Literature DB >> 35360049

Dataset describing the genome wide effects on transcription resulting from alterations in the relative levels of the bZIP transcription factors Atf1 and Pcr1 in Schizosaccharomyces pombe.

Sohini Basu1, Priyanka Sarkar1, Suchismita Datta1, Geetanjali Sundaram1.   

Abstract

Schizosaccharomyces pombe has been used as an excellent model for studying eukaryotic cell cycle regulation and stress responses. The bZIP transcription factors Atf1(ATF2 homolog) and Pcr1(CREB homolog) have been shown to be important for regulating the expression of genes related to both stress response and cell cycle. Pcr1 has in fact been implicated as a determining factor in the segregation of the cell cycle and stress response related functions of Atf1. Interestingly Atf1 and Pcr1 levels are known to vary during the cell cycle thus giving rise to the possibility that their relative levels can influence the periodic transcriptional program of the cell. Here we report our observations on the changes in transcriptome of S. pombe cells which have been genetically manipulated to create relative differences in the levels of Atf1 and Pcr1. These results highlight new information regarding the potential role of Atf1 and Pcr1 in orchestrating the integration of the transcriptional programs of cell cycle and stress response.
© 2022 The Authors. Published by Elsevier Inc.

Entities:  

Keywords:  Atf1; Pcr1; S. pombe; Stress response; Transcriptome; bZIP

Year:  2022        PMID: 35360049      PMCID: PMC8960879          DOI: 10.1016/j.dib.2022.108034

Source DB:  PubMed          Journal:  Data Brief        ISSN: 2352-3409


Specifications Table Value of the Data The data reflects the gene expression landscape of S. pombe strains with altered levels of Atf1 and Pcr1, which are homologs of mammalian ATF2 and CREB, thus expanding our knowledge about individual functional roles of these two transcription factors in a living cell. Deregulation of both ATF2 and CREB is associated with multiple developmental disorders and tumorigenesis. Clear understanding of the interplay between these two transcription factors and its effect on the cell's transcription program is therefore very important. The analysis of the data presented in this report identifies genes whose expression can be regulated by Pcr1 independently of Atf1. This is an important information as in earlier reports Pcr1 functions have been mostly characterized in the context of promoter specificity of Atf1. Analysis of this dataset clearly shows the control exerted by Pcr1 on the expression of genes important for many important fundamental biological processes like stress response and cell cycle. These data provide an entry point into investigations aimed at understanding how balance of the two transcription factors Atf1 and Pcr1 can regulate cell fate and proliferation. Extrapolation of these data can also facilitate studies aimed at understanding the contribution of ATF2 and CREB in disease progression.

Data Description

Studies done in our lab have established Pcr1 to be important in combating stress responses and to have contrasting outcomes on cell cycle progression [1]. In this study, we used genetic manipulations to vary the relative levels of Atf1 and Pcr1 in S. pombe cells. To study the effects of increase in Pcr1 levels, it was overexpressed in wt and Δatf1 cells and the transcriptional profiles of these cells were characterised. The effect of decrease in Atf1 levels was studied by comparing the gene expression profile of wt and Δatf1 cells. The effect of complete absence of both these transcription factors was studied by comparing the transcriptomes of wt and Δatf1Δpcr1 cells.The group of genes identified to be induced and repressed in each set of experiments are reported in (Table 1, Table 2, Table 3, Table 4, Table 5, Table 6, Table 7, Table 8). We performed a comparative analysis between the datasets obtained between different backgrounds, looking for unique genes . We found only 4 genes to be commonly upregulated by Pcr1 overexpression in both wt and ∆atf1 cells (Fig. 1A). 8 genes were found to be downregulated only in the double mutant (Fig. 1B). Comparison of these data revealed the identity of genes that can be positively regulated by Pcr1 independently of Atf1 (Table 9). The genes found to be regulated independently by Pcr1 were then analyzed to identifiy the cellular processes associated with the gene expression changes using DAVID [2,3]. DAVID analysis classified the genes to be important in several biological processes(Fig. 1C). The known expression changes of these genes during stress response [4] and cell division [5] was then looked up and the genes were then classified into Stress reponse and Cell cycle categories. We found that groups of genes are important during the stress response, the cell cycle, or both (Fig. 1D). 28 genes were found to be upregulated only in the ∆atf1∆pcr1 when compared to genes upregulated in ∆atf1 cells (Fig. 2A). DAVID analysis identified several pathways that are downregulated by Pcr1 (Fig. 2B). These genes were also classified according to their previously known association with cell cycle and stress response (Fig. 2C). Genes that are downregulated by Pcr1 independently of Atf1 are listed in Table 10. We compared the genes regulated by Pcr1 (Tables 9, 10) with those of the existing datasets of Atf1 dependent gene expression from studies previously conducted by us and other groups [4,6]. This comparison reveals that there are a few genes whose expression is regulated in a contrasting manner by Atf1 and Pcr1 (Tables 11, 12). We compared our gene list obtained from this study with existing data for Atf1-dependent gene expression [4] and found 75 new genes that are upregulated by Atf1 and 34 new genes that are downregulated by it (Fig. 3A, B) in absence of stress.
Table 1

List of genes upregulated during Pcr1 overexpression in wt S. pombe cells.

Gene IDGene SymbolGene Function
SPAC21E11.03cpcr1DNA-binding transcription factor Pcr1
SPAC19G12.16cadg2conserved fungal cell surface protein, Kre9/Knh1 family
SPAC212.11tlh1RecQ type DNA helicase
SPBC1105.05exg1cell wall glucan 1,6-beta-glucosidase Exg1
SPAPB1E7.04cSPAPB1E7.04cchitinase
SPSNORNA.32sno12box H/ACA small nucleolar RNA 12/snR99
SPBC1348.14cght7plasma membrane hexose transmembrane transporter Ght7
SPNCRNA.942SPNCRNA.942intergenic RNA (predicted)
SPRRNA.02rnssmall subunit (15S) rRNA, rns
SPAC186.09pdc102pyruvate decarboxylase
SPBPB2B2.08SPBPB2B2.08conserved fungal protein
SPNCRNA.532SPNCRNA.532non-coding RNA (predicted)
SPAC1F8.05isp3spore wall structural constituent Isp3
SPAC1039.11cgto1alpha-glucosidase
SPAC23A1.02cted1GPI-remodeling mannose-ethanolamine phosphate phosphodiesterase Ted1
SPCPB1C11.01amt1plasma membrane ammonium transmembrane transporter
SPAC20G8.05ccdc15F-BAR domain protein Cdc15
SPCC306.11SPCC306.11Schizosaccharomyces specific protein, uncharacterized
SPAC13G7.04cmac1plasma membrane anchored protein, claudin family, predicted membrane sensor Mac1
SPRRNA.46SPRRNA.4618S ribosomal RNA
SPNCRNA.1374cta3-antisense-1antisense RNA (predicted)
SPAPB1E7.05gde1glycerophosphoryl diester phosphodiesterase Gde
SPBC11C11.05SPBC11C11.05conserved fungal cell wall protein, Kre9/Knh1 family
SPCC1235.13ght6plasma membrane glucose/fructose:proton symporter Ght6
SPBC14C8.01ccut2sister chromatid separation inhibitor, securin
SPAC821.09eng1cell septum surface endo-1,3-beta-glucanase Eng1
SPAC1006.08etd1Spg1-binding protein Etd1
SPBP26C9.03cfet4plasma membrane iron/zinc ion transmembrane transporter
SPBC1685.14cvid27WD repeat protein, Vid27 family, conserved in fungi and plants
Table 2

