1
Global transcriptome characterization of Candida glabrata biofilms in response to acetate and fluconazole Rosana Alves 1 , Stavroula Kastora 2 , Eva Pinho 3 , Célia Rodrigues 3 , Sónia Silva 3 , Margarida Casal 1 , Alistair J Brown 2 , Mariana Henriques 3 and Sandra Paiva 1 1. INTRODUCTION 3. METHODOLOGY 4. RESULTS Day 1 Day 2 Day 3 Day 4 1x10 7 cells/mL (RPMI vs RPMI acetic acid) 37 °C 120 rpm 37°C 120 rpm 37 °C 120 rpm Candida glabrata in SDB medium Addition of fluconazole (1250 µL/mL) RiboPure Yeast Kit (Ambion) Inoculation Seeding Media exchange RNA EXTRACTION A. RPMI; B. RPMI acetic acid; C. RPMI acetic acid + Fluconazole A1 A2 A3 B1 B2 B3 C1 C2 C3 RNA QUALITY CONTROL AND SEQUENCING Ø RNA quality was assessed on a Bioanalyzer 2100. Ø Library preparation and sequencing of RNA was performed at Edinburgh Genomics (Scotland, UK). Ø All samples were prepared in triplicate and subjected to removal of rRNA before cDNA library generation. Ø 50 base single-end sequence reads were produced with Illumina Hiseq 2000 from cDNA libraries. BIOINFORMATIC DATA ANALYSIS Ø Raw fastq files were processed in the following order: Fastqc (v.10.1), Trimgalore (v.3.1), Samtools (v.1.19), Bowtie2 (v.2.1) and Htseq (v.5.4). Ø Genome alignment was conducted against the C. glabrata genome file provided by CGD. Ø Gene expression analysis was performed using Partek software (v. 6.6). Ø GO-term analysis was performed in parallel through the CGD GO Term Finder and the Cytoscape (v. 3) Clue GO plugin. Ø Venn diagrams were performed with Venny (v. 2.0.2) and heat maps with TM4 MultiExperiment Viewer (MeV; v. 4.9). QUANTITATIVE REAL-TIME PCR (qPCR) Ø Gene expression was calculated using the comparative C T method (PGK1 used as housekeeping gene). Downregulated genes in response to acetate Downregulated genes in response to fluconazole Upregulated genes in response to acetate Upregulated genes in response to fluconazole (P < 0.005; cut-off≥-2-fold change) (P < 0.005; cut-off≥2-fold change) 4.1 Differentially expressed genes between the different conditions Downregulation Upregulation 4.2 Acetate-specific changes in gene expression 4.3 Fluconazole-specific changes in gene expression Downregulation Upregulation 4.4 Validation of RNA-seq results ADY2a ADY2b FPS1 FPS2 ATO3 Response to acetate Response to fluconazole To validate the findings from our RNA-Seq analysis, we performed qPCR for 5 putative acetate transporters: ADY2a, ADY2b, FPS1, FPS2 and ATO3. qPCR results are in agreement with the results from the RNA-Seq analysis. 1 CBMA, University of Minho, Braga, Portugal; 2 Institute of Medical Sciences, University of Aberdeen, Aberdeen, UK; 3 CEB, University of Minho, Braga, Portugal Correspondence: Rosana Alves, CBMA, Department of Biology, University of Minho, Campus de Gualtar, 4710-057 Braga, Portugal [email protected] ü Adaptation of biofilms to the alternative carbon source acetate is achieved by a considerably downregulation of various metabolic processes. ü Dissecting the RNA-seq data allowed us to recover the essential pathway biology behind fluconazole resistance in biofilms formed in the presence of acetate. ü Understanding and targeting some of these pathways is potentially useful for developing diagnostics and new antifungals to treat biofilm-based infections. Gastrointestinal tract Genitourinary tract DEADLY, DRUG-RESISTANT CANDIDA INFECTIONS Candida glabrata thrives as a normal flora in healthy individuals but when immune defenses are compromised it is responsible for life-threatening disseminated infections. 1 This fungus uses the biofilm lifestyle as a mode of protection which facilitates survival in diverse environmental niches. 1 2 In order to adapt and survive in these different environmental niches, C. glabrata assimilates alternative carbon sources such as acetate. To identify the molecular mechanisms in C. glabrata that contribute to biofilm formation and antifungal drug resistance, in acidic pH niches associated with the presence of acetic acid, following a RNA-Seq approach. pK a = 4.76 Acetate as an alternative carbon source 2. AIM 5. CONCLUSIONS 6. ACKNOWLEDGMENTS ADAPTATION TO COMPLEX HOST-NICHES

Globaltranscriptomecharacterizationof Candidaglabratarepositorium.sdum.uminho.pt/bitstream/1822/51008/1/Imresfun.pdf · GlobaltranscriptomecharacterizationofCandidaglabrata biofilmsinresponsetoacetateandfluconazole

