineering, Beijing University of Chemical Technology, Beijing 100029, China.,Beijing Laboratory of Biomedical Materials, Beijing University of Chemical Technology, Beijing 100029, China.
| | - Changwen Zhao
- State Key Laboratory of Chemical Resource Engineering, Beijing University of Chemical Technology, Beijing 100029, China.,Beijing Laboratory of Biomedical Materials, Beijing University of Chemical Technology, Beijing 100029, China. .,Key Laboratory of Biomedical Materials of Natural Macromolecules, Ministry of Education, Beijing University of Chemical Technology, Beijing 100029, China
| | - Yuhong Ma
- Key Laboratory of Carbon Fiber and Functional Polymers, Ministry of Education, Beijing University of Chemical Technology, Beijing 100029, China
| | - Wantai Yang
- State Key Laboratory of Chemical Resource Engineering, Beijing University of Chemical Technology, Beijing 100029, China.,Beijing Laboratory of Biomedical Materials, Beijing University of Chemical Technology, Beijing 100029, China. .,Key Laboratory of Biomedical Materials of Natural Macromolecules, Ministry of Education, Beijing University of Chemical Technology, Beijing 100029, China
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Genome-wide toxicogenomic study of the lanthanides sheds light on the selective toxicity mechanisms associated with critical materials. Proc Natl Acad Sci U S A 2021; 118:2025952118. [PMID: 33903247 DOI: 10.1073/pnas.2025952118] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022] Open
Abstract
Lanthanides are a series of critical elements widely used in multiple industries, such as optoelectronics and healthcare. Although initially considered to be of low toxicity, concerns have emerged during the last few decades over their impact on human health. The toxicological profile of these metals, however, has been incompletely characterized, with most studies to date solely focusing on one or two elements within the group. In the current study, we assessed potential toxicity mechanisms in the lanthanide series using a functional toxicogenomics approach in baker's yeast, which shares many cellular pathways and functions with humans. We screened the homozygous deletion pool of 4,291 Saccharomyces cerevisiae strains with the lanthanides and identified both common and unique functional effects of these metals. Three very different trends were observed within the lanthanide series, where deletions of certain proteins on membranes and organelles had no effect on the cellular response to early lanthanides while inducing yeast sensitivity and resistance to middle and late lanthanides, respectively. Vesicle-mediated transport (primarily endocytosis) was highlighted by both gene ontology and pathway enrichment analyses as one of the main functions disturbed by the majority of the metals. Protein-protein network analysis indicated that yeast response to lanthanides relied on proteins that participate in regulatory paths used for calcium (and other biologically relevant cations), and lanthanide toxicity included disruption of biosynthetic pathways by enzyme inhibition. Last, multiple genes and proteins identified in the network analysis have human orthologs, suggesting that those may also be targeted by lanthanides in humans.
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Abstract
Accidental spills and the misuse of chemicals may lead to current and legacy environmental contamination and pose concerns over possible (eco)toxicological secondary effects and risks toward non-target microbes and higher eukaryotes, including humans, in ecosystems. In the last decades, scientists and regulators have faced requests to thoroughly screen, prioritize and predict the possible deleterious effects of the huge numbers of existing and emerging xenobiotics, wastewaters and environmental samples on biological systems. In this context, it has become necessary to develop and validate (eco)toxicity bioassays based on microorganisms (e.g., bacteria, microalga, yeast, filamentous fungi, protozoa) as test-organisms whose data should be meaningful for environmental (micro)organisms that may be exposed to contaminated environments. These generally simple, fast and cost-effective bioassays may be preliminary and complementary to the more complex and long-term whole-organism animal-based traditional ecotoxicity tests. With the goal of highlighting the potential offered by microbial-based bioassays as non-animal alternatives in (eco)toxicity testing, the present chapter provides an overview of the current state-of-the art in the development and use of microbial toxicity bioassays through the examination of relatively recent examples with a diverse range of toxicity endpoints. It goes into the (eco)toxicological relevance of these bioassays, ranging from the more traditional microalga- and bacterial-based assays already accepted at regulatory level and commercially available to the more innovative microbial transcriptional profiling and gene expression bioassays, including some examples of biosensors.
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Affiliation(s)
- Cristina A Viegas
- iBB-Institute for Bioengineering and Biosciences, Department of Bioengineering, Instituto Superior Técnico, Universidade de Lisboa, Lisbon, Portugal.
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Serra A, Fratello M, del Giudice G, Saarimäki LA, Paci M, Federico A, Greco D. TinderMIX: Time-dose integrated modelling of toxicogenomics data. Gigascience 2020; 9:giaa055. [PMID: 32449777 PMCID: PMC7247400 DOI: 10.1093/gigascience/giaa055] [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: 02/27/2020] [Revised: 04/22/2020] [Accepted: 05/05/2020] [Indexed: 12/19/2022] Open
Abstract
BACKGROUND Omics technologies have been widely applied in toxicology studies to investigate the effects of different substances on exposed biological systems. A classical toxicogenomic study consists in testing the effects of a compound at different dose levels and different time points. The main challenge consists in identifying the gene alteration patterns that are correlated to doses and time points. The majority of existing methods for toxicogenomics data analysis allow the study of the molecular alteration after the exposure (or treatment) at each time point individually. However, this kind of analysis cannot identify dynamic (time-dependent) events of dose responsiveness. RESULTS We propose TinderMIX, an approach that simultaneously models the effects of time and dose on the transcriptome to investigate the course of molecular alterations exerted in response to the exposure. Starting from gene log fold-change, TinderMIX fits different integrated time and dose models to each gene, selects the optimal one, and computes its time and dose effect map; then a user-selected threshold is applied to identify the responsive area on each map and verify whether the gene shows a dynamic (time-dependent) and dose-dependent response; eventually, responsive genes are labelled according to the integrated time and dose point of departure. CONCLUSIONS To showcase the TinderMIX method, we analysed 2 drugs from the Open TG-GATEs dataset, namely, cyclosporin A and thioacetamide. We first identified the dynamic dose-dependent mechanism of action of each drug and compared them. Our analysis highlights that different time- and dose-integrated point of departure recapitulates the toxicity potential of the compounds as well as their dynamic dose-dependent mechanism of action.
