| Literature DB >> 30824372 |
Andrii Bugai1, Alexandre J C Quaresma1, Caroline C Friedel2, Tina Lenasi1, Robert Düster3, Christopher R Sibley4, Koh Fujinaga5, Petra Kukanja1, Thomas Hennig6, Melanie Blasius7, Matthias Geyer3, Jernej Ule8, Lars Dölken6, Matjaž Barborič9.
Abstract
DNA damage response (DDR) involves dramatic transcriptional alterations, the mechanisms of which remain ill defined. Here, we show that following genotoxic stress, the RNA-binding motif protein 7 (RBM7) stimulates RNA polymerase II (Pol II) transcription and promotes cell viability by activating the positive transcription elongation factor b (P-TEFb) via its release from the inhibitory 7SK small nuclear ribonucleoprotein (7SK snRNP). This is mediated by activation of p38MAPK, which triggers enhanced binding of RBM7 with core subunits of 7SK snRNP. In turn, P-TEFb relocates to chromatin to induce transcription of short units, including key DDR genes and multiple classes of non-coding RNAs. Critically, interfering with the axis of RBM7 and P-TEFb provokes cellular hypersensitivity to DNA-damage-inducing agents due to activation of apoptosis. Our work uncovers the importance of stress-dependent stimulation of Pol II pause release, which enables a pro-survival transcriptional response that is crucial for cell fate upon genotoxic insult.Entities:
Keywords: 7SK snRNP; CDK9; DNA damage response; P-TEFb; Pol II elongation; Pol II pause release; RBM7; apoptosis; genotoxic stress; p38 MAP kinase
Mesh:
Substances:
Year: 2019 PMID: 30824372 PMCID: PMC6482433 DOI: 10.1016/j.molcel.2019.01.033
Source DB: PubMed Journal: Mol Cell ISSN: 1097-2765 Impact factor: 17.970
Figure 1Genotoxic Stress Induces the Interaction of RBM7 with 7SK
(A) Distribution charts of unique tags derived from the F-RBM7 libraries based on percentages of the total iCLIP reads and mapped to the indicated RNA classes. Charts on the right show distribution of the indicated types of ncRNA.
(B) F-RBM7 iCLIP reads mapped to 7SK. Positions of the four stem-loops (SL1–4) are shown below the iCLIP reads and on a 7SK secondary structure model.
(C) RIP-qPCR of 7SK in wild-type and mRNP1 F-RBM7 IP from whole-cell extracts (WCEs) of HEK293 cells. RBM7 with RRM (in pink) and the position of RNP1 (white stripe) is shown on top.
(D) RIP-qPCR of 7SK in F-RBM7 IP from WCE of HEK293 cells. Conditions with (red bars; in hours) and without (blue bars) 4-NQO are shown.
Results in (C) and (D) are presented as the mean ± SEM (n = 3). ∗∗p < 0.01. See also Figure S1 and Tables S1A–S1C.
Figure 2Genotoxic Stress Induces the Relocation of P-TEFb and RBM7 from 7SK snRNP to Pol II
(A and B) CoIP of F-RBM7 (A) and F-LARP7 (B) with 7SK snRNP from WCE of HEK293 cells. Conditions with (+) and without (−) 4-NQO are shown.
(C and D) CoIP of F-CDK9 (C) and F-RBM7 (D) with the indicated proteins from WCE of HEK293 cells. Conditions with (+) and without (−) 4-NQO are shown.
(E) Cartoon depicting the V-PAC assay. P-TEFb-releasing agents induce the transfer of the inactive YC-P-TEFb (inactive CDK9 in red) to the substrate YN-CTD chimera (active CDK9 in green), yielding YFP fluorescence.
(F) V-PAC assay in HeLa cells expressing YC-P-TEFb and YN-CTD chimera. Left: representative YFP fluorescence (YFP) and phase contrast (cells) images of cells are shown. Conditions with (in hours) and without (−) 4-NQO are shown. Right: quantification of YFP-positive cells that were treated as indicated.
See also Figure S2.
Figure 3RBM7 Is Critical for the Genotoxic-Stress-Induced Release of P-TEFb from HEXIM1
(A) CoIP of F-HEXIM1 with CDK9 and RBM7 from WCE of HEK293 cells. Conditions with control (−) and RBM7 siRNA #1 (+) and with (+) and without (−) 4-NQO are shown.
