| Literature DB >> 23209424 |
John P Miller1, Bridget E Yates, Ismael Al-Ramahi, Ari E Berman, Mario Sanhueza, Eugene Kim, Maria de Haro, Francesco DeGiacomo, Cameron Torcassi, Jennifer Holcomb, Juliette Gafni, Sean D Mooney, Juan Botas, Lisa M Ellerby, Robert E Hughes.
Abstract
A genome-scale RNAi screen was performed in a mammalian cell-based assay to identify modifiers of mutant huntingtin toxicity. Ontology analysis of suppressor data identified processes previously implicated in Huntington's disease, including proteolysis, glutamate excitotoxicity, and mitochondrial dysfunction. In addition to established mechanisms, the screen identified multiple components of the RRAS signaling pathway as loss-of-function suppressors of mutant huntingtin toxicity in human and mouse cell models. Loss-of-function in orthologous RRAS pathway members also suppressed motor dysfunction in a Drosophila model of Huntington's disease. Abnormal activation of RRAS and a down-stream effector, RAF1, was observed in cellular models and a mouse model of Huntington's disease. We also observe co-localization of RRAS and mutant huntingtin in cells and in mouse striatum, suggesting that activation of R-Ras may occur through protein interaction. These data indicate that mutant huntingtin exerts a pathogenic effect on this pathway that can be corrected at multiple intervention points including RRAS, FNTA/B, PIN1, and PLK1. Consistent with these results, chemical inhibition of farnesyltransferase can also suppress mutant huntingtin toxicity. These data suggest that pharmacological inhibition of RRAS signaling may confer therapeutic benefit in Huntington's disease.Entities:
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Year: 2012 PMID: 23209424 PMCID: PMC3510027 DOI: 10.1371/journal.pgen.1003042
Source DB: PubMed Journal: PLoS Genet ISSN: 1553-7390 Impact factor: 5.917
List of Suppressors.
| siRNA | GENEID | Entrez Gene Name | Function | AVG | SE |
| IL18BP | 10068 | interleukin 18 binding protein | other | 0.187 | 0.001 |
| GRIN1 | 2902 | glutamate receptor, ionotropic, N-methyl D-aspartate 1 | ion channel | 0.213 | 0.041 |
| NR3C2 | 4306 | nuclear receptor subfamily 3, group C, member 2 | nuclear receptor | 0.258 | 0.037 |
| TNFSF18 | 8995 | tumor necrosis factor (ligand) superfamily, member 18 | cytokine | 0.275 | 0.032 |
| TNFSF13B | 10673 | tumor necrosis factor (ligand) superfamily, member 13b | cytokine | 0.298 | 0.094 |
| ENPEP | 2028 | glutamyl aminopeptidase (aminopeptidase A) | peptidase | 0.299 | 0.036 |
| MIPEP | 4285 | mitochondrial intermediate peptidase | peptidase | 0.320 | 0.059 |
| GDF10 | 2662 | growth differentiation factor 10 | growth factor | 0.328 | 0.023 |
| GAS | 2520 | gastrin | other | 0.329 | 0.050 |
| CPA1 | 1357 | carboxypeptidase A1 (pancreatic) | peptidase | 0.333 | 0.038 |
| HRH2 | 3274 | histamine receptor H2 | GPCR | 0.376 | 0.060 |
