Mutation

List of causal flows influenced by the mutation.

Causal Flows are statistically significant links between putative causal events (somatic mutations, copy number variations, chromosomal translocations, etc.) and the activity levels of regulators and regulons. In the causal flow, a mutation may causally activate or deactivate a downstream regulator which then might up- down-regulates a regulon that contains genes with similar expression profiles and binding sites.

Causal Mechanistic Flows for Mutation ROBO1

RegulatorRoleRegulonCox Hazard Ratio (Regulon)Transcriptional Programs
JUNdown-regulatesR-11820.0408673Pr-75
CEBPBdown-regulatesR-1768-0.337185Pr-109
HMGA1up-regulatesR-817-0.342996Pr-58
CEBPBdown-regulatesR-17700.400611Pr-99
HMGA1up-regulatesR-8320.407077Pr-119

Genes (4)

GPBAR1, RHD, GMFB, C5AR1

Regulons (4)

R-832, R-1181, R-58, R-164

KLF4down-regulatesR-2758-0.426292Pr-129
MAFdown-regulatesR-1020.468356Pr-88
IRF7down-regulatesR-1093-0.530543Pr-46

Genes (3)

RELL1, NCKIPSD, ACAD11

Regulons (3)

R-1093, R-364, R-2171

NF1down-regulatesR-129-0.687271Pr-55
KLF13up-regulatesR-2040-0.741584Pr-15
POU2F2up-regulatesR-2510-0.785808Pr-58
CEBPBdown-regulatesR-1777-0.838666Pr-129
IRF7down-regulatesR-1084-0.861526Pr-40
IRF9down-regulatesR-11510.927016Pr-62
SMAD4down-regulatesR-2353-0.946769Pr-58
JUNdown-regulatesR-1184-0.962738Pr-66

Genes (3)

SHISAL2A, USP7, RUNDC1

Regulons (3)

R-2776, R-1184, R-825

IRF7down-regulatesR-1092-0.976053Pr-40
NFATC1up-regulatesR-2207-1.00385Pr-15
IRF9down-regulatesR-1152-1.01235Pr-40
SOX4down-regulatesR-21801.02925Pr-134

Genes (104)

MCTP1, RUVBL1, AMIGO3, HSD11B2, RHOG, FLII, TRIML2, RCC2, RAB39A, SEPHS2, ZNF467, ACBD4, SGSH, SHMT2, TRAPPC6B, C16orf72, EWSR1, SELENOF, CSF1, COPB2, ZFP90, TCN2, TARSL2, LMLN, ZBTB3, ZNF829, LAMP1, POLR3C, SESTD1, DCC, PLEKHG7, DPYD, IDO2, ZNF548, NHLRC3, MSANTD1, ARID2, KIAA0408, ZFP92, PAX5, SRGAP3, GDAP2, PDLIM7, HIST1H4C, ZNF785, ZNF786, KLHDC1, ZNF181, MYO1C, ADH5, SIRPA, HIBCH, QRICH1, ASNA1, SPRED2, HLA-DRB5, NCOA6, IPO9, LRIG2, FOXJ3, INPP5F, SELENOT, SPOUT1, PCMTD2, ZNF805, ASPDH, AKT1S1, ZBTB10, CFI, VGLL3, SCAF8, LAT, REPIN1, FBXO16, HAUS3, PPME1, DDX3X, NPEPL1, PPP3R1, C19orf73, TIAF1, PLCXD2, PISD, ARFGAP3, EIF4EBP3, TICAM2, TTC4, PCDHGA12, KIAA1147, THTPA, ZNF559-ZNF177, VBP1, PITX1, HOXD1

Regulons (119)

