GO:0007265

GO:0007265

RAS protein signal transduction

Biological Process

Parent node

GO:0007264	small GTPase mediated signal transduction

2 child nodes

ID	Term	Weight
GO:0046578	regulation of RAS protein signal transduction	0.00000
GO:0007265a	RAS protein signal transduction (annotated genes)	1

Performance on training data

• Error rate: 0.02294
• Performance: 0.11555
• Redundancy: 4.39365

	Sensitivity	Specificity
T-ALL	0.86207	0.99471
other	0.99471	0.86207

Performance on test data

• Error rate: 0.05505
• Performance: 0.37977
• Redundancy: 4.43854

	Sensitivity	Specificity
T-ALL	0.85714	0.95789
other	0.95789	0.85714

Predictions

	Class	T-ALL	other	Predictionn
BCR-ABL-1	other	0.00085	0.99915	other
BCR-ABL-2	other	0.01612	0.98388	other
BCR-ABL-3 (testset)	other	0.00168	0.99832	other
BCR-ABL-4	other	0.00618	0.99382	other
BCR-ABL-5	other	0.00241	0.99759	other
BCR-ABL-6 (testset)	other	0.0011	0.9989	other
BCR-ABL-7 (testset)	other	0.04366	0.95634	other
BCR-ABL-8 (testset)	other	0.00254	0.99746	other
BCR-ABL-9 (testset)	other	0.00193	0.99807	other
BCR-ABL-C1 (testset)	other	0.00757	0.99243	other
BCR-ABL-Hyperdip-10 (testset)	other	0.00209	0.99791	other
BCR-ABL-Hyperdip-R5	other	0.0041	0.9959	other
BCR-ABL-R1	other	0.00815	0.99185	other
BCR-ABL-R2	other	0.00267	0.99733	other
BCR-ABL-R3 (testset)	other	0.01189	0.98811	other
E2A-PBX1-10	other	0.00887	0.99113	other
E2A-PBX1-11	other	0.00563	0.99437	other
E2A-PBX1-12 (testset)	other	0.002	0.998	other
E2A-PBX1-13	other	0.09785	0.90215	other
E2A-PBX1-1	other	0.00792	0.99208	other
E2A-PBX1-2	other	0.01613	0.98387	other
E2A-PBX1-3	other	0.0095	0.9905	other
E2A-PBX1-4 (testset)	other	0.00648	0.99352	other
E2A-PBX1-5	other	0.01559	0.98441	other
E2A-PBX1-6	other	0.00355	0.99645	other
E2A-PBX1-7	other	0.01019	0.98981	other
E2A-PBX1-8	other	0.05074	0.94926	other
E2A-PBX1-9	other	0.25659	0.74341	other
E2A-PBX1-2M1	other	0.00368	0.99632	other
E2A-PBX1-C10	other	0.0732	0.9268	other
E2A-PBX1-C11	other	0.00555	0.99445	other
E2A-PBX1-C12	other	0.03902	0.96098	other
E2A-PBX1-C1	other	0.03599	0.96401	other
E2A-PBX1-C2	other	0.04765	0.95235	other
E2A-PBX1-C3 (testset)	other	0.00323	0.99677	other
E2A-PBX1-C4	other	0.00731	0.99269	other
E2A-PBX1-C5 (testset)	other	0.00256	0.99744	other
E2A-PBX1-C6	other	0.00133	0.99867	other
E2A-PBX1-C7	other	0.01021	0.98979	other
E2A-PBX1-C8	other	0.26877	0.73123	other
E2A-PBX1-C9	other	0.01091	0.98909	other
E2A-PBX1-R1	other	0.00254	0.99746	other
Hyperdip-50-10	other	0.01379	0.98621	other
Hyperdip-50-11 (testset)	other	0.23866	0.76134	other
Hyperdip-50-12	other	0.00637	0.99363	other
Hyperdip-50-13 (testset)	other	0.00734	0.99266	other
Hyperdip-50-14	other	0.00655	0.99345	other
Hyperdip-50-1	other	0.00267	0.99733	other
Hyperdip-50-2	other	0.01401	0.98599	other
Hyperdip-50-3 (testset)	other	0.00124	0.99876	other
Hyperdip-50-4 (testset)	other	0.73123	0.26877	T-ALL
Hyperdip-50-5 (testset)	other	0.00136	0.99864	other
Hyperdip-50-6	other	0.00687	0.99313	other