| HRH1 | 3269 | histamine receptor H1 | GPCR | 0.377 | 0.156 |
| UCHL3 | 7347 | ubiquitin carboxyl-terminal esterase L3 (ubiquitin thiolesterase) | peptidase | 0.393 | 0.013 |
| CASP3 | 836 | caspase 3, apoptosis-related cysteine peptidase | peptidase | 0.405 | 0.017 |
| P2RX4 | 5025 | purinergic receptor P2X, ligand-gated ion channel, 4 | ion channel | 0.420 | 0.081 |
| LTBR | 4055 | lymphotoxin beta receptor (TNFR superfamily, member 3) | transmembrane receptor | 0.422 | 0.027 |
| LGALS9 | 3965 | lectin, galactoside-binding, soluble, 9 | other | 0.425 | 0.158 |
| DPEP3 | 64180 | dipeptidase 3 | peptidase | 0.451 | 0.045 |
| ADAM9 | 8754 | ADAM metallopeptidase domain 9 (meltrin gamma) | peptidase | 0.451 | 0.015 |
| IL18R1 | 8809 | interleukin 18 receptor 1 | transmembrane receptor | 0.463 | 0.016 |
| GPRC5D | 55507 | G protein-coupled receptor, family C, group 5, member D | GPCR | 0.465 | 0.120 |
| IL1RAP | 3556 | interleukin 1 receptor accessory protein | transmembrane receptor | 0.478 | 0.113 |
| USP1 | 7398 | ubiquitin specific peptidase 1 | peptidase | 0.483 | 0.016 |
| NR2F6 | 2063 | nuclear receptor subfamily 2, group F, member 6 | nuclear receptor | 0.487 | 0.051 |
| NAGLU | 4669 | N-acetylglucosaminidase, alpha | enzyme | 0.487 | 0.148 |
| DLX4 | 1748 | distal-less homeobox 4 | transcription regulator | 0.489 | 0.128 |
| MSLN | 10232 | mesothelin | other | 0.489 | 0.052 |
| AP1GBP1 | 11276 | synergin, gamma | other | 0.492 | 0.135 |
| OR5P2 | 120065 | olfactory receptor, family 5, subfamily P, member 2 | GPCR | 0.493 | 0.057 |
| LHCGR | 3973 | luteinizing hormone/choriogonadotropin receptor | GPCR | 0.499 | 0.166 |
| PSMB5 | 5693 | proteasome (prosome, macropain) subunit, beta type, 5 | peptidase | 0.503 | 0.087 |
| MAP3K14 | 9020 | mitogen-activated protein kinase kinase kinase 14 | kinase | 0.507 | 0.012 |
| LHB | 3972 | luteinizing hormone beta polypeptide | other | 0.507 | 0.040 |
| PDE9A | 5152 | phosphodiesterase 9A | enzyme | 0.511 | 0.121 |
| PPP1R3D | 5509 | protein phosphatase 1, regulatory (inhibitor) subunit 3D | phosphatase | 0.518 | 0.014 |
| GLRA2 | 2742 | glycine receptor, alpha 2 | ion channel | 0.520 | 0.101 |
| MLL5 | 55904 | myeloid/lymphoid or mixed-lineage leukemia 5 (trithorax homolog, Drosophila) | other | 0.521 | 0.051 |
| NR3C1 | 2908 | nuclear receptor subfamily 3, group C, member 1 (glucocorticoid receptor) | nuclear receptor | 0.523 | 0.148 |
| PDE1A | 5136 | phosphodiesterase 1A, calmodulin-dependent | enzyme | 0.524 | 0.082 |
| TESSP1 | 360226 | testis serine protease 1 | peptidase | 0.524 | 0.013 |
| GRIN2B | 2904 | glutamate receptor, ionotropic, N-methyl D-aspartate 2B | ion channel | 0.524 | 0.106 |
| ZNF24 | 7572 | zinc finger protein 24 | transcription regulator | 0.525 | 0.139 |
| ARPC1A | 10552 | actin related protein 2/3 complex, subunit 1A, 41kDa | other | 0.529 | 0.068 |