R-396, R-2169, R-1655, R-642, R-2117, R-1267, R-2764, R-2601, R-1748, R-1705, R-2634, R-172, R-2508, R-1102, R-1707, R-1656, R-1642, R-109, R-1270, R-1933, R-207, R-454, R-1100, R-2607, R-1875, R-57, R-797, R-108, R-1730, R-1741, R-580, R-2659, R-2763, R-944, R-2160, R-100, R-2180, R-2616, R-1769, R-2996, R-1082, R-2500, R-82, R-1310, R-1008, R-1099, R-2435, R-1641, R-380, R-2224, R-2596, R-1643, R-1158, R-1646, R-205, R-899, R-1077, R-516, R-1765, R-2334, R-1066, R-163, R-1376, R-671, R-1281, R-2502, R-2810, R-1582, R-2082, R-3166, R-1004, R-2888, R-822, R-1737, R-1535, R-2748, R-2332, R-2674, R-2614, R-2682, R-1276, R-1639, R-517, R-1732, R-1011, R-1466, R-289, R-2827, R-675, R-549, R-198, R-2841, R-2825, R-2598, R-1307, R-2902, R-515, R-1676, R-103, R-2742, R-1758, R-2229, R-1652, R-1715, R-1058, R-1644, R-1018, R-1653, R-1416, R-2828, R-2670, R-1528, R-446, R-2687, R-520, R-1108, R-1970, R-2513, R-2272

IRF7down-regulatesR-1090-1.0469Pr-40
HMGA1up-regulatesR-8231.05788Pr-13
JUNdown-regulatesR-11801.06267Pr-129
HMGA1up-regulatesR-8331.0818Pr-58
FOSdown-regulatesR-2190-1.08799Pr-58
KLF7up-regulatesR-282-1.16094Pr-15
ENSG00000165066down-regulatesR-3076-1.21549Pr-58
IRF9down-regulatesR-11581.2922Pr-134

Genes (104)

MCTP1, RUVBL1, AMIGO3, HSD11B2, RHOG, FLII, TRIML2, RCC2, RAB39A, SEPHS2, ZNF467, ACBD4, SGSH, SHMT2, TRAPPC6B, C16orf72, EWSR1, SELENOF, CSF1, COPB2, ZFP90, TCN2, TARSL2, LMLN, ZBTB3, ZNF829, LAMP1, POLR3C, SESTD1, DCC, PLEKHG7, DPYD, IDO2, ZNF548, NHLRC3, MSANTD1, ARID2, KIAA0408, ZFP92, PAX5, SRGAP3, GDAP2, PDLIM7, HIST1H4C, ZNF785, ZNF786, KLHDC1, ZNF181, MYO1C, ADH5, SIRPA, HIBCH, QRICH1, ASNA1, SPRED2, HLA-DRB5, NCOA6, IPO9, LRIG2, FOXJ3, INPP5F, SELENOT, SPOUT1, PCMTD2, ZNF805, ASPDH, AKT1S1, ZBTB10, CFI, VGLL3, SCAF8, LAT, REPIN1, FBXO16, HAUS3, PPME1, DDX3X, NPEPL1, PPP3R1, C19orf73, TIAF1, PLCXD2, PISD, ARFGAP3, EIF4EBP3, TICAM2, TTC4, PCDHGA12, KIAA1147, THTPA, ZNF559-ZNF177, VBP1, PITX1, HOXD1

Regulons (119)

R-396, R-2169, R-1655, R-642, R-2117, R-1267, R-2764, R-2601, R-1748, R-1705, R-2634, R-172, R-2508, R-1102, R-1707, R-1656, R-1642, R-109, R-1270, R-1933, R-207, R-454, R-1100, R-2607, R-1875, R-57, R-797, R-108, R-1730, R-1741, R-580, R-2659, R-2763, R-944, R-2160, R-100, R-2180, R-2616, R-1769, R-2996, R-1082, R-2500, R-82, R-1310, R-1008, R-1099, R-2435, R-1641, R-380, R-2224, R-2596, R-1643, R-1158, R-1646, R-205, R-899, R-1077, R-516, R-1765, R-2334, R-1066, R-163, R-1376, R-671, R-1281, R-2502, R-2810, R-1582, R-2082, R-3166, R-1004, R-2888, R-822, R-1737, R-1535, R-2748, R-2332, R-2674, R-2614, R-2682, R-1276, R-1639, R-517, R-1732, R-1011, R-1466, R-289, R-2827, R-675, R-549, R-198, R-2841, R-2825, R-2598, R-1307, R-2902, R-515, R-1676, R-103, R-2742, R-1758, R-2229, R-1652, R-1715, R-1058, R-1644, R-1018, R-1653, R-1416, R-2828, R-2670, R-1528, R-446, R-2687, R-520, R-1108, R-1970, R-2513, R-2272

