CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	Carnac(20)		Contrafold
MCC	0.558	>	0.477
Average MCC ± 95% Confidence Intervals	0.553 ± 0.023	>	0.480 ± 0.027
Sensitivity	0.348	<	0.461
Positive Predictive Value	0.895	>	0.494
Total TP	12872	<	17036
Total TN	104356083	>	104335974
Total FP	2613	<	20448
Total FP CONTRA	170	<	2637
Total FP INCONS	1341	<	14819
Total FP COMP	1102	<	2992
Total FN	24092	>	19928
P-value	3.56938820447e-08

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Performance plots

Comparison of performance of Carnac(20) and Contrafold. Positive Predictive Value (PPV) is plotted against sensitivity. Each dot represents a single test of each method. See tables below for raw data (individual counts for Carnac(20) and Contrafold).
Average Matthews Correlation Coefficients (MCC) with 95% confidence intervals (CIs) were plotted for different RNA families, for which at least 3 members were present in the benchmarking dataset. 'n' denotes the number of MCCs used to calculate the average and CI. See tables below for raw data (individual counts for Carnac(20) and Contrafold).
Comparison of average Matthews Correlation Coefficients (MCCs) for Carnac(20) and Contrafold. The whiskers correspond to 95% confidence intervals (CIs). 'n' denotes the number of MCCs used to calculate average MCCs and CIs. See tables below for raw data (individual counts for Carnac(20) and Contrafold).

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Performance of Carnac(20) - scored higher in this pairwise comparison

1. Total counts & total scores for Carnac(20)

Total Base Pair Counts
Total TP	12872
Total TN	104356083
Total FP	2613
Total FP CONTRA	170
Total FP INCONS	1341
Total FP COMP	1102
Total FN	24092

Total Scores
MCC	0.558
Average MCC ± 95% Confidence Intervals	0.553 ± 0.023
Sensitivity	0.348
Positive Predictive Value	0.895
Nr of predictions	77

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2. Individual counts for Carnac(20) [ download as .csv ]