| LGMN | 5641 | legumain | peptidase | 0.531 | 0.081 |
| FLJ90661 | 146547 | protease, serine, 36 | peptidase | 0.531 | 0.044 |
| C13ORF22 | 10208 | ubiquitin specific peptidase like 1 | other | 0.535 | 0.022 |
| GRIN2A | 2903 | glutamate receptor, ionotropic, N-methyl D-aspartate 2A | ion channel | 0.536 | 0.077 |
| IL19 | 29949 | interleukin 19 | cytokine | 0.538 | 0.034 |
| BACE1 | 23621 | beta-site APP-cleaving enzyme 1 | peptidase | 0.544 | 0.037 |
| HGD | 3081 | homogentisate 1,2-dioxygenase (homogentisate oxidase) | enzyme | 0.544 | 0.027 |
| GPR81 | 27198 | G protein-coupled receptor 81 | GPCR | 0.549 | 0.087 |
| MICA | 4276 | MHC class I polypeptide-related sequence A | other | 0.551 | 0.042 |
| USP21 | 27005 | ubiquitin specific peptidase 21 | peptidase | 0.551 | 0.027 |
| PPP1R13B | 23368 | protein phosphatase 1, regulatory (inhibitor) subunit 13B | phosphatase | 0.556 | 0.116 |
| CACNA1E | 777 | calcium channel, voltage-dependent, R type, alpha 1E subunit | ion channel | 0.556 | 0.087 |
| DIABLO | 56616 | diablo homolog (Drosophila) | other | 0.558 | 0.002 |
| GLRA1 | 2741 | glycine receptor, alpha 1 | ion channel | 0.559 | 0.049 |
| PLGL | 5342 | plasminogen-like B2 | peptidase | 0.559 | 0.061 |
| PLCB3 | 5331 | phospholipase C, beta 3 (phosphatidylinositol-specific) | enzyme | 0.560 | 0.022 |
| PTP4A3 | 11156 | protein tyrosine phosphatase type IVA, member 3 | phosphatase | 0.561 | 0.018 |
| KIF21B | 23046 | kinesin family member 21B | other | 0.564 | 0.104 |
| HAMP | 57817 | hepcidin antimicrobial peptide | other | 0.564 | 0.022 |
| PEX6 | 5190 | peroxisomal biogenesis factor 6 | enzyme | 0.565 | 0.046 |
| POLH | 5429 | polymerase (DNA directed), eta | enzyme | 0.566 | 0.066 |
| CREBL2 | 1389 | cAMP responsive element binding protein-like 2 | transcription regulator | 0.569 | 0.013 |
| BACE2 | 25825 | beta-site APP-cleaving enzyme 2 | peptidase | 0.571 | 0.054 |
| RAB20 | 55647 | RAB20, member RAS oncogene family | enzyme | 0.575 | 0.049 |
| CRSP2 | 9282 | mediator complex subunit 14 | transcription regulator | 0.578 | 0.084 |
| AIP | 9049 | aryl hydrocarbon receptor interacting protein | transcription regulator | 0.578 | 0.047 |
| CBFA2T2 | 9139 | core-binding factor, runt domain, alpha subunit 2; translocated to, 2 | transcription regulator | 0.583 | 0.085 |
| PDE5A | 8654 | phosphodiesterase 5A, cGMP-specific | enzyme | 0.584 | 0.047 |
| PIK3AP1 | 118788 | phosphoinositide-3-kinase adaptor protein 1 | other | 0.584 | 0.025 |
| MKI67 | 4288 | antigen identified by monoclonal antibody Ki-67 | other | 0.586 | 0.023 |
| PREP | 5550 | prolyl endopeptidase | peptidase | 0.587 | 0.074 |
| ADAM21 | 8747 | ADAM metallopeptidase domain 21 | peptidase | 0.587 | 0.022 |
| ATP5C1 | 509 | ATP synthase, H+ transporting, mitochondrial F1 complex, gamma polypeptide 1 | transporter | 0.588 | 0.093 |
| RNF130 | 55819 | ring finger protein 130 | peptidase | 0.589 | 0.066 |