KLF13up-regulatesR-2041-1.31925Pr-42
NF1down-regulatesR-125-1.32934Pr-118
POU2F2up-regulatesR-25121.37817Pr-62
ESRRAup-regulatesR-2737-1.42424Pr-15
HMGA1up-regulatesR-825-1.46299Pr-66

Genes (3)

SHISAL2A, USP7, RUNDC1

Regulons (3)

R-2776, R-1184, R-825

MAFdown-regulatesR-1041.49044Pr-88
JUNdown-regulatesR-1179-1.50896Pr-129
KLF7up-regulatesR-281-1.54497Pr-12
HMGA1up-regulatesR-8221.59236Pr-134

Genes (104)

MCTP1, RUVBL1, AMIGO3, HSD11B2, RHOG, FLII, TRIML2, RCC2, RAB39A, SEPHS2, ZNF467, ACBD4, SGSH, SHMT2, TRAPPC6B, C16orf72, EWSR1, SELENOF, CSF1, COPB2, ZFP90, TCN2, TARSL2, LMLN, ZBTB3, ZNF829, LAMP1, POLR3C, SESTD1, DCC, PLEKHG7, DPYD, IDO2, ZNF548, NHLRC3, MSANTD1, ARID2, KIAA0408, ZFP92, PAX5, SRGAP3, GDAP2, PDLIM7, HIST1H4C, ZNF785, ZNF786, KLHDC1, ZNF181, MYO1C, ADH5, SIRPA, HIBCH, QRICH1, ASNA1, SPRED2, HLA-DRB5, NCOA6, IPO9, LRIG2, FOXJ3, INPP5F, SELENOT, SPOUT1, PCMTD2, ZNF805, ASPDH, AKT1S1, ZBTB10, CFI, VGLL3, SCAF8, LAT, REPIN1, FBXO16, HAUS3, PPME1, DDX3X, NPEPL1, PPP3R1, C19orf73, TIAF1, PLCXD2, PISD, ARFGAP3, EIF4EBP3, TICAM2, TTC4, PCDHGA12, KIAA1147, THTPA, ZNF559-ZNF177, VBP1, PITX1, HOXD1

Regulons (119)

R-396, R-2169, R-1655, R-642, R-2117, R-1267, R-2764, R-2601, R-1748, R-1705, R-2634, R-172, R-2508, R-1102, R-1707, R-1656, R-1642, R-109, R-1270, R-1933, R-207, R-454, R-1100, R-2607, R-1875, R-57, R-797, R-108, R-1730, R-1741, R-580, R-2659, R-2763, R-944, R-2160, R-100, R-2180, R-2616, R-1769, R-2996, R-1082, R-2500, R-82, R-1310, R-1008, R-1099, R-2435, R-1641, R-380, R-2224, R-2596, R-1643, R-1158, R-1646, R-205, R-899, R-1077, R-516, R-1765, R-2334, R-1066, R-163, R-1376, R-671, R-1281, R-2502, R-2810, R-1582, R-2082, R-3166, R-1004, R-2888, R-822, R-1737, R-1535, R-2748, R-2332, R-2674, R-2614, R-2682, R-1276, R-1639, R-517, R-1732, R-1011, R-1466, R-289, R-2827, R-675, R-549, R-198, R-2841, R-2825, R-2598, R-1307, R-2902, R-515, R-1676, R-103, R-2742, R-1758, R-2229, R-1652, R-1715, R-1058, R-1644, R-1018, R-1653, R-1416, R-2828, R-2670, R-1528, R-446, R-2687, R-520, R-1108, R-1970, R-2513, R-2272