List of genes downregulated during Pcr1 over expression in wt S. pombe cells.

Gene IDGene SymbolGene Function
SPAP8A3.10ups1mitochondrial phosphatidic acid transfer protein Ups1
SPAP27G11.13cnop10box H/ACA snoRNP complex protein
Table 3

List of genes upregulated in Δatf1 cells.

Gene IDGene SymbolGene Function
SPAC1F8.04cSPAC1F8.04chydrolase, implicated in cellular detoxification
SPRRNA.01rnllarge subunit (21S) rRNA, rnl
SPRRNA.02rnssmall subunit (15S) rRNA, rns
SPMIT.06SPMIT.06mitochondrial DNA binding endonuclease (intron encoded)
SPCC576.01cxan1alpha-ketoglutarate-dependent xanthine dioxygenase Xan1
SPCC4B3.10cipk1inositol 1,3,4,5,6-pentakisphosphate (IP5) kinase
SPCC1223.09uro1uricase Uro1
SPAPB1E7.04cSPAPB1E7.04cchitinase
SPAC1039.02SPAC1039.02extracellular 5′-nucleotidase, human NT5E family
SPAC1399.01cSPAC1399.01cnucleobase transmembrane transporter
SPAC19G12.16cadg2conserved fungal cell surface protein, Kre9/Knh1 family
SPAC20G8.09cnat10rRNA/tRNA cytidine N-acetyltransferase
SPCPB1C11.01amt1plasma membrane ammonium transmembrane transporter
SPAC1039.01SPAC1039.01amino acid transmembrane transporter
SPCC757.13SPCC757.13dipeptide transmembrane transporter
SPAC25B8.13cisp72-OG-Fe(II) oxygenase superfamily protein
SPBC31E1.06bms1GTP binding protein Bms1
SPBC56F2.04utp20U3 snoRNP protein Utp20
SPAC1002.17curg2uracil phosphoribosyltransferase
SPBC4C3.05cnuc1DNA-directed RNA polymerase I complex large subunit Nuc1
SPAC20G8.06not1CCR4-Not complex scaffold subunit 1
SPBC2G2.08ade9C-1-tetrahydrofolatesynthase/methylenetetrahydrof olatedehydrogenase/methylenetetrahydrofolatecyclohydrolase/ formyltetrahydrofolatesynthetase Ade9
SPAC869.05csul2plasma membrane sulfate transmembrane transporter Sul2
SPBC12C2.10cpst1Clr6 histone deacetylase complex subunit Pst1
SPBC27B12.11cpho7DNA-binding transcription factor Pho7
SPBC342.03gas4spore wall 1,3-beta-glucanosyltransferase Gas4
SPBC29B5.02cisp4plasma membrane OPT oligopeptide transmembrane transporter family Isp4
SPAC19D5.04ptr1HECT-type ubiquitin-protein ligase E3 Ptr1
SPAC3G6.01hrp3CHD family chromatin remodeller Hrp3
SPAC19B12.01SPAC19B12.01TPR repeat protein, human TTC27 ortholog
SPAC4F10.09cnoc1ribosome biogenesis protein Noc1
SPCC1183.07rrp5U3 snoRNP-associated protein Rrp5
SPBC11C11.02imp2F-BAR domain protein Imp2
SPBC800.10cede1EPS15 repeat family actin cortical patch component Ede1
SPAC821.09eng1cell septum surface endo-1,3-beta-glucanase Eng1
SPAC4H3.11cppc89spindle pole body protein Ppc89
SPBC1826.01cmot1TATA-binding protein-associated transcription initiation factor Mot1
Table 4

List of genes downregulated in Δatf1 cells.