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Affiliation(s)
- Angela Serra
- Faculty of Medicine and Health Technology, Tampere University, Arvo Ylpön katu 34, 33520, Tampere, Finland
- BioMediTech Institute, Tampere University, Arvo Ylpön katu 34, 33520, Tampere, Finland
| | - Michele Fratello
- Faculty of Medicine and Health Technology, Tampere University, Arvo Ylpön katu 34, 33520, Tampere, Finland
- BioMediTech Institute, Tampere University, Arvo Ylpön katu 34, 33520, Tampere, Finland
| | - Giusy del Giudice
- Faculty of Medicine and Health Technology, Tampere University, Arvo Ylpön katu 34, 33520, Tampere, Finland
- BioMediTech Institute, Tampere University, Arvo Ylpön katu 34, 33520, Tampere, Finland
| | - Laura Aliisa Saarimäki
- Faculty of Medicine and Health Technology, Tampere University, Arvo Ylpön katu 34, 33520, Tampere, Finland
- BioMediTech Institute, Tampere University, Arvo Ylpön katu 34, 33520, Tampere, Finland
| | - Michelangelo Paci
- BioMediTech Institute, Tampere University, Arvo Ylpön katu 34, 33520, Tampere, Finland
| | - Antonio Federico
- Faculty of Medicine and Health Technology, Tampere University, Arvo Ylpön katu 34, 33520, Tampere, Finland
- BioMediTech Institute, Tampere University, Arvo Ylpön katu 34, 33520, Tampere, Finland
| | - Dario Greco
- Faculty of Medicine and Health Technology, Tampere University, Arvo Ylpön katu 34, 33520, Tampere, Finland
- BioMediTech Institute, Tampere University, Arvo Ylpön katu 34, 33520, Tampere, Finland
- Institute of Biotechnology, University of Helsinki, Viikinkaari 5, 00014, Helsinki, Finland
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Transcriptomics in Toxicogenomics, Part I: Experimental Design, Technologies, Publicly Available Data, and Regulatory Aspects. NANOMATERIALS 2020; 10:nano10040750. [PMID: 32326418 PMCID: PMC7221878 DOI: 10.3390/nano10040750] [Citation(s) in RCA: 39] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 03/10/2020] [Revised: 04/02/2020] [Accepted: 04/03/2020] [Indexed: 02/07/2023]
Abstract
The starting point of successful hazard assessment is the generation of unbiased and trustworthy data. Conventional toxicity testing deals with extensive observations of phenotypic endpoints in vivo and complementing in vitro models. The increasing development of novel materials and chemical compounds dictates the need for a better understanding of the molecular changes occurring in exposed biological systems. Transcriptomics enables the exploration of organisms' responses to environmental, chemical, and physical agents by observing the molecular alterations in more detail. Toxicogenomics integrates classical toxicology with omics assays, thus allowing the characterization of the mechanism of action (MOA) of chemical compounds, novel small molecules, and engineered nanomaterials (ENMs). Lack of standardization in data generation and analysis currently hampers the full exploitation of toxicogenomics-based evidence in risk assessment. To fill this gap, TGx methods need to take into account appropriate experimental design and possible pitfalls in the transcriptomic analyses as well as data generation and sharing that adhere to the FAIR (Findable, Accessible, Interoperable, and Reusable) principles. In this review, we summarize the recent advancements in the design and analysis of DNA microarray, RNA sequencing (RNA-Seq), and single-cell RNA-Seq (scRNA-Seq) data. We provide guidelines on exposure time, dose and complex endpoint selection, sample quality considerations and sample randomization. Furthermore, we summarize publicly available data resources and highlight applications of TGx data to understand and predict chemical toxicity potential. Additionally, we discuss the efforts to implement TGx into regulatory decision making to promote alternative methods for risk assessment and to support the 3R (reduction, refinement, and replacement) concept. This review is the first part of a three-article series on Transcriptomics in Toxicogenomics. These initial considerations on Experimental Design, Technologies, Publicly Available Data, Regulatory Aspects, are the starting point for further rigorous and reliable data preprocessing and modeling, described in the second and third part of the review series.
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Gil FN, Gonçalves AC, Becker JD, Viegas CA. Comparative analysis of transcriptomic responses to sub-lethal levels of six environmentally relevant pesticides in Saccharomyces cerevisiae. ECOTOXICOLOGY (LONDON, ENGLAND) 2018; 27:871-889. [PMID: 29611082 DOI: 10.1007/s10646-018-1929-1] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 03/17/2018] [Indexed: 06/08/2023]
Abstract
Accidental spills and misuse of pesticides may lead to current and/or legacy environmental contamination and may pose concerns regarding possible risks towards non-target microbes and higher eukaryotes in ecosystems. The present study was aimed at comparing transcriptomic responses to effects of sub-lethal levels of six environmentally relevant pesticide active substances in the Saccharomyces cerevisiae eukaryotic model. The insecticide carbofuran, the fungicide pyrimethanil and the herbicides alachlor, S-metolachlor, diuron and methyl(4-chloro-2-methylphenoxy)acetate were studied. Some are currently used agricultural pesticides, while others are under restricted utilization or banned in Europe and/or North America albeit being used in other geographical locations. In the present work transcriptional profiles representing genome-wide responses in a standardized yeast population upon 2 h of exposure to concentrations of each compound exerting equivalent toxic effects, i.e., inhibition of growth by 20% relative to the untreated control cells, were examined. Hierarchical clustering and Venn analyses of the datasets of differentially expressed genes pointed out transcriptional patterns distinguishable between the six active substances. Functional enrichment analyses allowed predicting mechanisms of pesticide toxicity and response to pesticide stress in the yeast model. In general, variations in transcript numbers of selected genes assessed by Real-Time quantitative reverse transcription polymerase chain reaction confirmed microarray data and correlated well with growth inhibitory effects. A possible biological relevance of mechanistic predictions arising from these comparative transcriptomic analyses is discussed in the context of better understanding potential modes of action and adverse side-effects of pesticides.
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Affiliation(s)
- Fátima N Gil
- iBB-Institute for Bioengineering and Biosciences, Instituto Superior Técnico (IST), Universidade de Lisboa (UL), Av Rovisco Pais, 1049-001, Lisboa, Portugal
| | - Alina C Gonçalves
- iBB-Institute for Bioengineering and Biosciences, Instituto Superior Técnico (IST), Universidade de Lisboa (UL), Av Rovisco Pais, 1049-001, Lisboa, Portugal
| | - Jörg D Becker
- Instituto Gulbenkian de Ciência, Rua da Quinta Grande N°6, 2780-156, Oeiras, Portugal
| | - Cristina A Viegas
- iBB-Institute for Bioengineering and Biosciences, Instituto Superior Técnico (IST), Universidade de Lisboa (UL), Av Rovisco Pais, 1049-001, Lisboa, Portugal.