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Page 1: Globaltranscriptomecharacterizationof Candidaglabratarepositorium.sdum.uminho.pt/bitstream/1822/51008/1/Imresfun.pdf · GlobaltranscriptomecharacterizationofCandidaglabrata biofilmsinresponsetoacetateandfluconazole

Global transcriptome characterization of Candida glabratabiofilms in response to acetate and fluconazoleRosana Alves1, Stavroula Kastora2, Eva Pinho3, Célia Rodrigues3, Sónia Silva3, Margarida Casal1, Alistair J Brown2,Mariana Henriques3 and Sandra Paiva1

1. INTRODUCTION

3. METHODOLOGY 4. RESULTS

Day1 Day 2 Day3 Day 4

1x107cells/mL(RPMI vs RPMIaceticacid)

37°C

120rpm

37°C

120rpm

37°C

120rpm

CandidaglabratainSDBmedium

Additionoffluconazole(1250µL/mL)

RiboPure YeastKit(Ambion)

Inoculation Seeding Mediaexchange

RNAEXTRACTION

A.RPMI;B.RPMIaceticacid;C.RPMIaceticacid+Fluconazole

A1 A2A3 B1B2B3C1C2C3RNA QUALITY CONTROL AND SEQUENCINGØ RNA quality was assessed on a Bioanalyzer 2100.Ø Library preparation and sequencing of RNA was

performed at Edinburgh Genomics (Scotland, UK).Ø All samples were prepared in triplicate and subjected

to removal of rRNA before cDNA library generation.Ø 50 base single-end sequence reads were produced

with Illumina Hiseq 2000 from cDNA libraries.

BIOINFORMATIC DATA ANALYSISØ Raw fastq files were processed in the

following order: Fastqc (v.10.1), Trimgalore(v.3.1), Samtools (v.1.19), Bowtie2 (v.2.1)and Htseq (v.5.4).

Ø Genome alignment was conducted against theC. glabrata genome file provided by CGD.

Ø Gene expression analysis was performedusing Partek software (v. 6.6).

Ø GO-term analysis was performed in parallelthrough the CGD GO Term Finder and theCytoscape (v. 3) Clue GO plugin.

Ø Venn diagrams were performed with Venny(v. 2.0.2) and heat maps with TM4MultiExperiment Viewer (MeV; v. 4.9).

QUANTITATIVE REAL-TIME PCR (qPCR)Ø Gene expression was calculated using the

comparative CT method (PGK1 used ashousekeeping gene).

Downregulatedgenesinresponse

toacetate

Downregulatedgenesinresponsetofluconazole

Upregulatedgenesinresponse

toacetate

Upregulatedgenesinresponsetofluconazole

(P<0.005;cut-off≥-2-foldchange) (P<0.005;cut-off≥2-foldchange)

4.1 Differentially expressed genes between the different conditions

Downregulation Upregulation

4.2 Acetate-specific changes in gene expression

4.3 Fluconazole-specific changes in gene expression

Downregulation Upregulation

4.4 Validation of RNA-seq results

ADY2aADY2bFPS1FPS2ATO3

Response to acetate Response to fluconazole

To validate the findings from our RNA-Seq analysis, weperformed qPCR for 5 putative acetate transporters:ADY2a, ADY2b, FPS1, FPS2 and ATO3.

qPCR results are in agreement with the results fromthe RNA-Seq analysis.

1CBMA, University of Minho, Braga, Portugal; 2Institute of Medical Sciences, University of Aberdeen, Aberdeen, UK; 3CEB, University of Minho, Braga, PortugalCorrespondence: Rosana Alves, CBMA, Department of Biology, University of Minho, Campus de Gualtar, 4710-057 Braga, Portugal [email protected]

ü Adaptation of biofilms to the alternative carbon source acetate is achieved by aconsiderably downregulation of various metabolic processes.

ü Dissecting the RNA-seq data allowed us to recover the essential pathway biologybehind fluconazole resistance in biofilms formed in the presence of acetate.

ü Understanding and targeting some of these pathways is potentially useful fordeveloping diagnostics and new antifungals to treat biofilm-based infections.

Gastrointestinaltract

Genitourinarytract

DEADLY, DRUG-RESISTANT CANDIDA INFECTIONSCandida glabrata thrives as a normal flora in healthyindividuals but when immune defenses arecompromised it is responsible for life-threateningdisseminated infections.

1

This fungus uses the biofilm lifestyle as amode of protection which facilitates survival indiverse environmental niches.

1

2 In order to adapt and survive in these differentenvironmental niches, C. glabrata assimilatesalternative carbon sources such as acetate.

To identify the molecular mechanisms inC. glabrata that contribute to biofilmformation and antifungal drug resistance,in acidic pH niches associated with thepresence of acetic acid, following a RNA-Seqapproach.

pKa =4.76

Acetate as an alternative carbon source

2. AIM

5. CONCLUSIONS

6. ACKNOWLEDGMENTS

ADAPTATION TO COMPLEX HOST-NICHES