Gene IDGene SymbolGene Function
SPAP8A3.04chsp9heat shock protein Hsp9
SPAC19A8.16prl65tudor domain superfamily protein
SPBC32F12.03cgpx1H2O2 scavenger glutathione peroxidase Gpx1
SPCC1393.12SPCC1393.12Schizosaccharomyces specific protein, uncharacterized
SPAC22H10.13zym1metallothionein Zym1
SPAC977.16cdak2dihydroxyacetone kinase Dak2
SPNCRNA.103sme2meiosis-specific Smp foci lncRNA Sme2, long isoform
SPAC343.12rds1ferritin related conserved fungal protein
SPCC757.03chsp3101glyoxylase III Hsp3101
SPAC4H3.08SPAC4H3.083-hydroxyacyl-CoA dehydrogenase
SPBC359.06mug14adducin, involved in actin cytoskeleton organization
SPNCRNA.570SPNCRNA.570non-coding RNA (predicted)
SPAPB1A11.02SPAPB1A11.02esterase/lipase
SPBPB2B2.06cSPBPB2B2.06cextracellular 5′-nucleotidase, human NT5E family
SPAC15E1.02cSPAC15E1.02cDUF1761 family protein, conserved unknown
SPAC1F8.01ght3plasma membrane gluconate:proton symporter Ght3
SPAC19G12.09SPAC19G12.09NADH/NADPH-dependent indole-3-acetaldehyde reductase, implicated in cellular detoxification
SPAC4F10.20grx1glutaredoxin Grx1
SPBC56F2.15tam13Schizosaccharomyces specific protein, uncharacterized
SPBC16E9.16clsd90Lsd90 protein
SPBC21C3.19rtc3SBDS family protein Rtc3
SPBC215.05gpd1glycerol-3-phosphate dehydrogenase Gpd1
SPBC1289.14SPBC1289.14adducin
SPAC3G6.07SPAC3G6.07Schizosaccharomyces specific protein, uncharacterized
SPAPB24D3.10cagl1maltose alpha-glucosidase Agl1
SPBPB21E7.08SPBPB21E7.08pseudogene
SPNCRNA.1255SPNCRNA.1255intergenic RNA (predicted)
SPAC26F1.07SPAC26F1.07NADPH-dependent aldo-keto reductase
SPBC725.10tps0mitochondrial outer membrane protein, TspO/MBR-related, implicated in lipid/sterol transport, tspO
SPCPB16A4.07smp4Stm1/Oga1 family protein Smp4
SPNCRNA.1223SPCC191.10-antisense-1antisense RNA (predicted)
SPCPB16A4.06cSPCPB16A4.06cSchizosaccharomyces specific protein, uncharacterized
SPCC338.12pbi2vaculoar proteinase B inhibitor Pbi2
SPBC1198.14cfbp1fructose-1,6-bisphosphatase Fbp1
SPBC11C11.06cSPBC11C11.06cSchizosaccharomyces specific protein, uncharacterized
SPAC23C4.11atp18F1-FO ATP synthase subunit J
SPBC713.11cpmp3plasma membrane proteolipid Pmp3
SPAC29B12.13SPAC29B12.13CENP-V, S-(hydroxymethyl)glutathione synthase
SPCC330.06cpmp20thioredoxin-related chaperone Pmp20
SPAC11D3.01cSPAC11D3.01cCon-6 family conserved fungal protein
SPBC16A3.02cSPBC16A3.02cmitochondrial CH-OH group oxidoreductase, human RTN4IP1 ortholog, implicated in mitochondrial organization or tethering
SPAC977.15SPAC977.15dienelactone hydrolase family, implicated in cellular detoxification
SPCC757.07cctt1catalase
SPNCRNA.445SPNCRNA.445non-coding RNA
SPAC10F6.06vip1RNA-binding protein Vip1
SPAC25G10.06rps280140S ribosomal protein S28
SPCC794.01cgcd1glucose dehydrogenase Gcd1
SPBC26H8.14ccox17mitochondrial copper chaperone for cytochrome c oxidase Cox17
SPBC3E7.02chsp16heat shock protein Hsp16
SPBC215.11cSPBC215.11caldo/keto reductase, unknown biological role
SPBC17D1.17tam11Schizosaccharomyces specific protein, uncharacterized
SPNCRNA.1436SPNCRNA.1436non-coding RNA
SPBC725.03SPBC725.03pyridoxamine 5′-phosphate oxidase
SPAC3G9.11cpdc201pyruvate decarboxylase
SPBC32H8.07git5heterotrimeric G protein beta (WD repeat) subunit Git5
SPAC9E9.04SPAC9E9.04bcap family homolog, implicated in vesicle-mediated transport
SPAC15A10.05cmug182NADHX epimerase
SPAC4G9.12idn1gluconokinase
SPBC23G7.16ctr6vacuolar copper exporter Ctr6
SPBC21B10.04cnrf1vacuolar transporter chaperone (VTC) complex, GTPase regulator subunit Nrf1
SPCC965.06osr2potassium channel, beta subunit, aldo-keto reductase
SPNCRNA.906snR30non-coding RNA
SPAC823.17tom6mitochondrial TOM complex subunit Tom6
SPAC688.16SPAC688.16human TMEM254 ortholog
SPAC186.05cgdt1Golgi calcium and manganese antiporter Gdt1
SPBC660.05wwm3WW domain containing conserved fungal protein Wwm3
SPBC2A9.02SPBC2A9.02NADH-dependent glycolaldehyde/furfural/butyraldehyde/propylaldehydealdehyde reductase
SPAC22F8.05SPAC22F8.05alpha,alpha-trehalose-phosphate synthase
SPAC4G8.02csss1translocon gamma subunit Sss1
SPCC794.04cSPCC794.04camino acid transmembrane transporter
SPAC26F1.14caif1mitochondrial inner membrane anchored oxidoreductase
SPAC4F8.10cstg1SM22/transgelin-like actin modulating protein Stg1
SPBC30D10.14SPBC30D10.14dienelactone hydrolase family
SPAC27D7.09cSPAC27D7.09cBut2 family protein, similar to cell surface molecules
SPBC337.08cubi4protein modifier, ubiquitin
SPAC1705.02SPAC1705.02SERF family protein, DUF, human 4F5S homolog, implicated in mRNA splicing
SPBP4H10.12SPBP4H10.12protein with a role in ER insertion of tail-anchored membrane proteins
SPAC1782.07qcr8ubiquinol-cytochrome-c reductase complex subunit 7
SPBC23G7.10cSPBC23G7.10cNADH-dependent flavin oxidoreductase, implicated in cellular detoxification from family members
SPAC3G6.13crpl410160S ribosomal protein L41
SPBC800.14cSPBC800.14cmitochondrial DUF1772 family protein, multimembrane spanning anthrone oxygenase-like
SPCC191.01SPCC191.01Schizosaccharomyces specific protein, uncharacterized
SPBC4B4.05smg1Sm snRNP core protein Smg1
SPAC922.04SPAC922.04Schizosaccharomyces specific protein, uncharacterized
SPAPJ691.03mic10MICOS complex subunit Mic10
SPBC3B9.13crpp102ribosomal protein P1 Rpp102
SPBC405.04cypt7GTPase Ypt7
SPAC2F3.05cSPAC2F3.05cxylose and arabinose reductase
SPNCRNA.844SPNCRNA.844intergenic RNA (predicted)
SPAC4D7.02cpgc1phosphatidylglycerol phospholipase C Pgc1
SPAC11D3.19SPAC11D3.19Schizosaccharomyces pombe specific protein
SPCC16A11.15cSPCC16A11.15cSchizosaccharomyces specific protein, uncharacterized
SPAC1F8.08SPAC1F8.08Schizosaccharomyces pombe specific protein, uncharacterized
SPAC1F12.10cSPAC1F12.10cNADPH-hemoprotein reductase
SPAP27G11.13cnop10box H/ACA snoRNP complex protein
SPAC4H3.03cSPAC4H3.03cglucan 1,4-alpha-glucosidase
SPAC6G9.07carc4ARP2/3 actin-organizing complex subunit Arc4
SPAC23H3.02cini1RING finger-like protein Ini1
SPAC19B12.06crbd4rhomboid family protease, unknown biological role, associated with COP1 coated vesicle
SPAC26F1.10cpyp1protein tyrosine phosphatase Pyp1
SPAC630.11vps55vacuolar sorting protein Vps55
SPCC24B10.05tim9Tim9-Tim10 complex subunit Tim9
SPAPB24D3.08cSPAPB24D3.08cNADP-dependent oxidoreductase, implicated in cellular detoxification
SPAC6F12.04tvp15COPI-coated vesicle associated protein
SPCC663.02wtf14wtf element Wtf14
Table 5

List of genes upregulated during Pcr1 overexpression in Δatf1 background.