- Department of Bioengineering, IST, UL, Av Rovisco Pais, 1049-001, Lisboa, Portugal.
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11
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Alexander-Dann B, Pruteanu LL, Oerton E, Sharma N, Berindan-Neagoe I, Módos D, Bender A. Developments in toxicogenomics: understanding and predicting compound-induced toxicity from gene expression data. Mol Omics 2018; 14:218-236. [PMID: 29917034 PMCID: PMC6080592 DOI: 10.1039/c8mo00042e] [Citation(s) in RCA: 65] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2018] [Accepted: 05/08/2018] [Indexed: 12/12/2022]
Abstract
The toxicogenomics field aims to understand and predict toxicity by using 'omics' data in order to study systems-level responses to compound treatments. In recent years there has been a rapid increase in publicly available toxicological and 'omics' data, particularly gene expression data, and a corresponding development of methods for its analysis. In this review, we summarize recent progress relating to the analysis of RNA-Seq and microarray data, review relevant databases, and highlight recent applications of toxicogenomics data for understanding and predicting compound toxicity. These include the analysis of differentially expressed genes and their enrichment, signature matching, methods based on interaction networks, and the analysis of co-expression networks. In the future, these state-of-the-art methods will likely be combined with new technologies, such as whole human body models, to produce a comprehensive systems-level understanding of toxicity that reduces the necessity of in vivo toxicity assessment in animal models.
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Affiliation(s)
- Benjamin Alexander-Dann
- University of Cambridge
, Centre for Molecular Informatics
, Department of Chemistry
,
Lensfield Road
, Cambridge CB2 1EW
, UK
.
;
| | - Lavinia Lorena Pruteanu
- University of Cambridge
, Centre for Molecular Informatics
, Department of Chemistry
,
Lensfield Road
, Cambridge CB2 1EW
, UK
.
;
- Babeş-Bolyai University
, Institute for Doctoral Studies
,
1 Kogălniceanu Street
, Cluj-Napoca 400084
, Romania
- University of Medicine and Pharmacy “Iuliu Haţieganu”
, MedFuture Research Centre for Advanced Medicine
,
23 Marinescu Street/4-6 Pasteur Street
, Cluj-Napoca 400337
, Romania
| | - Erin Oerton
- University of Cambridge
, Centre for Molecular Informatics
, Department of Chemistry
,
Lensfield Road
, Cambridge CB2 1EW
, UK
.
;
| | - Nitin Sharma
- University of Cambridge
, Centre for Molecular Informatics
, Department of Chemistry
,
Lensfield Road
, Cambridge CB2 1EW
, UK
.
;
| | - Ioana Berindan-Neagoe
- University of Medicine and Pharmacy “Iuliu Haţieganu”
, MedFuture Research Centre for Advanced Medicine
,
23 Marinescu Street/4-6 Pasteur Street
, Cluj-Napoca 400337
, Romania
- University of Medicine and Pharmacy “Iuliu Haţieganu”
, Research Center for Functional Genomics
, Biomedicine and Translational Medicine
,
23 Marinescu Street
, Cluj-Napoca 400337
, Romania
- The Oncology Institute “Prof. Dr Ion Chiricuţă”
, Department of Functional Genomics and Experimental Pathology
,
34-36 Republicii Street
, Cluj-Napoca 400015
, Romania
| | - Dezső Módos
- University of Cambridge
, Centre for Molecular Informatics
, Department of Chemistry
,
Lensfield Road
, Cambridge CB2 1EW
, UK
.
;
| | - Andreas Bender
- University of Cambridge
, Centre for Molecular Informatics
, Department of Chemistry
,
Lensfield Road
, Cambridge CB2 1EW
, UK
.
;
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12
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Lazard M, Dauplais M, Blanquet S, Plateau P. Recent advances in the mechanism of selenoamino acids toxicity in eukaryotic cells. Biomol Concepts 2018; 8:93-104. [PMID: 28574376 DOI: 10.1515/bmc-2017-0007] [Citation(s) in RCA: 57] [Impact Index Per Article: 8.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2017] [Accepted: 05/03/2017] [Indexed: 12/31/2022] Open
Abstract
Selenium is an essential trace element due to its incorporation into selenoproteins with important biological functions. However, at high doses it is toxic. Selenium toxicity is generally attributed to the induction of oxidative stress. However, it has become apparent that the mode of action of seleno-compounds varies, depending on its chemical form and speciation. Recent studies in various eukaryotic systems, in particular the model organism Saccharomyces cerevisiae, provide new insights on the cytotoxic mechanisms of selenomethionine and selenocysteine. This review first summarizes current knowledge on reactive oxygen species (ROS)-induced genotoxicity of inorganic selenium species. Then, we discuss recent advances on our understanding of the molecular mechanisms of selenocysteine and selenomethionine cytotoxicity. We present evidences indicating that both oxidative stress and ROS-independent mechanisms contribute to selenoamino acids cytotoxicity. These latter mechanisms include disruption of protein homeostasis by selenocysteine misincorporation in proteins and/or reaction of selenols with protein thiols.
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13
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Oliveira ÉAD, Lima DSD, Cardozo LE, Souza GFD, de Souza N, Alves-Fernandes DK, Faião-Flores F, Quincoces JAP, Barros SBDM, Nakaya HI, Monteiro G, Maria-Engler SS. Toxicogenomic and bioinformatics platforms to identify key molecular mechanisms of a curcumin-analogue DM-1 toxicity in melanoma cells. Pharmacol Res 2017; 125:178-187. [PMID: 28882690 DOI: 10.1016/j.phrs.2017.08.018] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/10/2017] [Revised: 07/31/2017] [Accepted: 08/30/2017] [Indexed: 12/17/2022]
Abstract
Melanoma is a highly invasive and metastatic cancer with high mortality rates and chemoresistance. Around 50% of melanomas are driven by activating mutations in BRAF that has led to the development of potent anti-BRAF inhibitors. However resistance to anti-BRAF therapy usually develops within a few months and consequently there is a need to identify alternative therapies that will bypass BRAF inhibitor resistance. The curcumin analogue DM-1 (sodium 4-[5-(4-hydroxy-3-methoxy-phenyl)-3-oxo-penta-1,4-dienyl]-2-methoxy-phenolate) has substantial anti-tumor activity in melanoma, but its mechanism of action remains unclear. Here we use a synthetic lethal genetic screen in Saccharomyces cerevisiae to identify 211 genes implicated in sensitivity to DM-1 toxicity. From these 211 genes, 74 had close human orthologues implicated in oxidative phosphorylation, insulin signaling and iron and RNA metabolism. Further analysis identified 7 target genes (ADK, ATP6V0B, PEMT, TOP1, ZFP36, ZFP36L1, ZFP36L2) with differential expression during melanoma progression implicated in regulation of tumor progression, cell differentiation, and epithelial-mesenchymal transition. Of these TOP1 and ADK were regulated by DM-1 in treatment-naïve and vemurafenib-resistant melanoma cells respectively. These data reveal that the anticancer effect of curcumin analogues is likely to be mediated via multiple targets and identify several genes that represent candidates for combinatorial targeting in melanoma.