Hyperdip-50-7	other	0.00065	0.99935	other
Hyperdip-50-8 (testset)	other	0.0011	0.9989	other
Hyperdip-50-9	other	0.0013	0.9987	other
Hyperdip-50-2M1	other	0.00468	0.99532	other
Hyperdip-50-2M2 (testset)	other	0.00031	0.99969	other
Hyperdip-50-C10	other	0.01526	0.98474	other
Hyperdip-50-C11 (testset)	other	0.00382	0.99618	other
Hyperdip-50-C12	other	0.00195	0.99805	other
Hyperdip-50-C13	other	0.0053	0.9947	other
Hyperdip-50-C14	other	0.01047	0.98953	other
Hyperdip-50-C15	other	0.00316	0.99684	other
Hyperdip-50-C16	other	0.00106	0.99894	other
Hyperdip-50-C17	other	0.01471	0.98529	other
Hyperdip-50-C18	other	0.00483	0.99517	other
Hyperdip-50-C19 (testset)	other	0.0013	0.9987	other
Hyperdip-50-C1	other	0.00466	0.99534	other
Hyperdip-50-C20	other	0.00827	0.99173	other
Hyperdip-50-C21	other	0.00136	0.99864	other
Hyperdip-50-C22 (testset)	other	0.00149	0.99851	other
Hyperdip-50-C23	other	0.00125	0.99875	other
Hyperdip-50-C24	other	0.00353	0.99647	other
Hyperdip-50-C25	other	0.01243	0.98757	other
Hyperdip-50-C26	other	0.00349	0.99651	other
Hyperdip-50-C27-N	other	0.00174	0.99826	other
Hyperdip-50-C28	other	0.00152	0.99848	other
Hyperdip-50-C29 (testset)	other	0.00183	0.99817	other
Hyperdip-50-C2 (testset)	other	0.08205	0.91795	other
Hyperdip-50-C30	other	0.0031	0.9969	other
Hyperdip-50-C31	other	0.00191	0.99809	other
Hyperdip-50-C32	other	0.00054	0.99946	other
Hyperdip-50-C33	other	0.00185	0.99815	other
Hyperdip-50-C34	other	0.0026	0.9974	other
Hyperdip-50-C35 (testset)	other	0.00698	0.99302	other
Hyperdip-50-C36	other	0.0044	0.9956	other
Hyperdip-50-C37	other	0.00253	0.99747	other
Hyperdip-50-C38	other	0.01033	0.98967	other
Hyperdip-50-C39 (testset)	other	0.00452	0.99548	other
Hyperdip-50-C3	other	0.00111	0.99889	other
Hyperdip-50-C40	other	0.00185	0.99815	other
Hyperdip-50-C41 (testset)	other	0.0076	0.9924	other
Hyperdip-50-C42 (testset)	other	0.03207	0.96793	other
Hyperdip-50-C43	other	0.00387	0.99613	other
Hyperdip-50-C4	other	0.00212	0.99788	other
Hyperdip-50-C5 (testset)	other	0.10049	0.89951	other
Hyperdip-50-C6	other	0.00333	0.99667	other
Hyperdip-50-C7 (testset)	other	0.00101	0.99899	other
Hyperdip-50-C8 (testset)	other	0.00086	0.99914	other
Hyperdip-50-C9	other	0.00103	0.99897	other
Hyperdip-50-R1	other	0.00894	0.99106	other
Hyperdip-50-R2 (testset)	other	0.00136	0.99864	other
Hyperdip-50-R3	other	0.00058	0.99942	other
Hyperdip-50-R4	other	0.00379	0.99621	other
Hyperdip-50-R5 (testset)	other	0.00223	0.99777	other
Hyperdip47-50-1	other	0.00921	0.99079	other
Hyperdip47-50-2	other	0.01787	0.98213	other
Hyperdip47-50-3 (testset)	other	0.98577	0.01423	T-ALL
Hyperdip47-50-2M1 (testset)	other	0.00309	0.99691	other
Hyperdip47-50-C10 (testset)	other	0.03207	0.96793	other
Hyperdip47-50-C11	other	0.00538	0.99462	other
Hyperdip47-50-C12	other	0.18228	0.81772	other
Hyperdip47-50-C13	other	0.0199	0.9801	other
Hyperdip47-50-C14-N (testset)	other	0.00179	0.99821	other
Hyperdip47-50-C15 (testset)	other	0.00257	0.99743	other