FOSdown-regulatesR-2192-1.63051Pr-118
ZNF410up-regulatesR-1936-1.65545Pr-20
RFX7up-regulatesR-2750-1.73199Pr-118
KLF16up-regulatesR-2698-1.7325Pr-28
MZF1up-regulatesR-30271.86359Pr-108
ZNF740down-regulatesR-3841.98118Pr-52
FOSdown-regulatesR-2193-2.01298Pr-12
NFYCdown-regulatesR-297-2.11334Pr-15
KLF16up-regulatesR-2694-2.18545Pr-118
ZNF740down-regulatesR-397-2.24578Pr-139
ENSG00000136574down-regulatesR-36-2.24791Pr-15
NF1down-regulatesR-131-2.28098Pr-118
DBPdown-regulatesR-2957-2.39881Pr-30
ENSG00000136574down-regulatesR-33-2.57564Pr-86
KLF16up-regulatesR-2702-2.58138Pr-89
RFX7up-regulatesR-2751-2.75742Pr-136
FOSdown-regulatesR-2191-2.78131Pr-15
TFCP2down-regulatesR-1703-2.82074Pr-125
JUNdown-regulatesR-11832.84299Pr-128
KLF4down-regulatesR-27562.89635Pr-132

Genes (3)

CHRM4, MAP3K3, BCKDHA

Regulons (7)

R-44, R-1378, R-2219, R-1352, R-898, R-2756, R-197

ZNF143down-regulatesR-23082.93506Pr-51

Genes (3)

GPR3

Regulons (8)

R-1926, R-1648, R-3005, R-696, R-2308, R-1210, R-888, R-1531

KLF16up-regulatesR-2693-2.95355Pr-86
KLF4down-regulatesR-2752-2.99913Pr-36
TERF1down-regulatesR-2413-3.06508Pr-118
POU2F2up-regulatesR-2519-3.13355Pr-104
KLF16up-regulatesR-2689-3.29428Pr-118
ENSG00000128652down-regulatesR-22623.31057Pr-108
ENSG00000165066down-regulatesR-30823.32738Pr-63
IRF7down-regulatesR-10873.35543Pr-114

Genes (3)

PCGF5, SAMD11, KCTD21

Regulons (7)

R-48, R-2383, R-624, R-231, R-1087, R-2653, R-107

CEBPBdown-regulatesR-1773-3.41393Pr-109
NF1down-regulatesR-124-3.496Pr-36
ENSG00000136574down-regulatesR-343.74664Pr-108
NFYCdown-regulatesR-2963.81355Pr-70
SOX4down-regulatesR-21784.19485Pr-108
KLF16up-regulatesR-2700-4.30129Pr-42
HMGA1up-regulatesR-828-4.34589Pr-104
IRF7down-regulatesR-10885.08481Pr-63
FOSdown-regulatesR-21945.48447Pr-63
MAFdown-regulatesR-1065.50825Pr-76

Genes (1)

Regulons (7)

R-1140, R-9, R-1791, R-355, R-1231, R-106, R-3024

Mutation Causal Mechanistic Flow Network

Cytoscape network of the causal flows influenced by the mutation.

Influences from mutations (magenta chevrons) to regulators (blue triangles) and then from regulators to the given regulon (red square) are indicated with colored edges. Red-colored edges denote up-regulation or activation while green colored edges represent down-regulation or repression.

Mutation Survival Plots

Kaplan-Meier curves demonstrating the sub-stratification of clinical subtypes based upon the network activity of the most predictive individual or pair of genes as determined by the LASSO predictions