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Affiliation(s)
- Érica Aparecida de Oliveira
- Skin Biology Group, Clinical Chemistry and Toxicology Department, School of Pharmaceutical Sciences, University of Sao Paulo, FCF/USP, Sao Paulo, Brazil
| | - Diogenes Saulo de Lima
- Computational Systems Biology Laboratory, School of Pharmaceutical Sciences, University of Sao Paulo, FCF/USP, Sao Paulo, Brazil
| | - Lucas Esteves Cardozo
- Computational Systems Biology Laboratory, School of Pharmaceutical Sciences, University of Sao Paulo, FCF/USP, Sao Paulo, Brazil
| | | | - Nayane de Souza
- Skin Biology Group, Clinical Chemistry and Toxicology Department, School of Pharmaceutical Sciences, University of Sao Paulo, FCF/USP, Sao Paulo, Brazil
| | - Debora Kristina Alves-Fernandes
- Skin Biology Group, Clinical Chemistry and Toxicology Department, School of Pharmaceutical Sciences, University of Sao Paulo, FCF/USP, Sao Paulo, Brazil
| | - Fernanda Faião-Flores
- Skin Biology Group, Clinical Chemistry and Toxicology Department, School of Pharmaceutical Sciences, University of Sao Paulo, FCF/USP, Sao Paulo, Brazil
| | | | - Silvia Berlanga de Moraes Barros
- Skin Biology Group, Clinical Chemistry and Toxicology Department, School of Pharmaceutical Sciences, University of Sao Paulo, FCF/USP, Sao Paulo, Brazil
| | - Helder I Nakaya
- Computational Systems Biology Laboratory, School of Pharmaceutical Sciences, University of Sao Paulo, FCF/USP, Sao Paulo, Brazil
| | - Gisele Monteiro
- Biochemical Pharmaceutical Technology Department, School of Pharmaceutical Sciences, University of Sao Paulo, FCF/USP, Sao Paulo, Brazil
| | - Silvya Stuchi Maria-Engler
- Skin Biology Group, Clinical Chemistry and Toxicology Department, School of Pharmaceutical Sciences, University of Sao Paulo, FCF/USP, Sao Paulo, Brazil.
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14
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Zhu X, Zou S, Li Y, Liang Y. Transcriptomic analysis of Saccharomyces cerevisiae upon honokiol treatment. Res Microbiol 2017; 168:626-635. [DOI: 10.1016/j.resmic.2017.04.007] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2016] [Revised: 04/05/2017] [Accepted: 04/20/2017] [Indexed: 01/15/2023]
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15
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Morgan MB, Edge SE, Venn AA, Jones RJ. Developing transcriptional profiles in Orbicella franksi exposed to copper: Characterizing responses associated with a spectrum of laboratory-controlled environmental conditions. AQUATIC TOXICOLOGY (AMSTERDAM, NETHERLANDS) 2017; 189:60-76. [PMID: 28599170 DOI: 10.1016/j.aquatox.2017.05.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/23/2017] [Revised: 04/23/2017] [Accepted: 05/09/2017] [Indexed: 06/07/2023]
Affiliation(s)
- Michael B Morgan
- Department of Biology, Berry College, School of Mathematics and Natural Sciences, 2277 Martha Berry Hwy, Mount Berry, GA, 30149, USA.
| | - Sara E Edge
- Hawaii Pacific University, 45-045 Kamehameha Hwy, Kaneohe, HI, 96744, USA
| | - Alexander A Venn
- Marine Biology Department et Laboratoire International Associé 647 "BIOSENSIB", Centre Scientifique de Monaco, 8 Quai Antoine 1er, MC98000, Monaco
| | - Ross J Jones
- Australian Institute of Marine Science (AIMS), Perth, 6009, Australia
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16
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Different Toxicity Mechanisms for Citrinin and Ochratoxin A Revealed by Transcriptomic Analysis in Yeast. Toxins (Basel) 2016; 8:toxins8100273. [PMID: 27669300 PMCID: PMC5086634 DOI: 10.3390/toxins8100273] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2016] [Revised: 09/13/2016] [Accepted: 09/17/2016] [Indexed: 11/30/2022] Open
Abstract
Citrinin (CIT) and ochratoxin A (OTA) are important mycotoxins, which frequently co-contaminate foodstuff. In order to assess the toxicologic threat posed by the two mycotoxins separately or in combination, their biological effects were studied here using genomic transcription profiling and specific live cell gene expression reporters in yeast cells. Both CIT and OTA cause highly transient transcriptional activation of different stress genes, which is greatly enhanced by the disruption of the multidrug exporter Pdr5. Therefore, we performed genome-wide transcription profiling experiments with the pdr5 mutant in response to acute CIT, OTA, or combined CIT/OTA exposure. We found that CIT and OTA activate divergent and largely nonoverlapping gene sets in yeast. CIT mainly caused the rapid induction of antioxidant and drug extrusion-related gene functions, while OTA mainly deregulated developmental genes related with yeast sporulation and sexual reproduction, having only a minor effect on the antioxidant response. The simultaneous exposure to CIT and OTA gave rise to a genomic response, which combined the specific features of the separated mycotoxin treatments. The application of stress-specific mutants and reporter gene fusions further confirmed that both mycotoxins have divergent biological effects in cells. Our results indicate that CIT exposure causes a strong oxidative stress, which triggers a massive transcriptional antioxidant and drug extrusion response, while OTA mainly deregulates developmental genes and only marginally induces the antioxidant defense.