Hyperdip47-50-C16	other	0.00043	0.99957	other
Hyperdip47-50-C17	other	0.00763	0.99237	other
Hyperdip47-50-C18	other	0.00319	0.99681	other
Hyperdip47-50-C19	other	0.05176	0.94824	other
Hyperdip47-50-C1 (testset)	other	0.00115	0.99885	other
Hyperdip47-50-C2 (testset)	other	0.02846	0.97154	other
Hyperdip47-50-C3-N (testset)	other	0.00113	0.99887	other
Hyperdip47-50-C4	other	0.00303	0.99697	other
Hyperdip47-50-C5 (testset)	other	0.68534	0.31466	T-ALL
Hyperdip47-50-C6 (testset)	other	0.03915	0.96085	other
Hyperdip47-50-C7	other	0.00061	0.99939	other
Hyperdip47-50-C8	other	0.00239	0.99761	other
Hyperdip47-50-C9	other	0.00251	0.99749	other
Hypodip-1 (testset)	other	0.05112	0.94888	other
Hypodip-2	other	0.22224	0.77776	other
Hypodip-2M1 (testset)	other	0.07053	0.92947	other
Hypodip-C1	other	0.01961	0.98039	other
Hypodip-C2 (testset)	other	0.00113	0.99887	other
Hypodip-C3	other	0.00661	0.99339	other
Hypodip-C4	other	0.00073	0.99927	other
Hypodip-C5	other	0.00659	0.99341	other
Hypodip-C6 (testset)	other	0.00155	0.99845	other
MLL-1 (testset)	other	0.00158	0.99842	other
MLL-2	other	0.00055	0.99945	other
MLL-3 (testset)	other	0.00273	0.99727	other
MLL-4	other	0.00145	0.99855	other
MLL-5 (testset)	other	0.00045	0.99955	other
MLL-6 (testset)	other	0.00067	0.99933	other
MLL-7	other	0.00066	0.99934	other
MLL-8 (testset)	other	0.00099	0.99901	other
MLL-2M1	other	0.00211	0.99789	other
MLL-2M2 (testset)	other	0.00073	0.99927	other
MLL-C1	other	0.00032	0.99968	other
MLL-C2	other	0.00149	0.99851	other
MLL-C3 (testset)	other	0.6085	0.3915	T-ALL
MLL-C4	other	0.00125	0.99875	other
MLL-C5	other	0.27474	0.72526	other
MLL-C6	other	0.02822	0.97178	other
MLL-R1 (testset)	other	0.00082	0.99918	other
MLL-R2	other	0.00072	0.99928	other
MLL-R3	other	0.00109	0.99891	other
MLL-R4	other	8e-04	0.9992	other
Normal-1	other	0.00205	0.99795	other
Normal-2	other	0.00103	0.99897	other
Normal-3	other	0.00487	0.99513	other
Normal-C1-N	other	0.01014	0.98986	other
Normal-C10	other	0.00273	0.99727	other
Normal-C11-N (testset)	other	0.00161	0.99839	other
Normal-C12 (testset)	other	0.0014	0.9986	other
Normal-C2-N	other	0.00206	0.99794	other
Normal-C3-N	other	0.00126	0.99874	other
Normal-C4-N	other	0.00108	0.99892	other
Normal-C5	other	0.00327	0.99673	other
Normal-C6 (testset)	other	0.00458	0.99542	other
Normal-C7-N (testset)	other	0.00266	0.99734	other
Normal-C8	other	0.01012	0.98988	other
Normal-C9 (testset)	other	0.01686	0.98314	other
Normal-R1 (testset)	other	0.00828	0.99172	other
Normal-R2-N	other	0.00533	0.99467	other
Normal-R3	other	0.00269	0.99731	other
Pseudodip-1	other	0.00878	0.99122	other
Pseudodip-2	other	0.42985	0.57015	other
Pseudodip-3	other	0.01204	0.98796	other
Pseudodip-4 (testset)	other	0.02196	0.97804	other
Pseudodip-5 (testset)	other	0.00121	0.99879	other
Pseudodip-6 (testset)	other	0.00072	0.99928	other
Pseudodip-7	other	0.01067	0.98933	other
Pseudodip-8-N	other	0.00342	0.99658	other
Pseudodip-9	other	0.02928	0.97072	other
Pseudodip-C10 (testset)	other	0.07225	0.92775	other