(B) Left: CoIP of HEXIM1 with CDK9 from WCEs of HEK293 cells containing wild-type and mRNP1 F-RBM7. Conditions with (+) and without (−) F-RBM7 induction by tetracycline (Tet) are shown. Right: RIP-qPCR of 7SK in HEXIM1 IP from WCE of HEK293 cells containing wild-type and mRNP1 F-RBM7. Conditions with wild-type (red bars), mRNP1 (black bars), and without (blue bars) F-RBM7 induction by Tet are shown. Results are presented as the mean ± SEM (n = 3). ∗p < 0.05, determined by Student’s t test.
(C) CoIP of HEXIM1 with CDK9 from WCEs of HeLa cells. Conditions with (+) and without (−) 4-NQO or p38i are shown. Levels of phospho-p38MAPK (p38-P) indicate activation of p38MAPK.
(D) RIP-qPCR of 7SK in F-RBM7 IP from WCEs of HeLa cells. Conditions with 4-NQO (red bars), 4-NQO and p38i (yellow bars), and without 4-NQO (blue bars) are shown. Results are presented as the mean ± SEM (n = 3). ∗p < 0.05; ∗∗p < 0.01, determined by Student’s t test. Levels of phospho-p38MAPK (p38-P) indicate activation of p38MAPK.
Figure 4RBM7 Releases P-TEFb from the Core of 7SK snRNP upon Genotoxic Stress
(A) CoIP of F-LARP7 with 7SK snRNP and γ-H2AX from WCE of HEK293 cells. Conditions with (in hours) and without (−) 4-NQO are shown.
(B) RT-qPCR of 7SK (left) and RIP-qPCR of 7SK in F-LARP7 (middle) and HEXIM1 (right) IP from WCE of HEK293 cells. Conditions with (red bars) and without (blue bars) 4-NQO are shown. Results are presented as the mean ± SEM (n = 2). Protein levels in the IP are shown below the graphs.
(C) Cartoon depicting P-TEFb release assay. Release of inactive P-TEFb (CDK9 in red) from 7SK snRNP abrogates the P-TEFb–HEXIM1 interaction, resulting in P-TEFb activation (CDK9 in green).
(D) Left: eluates of immunopurified wild-type and mRNP1 F-RBM7 from HEK293 WCE. Middle: western blot analysis of P-TEFb release from HEXIM1 immunopurified (αHEXIM1 IP) 7SK snRNP by the F-RBM7 proteins. Control (−, lanes 1 and 2) and conditions with (+) increasing amounts of wild-type and mRNP1 F-RBM7 are shown. Right: RIP-qPCR of 7SK in HEXIM1 IP. Conditions with wild-type (red bars), mRNP1 (black bars), and without (blue bars) F-RBM7 incubation are shown. Results are presented as the mean ± SEM (n = 4). ∗∗∗p < 0.001, determined by Student’s t test.
(E–G) Coomassie-stained gels of in vitro MBP pull-down assays of MBP-RBM7 with GST-cMePCE (E), GST-LARP7 (F), and His-CDK9/GST-CycT1 (G).
See also Figure S3.
Figure 5Active P-TEFb Is Vital for the Pol II Transcriptional Response to Genotoxic Stress
(A) (Top) Schematic depicting major steps in the generation of 4sU-labeled transcripts (4sU RNA) for 4sU-seq. (Bottom) Pie charts showing the fractions of DE protein-coding genes (mRNA) in 4-NQO-treated HeLa cells as assessed by 4sU-seq (n = 2).
(B) Bar charts showing the number of DE classes of transcripts in HeLa cells as assessed by 4sU-seq (n = 2). The degrees of differential expression are presented according to the legend. Conditions with (in hours) and without (−) 4-NQO or FP are shown.
(C) Boxplots indicating the distribution of gene lengths for upregulated and downregulated protein-coding genes. Median gene length for each group is shown.
(D) Top Molecular and Cellular Functions categories of the 4FP gene set as identified by IPA. The number of affected genes per category is shown on the right.
(E) RT-qPCR of the indicated DNA damage-induced unspliced (pre-mRNA), uaRNA, and eRNA transcripts. HeLa cells were treated as indicated by the legend. Results were normalized to the DMSO control and are presented as the mean ± SEM (n = 3). ∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001, determined by Student’s t test.