Gene IDGene SymbolGene Function
SPBC32F12.03cgpx1H2O2 scavenger glutathione peroxidase Gpx1
SPBPB2B2.06cSPBPB2B2.06cextracellular 5′-nucleotidase, human NT5E family
SPAC19A8.16prl65tudor domain superfamily protein
SPBC23G7.15crpp20260S acidic ribosomal protein P2
SPNCRNA.103sme2meiosis-specific Smp foci lncRNA Sme2, long isoform
SPAC4F10.20grx1glutaredoxin Grx1
SPAC22H10.13zym1metallothionein Zym1
SPAC1F8.01ght3plasma membrane gluconate:proton symporter Ght3
SPAC21E11.03cpcr1DNA-binding transcription factor Pcr1
SPBC56F2.15tam13Schizosaccharomyces specific protein Tam13
SPCC1393.12SPCC1393.12Schizosaccharomyces specific protein, uncharacterized
SPBC11C11.06cSPBC11C11.06cSchizosaccharomyces specific protein, uncharacterized
SPNCRNA.570SPNCRNA.570non-coding RNA (predicted)
SPCPB16A4.07SPCPB16A4.07Stm1/Oga1 family protein Smp4
SPBPB21E7.08SPBPB21E7.08pseudogene
SPAC15E1.02cSPAC15E1.02cDUF1761 family protein
SPNCRNA.1436SPNCRNA.1436non-coding RNA
SPCC338.12pbi2vaculoar proteinase B inhibitor Pbi2
SPAC19G12.09SPAC19G12.09NADH/NADPH-dependent indole-3-acetaldehyde reductase, implicated in cellular detoxification
SPNCRNA.942SPNCRNA.942intergenic RNA (predicted)
SPBC359.06mug14adducin, involved in actin cytoskeleton organization
SPNCRNA.98srp77SL signal recognition particle component
SPSNORNA.32sno12box H/ACA small nucleolar RNA 12/snR99
SPBC725.10tps0mitochondrial outer membrane protein, TspO/MBR-related, implicated in lipid/sterol transport, tspO
SPAC26F1.07SPAC26F1.07NADPH-dependent aldo-keto reductase
SPAC23C4.11atp18F1-FO ATP synthase subunit J
SPAC9E9.04SPAC9E9.04bcap family homolog, implicated in vesicle-mediated transport
SPNCRNA.808SPNCRNA.808intergenic RNA (predicted)
SPBC26H8.14ccox17mitochondrial copper chaperone for cytochrome c oxidase Cox17
SPAC1F8.03cstr3plasma membrane heme transmembrane transporter Str3
SPAC1F8.05isp3spore wall structural constituent Isp3
SPBC21B10.04cnrf1vacuolar transporter chaperone (VTC) complex, GTPase regulator subunit Nrf1
SPBC215.11cSPBC215.11caldo/keto reductase, unknown biological role
SPBC11B10.10cpht1histone H2A variant H2A.Z Pht1
SPAC4F8.10cstg1SM22/transgelin-like actin modulating protein Stg1
SPAC22F8.05SPAC22F8.05alpha,alpha-trehalose-phosphate synthase
Table 6

List of genes downregulated during Pcr1 overexpression in Δatf1 background.

Gene IDGene SymbolGene Function
SPCC576.01cxan1alpha-ketoglutarate-dependent xanthine dioxygenase Xan1
SPCC1223.09uro1uricase Uro1
SPAC1002.19urg1GTP cyclohydrolase II Urg1
SPAC1039.02SPAC1039.02extracellular 5′-nucleotidase, human NT5E family
SPCC4B3.10cipk1inositol 1,3,4,5,6-pentakisphosphate (IP5) kinase
SPAC56F8.03SPAC56F8.03translation initiation factor eIF5B Tif52
SPAC29B12.14cSPAC29B12.14cplasma membrane purine transmembrane transporter
Table 7

List of genes upregulated in Δatf1Δpcr1 cells.

Gene IDGene SymbolGene Function
SPAC212.11tlh1RecQ type DNA helicase
SPAC19G12.16cadg2conserved fungal cell surface protein, Kre9/Knh1 family, Adg2
SPBC1348.14cght7plasma membrane hexose transmembrane transporter Ght7
SPAPB1E7.04cSPAPB1E7.04cchitinase
SPBC1105.05exg1cell wall glucan 1,6-beta-glucosidase Exg1
SPRRNA.0215S_rRNAsmall subunit (15S) rRNA, rns
SPAC1039.11cgto1alpha-glucosidase
SPSNORNA.32sno12box H/ACA small nucleolar RNA 12/snR99
SPAC186.09pdc102pyruvate decarboxylase
SPAC19B12.02cgas1cell wall 1,3-beta-glucanosyltransferase Gas1
SPBC4F6.12pxl1paxillin-like protein Pxl1
SPRRNA.45SPRRNA.4518S ribosomal RNA
SPAC1F8.05isp3spore wall structural constituent Isp3
SPAC750.01SPAC750.01NADP-dependent aldo/keto reductase, unknown biological role, implicated in cellular detoxification
SPRRNA.46SPRRNA.4618S ribosomal RNA
SPMIT.06SPMIT.06mitochondrial DNA binding endonuclease (intron encoded)
SPNCRNA.532SPNCRNA.532non-coding RNA (predicted)
SPRRNA.44SPRRNA.4418S ribosomal RNA
SPAC20G8.05ccdc15F-BAR domain protein Cdc15
SPRRNA.01rnllarge subunit (21S) rRNA, rnl
SPBPB2B2.13gal1galactokinase Gal1
SPNCRNA.942SPNCRNA.942intergenic RNA (predicted)
SPAPB1E7.05gde1glycerophosphoryl diester phosphodiesterase Gde1
SPAC13G7.04cmac1plasma membrane anchored protein, claudin family, predicted membrane sensor Mac1
SPCC306.11SPCC306.11Schizosaccharomyces specific protein, uncharacterized
SPNCRNA.1374cta3-antisense-1antisense RNA (predicted)
SPBC11C11.05SPBC11C11.05conserved fungal cell wall protein, Kre9/Knh1 family
SPAC23A1.02cSPAC23A1.02cGPI-remodeling mannose-ethanolamine phosphate phosphodiesterase Ted1
SPAC1006.08etd1Spg1-binding protein Etd1
SPBC1289.01cchr4SEL1/TPR repeat protein1, 3-beta-glucan synthase regulatory factor Chf3/Chr4
SPAC1F7.05cdc22ribonucleoside reductase large subunit Cdc22
SPBC1685.14cvid27WD repeat protein, Vid27 family, conserved in fungi and plants
SPAC821.09eng1cell septum surface endo-1,3-beta-glucanase Eng1
SPBC1289.04cpob1Boi family protein
SPBC31E1.06bms1GTP binding protein Bms1
Table 8