Pseudodip-C11 (testset)	other	0.01187	0.98813	other
Pseudodip-C12 (testset)	other	0.0643	0.9357	other
Pseudodip-C13	other	0.00897	0.99103	other
Pseudodip-C14 (testset)	other	0.00577	0.99423	other
Pseudodip-C15	other	0.00168	0.99832	other
Pseudodip-C16-N (testset)	other	0.01499	0.98501	other
Pseudodip-C17	other	0.01618	0.98382	other
Pseudodip-C18	other	0.00033	0.99967	other
Pseudodip-C19	other	0.00111	0.99889	other
Pseudodip-C1	other	0.00657	0.99343	other
Pseudodip-C2-N	other	0.00226	0.99774	other
Pseudodip-C3	other	0.00266	0.99734	other
Pseudodip-C4	other	0.00089	0.99911	other
Pseudodip-C5 (testset)	other	0.00376	0.99624	other
Pseudodip-C6	other	0.01529	0.98471	other
Pseudodip-C7	other	0.00645	0.99355	other
Pseudodip-C8	other	0.00207	0.99793	other
Pseudodip-C9	other	0.00797	0.99203	other
Pseudodip-R1-N (testset)	other	0.00066	0.99934	other
T-ALL-10 (testset)	T-ALL	0.9999	1e-04	T-ALL
T-ALL-1 (testset)	T-ALL	0.99904	0.00096	T-ALL
T-ALL-2 (testset)	T-ALL	0.01481	0.98519	other
T-ALL-3	T-ALL	1	0	T-ALL
T-ALL-4 (testset)	T-ALL	0.99972	0.00028	T-ALL
T-ALL-5 (testset)	T-ALL	0.99988	0.00012	T-ALL
T-ALL-6	T-ALL	0.99994	6e-05	T-ALL
T-ALL-7 (testset)	T-ALL	0.9981	0.0019	T-ALL
T-ALL-8 (testset)	T-ALL	0.99996	4e-05	T-ALL
T-ALL-9	T-ALL	0.99855	0.00145	T-ALL
T-ALL-2M1	T-ALL	0.99992	8e-05	T-ALL
T-ALL-C10	T-ALL	1	0	T-ALL
T-ALL-C11	T-ALL	0.99868	0.00132	T-ALL
T-ALL-C12	T-ALL	0.99994	6e-05	T-ALL
T-ALL-C13	T-ALL	0.99996	4e-05	T-ALL
T-ALL-C14	T-ALL	0.83771	0.16229	T-ALL
T-ALL-C15 (testset)	T-ALL	0.99999	1e-05	T-ALL
T-ALL-C16 (testset)	T-ALL	0.70587	0.29413	T-ALL
T-ALL-C17	T-ALL	0.0858	0.9142	other
T-ALL-C18	T-ALL	0.49622	0.50378	other
T-ALL-C19	T-ALL	0.85698	0.14302	T-ALL
T-ALL-C1	T-ALL	0.26177	0.73823	other
T-ALL-C20	T-ALL	0.99867	0.00133	T-ALL
T-ALL-C21	T-ALL	0.99697	0.00303	T-ALL
T-ALL-C22 (testset)	T-ALL	0.99996	4e-05	T-ALL
T-ALL-C23	T-ALL	0.63662	0.36338	T-ALL
T-ALL-C24 (testset)	T-ALL	0.99975	0.00025	T-ALL
T-ALL-C25 (testset)	T-ALL	0.99731	0.00269	T-ALL
T-ALL-C26	T-ALL	0.99693	0.00307	T-ALL
T-ALL-C2	T-ALL	0.99987	0.00013	T-ALL
T-ALL-C3	T-ALL	1	0	T-ALL
T-ALL-C4	T-ALL	0.9832	0.0168	T-ALL
T-ALL-C5 (testset)	T-ALL	0.0017	0.9983	other
T-ALL-C6	T-ALL	0.99936	0.00064	T-ALL
T-ALL-C7 (testset)	T-ALL	0.99899	0.00101	T-ALL
T-ALL-C8	T-ALL	0.87992	0.12008	T-ALL
T-ALL-C9	T-ALL	0.99988	0.00012	T-ALL
T-ALL-R1	T-ALL	0.97306	0.02694	T-ALL
T-ALL-R2	T-ALL	0.99883	0.00117	T-ALL
T-ALL-R3	T-ALL	0.99986	0.00014	T-ALL
T-ALL-R4	T-ALL	0.9999	1e-04	T-ALL
T-ALL-R5	T-ALL	0.52004	0.47996	T-ALL
T-ALL-R6	T-ALL	0.487	0.513	other
TEL-AML1-10	other	0.01133	0.98867	other
TEL-AML1-11 (testset)	other	0.00141	0.99859	other
TEL-AML1-12	other	0.08214	0.91786	other
TEL-AML1-13 (testset)	other	0.00969	0.99031	other
TEL-AML1-14	other	0.00305	0.99695	other
TEL-AML1-1	other	0.00349	0.99651	other
TEL-AML1-2	other	0.01591	0.98409	other
TEL-AML1-3	other	0.12035	0.87965	other
TEL-AML1-4	other	0.00209	0.99791	other
TEL-AML1-5 (testset)	other	0.00327	0.99673	other
TEL-AML1-6	other	0.00363	0.99637	other