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17
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Gil FN, Bellí G, Viegas CA. TheSaccharomyces cerevisiaeresponse to stress caused by the herbicidal active substance alachlor requires the iron regulon transcription factor Aft1p. Environ Microbiol 2016; 19:485-499. [DOI: 10.1111/1462-2920.13439] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2015] [Accepted: 06/27/2016] [Indexed: 12/28/2022]
Affiliation(s)
- Fátima N. Gil
- iBB-Institute for Bioengineering and Biosciences; Instituto Superior Técnico (IST), Universidade de Lisboa (UL); Av. Rovisco Pais Lisboa 1049-001 Portugal
| | - Gemma Bellí
- Department of Basic Medical Sciences; IRBLleida, University of Lleida; Rovira Roure 80 Lleida 25198 Spain
| | - Cristina A. Viegas
- iBB-Institute for Bioengineering and Biosciences; Instituto Superior Técnico (IST), Universidade de Lisboa (UL); Av. Rovisco Pais Lisboa 1049-001 Portugal
- Department of Bioengineering; Instituto Superior Técnico (IST), Universidade de Lisboa (UL); Av. Rovisco Pais Lisboa 1049-001 Portugal
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18
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Akinosho H, Rydzak T, Borole A, Ragauskas A, Close D. Toxicological challenges to microbial bioethanol production and strategies for improved tolerance. ECOTOXICOLOGY (LONDON, ENGLAND) 2015; 24:2156-2174. [PMID: 26423392 DOI: 10.1007/s10646-015-1543-4] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 09/16/2015] [Indexed: 06/05/2023]
Abstract
Bioethanol production output has increased steadily over the last two decades and is now beginning to become competitive with traditional liquid transportation fuels due to advances in engineering, the identification of new production host organisms, and the development of novel biodesign strategies. A significant portion of these efforts has been dedicated to mitigating the toxicological challenges encountered across the bioethanol production process. From the release of potentially cytotoxic or inhibitory compounds from input feedstocks, through the metabolic co-synthesis of ethanol and potentially detrimental byproducts, and to the potential cytotoxicity of ethanol itself, each stage of bioethanol production requires the application of genetic or engineering controls that ensure the host organisms remain healthy and productive to meet the necessary economies required for large scale production. In addition, as production levels continue to increase, there is an escalating focus on the detoxification of the resulting waste streams to minimize their environmental impact. This review will present the major toxicological challenges encountered throughout each stage of the bioethanol production process and the commonly employed strategies for reducing or eliminating potential toxic effects.
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Affiliation(s)
- Hannah Akinosho
- Renewable BioProducts Institute, Georgia Institute of Technology, Atlanta, GA, USA
- BioEnergy Science Center, Oak Ridge National Laboratory, P.O. Box 2008, Oak Ridge, TN, 37831, USA
| | - Thomas Rydzak
- BioEnergy Science Center, Oak Ridge National Laboratory, P.O. Box 2008, Oak Ridge, TN, 37831, USA
- Biosciences Division, Oak Ridge National Laboratory, P.O. Box 2008, MS6342, Oak Ridge, TN, 37831-6342, USA
| | - Abhijeet Borole
- Biosciences Division, Oak Ridge National Laboratory, P.O. Box 2008, MS6342, Oak Ridge, TN, 37831-6342, USA
- Department of Chemical and Biomolecular Engineering, University of Tennessee, Knoxville, TN, USA
- Bredesen Center for Interdisciplinary Research and Education, University of Tennessee, Knoxville, TN, USA
| | - Arthur Ragauskas
- Renewable BioProducts Institute, Georgia Institute of Technology, Atlanta, GA, USA
- BioEnergy Science Center, Oak Ridge National Laboratory, P.O. Box 2008, Oak Ridge, TN, 37831, USA
- Department of Chemical and Biomolecular Engineering, University of Tennessee, Knoxville, TN, USA
| | - Dan Close
- Biosciences Division, Oak Ridge National Laboratory, P.O. Box 2008, MS6342, Oak Ridge, TN, 37831-6342, USA.
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19
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Zhang C, Li Z, Zhang X, Yuan L, Dai H, Xiao W. Transcriptomic profiling of chemical exposure reveals roles of Yap1 in protecting yeast cells from oxidative and other types of stresses. Yeast 2015; 33:5-19. [DOI: 10.1002/yea.3135] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2015] [Accepted: 09/04/2015] [Indexed: 12/24/2022] Open
Affiliation(s)
- Chao Zhang
- State Key Laboratory of Fresh Water Ecology and Biotechnology, Institute of Hydrobiology; Chinese Academy of Sciences; Wuhan People's Republic of China
- University of Chinese Academy of Sciences; Beijing People's Republic of China
| | - Zhouquan Li
- State Key Laboratory of Fresh Water Ecology and Biotechnology, Institute of Hydrobiology; Chinese Academy of Sciences; Wuhan People's Republic of China
- University of Chinese Academy of Sciences; Beijing People's Republic of China
| | - Xiaohua Zhang
- State Key Laboratory of Fresh Water Ecology and Biotechnology, Institute of Hydrobiology; Chinese Academy of Sciences; Wuhan People's Republic of China
| | - Li Yuan
- State Key Laboratory of Fresh Water Ecology and Biotechnology, Institute of Hydrobiology; Chinese Academy of Sciences; Wuhan People's Republic of China
| | - Heping Dai
- State Key Laboratory of Fresh Water Ecology and Biotechnology, Institute of Hydrobiology; Chinese Academy of Sciences; Wuhan People's Republic of China
| | - Wei Xiao
- College of Life Sciences; Capital Normal University; Beijing People's Republic of China
- Department of Microbiology and Immunology; University of Saskatchewan; Saskatoon Canada
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20
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Yeast toxicogenomics: lessons from a eukaryotic cell model and cell factory. Curr Opin Biotechnol 2015; 33:183-91. [DOI: 10.1016/j.copbio.2015.03.001] [Citation(s) in RCA: 37] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2014] [Revised: 02/16/2015] [Accepted: 03/05/2015] [Indexed: 12/21/2022]
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21
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Gil FN, Moreira-Santos M, Chelinho S, Pereira C, Feliciano JR, Leitão JH, Sousa JP, Ribeiro R, Viegas CA. Suitability of a Saccharomyces cerevisiae-based assay to assess the toxicity of pyrimethanil sprayed soils via surface runoff: comparison with standard aquatic and soil toxicity assays. THE SCIENCE OF THE TOTAL ENVIRONMENT 2015; 505:161-171. [PMID: 25461018 DOI: 10.1016/j.scitotenv.2014.09.094] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/01/2014] [Revised: 09/27/2014] [Accepted: 09/28/2014] [Indexed: 06/04/2023]
Abstract
The present study is aimed at evaluating whether a gene expression assay with the microbial eukaryotic model Saccharomyces cerevisiae could be used as a suitable warning tool for the rapid preliminary screening of potential toxic effects on organisms due to scenarios of soil and water contamination with pyrimethanil. The assay consisted of measuring changes in the expression of the selected pyrimethanil-responsive genes ARG3 and ARG5,6 in a standardized yeast population. Evaluation was held by assessing the toxicity of surface runoff, a major route of pesticide exposure in aquatic systems due to non-point-source pollution, which was simulated with a pyrimethanil formulation at a semifield scale mimicking worst-case scenarios of soil contamination (e.g. accident or improper disposal). Yeast cells 2-h exposure to the runoff samples led to a significant 2-fold increase in the expression of both indicator genes. These results were compared with those from assays with organisms relevant for the aquatic and soil compartments, namely the nematode Caenorhabditis elegans (reproduction), the freshwater cladoceran Daphnia magna (survival and reproduction), the benthic midge Chironomus riparius (growth), and the soil invertebrates Folsomia candida and Enchytraeus crypticus (survival and reproduction). Under the experimental conditions used to simulate accidental discharges into soil, runoff waters were highly toxic to the standard test organisms, except for C. elegans. Overall, results point out the usefulness of the yeast assay to provide a rapid preview of the toxicity level in preliminary screenings of environmental samples in situations of inadvertent high pesticide contamination. Advantages and limitations of this novel method are discussed.