List of genes downregulated in Δatf1Δpcr1 cells.

Gene IDGene SymbolGene Function
SPAC688.16SPAC688.16human TMEM254 ortholog
SPNCRNA.1255SPNCRNA.1255intergenic RNA (predicted)
SPAC29A4.12cSPAC29A4.12cSchizosaccharomyces specific protein, uncharacterized
SPBC660.05wwm3WW domain containing conserved fungal protein Wwm3
SPAPB18E9.05cSPAPB18E9.05cdubious
SPNCRNA.1223SPCC191.10-antisense-1antisense RNA (predicted)
SPBPB21E7.11SPBPB21E7.11Schizosaccharomyces pombe specific protein, uncharacterized
SPAP27G11.13cnop10box H/ACA snoRNP complex protein
SPAC19A8.16prl65tudor domain superfamily protein
SPAC513.03mfm2M-factor precursor Mfm2
SPBC56F2.15tam13Schizosaccharomyces specific protein, uncharacterized
SPCPB16A4.07SPCPB16A4.07Stm1/Oga1 family protein Smp4
SPAC15E1.02cSPAC15E1.02cDUF1761 family protein
SPBC26H8.14ccox17mitochondrial copper chaperone for cytochrome c oxidase Cox17
SPCC16C4.13crpl120160S ribosomal protein L12.1/L12A
SPAC823.17tom6mitochondrial TOM complex subunit Tom6
SPCC663.02wtf14wtf element Wtf14
SPBC1604.11atp17F1-FO ATP synthase subunit F
SPBC4B4.05smg1Sm snRNP core protein Smg1
SPCC31H12.04crpl120260S ribosomal protein L12.1/L12A
SPCC1259.05ccox9cytochrome c oxidase subunit VIIa
Fig. 1

Transcriptome analysis reveals targets which are differentially upregulated by Pcr1. Analysis was done using BioVenn [7] to find out the overlaps between different datasets. (A) Overlap between Pcr1-OP in wt and Pcr1-OP in Δatf1 cells showed 36 genes to be upregulated by Pcr1, independent of regulation by Atf1. (B). Upon comparing Δatf1 and Δatf1Δpcr1, we found 8 genes to be uniquely downregulated in the latter, which could be considered as targets induced solely by Pcr1. (C) Genes found to be positively upregulated by Pcr1 independently of Atf1 were sorted into significant functional clusters obtained from DAVID based analysis of genes represented in Table 9. (D) Graph represents the association of the genes positively upregulated by Pcr1 independently of Atf1 with cell cycle and/ or stress response or both.

Table 9

List of genes upregulated by Pcr1 independent of Atf1.

Gene IDGene SymbolGene Function
SPBC32F12.03cgpx1H2O2 scavenger glutathione peroxidase Gpx1
SPBPB2B2.06cSPBPB2B2.06cextracellular 5′-nucleotidase, human NT5E family
SPAC19A8.16prl65tudor domain superfamily protein
SPBC23G7.15crpp20260S acidic ribosomal protein P2
SPNCRNA.103sme2meiosis-specific Smp foci lncRNA Sme2, long isoform
SPAC4F10.20grx1glutaredoxin Grx1
SPAC22H10.13zym1metallothionein Zym1
SPAC1F8.01ght3plasma membrane gluconate:proton symporter Ght3
SPAC21E11.03cpcr1DNA-binding transcription factor Pcr1
SPBC56F2.15tam13Schizosaccharomyces specific protein, uncharacterized
SPCC1393.12SPCC1393.12Schizosaccharomyces specific protein, uncharacterized
SPBC11C11.06cSPBC11C11.06cSchizosaccharomyces specific protein, uncharacterized
SPNCRNA.570SPNCRNA.570non-coding RNA (predicted)
SPCPB16A4.07smp4Stm1/Oga1 family protein Smp4
SPBPB21E7.08SPBPB21E7.08pseudogene
SPAC15E1.02cSPAC15E1.02cDUF1761 family protein
SPNCRNA.1436SPNCRNA.1436non-coding RNA
SPCC338.12pbi2vaculoar proteinase B inhibitor Pbi2
SPAC19G12.09SPAC19G12.09NADH/NADPH-dependent indole-3-acetaldehyde reductase, implicated in cellular detoxification
SPNCRNA.942SPNCRNA.942intergenic RNA (predicted)
SPBC359.06mug14adducin, involved in actin cytoskeleton organization
SPNCRNA.98srp77SL signal recognition particle component
SPSNORNA.32sno12box H/ACA small nucleolar RNA 12/snR99
SPBC725.10tps0mitochondrial outer membrane protein, TspO/MBR-related, implicated in lipid/sterol transport, tspO
SPAC26F1.07SPAC26F1.07NADPH-dependent aldo-keto reductase
SPAC23C4.11atp18F1-FO ATP synthase subunit J
SPAC9E9.04SPAC9E9.04bcap family homolog, implicated in vesicle-mediated transport
SPNCRNA.808SPNCRNA.808intergenic RNA (predicted)
SPBC26H8.14ccox17mitochondrial copper chaperone for cytochrome c oxidase Cox17
SPAC1F8.03cstr3plasma membrane heme transmembrane transporter Str3
SPAC1F8.05isp3spore wall structural constituent Isp3
SPBC21B10.04cnrf1vacuolar transporter chaperone (VTC) complex, GTPase regulator subunit Nrf1
SPBC215.11cSPBC215.11caldo/keto reductase, unknown biological role
SPBC11B10.10cpht1histone H2A variant H2A.Z Pht1
SPAC4F8.10cstg1SM22/transgelin-like actin modulating protein Stg1
SPAC22F8.05SPAC22F8.05alpha,alpha-trehalose-phosphate synthase
SPAPB18E9.05cSPAPB18E9.05cdubious
SPBPB21E7.11SPBPB21E7.11Schizosaccharomyces pombe specific protein, uncharacterized
SPAC513.03mfm2M-factor precursor Mfm2
SPCC16C4.13crpl120160S ribosomal protein L12.1/L12A
SPBC1604.11atp17F1-FO ATP synthase subunit F
SPCC31H12.04crpl120260S ribosomal protein L12.1/L12A
SPCC1259.05ccox9cytochrome c oxidase subunit VIIa
SPAC29A4.12mug108Schizosaccharomyces specific protein, uncharacterized
Fig. 2