TEL-AML1-7	other	0.00867	0.99133	other
TEL-AML1-8 (testset)	other	0.00678	0.99322	other
TEL-AML1-9	other	0.01881	0.98119	other
TEL-AML1-2M1 (testset)	other	0.02601	0.97399	other
TEL-AML1-2M2	other	0.00686	0.99314	other
TEL-AML1-2M3	other	0.00141	0.99859	other
TEL-AML1-2M4 (testset)	other	0.01881	0.98119	other
TEL-AML1-2M5	other	0.00427	0.99573	other
TEL-AML1-C10	other	0.00772	0.99228	other
TEL-AML1-C11	other	0.00911	0.99089	other
TEL-AML1-C12	other	0.00148	0.99852	other
TEL-AML1-C13	other	0.00347	0.99653	other
TEL-AML1-C14 (testset)	other	0.00294	0.99706	other
TEL-AML1-C15	other	0.00896	0.99104	other
TEL-AML1-C16	other	0.00365	0.99635	other
TEL-AML1-C17	other	0.00487	0.99513	other
TEL-AML1-C18	other	0.00397	0.99603	other
TEL-AML1-C19 (testset)	other	0.004	0.996	other
TEL-AML1-C1 (testset)	other	0.0083	0.9917	other
TEL-AML1-C20 (testset)	other	0.00675	0.99325	other
TEL-AML1-C21	other	0.00731	0.99269	other
TEL-AML1-C22	other	0.38144	0.61856	other
TEL-AML1-C23 (testset)	other	0.00133	0.99867	other
TEL-AML1-C24	other	0.01045	0.98955	other
TEL-AML1-C25	other	0.02076	0.97924	other
TEL-AML1-C26 (testset)	other	0.02328	0.97672	other
TEL-AML1-C27	other	0.00293	0.99707	other
TEL-AML1-C28 (testset)	other	0.01027	0.98973	other
TEL-AML1-C29	other	0.00447	0.99553	other
TEL-AML1-C2	other	0.02433	0.97567	other
TEL-AML1-C30	other	0.02461	0.97539	other
TEL-AML1-C31 (testset)	other	0.01007	0.98993	other
TEL-AML1-C32	other	0.19071	0.80929	other
TEL-AML1-C33 (testset)	other	0.0027	0.9973	other
TEL-AML1-C34	other	0.00163	0.99837	other
TEL-AML1-C35	other	0.00444	0.99556	other
TEL-AML1-C36 (testset)	other	0.00584	0.99416	other
TEL-AML1-C37	other	0.00465	0.99535	other
TEL-AML1-C38	other	0.00117	0.99883	other
TEL-AML1-C39	other	0.00284	0.99716	other
TEL-AML1-C3	other	0.01814	0.98186	other
TEL-AML1-C40	other	0.00127	0.99873	other
TEL-AML1-C41	other	0.011	0.989	other
TEL-AML1-C42	other	0.01751	0.98249	other
TEL-AML1-C43	other	0.00104	0.99896	other
TEL-AML1-C44	other	0.0068	0.9932	other
TEL-AML1-C45	other	0.00132	0.99868	other
TEL-AML1-C46	other	0.37824	0.62176	other
TEL-AML1-C47	other	0.00296	0.99704	other
TEL-AML1-C48	other	0.585	0.415	T-ALL
TEL-AML1-C49 (testset)	other	0.00176	0.99824	other
TEL-AML1-C4 (testset)	other	0.02233	0.97767	other
TEL-AML1-C50	other	0.00195	0.99805	other
TEL-AML1-C51 (testset)	other	0.0021	0.9979	other
TEL-AML1-C52	other	0.03785	0.96215	other
TEL-AML1-C53 (testset)	other	0.33993	0.66007	other
TEL-AML1-C54	other	0.00399	0.99601	other
TEL-AML1-C55 (testset)	other	0.00808	0.99192	other
TEL-AML1-C56	other	0.01762	0.98238	other
TEL-AML1-C57	other	0.02061	0.97939	other
TEL-AML1-C5 (testset)	other	0.02066	0.97934	other
TEL-AML1-C6	other	0.00728	0.99272	other
TEL-AML1-C7	other	0.0416	0.9584	other
TEL-AML1-C8	other	0.00264	0.99736	other
TEL-AML1-C9	other	0.01394	0.98606	other
TEL-AML1-R1 (testset)	other	0.00723	0.99277	other
TEL-AML1-R2 (testset)	other	0.01484	0.98516	other
TEL-AML1-R3	other	0.00155	0.99845	other