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Affiliation(s)
- Fátima N Gil
- IBB-Institute for Biotechnology and Bioengineering, Instituto Superior Técnico, Av. Rovisco Pais, 1049-001 Lisboa, Portugal
| | - Matilde Moreira-Santos
- IMAR-Instituto do Mar & MARE-Marine and Environmental Sciences Centre, Department of Life Sciences, University of Coimbra, Apartado 3046, 3001-401 Coimbra, Portugal
| | - Sónia Chelinho
- IMAR-Instituto do Mar & MARE-Marine and Environmental Sciences Centre, Department of Life Sciences, University of Coimbra, Apartado 3046, 3001-401 Coimbra, Portugal
| | - Carla Pereira
- IMAR-Instituto do Mar & MARE-Marine and Environmental Sciences Centre, Department of Life Sciences, University of Coimbra, Apartado 3046, 3001-401 Coimbra, Portugal
| | - Joana R Feliciano
- IBB-Institute for Biotechnology and Bioengineering, Instituto Superior Técnico, Av. Rovisco Pais, 1049-001 Lisboa, Portugal
| | - Jorge H Leitão
- Department of Bioengineering, Instituto Superior Técnico, Universidade de Lisboa, Av. Rovisco Pais, 1049-001 Lisboa, Portugal; IBB-Institute for Biotechnology and Bioengineering, Instituto Superior Técnico, Av. Rovisco Pais, 1049-001 Lisboa, Portugal
| | - José P Sousa
- IMAR-Instituto do Mar & MARE-Marine and Environmental Sciences Centre, Department of Life Sciences, University of Coimbra, Apartado 3046, 3001-401 Coimbra, Portugal
| | - Rui Ribeiro
- IMAR-Instituto do Mar & MARE-Marine and Environmental Sciences Centre, Department of Life Sciences, University of Coimbra, Apartado 3046, 3001-401 Coimbra, Portugal
| | - Cristina A Viegas
- Department of Bioengineering, Instituto Superior Técnico, Universidade de Lisboa, Av. Rovisco Pais, 1049-001 Lisboa, Portugal; IBB-Institute for Biotechnology and Bioengineering, Instituto Superior Técnico, Av. Rovisco Pais, 1049-001 Lisboa, Portugal.
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22
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Hull CM, Purdy NJ, Moody SC. Mitigation of human-pathogenic fungi that exhibit resistance to medical agents: can clinical antifungal stewardship help? Future Microbiol 2015; 9:307-25. [PMID: 24762306 DOI: 10.2217/fmb.13.160] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
Reducing indiscriminate antimicrobial usage to combat the expansion of multidrug-resistant human-pathogenic bacteria is fundamental to clinical antibiotic stewardship. In contrast to bacteria, fungal resistance traits are not understood to be propagated via mobile genetic elements, and it has been proposed that a global explosion of resistance to medical antifungals is therefore unlikely. Clinical antifungal stewardship has focused instead on reducing the drug toxicity and high costs associated with medical agents. Mitigating the problem of human-pathogenic fungi that exhibit resistance to antimicrobials is an emergent issue. This article addresses the extent to which clinical antifungal stewardship could influence the scale and epidemiology of resistance to medical antifungals both now and in the future. The importance of uncharted selection pressure exerted by agents outside the clinical setting (agricultural pesticides, industrial xenobiotics, biocides, pharmaceutical waste and others) on environmentally ubiquitous spore-forming molds that are lesserstudied but increasingly responsible for drug-refractory infections is considered.
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Affiliation(s)
- Claire M Hull
- Swansea University, College of Medicine, Institute of Life Science: Microbes & Immunity, SA2 8PP, Wales, UK
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23
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Gil FN, Becker JD, Viegas CA. Potential mechanisms underlying response to effects of the fungicide pyrimethanil from gene expression profiling in Saccharomyces cerevisiae. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2014; 62:5237-5247. [PMID: 24835131 DOI: 10.1021/jf5007775] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/03/2023]
Abstract
Pyrimethanil is a fungicide mostly applied in vineyards. When misused, residue levels detected in grape must or in the environment may be of concern. The present work aimed to analyze mechanisms underlying response to deleterious effects of pyrimethanil in the eukaryotic model Saccharomyces cerevisiae. Pyrimethanil concentration-dependent effects at phenotypic (inhibition of growth) and transcriptomic levels were examined. For transcriptional profiling, analysis focused on two sublethal exposure conditions that inhibited yeast growth by 20% or 50% compared with control cells not exposed to the fungicide. Gene expression modifications increased with the magnitude of growth inhibition, in numbers and fold-change of differentially expressed genes and in diversity of over-represented functional categories. These included mostly biosynthesis of arginine and sulfur amino acids metabolism, as well as energy conservation, antioxidant response, and multidrug transport. Several pyrimethanil-responsive genes encoded proteins sharing significant homology with proteins from phytopathogenic fungi and ecologically relevant higher eukaryotes.