Transcriptome analysis reveals targets which are differentially downregulated by Pcr1 (A) 28 genes that were found to be upregulated in Δatf1Δpcr1 cells are possible targets negatively regulated by Pcr1. B) Categories with the highest number of genes in the significant functional clusters obtained from DAVID based analysis are represented for the 35 genes found to be downregulated by Pcr1. (C) Genes were sorted on the basis of their function in the cell cycle and /or stress response. Graph reflects the distribution of genes in each category.

Table 10

List of genes repressed by Pcr1 independent of Atf1.

Gene IDGene SymbolGene Function
SPAC212.11tlh1RecQ type DNA helicase
SPBC1348.14cght7plasma membrane hexose transmembrane transporter Ght7
SPBC1105.05exg1cell wall glucan 1,6-beta-glucosidase Exg1
SPAC1039.11cgto1alpha-glucosidase
SPSNORNA.32sno12box H/ACA small nucleolar RNA 12/snR99
SPAC186.09pdc102pyruvate decarboxylase
SPAC19B12.02cgas1cell wall 1,3-beta-glucanosyltransferase Gas1
SPBC4F6.12pxl1paxillin-like protein Pxl1
SPRRNA.45SPRRNA.4518S ribosomal RNA
SPAC1F8.05isp3spore wall structural constituent Isp3
SPAC750.01SPAC750.01NADP-dependent aldo/keto reductase, unknown biological role, implicated in cellular detoxification
SPRRNA.46SPRRNA.4618S ribosomal RNA
SPNCRNA.532SPNCRNA.532non-coding RNA (predicted)
SPRRNA.44SPRRNA.4418S ribosomal RNA
SPAC20G8.05ccdc15F-BAR domain protein Cdc15
SPBPB2B2.13gal1galactokinase Gal1
SPNCRNA.942SPNCRNA.942intergenic RNA (predicted)
SPAPB1E7.05gde1glycerophosphoryl diester phosphodiesterase Gde1
SPAC13G7.04cmac1plasma membrane anchored protein, claudin family, predicted membrane sensor Mac1
SPCC306.11SPCC306.11Schizosaccharomyces specific protein, uncharacterized
SPNCRNA.1374cta3-antisense-1antisense RNA (predicted)
SPBC11C11.05SPBC11C11.05conserved fungal cell wall protein, Kre9/Knh1 family
SPAC23A1.02cted1GPI-remodeling mannose-ethanolamine phosphate phosphodiesterase Ted1
SPAC1006.08etd1Spg1-binding protein Etd1
SPBC1289.01cchr4SEL1/TPR repeat protein1, 3-beta-glucan synthase regulatory factor Chf3/Chr4
SPAC1F7.05cdc22ribonucleoside reductase large subunit Cdc22
SPBC1685.14cvid27WD repeat protein, Vid27 family, conserved in fungi and plants
SPBC1289.04cpob1Boi family protein
SPCC576.01cxan1alpha-ketoglutarate-dependent xanthine dioxygenase Xan1
SPCC1223.09uro1uricase Uro1
SPAC1002.19urg1GTP cyclohydrolase II Urg1
SPAC1039.02SPAC1039.02extracellular 5′-nucleotidase, human NT5E family
SPCC4B3.10cipk1inositol 1,3,4,5,6-pentakisphosphate (IP5) kinase
SPAC56F8.03tif52translation initiation factor eIF5B Tif52
SPAC29B12.14cSPAC29B12.14cplasma membrane purine transmembrane transporter
Table 11

Genes upregulated by Atf1 and downregulated by Pcr1.

Gene nameGene SymbolGene Function
SPCC1906.04wtf20wtf antidote-like meiotic drive suppressor Wtf20
SPAC1834.04hht1histone H3 h3.1
SPCC1739.15wtf21wtf meiotic drive antidote-like Wtf21
SPBC1105.12hhf3histone H4 h4.3
SPAC1834.03chhf1histone H4 h4.1
SPAC750.01SPAC750.01NADP-dependent aldo/keto reductase, unknown biological role, implicated in cellular detoxification
SPBPB2B2.13gal1galactokinase Gal1
SPAC1002.19urg1GTP cyclohydrolase II Urg1
Table 12

Genes downregulated by Atf1 and upregulated by Pcr1.

Gene NameGene SymbolGene Function
SPAPB1E7.04cSPAPB1E7.04cchitinase
SPAC19G12.16cadg2conserved fungal cell surface protein, Kre9/Knh1 family, Adg2
SPCPB1C11.01amt1plasma membrane ammonium transmembrane transporter Amt1
SPRRNA.02rnssmall subunit (15S) rRNA, rns
SPAC821.09eng1cell septum surface endo-1,3-beta-glucanase Eng1
SPBPB2B2.06cSPBPB2B2.06cextracellular 5′-nucleotidase, human NT5E family
SPAC1F8.01ght3plasma membrane gluconate:proton symporter Ght3
SPBC359.06mug14adducin, involved in actin cytoskeleton organization
SPAC1F8.03cstr3plasma membrane heme transmembrane transporter Str3
SPAC513.03mfm2M-factor precursor Mfm2
Fig. 3

Comparative analysis of transcriptome reveals new targets of Atf1. The genes found to be differentially regulated by Atf1 in our analysis have been compared with published data [3]. (A) Comparing genes downregulated in ∆atf1 S. pombe cells of our analysis with genes already reported as targets of Atf1, we found 75 unique genes to be upregulated by Atf1, which can be identified as new targets of the transcription factor. (B) Comparison between genes upregulated in ∆atf1 cells and genes reported to be de-repressed in ∆atf1 cells have revealed 34 new targets of Atf1, which are uniquely downregulated in our analysis.