See also Figure S4 and Tables S3A–S3G.
Figure 6RBM7 and 7SK snRNP Are Critical for the Induction of P-TEFb-Dependent DDR Genes
(A) ChIP-qPCR of the occupancy of CDK9 and Ser2-P relative to Pol II at transcription start site (TSS) and in the middle of gene interior (INT) of the indicated DDR genes. The ChIP-qPCR data at the intergenic site ∼100 kb upstream of FOS TSS is also presented. Conditions with (red bars) and without (blue bars) 4-NQO are shown. Results were normalized to the DMSO control and are presented as the mean ± SEM (n = 3). ∗p < 0.05; ∗∗p < 0.01, determined by Student’s t test.
(B) RT-qPCR (left) of unspliced transcripts (pre-mRNA) of the indicated DDR genes and ChIP-qPCR (right) of the levels of Ser2-P relative to Pol II at the TSS and in the middle of gene interior (INT) of the indicated DDR genes in control (siCtrl; red) and RBM7 knockdown (siRBM7 #2; yellow) 4-NQO-treated HeLa cells. In RT-qPCR assays, the cells were exposed to 4-NQO for 15 min, 0.5 h, 1 h, and 2 h as indicated, and results were normalized to the untreated control and are presented as the mean ± SEM (n = 3). ∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001, determined by Student’s t test. ChIP-qPCR results were normalized to the control values that were set to 1 and are presented as the mean ± SEM (n = 3). ∗p < 0.05; ∗∗p < 0.01, determined by Student’s t test.
(C and D) RT-qPCR of unspliced transcripts of the indicated DDR genes in parental, wild-type, and mRNP1 F-RBM7-expressing (C) or 7SK-depleted (D) HeLa cells. The cells were treated for 2 h with DMSO or 4-NQO as indicated by the legend. Results were normalized to the respective DMSO control and are presented as the mean ± SEM (C: n = 4; D: n = 3). ∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001, determined by Student’s t test. Levels of the F-RBM7 proteins and efficacy of the RN7SK knockdown with the 7SK antisense DNA oligonucleotide (as7SK) are shown on the left.
See also Figure S5 and Table S4.
Figure 7P-TEFb and RBM7 Promote Cell Viability upon Genotoxic Stress
(A and B) Hypersensitivity of HeLa and RPE-1 cells to 4-NQO upon FP treatment (A) and RBM7 depletion (B). The cells were treated as indicated by the legends and examined at the time points indicated below the graphs. Two independent siRNAs (siRBM7 #2, HeLa cells; siRBM7 #1, RPE-1 cells) were used to deplete RBM7. Cytotoxicity results are presented as fluorescence values relative to the untreated control and plotted as the mean ± SEM (n = 3). ∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001, determined by Student’s t test using 4-NQO and 4-NQO FP or 4-NQO siRBM7 datasets, respectively.
(C and D) FP treatment (C) and RBM7 depletion (D) enhance 4-NQO-induced apoptosis in HeLa cells. The cells were treated as indicated by the legends and examined at the time points indicated below the graphs. siRBM7 #2 was used to deplete RBM7. Apoptosis results are presented as luminescence values relative to the untreated control and plotted as the mean ± SEM (n = 3). ∗p < 0.05; ∗∗p < 0.01, determined by Student’s t test using 4-NQO and 4-NQO FP or 4-NQO siRBM7 datasets, respectively.
(E) Model of P-TEFb activation by RBM7 during DDR. Genotoxic stress (step 1) provokes phosphorylation (green circle) of RBM7 by the p38MAPK-MK2 pathway. Subsequently, this triggers enhanced interaction of RBM7 with the core of 7SK snRNP (step 2; dashed arrows indicate interactions of RBM7 with MePCE and LARP7), triggering the release of inactive P-TEFb (CDK9 in red) from the core (step 3), yielding active P-TEFb (CDK9 in green). In turn, transcription factors (TFs) capture P-TEFb on chromatin (step 4). Stimulation of pro-survival DDR gene transcription at the Pol II pause release phase ensues (step 5), which is achieved by P-TEFb-mediated phosphorylation (green circles) of Pol II CTD at Ser2 as well as the negative transcription elongation factors (N-TEFs) NELF and DSIF. While NELF dissociates from Pol II, DSIF becomes a positive transcription elongation factor.