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Affiliation(s)
- Fátima N Gil
- Department of Bioengineering, Instituto Superior Técnico, and †IBB-Institute for Biotechnology and Bioengineering, Centre for Biological and Chemical Engineering, Instituto Superior Técnico, Universidade de Lisboa , Avenida Rovisco Pais, 1049-001 Lisbon, Portugal
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24
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Küçükgöze G, Alkım C, Yılmaz Ü, Kısakesen Hİ, Gündüz S, Akman S, Çakar ZP. Evolutionary engineering and transcriptomic analysis of nickel-resistantSaccharomyces cerevisiae. FEMS Yeast Res 2013; 13:731-46. [DOI: 10.1111/1567-1364.12073] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2013] [Revised: 07/23/2013] [Accepted: 08/22/2013] [Indexed: 11/28/2022] Open
Affiliation(s)
- Gökhan Küçükgöze
- Department of Molecular Biology & Genetics; Faculty of Science & Letters; Istanbul Technical University; Maslak Istanbul Turkey
- Istanbul Technical University; Dr. Orhan Öcalgiray Molecular Biology; Biotechnology and Genetics Research Center (ITU-MOBGAM); Maslak Istanbul Turkey
| | - Ceren Alkım
- Department of Molecular Biology & Genetics; Faculty of Science & Letters; Istanbul Technical University; Maslak Istanbul Turkey
- Istanbul Technical University; Dr. Orhan Öcalgiray Molecular Biology; Biotechnology and Genetics Research Center (ITU-MOBGAM); Maslak Istanbul Turkey
| | - Ülkü Yılmaz
- Department of Molecular Biology & Genetics; Faculty of Science & Letters; Istanbul Technical University; Maslak Istanbul Turkey
- Istanbul Technical University; Dr. Orhan Öcalgiray Molecular Biology; Biotechnology and Genetics Research Center (ITU-MOBGAM); Maslak Istanbul Turkey
| | - H. İbrahim Kısakesen
- Department of Molecular Biology & Genetics; Faculty of Science & Letters; Istanbul Technical University; Maslak Istanbul Turkey
- Istanbul Technical University; Dr. Orhan Öcalgiray Molecular Biology; Biotechnology and Genetics Research Center (ITU-MOBGAM); Maslak Istanbul Turkey
- SEM Lab A.Ş.; Istanbul Turkey
| | - Sema Gündüz
- Department of Chemistry; Faculty of Science & Letters; Istanbul Technical University; Maslak Istanbul Turkey
| | - Süleyman Akman
- Department of Chemistry; Faculty of Science & Letters; Istanbul Technical University; Maslak Istanbul Turkey
| | - Z. Petek Çakar
- Department of Molecular Biology & Genetics; Faculty of Science & Letters; Istanbul Technical University; Maslak Istanbul Turkey
- Istanbul Technical University; Dr. Orhan Öcalgiray Molecular Biology; Biotechnology and Genetics Research Center (ITU-MOBGAM); Maslak Istanbul Turkey
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25
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Ling H, Chen B, Kang A, Lee JM, Chang MW. Transcriptome response to alkane biofuels in Saccharomyces cerevisiae: identification of efflux pumps involved in alkane tolerance. BIOTECHNOLOGY FOR BIOFUELS 2013; 6:95. [PMID: 23826995 PMCID: PMC3717029 DOI: 10.1186/1754-6834-6-95] [Citation(s) in RCA: 55] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/03/2013] [Accepted: 06/19/2013] [Indexed: 05/03/2023]
Abstract
BACKGROUND Hydrocarbon alkanes have been recently considered as important next-generation biofuels because microbial production of alkane biofuels was demonstrated. However, the toxicity of alkanes to microbial hosts can possibly be a bottleneck for high productivity of alkane biofuels. To tackle this toxicity issue, it is essential to understand molecular mechanisms of interactions between alkanes and microbial hosts, and to harness these mechanisms to develop microbial host strains with improved tolerance against alkanes. In this study, we aimed to improve the tolerance of Saccharomyces cerevisiae, a model eukaryotic host of industrial significance, to alkane biofuels by exploiting cellular mechanisms underlying alkane response. RESULTS To this end, we first confirmed that nonane (C9), decane (C10), and undecane (C11) were significantly toxic and accumulated in S. cerevisiae. Transcriptome analyses suggested that C9 and C10 induced a range of cellular mechanisms such as efflux pumps, membrane modification, radical detoxification, and energy supply. Since efflux pumps could possibly aid in alkane secretion, thereby reducing the cytotoxicity, we formed the hypothesis that those induced efflux pumps could contribute to alkane export and tolerance. In support of this hypothesis, we demonstrated the roles of the efflux pumps Snq2p and Pdr5p in reducing intracellular levels of C10 and C11, as well as enhancing tolerance levels against C10 and C11. This result provided the evidence that Snq2p and Pdr5p were associated with alkane export and tolerance in S. cerevisiae. CONCLUSIONS Here, we investigated the cellular mechanisms of S. cerevisiae response to alkane biofuels at a systems level through transcriptome analyses. Based on these mechanisms, we identified efflux pumps involved in alkane export and tolerance in S. cerevisiae. We believe that the results here provide valuable insights into designing microbial engineering strategies to improve cellular tolerance for highly efficient alkane biofuel production.