List of genes upregulated during Pcr1 overexpression in wt S. pombe cells. List of genes downregulated during Pcr1 over expression in wt S. pombe cells. List of genes upregulated in Δatf1 cells. List of genes downregulated in Δatf1 cells. List of genes upregulated during Pcr1 overexpression in Δatf1 background. List of genes downregulated during Pcr1 overexpression in Δatf1 background. List of genes upregulated in Δatf1Δpcr1 cells. List of genes downregulated in Δatf1Δpcr1 cells. Transcriptome analysis reveals targets which are differentially upregulated by Pcr1. Analysis was done using BioVenn [7] to find out the overlaps between different datasets. (A) Overlap between Pcr1-OP in wt and Pcr1-OP in Δatf1 cells showed 36 genes to be upregulated by Pcr1, independent of regulation by Atf1. (B). Upon comparing Δatf1 and Δatf1Δpcr1, we found 8 genes to be uniquely downregulated in the latter, which could be considered as targets induced solely by Pcr1. (C) Genes found to be positively upregulated by Pcr1 independently of Atf1 were sorted into significant functional clusters obtained from DAVID based analysis of genes represented in Table 9. (D) Graph represents the association of the genes positively upregulated by Pcr1 independently of Atf1 with cell cycle and/ or stress response or both. List of genes upregulated by Pcr1 independent of Atf1. Transcriptome analysis reveals targets which are differentially downregulated by Pcr1 (A) 28 genes that were found to be upregulated in Δatf1Δpcr1 cells are possible targets negatively regulated by Pcr1. B) Categories with the highest number of genes in the significant functional clusters obtained from DAVID based analysis are represented for the 35 genes found to be downregulated by Pcr1. (C) Genes were sorted on the basis of their function in the cell cycle and /or stress response. Graph reflects the distribution of genes in each category. List of genes repressed by Pcr1 independent of Atf1. Genes upregulated by Atf1 and downregulated by Pcr1. Genes downregulated by Atf1 and upregulated by Pcr1. Comparative analysis of transcriptome reveals new targets of Atf1. The genes found to be differentially regulated by Atf1 in our analysis have been compared with published data [3]. (A) Comparing genes downregulated in ∆atf1 S. pombe cells of our analysis with genes already reported as targets of Atf1, we found 75 unique genes to be upregulated by Atf1, which can be identified as new targets of the transcription factor. (B) Comparison between genes upregulated in ∆atf1 cells and genes reported to be de-repressed in ∆atf1 cells have revealed 34 new targets of Atf1, which are uniquely downregulated in our analysis. Genes upregulated and downregulated in each of the experimental backgrounds are mentioned in the tables below.

Materials and Methods

Experimental design

Differential gene expression studies based on RNA sequencing were carried out following overexpression experiments in a series of S. pombe transformants and mutants. All samples were processed in duplicates.

Strains, media and growth conditions

S. pombe strains used in this study are listed in (Table 13). Cells were grown as described in [8]. For overexpression experiments, cells were grown overnight in Edinburgh Minimal Medium, EMM (Leu-) supplemented with 20 µM thiamine, harvested, washed, resuspended in EMM (Leu-) and incubated for 24 h at 30 °C. Cells were thereafter harvested, washed and resuspended in RNAlater Stabilization Solution (Thermo Scientific).
Table 13

List of strains used in the study.

Strain/Plasmid NumberGenotype/DescriptionSource
GSY001h leu1-32 ura4-D18Paul Russel (PR109)
GSY027hatf1::ura4+Kazuhiro Shiozaki (KS1497)
GSY499h+ leu1 ura4pcr1::ura4+atf1::kanMX6Elena Hidalgo (MS48)
pGS017pREP41Yeast Genetic Resource centre
pGS044pREP41+Pcr1Lab Stock [1]
List of strains used in the study.

S. pombe transformation

1 ml of overnight S. Pombe cultured in YES was harvested and then resuspended in 0.5 ml PEGLET (10 mM Tris [pH 8], 1mM EDTA, 0.1 M lithium acetate, 40% polyethylene glycol [PEG]). 5µl of denatured salmon sperm DNA (10 mg/ml) was added to it. 1 µg of the purified plasmid DNA was then added to this mixture and allowed to stand overnight at room temperature, after which the cells were resuspended in 150 μl YES and spread onto appropriate selection plates.

RNA isolation

TRIzol ™ Reagent (Invitrogen) was used for RNA isolation. After homogenizing the sample with TRIzol ™ reagent, chloroform was added, and the homogenate was allowed to separate into a clear upper aqueous layer (containing RNA), an interphase, and a red lower organic layer (containing the DNA and proteins). RNA was thereafter precipitated from the aqueous layer with isopropanol. Furthermore, the steps of cDNA library preparation and Next Generation Sequencing and Analysis were done by Agrigenome.

Library preparation

TruSeqstranded mRNA sample preparation protocol was used to capture coding RNA and multiple forms of noncoding polyadenylated RNA using poly-T oligo attached magnetic beads. After fragmentation of mRNA, first-strand cDNA was done using reverse transcriptase (strand specificity was obtained by replacing dTTP with dUTP, followed by second-strand cDNA synthesis using DNA Polymerase I and RNase H. Then adenylation of the 3’ ends are done following ligation of adapters. The products are then purified and enriched with PCR to create the final cDNA library. Finally, quality control analysis and quantification of the DNA library templates were performed to create optimum cluster densities across every lane of flow cell.