| SORCS1 | 114815 | sortilin-related VPS10 domain containing receptor 1 | transporter | 0.589 | 0.087 |
| HIF1A | 3091 | hypoxia inducible factor 1, alpha subunit (basic helixloop-helix transcription factor) | transcription regulator | 0.590 | 0.078 |
| KIF23 | 9493 | kinesin family member 23 | other | 0.591 | 0.048 |
| NR4A1 | 3164 | nuclear receptor subfamily 4, group A, member 1 | nuclear receptor | 0.592 | 0.076 |
| APTX | 54840 | aprataxin | phosphatase | 0.592 | 0.021 |
| ICK | 22858 | intestinal cell (MAK-like) kinase | kinase | 0.593 | 0.069 |
| TMPRSS4 | 56649 | transmembrane protease, serine 4 Plasma | peptidase | 0.593 | 0.024 |
| CAPN2 | 824 | calpain 2, (m/II) large subunit | peptidase | 0.594 | 0.053 |
| HTR1F | 3355 | 5-hydroxytryptamine (serotonin) receptor 1F | GPCR | 0.596 | 0.068 |
| PPM1A | 5494 | protein phosphatase 1A (formerly 2C), magnesiumdependent, alpha isoform | phosphatase | 0.597 | 0.040 |
| PRKR | 5610 | eukaryotic translation initiation factor 2-alpha kinase 2 | kinase | 0.597 | 0.021 |
| PAH | 5053 | phenylalanine hydroxylase | enzyme | 0.597 | 0.048 |
| PTPRE | 5791 | protein tyrosine phosphatase, receptor type, E Plasma | phosphatase | 0.599 | 0.022 |
| RNMT | 8731 | RNA (guanine-7-) methyltransferase | enzyme | 0.599 | 0.024 |
| ACPP | 55 | acid phosphatase, prostate | phosphatase | 0.600 | 0.059 |
| CNGA3 | 1261 | cyclic nucleotide gated channel alpha 3 | ion channel | 0.602 | 0.006 |
| HCN1 | 348980 | hyperpolarization activated cyclic nucleotide-gated potassium channel 1 | ion channel | 0.603 | 0.020 |
| FABP5 | 2171 | fatty acid binding protein 5 (psoriasis-associated) | transporter | 0.604 | 0.028 |
| PLA2G2D | 26279 | phospholipase A2, group IID | enzyme | 0.605 | 0.021 |
| C9ORF3 | 84909 | chromosome 9 open reading frame 3 | peptidase | 0.606 | 0.068 |
| FABP1 | 2168 | fatty acid binding protein 1, liver | transporter | 0.606 | 0.014 |
| DMTF1 | 9988 | cyclin D binding myb-like transcription factor 1 | transcription regulator | 0.609 | 0.018 |
| KIFC1 | 3833 | kinesin family member C1 | other | 0.611 | 0.040 |
| AFG3L1 | 172 | AFG3 ATPase family gene 3-like 1 (S. cerevisiae) | peptidase | 0.611 | 0.019 |
| CYLD | 1540 | cylindromatosis (turban tumor syndrome) | transcription regulator | 0.612 | 0.022 |
| PAFAH1B1 | 5048 | platelet-activating factor acetylhydrolase, isoform Ib, subunit 1 (45kDa) | enzyme | 0.613 | 0.060 |
| TRPV6 | 55503 | transient receptor potential cation channel, subfamily V, member 6 | ion channel | 0.613 | 0.029 |
| ARH | 26119 | low density lipoprotein receptor adaptor protein 1 | transporter | 0.619 | 0.034 |
| CPB1 | 1360 | carboxypeptidase B1 (tissue) | peptidase | 0.620 | 0.047 |
| PDE1B | 5153 | phosphodiesterase 1B, calmodulin-dependent | enzyme | 0.620 | 0.025 |
| CPO | 130749 | carboxypeptidase O | enzyme | 0.622 | 0.050 |