See also Figure S6 and Table S3H.
| REAGENT or RESOURCE | SOURCE | IDENTIFIER |
|---|---|---|
| Mouse monoclonal anti-FLAG M2 | Sigma | Cat#F1804; RRID: |
| Mouse monoclonal anti-FLAG M2 | Sigma | Cat#F3165; RRID: |
| Rabbit monoclonal anti-RNA polymerase II RPB1 | Abcam | Cat#ab76123; RRID: |
| Mouse monoclonal anti-RNA polymerase II CTD repeat YSPTSPS [8WG16] | Abcam | Cat#ab817; RRID: |
| Rabbit polyclonal anti-RNA polymerase II CTD repeat YSPTSPS (phospho S2) | Abcam | Cat#ab5095; RRID: |
| Goat polyclonal anti-HEXIM1 | Everest Biotech | Cat#EB06964; RRID: |
| Rabbit polyclonal anti-RBM7 | Sigma | Cat#HPA013993; RRID: |
| Rabbit polyclonal anti-RBM7 | Proteintech | Cat#21896-1-AP |
| Rabbit polyclonal anti-CDK9 | Santa Cruz Biotechnology | Cat#sc-484; RRID: |
| Rabbit monoclonal anti-CDK9 | Cell Signaling Technology | Cat#2316; RRID: |
| Rabbit polyclonal anti-LARP7 | Laboratory of Q. Zhou (UC Berkeley) ( | N/A |
| Goat polyclonal anti-MePCE | Santa Cruz Biotechnology | Cat#sc-82542; RRID: |
| Mouse monoclonal anti-hnRNP A1 | Abnova | Cat#MAB2492; RRID: |
| Mouse monoclonal anti-γ-H2AX (phospho S140) | Abcam | Cat#ab22551; RRID: |
| Rabbit polyclonal anti-MTR4 | Abcam | Cat#ab70551; RRID: |
| Mouse monoclonal anti-EXOSC3 | Santa Cruz Biotechnology | Cat#sc-166568; RRID: |
| Rabbit polyclonal anti-Cyclin T1 | Santa Cruz Biotechnology | Cat#sc-10750; RRID: |
| Rabbit polyclonal anti-Cleaved PARP | Cell Signaling Technology | Cat#9541; RRID: |
| Rabbit polyclonal anti-Cleaved Caspase-3 | Cell Signaling Technology | Cat#9661; RRID: |
| Mouse monoclonal anti-GAPDH | Santa Cruz Biotechnology | Cat#sc-32233; RRID: |
| Mouse monoclonal anti-p53 | Santa Cruz Biotechnology | Cat#sc-126; RRID: |
| Rabbit monoclonal anti-phospho-p38MAPK | Cell Signaling Technology | Cat#4511; RRID: |
| Normal mouse IgG | Santa Cruz Biotechnology | Cat#sc-2025; RRID: |
| Normal rabbit IgG | Santa Cruz Biotechnology | Cat#sc-2027; RRID: |
| Merck | Cat#69450 | |
| Merck | Cat#70956 | |
| Zeocin | InVivogen | Cat#ant-zn-1 |
| Hygromycin B Gold | InVivogen | Cat#ant-hg-5 |
| Blasticidin | InVivogen | Cat#ant-bl-1 |
| Phusion High-Fidelity DNA polymerase | New England Biolabs | Cat#M0530 |
| 4-Nitroquinoline N-oxide | Sigma | Cat#N8141 |
| Flavopiridol | Sigma | Cat#F3055 |
| p38MAPK inhibitor SB203580 | Selleckchem | Cat#S1076 |
| 4-Thiouridine | Carbosynth | Cat#NT06186 |
| Tetracycline hydrochloride | Sigma | Cat#T7660 |
| Doxycycline hyclate | Sigma | Cat#D9891 |
| EDTA-free Protease Inhibitor Cocktail | Sigma | Cat#11873580001 |
| SUPERase In RNase Inhibitor | Thermo Fisher Scientific | Cat#AM2694 |
| Random hexamers | Thermo Fisher Scientific | Cat#N8080127 |
| RNase A | Thermo Fisher Scientific | Cat#12091021 |
| TRIzol LS reagent | Thermo Fisher Scientific | Cat#10296028 |
| TRI Reagent | Sigma | Cat#T9424 |
| FastStart Universal SYBR Green QPCR Master (Rox) | Sigma | Cat#4913914001 |