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Affiliation(s)
- Hua Ling
- School of Chemical and Biomedical Engineering, Nanyang Technological University, 62 Nanyang Drive, Nanyang 637459, Singapore
| | - Binbin Chen
- School of Chemical and Biomedical Engineering, Nanyang Technological University, 62 Nanyang Drive, Nanyang 637459, Singapore
| | - Aram Kang
- School of Chemical and Biomedical Engineering, Nanyang Technological University, 62 Nanyang Drive, Nanyang 637459, Singapore
| | - Jong-Min Lee
- School of Chemical and Biomedical Engineering, Nanyang Technological University, 62 Nanyang Drive, Nanyang 637459, Singapore
| | - Matthew Wook Chang
- School of Chemical and Biomedical Engineering, Nanyang Technological University, 62 Nanyang Drive, Nanyang 637459, Singapore
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26
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Cools HJ, Hammond-Kosack KE. Exploitation of genomics in fungicide research: current status and future perspectives. MOLECULAR PLANT PATHOLOGY 2013; 14:197-210. [PMID: 23157348 PMCID: PMC6638899 DOI: 10.1111/mpp.12001] [Citation(s) in RCA: 37] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/27/2023]
Abstract
Every year, fungicide use to control plant disease caused by pathogenic fungi increases. The global fungicide market is now worth more than £5.3 billion, second only to the herbicide market in importance. In the UK, over 5500 tonnes of fungicide were applied to crops in 2010 (The Food and Environment Research Agency, Pesticide Usage Statistics), with 95.5% of the wheat-growing area receiving three fungicide sprays. Although dependence on fungicides to produce food securely, reliably and cheaply may be moderated in the future by further developments in crop biotechnology, modern crop protection will continue to require a diversity of solutions, including effective and safe chemical control. Therefore, investment in exploiting the increasingly available genome sequences of the most devastating fungal and oomycete phytopathogenic species should bring an array of new opportunities for chemical intervention. To date, the impact of whole genome research on the development, introduction and stewardship of fungicides has been limited, but ongoing improvements in computational analysis, molecular biology, chemical genetics, genome sequencing and transcriptomics will facilitate the development and registration of the future suite of crop protection chemicals.
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Affiliation(s)
- Hans J Cools
- Department of Biological Chemistry and Crop Protection, Rothamsted Research, Harpenden, Hertfordshire AL5 2JQ, UK.
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Taylor MP, Mulako I, Tuffin M, Cowan D. Understanding physiological responses to pre-treatment inhibitors in ethanologenic fermentations. Biotechnol J 2012; 7:1169-81. [PMID: 22331581 DOI: 10.1002/biot.201100335] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2011] [Revised: 12/15/2011] [Accepted: 01/17/2012] [Indexed: 11/10/2022]
Abstract
Alcohol-based liquid fuels feature significantly in the political and social agendas of many countries, seeking energy sustainability. It is certain that ethanol will be the entry point for many sustainable processes. Conventional ethanol production using maize- and sugarcane-based carbohydrates with Saccharomyces cerevisiae is well established, while lignocellulose-based processes are receiving growing interest despite posing greater technical and scientific challenges. A significant challenge that arises from the chemical hydrolysis of lignocellulose is the generation of toxic compounds in parallel with the release of sugars. These compounds, collectively termed pre-treatment inhibitors, impair metabolic functionality and growth. Their removal, pre-fermentation or their abatement, via milder hydrolysis, are currently uneconomic options. It is widely acknowledged that a more cost effective strategy is to develop resistant process strains. Here we describe and classify common inhibitors and describe in detail the reported physiological responses that occur in second-generation strains, which include engineered yeast and mesophilic and thermophilic prokaryotes. It is suggested that a thorough understanding of tolerance to common pre-treatment inhibitors should be a major focus in ongoing strain engineering. This review is a useful resource for future metabolic engineering strategies.
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Affiliation(s)
- Mark P Taylor
- TMO Renewables Ltd., The Surrey Research Park, Guildford, UK
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Differential involvement of mitochondrial dysfunction, cytochrome P450 activity, and active transport in the toxicity of structurally related NSAIDs. Toxicol In Vitro 2011; 26:197-205. [PMID: 22138569 DOI: 10.1016/j.tiv.2011.11.013] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2011] [Revised: 11/15/2011] [Accepted: 11/17/2011] [Indexed: 12/23/2022]
Abstract
Non-steroidal anti-inflammatory drugs (NSAIDs) are widely used in the treatment of pain and inflammation. However, this group of drugs is associated with serious adverse drug reactions. Previously, we studied the mechanisms underlying toxicity of the NSAID diclofenac using Saccharomycescerevisiae as model system. We identified the involvement of several mitochondrial proteins, a transporter and cytochrome P450 activity in diclofenac toxicity. In this study, we investigated if these processes are also involved in the toxicity of other NSAIDs. We divided the NSAIDs into three classes based on their toxicity mechanisms. Class I consists of diclofenac, indomethacin and ketoprofen. Mitochondrial respiration and reactive oxygen species (ROS) play a major role in the toxicity of this class. Metabolism by cytochrome P450s further increases their toxicity, while ABC-transporters decrease the toxicity. Mitochondria and oxidative metabolism also contribute to toxicity of class II drugs ibuprofen and naproxen, but another cellular target dominates their toxicity. Interestingly, ibuprofen was the only NSAID that was unable to induce upregulation of the multidrug resistance response. The class III NSAIDs sulindac, ketorolac and zomepirac were relatively non-toxic in yeast. In conclusion, we demonstrate the use of yeast to investigate the mechanisms underlying the toxicity of structurally related drugs.
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Involvement of the pleiotropic drug resistance response, protein kinase C signaling, and altered zinc homeostasis in resistance of Saccharomyces cerevisiae to diclofenac. Appl Environ Microbiol 2011; 77:5973-80. [PMID: 21724882 DOI: 10.1128/aem.00253-11] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Diclofenac is a widely used analgesic drug that can cause serious adverse drug reactions. We used Saccharomyces cerevisiae as a model eukaryote with which to elucidate the molecular mechanisms of diclofenac toxicity and resistance. Although most yeast cells died during the initial diclofenac treatment, some survived and started growing again. Microarray analysis of the adapted cells identified three major processes involved in diclofenac detoxification and tolerance. In particular, pleiotropic drug resistance (PDR) genes and genes under the control of Rlm1p, a transcription factor in the protein kinase C (PKC) pathway, were upregulated in diclofenac-adapted cells. We tested if these processes or pathways were directly involved in diclofenac toxicity or resistance. Of the pleiotropic drug resistance gene products, the multidrug transporter Pdr5p was crucially important for diclofenac tolerance. Furthermore, deletion of components of the cell wall stress-responsive PKC pathway increased diclofenac toxicity, whereas incubation of cells with the cell wall stressor calcofluor white before the addition of diclofenac decreased its toxicity. Also, diclofenac induced flocculation, which might trigger the cell wall alterations. Genes involved in ribosome biogenesis and rRNA processing were downregulated, as were zinc-responsive genes. Paradoxically, deletion of the zinc-responsive transcription factor Zap1p or addition of the zinc chelator 1,10-phenanthroline significantly increased diclofenac toxicity, establishing a regulatory role for zinc in diclofenac resistance. In conclusion, we have identified three new pathways involved in diclofenac tolerance in yeast, namely, Pdr5p as the main contributor to the PDR response, cell wall signaling via the PKC pathway, and zinc homeostasis, regulated by Zap1p.
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