| UFD1L | 7353 | ubiquitin fusion degradation 1 like (yeast) | peptidase | 0.622 | 0.041 |
| CUGBP1 | 10658 | CUG triplet repeat, RNA binding protein 1 | translation regulator | 0.628 | 0.014 |
| PHEX | 5251 | phosphate regulating endopeptidase homolog, X-linked | peptidase | 0.628 | 0.016 |
| ILK | 3611 | integrin-linked kinase | kinase | 0.629 | 0.052 |
| APP | 351 | amyloid beta (A4) precursor protein | other | 0.630 | 0.046 |
| CLDN12 | 9069 | claudin 12 | other | 0.632 | 0.028 |
| HDLBP | 3069 | high density lipoprotein binding protein | transporter | 0.635 | 0.005 |
| MGC51025 | 353149 | TBC1 domain family, member 26 | other | 0.636 | 0.029 |
| RAD51C | 5889 | RAD51 homolog C (S. cerevisiae) | enzyme | 0.637 | 0.027 |
| APOBEC3F | 200316 | apolipoprotein B mRNA editing enzyme, catalytic polypeptide-like 3F | enzyme | 0.638 | 0.022 |
| AR | 367 | androgen receptor | nuclear receptor | 0.639 | 0.043 |
| PPGB | 5476 | cathepsin A | peptidase | 0.639 | 0.013 |
| ADAMTS6 | 11174 | ADAM metallopeptidase with thrombospondin type 1 motif, 6 | peptidase | 0.640 | 0.029 |
| PPP3R2 | 5535 | protein phosphatase 3 (formerly 2B), regulatory subunit B, beta isoform | phosphatase | 0.643 | 0.025 |
| PPM1E | 22843 | protein phosphatase 1E (PP2C domain containing) | phosphatase | 0.644 | 0.014 |
| CD4 | 920 | CD4 molecule | Transmembrane receptor | 0.653 | 0.003 |
| PPP2R1B | 5519 | protein phosphatase 2 (formerly 2A), regulatory subunit A, beta isoform | phosphatase | 0.654 | 0.016 |
| TP53RK | 112858 | TP53 regulating kinase | kinase | 0.662 | 0.018 |
| DIA1 | 1727 | cytochrome b5 reductase 3 | enzyme | 0.665 | 0.004 |
| DAXX | 1616 | death-domain associated protein | transcription regulator | 0.666 | 0.013 |
| TMPRSS5 | 80975 | transmembrane protease, serine 5 | peptidase | 0.668 | 0.014 |
| TPSD1 | 23430 | tryptase delta 1 | peptidase | 0.670 | 0.012 |
Average percent suppression of caspase activation is shown. A value of 1 indicates no change relative to control.
Standard error of the mean is shown.
Figure 1Gene Ontology Enrichment Analysis of HD Suppressors.
(A) Enriched GO categories for HD suppressor genes. Significance (line with open diamonds) is represented as the −log(Benjamini-Hochberg adjusted p-value), and is scaled on the secondary axis. The remaining bars represent the ratio of genes in each category vs. genes in each dataset. (B) Directed Acyclic Graph (DAG) of Glutamate Signaling Pathway GO category. Enriched subcategories are colored blue (for Biological Process). (C) DAG of Glutamate Receptor Complex GO category. Enriched subcategories are colored green (for Cellular Component). (D) DAG of Catalytic Activity GO category. Enriched categories are colored yellow (for Molecular Function). (E) (DAG) of neurological system process GO category. In graphs B, D and E, higher significance is indicated by more intense coloration. See also Table 1.