| goat anti-mouse conjugated with AlexaFluor 488 | Thermo Fisher Scientific | Cat#A11001 |
| NucBlue reagent | Thermo Fisher Scientific | Cat#R37606 |
| ProLong Gold Antifade Mountant | Thermo Fisher Scientific | Cat#P10144 |
| 3XFLAG peptide | ApexBio Technology | Cat#A6001 |
| EZ-Link Biotin-HPDP | Thermo Fisher Scientific | Cat#21341 |
| Lipofectamine RNAiMAX reagent | Thermo Fisher Scientific | Cat#13778-150 |
| X-tremeGENE transfection reagent | Sigma | Cat#XTG9-RO |
| ChIP Cross-link Gold reagent | Diagenode | Cat#C01019027 |
| MBP | Laboratory of M. Geyer (University of Bonn) | N/A |
| MBP-RBM7 | This paper | N/A |
| MBP-RBM7 mRNP1 | This paper | N/A |
| GST-HEXIM1 | Laboratory of M. Geyer (University of Bonn) | N/A |
| GST-MePCE (aa 400-689) | Laboratory of M. Geyer (University of Bonn) | N/A |
| GST-LARP7 | Laboratory of M. Geyer (University of Bonn) | N/A |
| His-CDK9/GST-CycT1 (aa 1-272) | Laboratory of M. Geyer (University of Bonn) | N/A |
| Flp-In T-REx Core Kit | Thermo Fisher Scientific | Cat#K650001 |
| Rapid DNA Ligation Kit | Thermo Fisher Scientific | Cat#K1423 |
| Dynabeads Protein G | Thermo Fisher Scientific | Cat#10004D |
| M-MLV reverse transcriptase | Thermo Fisher Scientific | Cat#28025-013 |
| SuperScript III reverse transcriptase | Thermo Fisher Scientific | Cat#18080044 |
| AccuPrime SuperMix I | Thermo Fisher Scientific | Cat#12342010 |
| Turbo DNA-Free kit | Thermo Fisher Scientific | Cat#AM1907 |
| Anti-FLAG M2 affinity gel | Sigma | Cat#A2220 |
| μMACS Streptavidin Kit | Miltenyi | Cat#130-074-101 |
| TruSeq Stranded mRNA LT Sample Prep Kit | Illumina | Cat#RS-122-2101 |
| CellTox Green Cytotoxicity Assay | Promega | Cat#G8741 |
| RealTime-Glo Annexin V Apoptosis and Necrosis Assay | Promega | Cat#JA1011 |
| alamarBlue Cell Viability Assay | Thermo Fisher Scientific | Cat#DAL 1025 |
| MycoAlert mycoplasma detection kit | Lonza | Cat#LT07-118 |
| MBPTrap HP – 5 mL prepacked column | GE Healthcare | Cat#28918780 |
| GSTrap FF – 5 mL prepacked column | GE Healthcare | Cat#17513001 |
| HiLoad 16/600 Superdex200 pg | GE Healthcare | Cat#GE28-9893-35 |
| HiLoad 16/600 Superdex75 pg | GE Healthcare | Cat#GE28-9893-33 |
| RBM7 iCLIP | EMBL-EBI ArrayExpress Archive | E-MTAB-6475 |
| 4sU-seq | NCBI Gene Expression Omnibus | GEO: |
| Human reference genome UCSC assembly hg19 (GRCh37) | Genome Reference Consortium | |
| Human reference genome UCSC assembly hg 38 (GRCh38) | Genome Reference Consortium | |
| HEK293 Flp-In T-REx | Thermo Fisher Scientific | Cat#R78007 |
| HEK293 Flp-In T-REx 3XFLAG | This paper | N/A |
| HEK293 Flp-In T-REx F-RBM7 | Laboratory of J. Ule (The Francis Crick Institute) | N/A |
| HEK293 Flp-In T-REx F-RBM7 mRNP1 | This paper | N/A |
| HEK293 Flp-In T-REx F-LARP7 | This paper | N/A |
| HEK293 Flp-In T-REx F-CDK9 | This paper | N/A |
| HEK293 Flp-In T-REx F-HEXIM1 | This paper | N/A |