Data analysis

Raw sequence data generation was done using Fastq [9] file followed by data quality check. Mapping is done to the reference genome using Kim et al [10]. to evaluate sample quality, followed by differential expression analysis using cuffdiff [11,12] Gene Ontology Annotations were assigned using Uniprot [13] and the report of the analysis was produced. Correlation analyses were performed to check the variability between replicates and across samples The box plot was used to show the distribution of data based on the five number summary. Log transformation is performed to make the variation similar across orders of magnitude (See Supplementary Figure S1). The correlation between the samples being compared was revealed by the scatter plot. The samples being compared are said to be highly correlated if the data falls in a straight line (See Supplementary Figure S2). The distance matrix plot showed the correlation between the samples being compared. (See Supplementary Figure S3). The matrix plot describes the number of significant genes at 5% FDR for each pairwise interaction tested. It gives a quick view of the number of significant features at a given q value cutoff <= 0.05 (See Supplementary Figure S4). The Volcano plot helps visualize the statistically significant differentially expressed genes. The plot is constructed by plotting -log10 (p-value) on the y-axis, and the log2 fold change between the two samples on the X-axis. Genes that pass the filtering of q-value <0.05 are indicated on the plot in red (See Supplementary Figure S5). Further analysis was performed in lab. Genes with significant fold changes were taken for analysis and a cut off of ≥1.5 fold for up-regulated genes and ≤0.75 fold for down-regulated genes was set for further analysis of the differential expression in the gene sets. Gene clusters and functions were generated using DAVID Functional Annotation Bioinformatics tool (David v6.8) [2,3]. Lock et al [14]. was used to assign and verify specific functions of the respective genes. Gene expression profiles during cell cycle and stress were explored using Chen Lab Resources [4,5]. Hulsen et al [7]. application was used for the comparison and visualization of gene lists using area proportional Venn diagrams.

Funding Information

S.B thanks UGC-URF for fellowship, P.S thanks CSIR for fellowship, S.D. thanks WB-DBT [Ref No. 56(Sanc.)-BT/(Estt.)/RD-17/2017 dated13/08/2018] for fellowship. The authors acknowledge WB-DBT [Ref No. 56(Sanc.)-BT/(Estt.)/RD-17/2017, dated 13/08/2018] for funding.

CRediT authorship contribution statement

Sohini Basu: Methodology, Formal analysis, Data curation, Writing – review & editing. Priyanka Sarkar: Formal analysis, Data curation, Writing – review & editing. Suchismita Datta: Methodology, Formal analysis, Data curation, Writing – review & editing. Geetanjali Sundaram: Methodology, Formal analysis, Data curation, Writing – review & editing.

Declaration of Competing Interest

The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
SubjectBiology
Specific subject areaMolecular biology
Type of dataTableVenn diagramGraph
How the data were acquiredData was acquired using Next Generation SequencingTruSeq stranded mRNA preparation protocol was used to capture RNA, then the mRNA was purified and the cDNA library was prepared. The RNA sequence data were generated as a Fastq file. The quality of the data was checked. Read mapping to the reference genome was done using Cuffdiff. Gene ontology annotations were assigned using Uniprot, and the data analysis report was created.
Data formatAnalyzed
Description of Data CollectionThe S. pombe cells used in this study include wild-type, Δatf1 and Δatf1Δpcr1, wt cells overexpressing Pcr1 and Δatf1 cells overexpressing Pcr1. Total RNA was isolated from all these cells and processed for transcriptome sequencing.
Data Source Location• Institution: University of Calcutta• City/Town/Region: Kolkata, West Bengal• Country: India
Data accessibilityRepository name: Gene Expression Omnibus (GEO) NCBI Sequence Read Archive (SRA)Data identification number: GSE175982Direct URL to data:https://www-ncbi-nlm-nih-gov.brum.beds.ac.uk/geo/query/acc.cgi?acc=GSE175982
  13 in total

1.  Systematic and integrative analysis of large gene lists using DAVID bioinformatics resources.

Authors:  Da Wei Huang; Brad T Sherman; Richard A Lempicki
Journal:  Nat Protoc       Date:  2009       Impact factor: 13.491

2.  Antagonistic regulation of cyclin expression by the bZIP transcription factors Pcr1 and Atf1 during G2/M transition.

Authors:  Sushobhana Bandyopadhyay; Protiti Maiti Ghosh; Sohini Basu; Madhurima Paul; Syed Benazir Alam; Elizabeth Das; Geetanjali Sundaram
Journal:  FEMS Microbiol Lett       Date:  2017-08-01       Impact factor: 2.742

3.  Differential gene and transcript expression analysis of RNA-seq experiments with TopHat and Cufflinks.

Authors:  Cole Trapnell; Adam Roberts; Loyal Goff; Geo Pertea; Daehwan Kim; David R Kelley; Harold Pimentel; Steven L Salzberg; John L Rinn; Lior Pachter
Journal:  Nat Protoc       Date:  2012-03-01       Impact factor: 13.491

4.  Molecular genetic analysis of fission yeast Schizosaccharomyces pombe.

Authors:  S Moreno; A Klar; P Nurse
Journal:  Methods Enzymol       Date:  1991       Impact factor: 1.600

5.  Transcript assembly and quantification by RNA-Seq reveals unannotated transcripts and isoform switching during cell differentiation.

Authors:  Cole Trapnell; Brian A Williams; Geo Pertea; Ali Mortazavi; Gordon Kwan; Marijke J van Baren; Steven L Salzberg; Barbara J Wold; Lior Pachter
Journal:  Nat Biotechnol       Date:  2010-05-02       Impact factor: 54.908

6.  BioVenn - a web application for the comparison and visualization of biological lists using area-proportional Venn diagrams.

Authors:  Tim Hulsen; Jacob de Vlieg; Wynand Alkema
Journal:  BMC Genomics       Date:  2008-10-16       Impact factor: 3.969

7.  Genome wide transcription profiling reveals a major role for the transcription factor Atf1 in regulation of cell division in Schizosaccharomyces pombe.

Authors:  Sushobhana Bandyopadhyay; Geetanjali Sundaram
Journal:  Genom Data       Date:  2015-09-18

8.  Periodic gene expression program of the fission yeast cell cycle.

Authors:  Gabriella Rustici; Juan Mata; Katja Kivinen; Pietro Lió; Christopher J Penkett; Gavin Burns; Jacqueline Hayles; Alvis Brazma; Paul Nurse; Jürg Bähler
Journal:  Nat Genet       Date:  2004-06-13       Impact factor: 38.330

9.  Multiple pathways differentially regulate global oxidative stress responses in fission yeast.

Authors:  Dongrong Chen; Caroline R M Wilkinson; Stephen Watt; Christopher J Penkett; W Mark Toone; Nic Jones; Jürg Bähler
Journal:  Mol Biol Cell       Date:  2007-11-14       Impact factor: 4.138

10.  Bioinformatics enrichment tools: paths toward the comprehensive functional analysis of large gene lists.

Authors:  Da Wei Huang; Brad T Sherman; Richard A Lempicki
Journal:  Nucleic Acids Res       Date:  2008-11-25       Impact factor: 16.971

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.