Ingenuity Pathway Analysis (IPA) Enriched Functional Categoriesa and Canonical Pathways for Suppressors.
| Functional Category | p-value | Genes |
| Neurological Disease | 0.0000646 | GRIN2A, HIF1A, PDE1A, NR3C1, APP, LGALS9, IL18R1, HRH1, AR, NR2F6, LTBR, GRIN1, GRIN2B, PAH, APTX, HRH2, PSMB5, CASP3, P2RX4, PDE9A, BACE1, HCN1, PREP, GLRA1, PDE5A, PAFAH1B1, UFD1L |
| Genetic Disorder | 0.0000953 | HAMP, GRIN2A, CD4, LHCGR, PDE1A, NR3C1, APP, LHB, PPP3R2, HRH1, AR, LDLRAP1, GRIN1, GRIN2B, PAH, APTX, HRH2, CASP3, PDE9A, BACE1, IL19, PDE5A, NAGLU, NR3C2, BACE2, CYLD, UFD1L |
| DNA Replication, Recombination and repair | 0.0001370 | APTX, PDE9A, PDE1B, PDE5A, PDE1A, NR3C1, KIFC1 |
| Nucleic Acid Metabolism | 0.0001370 | PDE9A, PDEB1, PDE5A, FABP1, HIF1A, PDE1A, APP |
| Small Molecule Biochemistry | 0.0001370 | ENPEP, MAP3K14, GRIN1, GRIN2A, HAMP, GPR81, PDE9A, LHCGR, HIF1A, PDE1A, NR3C1, LHB, APP, HRH1, GAST, AR, PLA2G2D, FABP5, PDE1B, NAGLU, FABP1, PDE5A, NR3C2 |
| Protein Degradation | 0.0005570 | ENPEP, GRIN2A, PSMB5, CASP3, C9ORF3, CPA1, BACE1, PHEX, PREP, LGMN, DPEP3, CAPN2, BACE2, UFD1L |
| Protein Synthesis | 0.0005570 | ENPEP, GRIN2A, PSMB5, CASP3, C9ORF3, CPA1, BACE1, HIF1A, APP, PHEX, PREP, IL19, LGMN, DPEP3, CAPN2, EIF2AK2, BACE2, UFD1L |
| Infectious Disease | 0.0005570 | PPP3R2, HRH1, GRIN1, GRIN2B, HRH2, GRIN2A, AR, CASP3, CD4, PDE5A, LTBR, NR3C1 |
| Cancer | 0.0005570 | KIF23, GRIN2A, CUGBP1, CD4, LHCGR, MKI67, TP53RK, HRH1, CACNA1E, FABP1, IL1RAP, KIFC1, MAP3K14, PTPRE, HRH2, PSMB5, CASP3, HCN1, IL18BP, ATP5C1, GAST, NR3C2, CYLD, CREBL2, ENPEP, ILK, MSLN, HIF1A, LHB, NR3C1, PPP3R2, DMTF1, PLGLB2, AR, ZNF24, NR2F6, MICA, TMPRSS4, GRIN1, GRIN2B, MIPEP, C9ORF3, USP1, AIP, PPP1R3D, FABP5, NR4A1, PDE5A, EIF2AK2, PPP2R1B |
| Reproductive System Disease | 0.0005570 | GRIN2A, ILK, LHCGR, MKI67, HIF1A, LHB, NR3C1, HRH1, AR, CACNA1E, ZNF24, RAD51C, GRIN2B, GRIN1, HRH2, PTPRE, PSMB5, CASP3, C9ORF3, HCN1, ATP5C1, NR4A1, PDE5A, NR3C2, CYLD, EIF2AK2, PPP2R1B |
| Respiratory Disease | 0.0005890 | GRIN2B, GRIN1, PAH, HRH2, GRIN2A, CASP3, CD4, HIF1A, NR3C1, PPP3R2, HRH1, IL19, PDE5A, CYLD, LTBR |
| Gene Expression | 0.0005890 | MAP3K14, TPSD1, CD4, ILK, HIF1A, LGALS9, NR3C1, APP, MED14, DMTF1, GAST, AR, FABP5, NR4A1, NR3C2, LTBR, NR2F6, EIF2AK2, TNFSF13B |
| Nervous System Development and Function | 0.0006870 | GLRA2, GRIN1, GRIN2B, GRIN2A, CASP3, P2RX4, BACE1, HIF1A, APP, NR3C1, HRH1, CACNA1E, AR, GLRA1, PDE1B, PLCB3, HTR1F, NR3C2, LTBR, PAFAH1B1 |
| Cell Cycle | 0.0009920 | KIF23, CD4, ILK, MKI67, HIF1A, MLL5, APP, NR3C1, DMTF1, AR, PPP1R13B, FABP1, PPM1A, LDLRAP1, RAD51C, KIFC1, TNFSF13B, PSMB5, CASP3, DAXX, GAST, NR4A1, CAPN2, EIF2AK2, CYLD, PAFAH1B1, DIABLO, POLH |
| Cell Death | 0.0010500 | CREBL2, GRIN2A, CD4, ILK, LHCGR, DLX4, HIF1A, NR3C1, LGALS9, APP, AR, PPP1R13B, CYB5R3, FABP1, PPM1A, LTBR, RAD51C, MICA, KIFC1, TNFSF13B, GRIN2B, GRIN1, PTPRE, PSMB5, CASP3, P2RX4, BACE1, TNFSF18, DAXX, IL19, PPP1R3D, GAST, PDE1B, NR4A1, EIF2AK2, CYLD, PAFAH1B1, DIABLO, PPP2R1B, POLH |