| HEK293 Flp-In T-REx F-MTR4 | Laboratory of M. Nagahama (Meiji Pharmaceutical University) ( | N/A |
| HeLa Flp-In | Laboratory of E. Bertrand (University of Montpellier) | N/A |
| HeLa Flp-In F-RBM7 | This paper | N/A |
| HeLa Flp-In F-RBM7 mRNP1 | This paper | N/A |
| HeLa | ATCC | Cat#CCL2; RRID: CVCL_0045 |
| RPE-1 | ATCC | Cat#CRL-4000; RRID: CVCL_4388 |
| HFF-1 | ATCC | Cat#SCRC-1041; RRID: CVCL_3285 |
| HCT116 | Laboratory of J.M. Espinosa (University of Colorado) | N/A |
| pcDNA5/FRT/TO/3XFLAG-RBM7 mRNP1 mutagenesis primers: TGCGGCTGTGAATTTCAAACATGAAGTG GCCTGCGCTGGTTTACCATCCTTATCTTTTG | Integrated DNA Technologies | N/A |
| 7SK antisense DNA: CCTTGAGAGCTTGTTTGGAGG | Integrated DNA Technologies | N/A |
| RBM7 siRNA #1: GCGUAAAGUCAGAAUGAAUTT | Integrated DNA Technologies | N/A |
| RBM7 siRNA #2: GGAUAAAGGCAUUGCUUAATT | Integrated DNA Technologies | N/A |
| hMTR4 siRNA: CAAUUAAGGCUCUGAGUAATT | Integrated DNA Technologies | N/A |
| Control siRNA | QIAGEN | Cat#SI03650318 |
| Primers for RIP-qPCR assays, see | Integrated DNA Technologies | N/A |
| Primers for RT-qPCR assays, see | Integrated DNA Technologies | N/A |
| Primers for ChIP-qPCR assays, see | Integrated DNA Technologies | N/A |
| pcDNA5/FRT/TO/3XFLAG | Laboratory of J. Ule (The Francis Crick Institute) | N/A |
| pcDNA5/FRT/TO/3XFLAG-RBM7 | Laboratory of J. Ule (The Francis Crick Institute) | N/A |
| pcDNA5/FRT/TO/3XFLAG-RBM7 mRNP1 | This paper | N/A |
| pcDNA5/FRT/TO/3XFLAG-LARP7 | This paper | N/A |
| pcDNA5/FRT/TO/3XFLAG-CDK9 | This paper | N/A |
| pcDNA5/FRT/TO/3XFLAG-HEXIM1 | This paper | N/A |
| pEF.YN.CTD | Laboratory of B.M. Peterlin (UCSF) ( | N/A |
| pEF-YC.P-TEFb | Laboratory of B.M. Peterlin (UCSF) ( | N/A |
| pET28a/MBP | Laboratory of M. Geyer (University of Bonn) | N/A |
| pET28a/MBP-RBM7 | This paper | N/A |
| pET28a/MBP-RBM7 mRNP1 | This paper | N/A |
| pGEX4T1/HEXIM1 | Laboratory of M. Geyer (University of Bonn) | N/A |
| pGEX4T1/MePCE (aa 400-689) | Laboratory of M. Geyer (University of Bonn) | N/A |
| pGEX4T1/LARP7 | Laboratory of M. Geyer (University of Bonn) | N/A |
| pGEX4T1/CycT1 (aa 1-272) | Laboratory of M. Geyer (University of Bonn) | N/A |
| pACEBac1/CDK9 | Laboratory of M. Geyer (University of Bonn) | N/A |
| iCount | Laboratory of T. Curk (University of Ljubljana) | |
| STAR RNA aligner | RRID: | |
| FastQC | Babraham Bioinformatics | |
| Cutadapt | ||
| ContextMap 2 | ||
| featureCounts | ||
| edgeR | ||
| Ingenuity Pathway Analysis v01-08 - IPA Upstream Regulator Analysis | Ingenuity Pathway Analysis | |
| Ingenuity Pathway Analysis v01-08 - IPA Downstream Effects analytic | Ingenuity Pathway Analysis | |
| RcisTarget v1.0.2 | Bioconductor ( | |
| Molecular Signatures Database v6.0 | GSEA - Broad Institute ( | |
| AxioVision v4.3 Microscopy Software | Zeiss | N/A |
| MetaMorph Microscopy Automation and Image Analysis Software | Molecular Devices | N/A |
| MxPro QPCR Software v4.10 | Stratagene | N/A |