| Behavior | 0.0014200 | GRIN2B, GRIN1, UCHL3, GRIN2A, CASP3, LHCGR, HCN1, BACE1, HIF1A, APP, NR3C1, GAST, AR, GLRA1, PDE1B, NR3C2, PAFAH1B1 |
| Cellular Development | 0.0017100 | CUGBP1, CASP3, CD4, PTP4A3, LHCGR, LGALS9, LHB, APP, AR, PPM1A, LDLRAP1, PAFAH1B1, RAD51C, NFSF13B |
| Reproductive System Development and Function | 0.0017100 | GRIN1, CUGBP1, AR, CASP3, LHCGR, EIF2AK2, RAD51C, PAFAH1B1, APP, NR3C1, LHB, ADAM21 |
| Inflammatory Response | 0.0021700 | GRIN2A, HAMP, CD4, LHCGR, HIF1A, MLL5, NR3C1, APP, LGALS9, IL18R1, PPP3R2, HRH1, APOBEC3F, LTBR, IL1RAP, TNFSF13B, HRH2, CASP3, AIP, IL18BP, IL19, PIK3AP1, CYLD, EIF2AK2, ADAM9 |
| Dermatological Diseases and Conditions | 0.0023700 | GRIN2B, GRIN1, GRIN2A, HRH2, CD4, HIF1A, APP, NR3C1, IL18BP, PPP3R2, HRH1, IL19, AR, NR4A1, PDE5A, EIF2AK2, POLH |
| Immunological Disease | 0.0023700 | GRIN2A, CD4, HGD, PDE1A, LGALS9, NR3C1, IL18R1, PPP3R2, HRH1, CPB1, AR, LTBR, IL1RAP, MICA, KIFC1, TNFSF13B, ACPP, GRIN2B, HRH2, PSMB5, MIPEP, PDE9A, C9ORF3, USP1, HDLBP, IL18BP, DAXX, IL19, ADAMTS6, GLRA1, PDE1B, NR4A1, PDE5A, PIK3AP1, EIF2AK2, DIABLO |
| Inflammatory Disease | 0.0023700 | GRIN2A, CD4, PDE1A, APP, NR3C1, IL18R1, PPP3R2, HRH1, CPB1, MICA, TNFSF13B, KIFC1, ACPP, HRH2, MIPEP, PDE9A, C9ORF3, HDLBP, USP1, IL18BP, DAXX, IL19, ADAMTS6, PDE1B, NR4A1, PDE5A, PIK3AP1, EIF2AK2 |
| Organ Morphology | 0.0031200 | UCHL3, MAP3K14, AR, CASP3, LHCGR, CYLD, LTBR, LHB, NR3C1, IL1RAP, APP, TNFSF13B |
| Organismal Injury and Abnormalities | 0.0031500 | GRIN2B, GRIN1, HRH2, HAMP, GRIN2A, CD4, HIF1A, NR3C1, APP, PPP3R2, HRH1, AR, FABP1, PDE5A, HTR1F, LTBR |
| Psychological Disorders | 0.0031900 | GRIN2B, GRIN1, PAH, GRIN2A, HRH2, PDE9A, BACE1, PDE1A, APP, NR3C1, PREP, HRH1, PDE5A, UFD1L |
The top 25 of 79 enriched functional categories are shown.
Benjamini-Hochberg adjusted p-values were back calculated from −log values given by IPA by using those values as exponents to −10 (i.e. −100.05).
Figure 2Ingenuity Pathway Analysis (IPA) of HD Suppressor Genes.
(A) IPA network of the HD suppressor genes that could be directly connected to each other without intervening nodes. This network was constructed using data from all Ingenuity model organisms. Huntingtin (HTT) was manually added to this network, and its connections colored red. Functions of nodes are indicated with icons. “Direct Relationship” (solid lines) indicates direct physical contact between two molecules, e.g. binding or phosphorylation. “Indirect Relationship” (dotted lines) indicates a functional interaction that does not require physical contact between the two molecules, e.g. signaling events. See also Figure S3.
Figure 3RNAi Screen Identifies Multiple Members of RRAS Signaling Cascade as Modulators of Mutant Htt Toxicity.
(A) Results with siRNAs that target RRAS pathway proteins. Values are means and standard deviations observed in the primary screen and in the retest (caspase activity values are expressed as percent of non-targeting siRNA control). ND = not determined. Colored circles refer to Panel B. Additional results with relevant siRNAs are presented in Table S2. (B) Diagram showing the relationships of proteins that when inhibited in HEK293T cells (red) or STHdh Q111/Q111 cells (blue) by siRNA, or in Drosophila by RNAi or loss-of-function (LOF) alleles (olive; see Figure 4 and Figure S5) suppress mutant Htt toxicity. Gray lines indicate relationships from published observations that may not play a role in these HD cell models. References for the pathway interconnections are presented within the text and in Text S1. (C) Modifier effects of loss-of-function in Ras pathway components on motor impairment in Drosophila expressing mutant Htt. S = suppressor. Colored circles refer to Panel B.
Figure 4Suppression of Htt Toxicity by Knock-Down of RRAS Signaling Is Conserved across HD Models.
(A) Knockdown of Ras signaling components in STHdh Q111/Q111 cells (n = 3). See Figure S4A for data using individual siRNAs from deconvoluted pools. (B) siRNA targeting of subunits of the farnesyltransferase enzyme in STHdh Q111/Q111 cells (n = 3). (C) Toxicity suppression is specific to RRAS knockdown among Ras family members tested (n = 3). *p<0.05, **p<0.01, ***p<0.001, ANOVA with Tukey's Multiple Comparison Test. Figure S4B shows confirmation of knockdown by western blot. (D–F) Loss-of-function in Ras signaling components Ras64B (RRAS), dod (PIN1), and polo (PLK1) suppress motor performance defects in Drosophila melanogaster caused by expression of mutant Htt (See Figure 3C; additional results are also presented in Figure S5). Error bars represent s.e.m.
Figure 5Altered RAF1 Phosphorylation in HD Models Is Rescued by RRAS Inhibition.
(A) Ratio of phospho-S338 to total RAF1 is increased in STHdh Q111/Q111 cells due to a reduced level of total RAF1 (n = 3). (B) Enhanced phospho-S338/total RAF1 in transiently transfected HEK293T cells (n = 3). (C) The R6/2 mouse model of Huntington's disease has elevated ratios of phospho-S338 to total RAF1 in regions of the brain affected by the disease (n = 2). **p<0.01, ***p<0.001, ANOVA with Tukey's Multiple Comparison Test (A and B), Student's ttest (C).
Figure 6Co-Localization of huntingtin and RRas in STHdh Q111/Q111 Cells and Q175 Knock-In Mouse Model.
(A) Mouse STHdh Q111/Q111 cell labeled with antibodies to huntingtin (upper left), RRAS (middle) and DAPI were imaged by confocal microscopy (upper panels). Lower panel shows STHdh Q111/Q111 cell labeled with cortactin (lower left), RRAS (middle) and DAPI imaged by confocal microscopy. Merged images are shown (right panels). (B) Immunohistochemistry of HdhQ175 (Q175) and littermate control brain (WT) cortex and striatum stained with anti-RRAS and anti-huntingtin antibodies at 7-months of age. (C) Quantification of colocalization of RRAS with Htt. **p<0.01, ***p<.005, Student's t-test.
Figure 7Levels of Active R-Ras Are Elevated in HD Models.
(A) STHdh cells overexpressing R-Ras were subjected to GST-RBD pull-downs to detect the amount of GTP-bound R-Ras (n = 2). (B) The R6/2 mouse model of HD has increased GTP-bound R-Ras in the striatum (n = 3). The arrowheads indicate a higher molecular mass band of unknown origin that is only present in the pull-down samples. *p<0.05, Student's t-test.
Figure 8Small Molecule Inhibition of Farnesyltransferase Rescues Toxicity in an HD Cell Model.
The farnesyltransferase inhibitor FPT inhibitor II rescues mutant Htt toxicity in STHdh Q111/Q111 cells in a dose-dependent manner (n = 3). *p<0.05, **p<0.01, ***p<0.001, ANOVA with Tukey's Multiple Comparison Test.