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
CRW_00024	SSU_rRNA_archaea links to Rfam database...	0.74	0.59	0.94	270	1085313	35	5	13	17	188
CRW_00034	SSU_rRNA_bacteria links to Rfam database...	0.56	0.35	0.90	166	1142131	28	4	15	9	308
CRW_00048	SSU_rRNA_bacteria links to Rfam database...	0.62	0.43	0.91	202	1170992	29	3	18	8	268
CRW_00054	SSU_rRNA_bacteria links to Rfam database...	0.62	0.42	0.91	191	1107607	23	4	14	5	265
CRW_00059	SSU_rRNA_bacteria links to Rfam database...	0.64	0.43	0.95	204	1172532	17	3	7	7	269
CRW_00061	SSU_rRNA_bacteria links to Rfam database...	0.63	0.42	0.94	199	1181742	19	2	10	7	277
CRW_00068	SSU_rRNA_bacteria links to Rfam database...	0.69	0.51	0.94	234	1109056	28	2	13	13	223
CRW_00096	SSU_rRNA_bacteria links to Rfam database...	0.62	0.43	0.92	198	1178664	29	0	18	11	267
CRW_00140	SSU_rRNA_bacteria links to Rfam database...	0.71	0.53	0.95	246	1136018	21	2	12	7	217
CRW_00141	SSU_rRNA_bacteria links to Rfam database...	0.64	0.43	0.93	207	1201802	26	4	12	10	269
CRW_00150	SSU_rRNA_bacteria links to Rfam database...	0.66	0.46	0.95	216	1152694	16	3	8	5	250
CRW_00152	SSU_rRNA_bacteria links to Rfam database...	0.69	0.52	0.92	244	1180151	26	4	17	5	227
CRW_00166	SSU_rRNA_bacteria links to Rfam database...	0.64	0.44	0.93	207	1190974	24	0	15	9	261
CRW_00173	SSU_rRNA_bacteria links to Rfam database...	0.56	0.36	0.89	158	1082478	26	2	18	6	287
CRW_00177	SSU_rRNA_bacteria links to Rfam database...	0.52	0.32	0.87	149	1178708	29	3	20	6	324
CRW_00196	SSU_rRNA_bacteria links to Rfam database...	0.64	0.43	0.96	204	1208022	12	2	7	3	271
CRW_00230	SSU_rRNA_bacteria links to Rfam database...	0.66	0.47	0.93	227	1198681	28	3	15	10	251
CRW_00245	SSU_rRNA_bacteria links to Rfam database...	0.65	0.45	0.93	205	1106108	20	3	12	5	248
CRW_00248	SSU_rRNA_bacteria links to Rfam database...	0.56	0.35	0.91	168	1218956	27	4	13	10	316
CRW_00250	SSU_rRNA_bacteria links to Rfam database...	0.68	0.50	0.91	241	1198660	33	4	21	8	237
CRW_00256	SSU_rRNA_bacteria links to Rfam database...	0.64	0.43	0.97	200	1192533	11	3	4	4	268
CRW_00270	SSU_rRNA_bacteria links to Rfam database...	0.66	0.47	0.93	212	1112057	22	4	13	5	243
CRW_00271	SSU_rRNA_bacteria links to Rfam database...	0.62	0.41	0.94	191	1122548	17	3	9	5	271
CRW_00273	SSU_rRNA_bacteria links to Rfam database...	0.57	0.35	0.92	156	1085431	16	4	10	2	290
CRW_00275	SSU_rRNA_bacteria links to Rfam database...	0.60	0.37	0.95	171	1115091	13	2	7	4	286
CRW_00277	SSU_rRNA_bacteria links to Rfam database...	0.64	0.44	0.93	201	1110578	20	3	13	4	252
CRW_00278	SSU_rRNA_bacteria links to Rfam database...	0.52	0.29	0.92	130	1130115	15	4	7	4	320
CRW_00279	SSU_rRNA_bacteria links to Rfam database...	0.68	0.51	0.92	237	1180158	31	3	18	10	227
CRW_00280	SSU_rRNA_bacteria links to Rfam database...	0.66	0.46	0.96	209	1118042	12	1	8	3	244
CRW_00281	SSU_rRNA_bacteria links to Rfam database...	0.65	0.45	0.95	209	1145120	17	2	10	5	255
CRW_00284	SSU_rRNA_bacteria links to Rfam database...	0.53	0.33	0.87	150	1131587	27	3	20	4	306
CRW_00285	SSU_rRNA_bacteria links to Rfam database...	0.62	0.41	0.93	188	1118058	18	2	12	4	270
CRW_00289	SSU_rRNA_bacteria links to Rfam database...	0.58	0.41	0.84	194	1189422	41	5	32	4	282
CRW_00298	SSU_rRNA_eukarya links to Rfam database...	0.41	0.19	0.86	95	1620790	37	0	15	22	399
CRW_00301	SSU_rRNA_eukarya links to Rfam database...	0.46	0.25	0.83	131	1762345	56	0	27	29	388
CRW_00306	SSU_rRNA_eukarya links to Rfam database...	0.55	0.32	0.95	146	1445697	38	0	7	31	316
CRW_00310	SSU_rRNA_eukarya links to Rfam database...	0.42	0.22	0.81	116	1805806	46	5	23	18	405
CRW_00326	SSU_rRNA_eukarya links to Rfam database...	0.45	0.23	0.92	113	1627987	32	1	9	22	389
CRW_00330	SSU_rRNA_eukarya links to Rfam database...	0.34	0.17	0.67	89	1988883	69	3	40	26	428
CRW_00332	SSU_rRNA_eukarya links to Rfam database...	0.39	0.20	0.76	97	1769893	46	1	30	15	380
CRW_00333	SSU_rRNA_eukarya links to Rfam database...	0.35	0.17	0.70	88	1892359	50	4	34	12	426
CRW_00345	SSU_rRNA_eukarya links to Rfam database...	0.48	0.29	0.81	145	1586691	63	2	33	28	353
CRW_00346	SSU_rRNA_eukarya links to Rfam database...	0.47	0.28	0.79	138	1584915	66	1	36	29	363
CRW_00348	SSU_rRNA_eukarya links to Rfam database...	0.40	0.23	0.72	114	1615344	78	4	41	33	389
CRW_00358	SSU_rRNA_eukarya links to Rfam database...	0.49	0.25	0.96	129	1675231	29	0	5	24	378
CRW_00366	SSU_rRNA_eukarya links to Rfam database...	0.47	0.25	0.87	122	1579613	37	1	17	19	360
CRW_00370	SSU_rRNA_eukarya links to Rfam database...	0.47	0.27	0.84	135	1640605	54	1	25	28	371
CRW_00371	SSU_rRNA_eukarya links to Rfam database...	0.48	0.29	0.81	143	1611733	59	1	33	25	353
CRW_00372	SSU_rRNA_eukarya links to Rfam database...	0.44	0.23	0.84	117	1626166	46	2	21	23	381
CRW_00379	SSU_rRNA_eukarya links to Rfam database...	0.49	0.26	0.93	140	2126802	50	1	10	39	394
CRW_00386	SSU_rRNA_eukarya links to Rfam database...	0.30	0.13	0.71	67	1751161	53	2	26	25	448
CRW_00403	SSU_rRNA_eukarya links to Rfam database...	0.48	0.27	0.83	127	1606375	60	0	26	34	337
CRW_00411	SSU_rRNA_eukarya links to Rfam database...	0.39	0.19	0.81	94	1615387	42	0	22	20	402
CRW_00414	SSU_rRNA_eukarya links to Rfam database...	0.38	0.19	0.74	96	1666095	60	1	33	26	399
CRW_00466	SSU_rRNA_bacteria links to Rfam database...	0.62	0.42	0.91	192	1116554	28	4	15	9	266
CRW_00589	SSU_rRNA_bacteria links to Rfam database...	0.58	0.35	0.97	156	1094299	10	0	5	5	289
CRW_00590	SSU_rRNA_bacteria links to Rfam database...	0.55	0.33	0.93	148	1119597	15	1	10	4	304
CRW_00591	SSU_rRNA_bacteria links to Rfam database...	0.66	0.46	0.93	206	1098682	26	1	14	11	240
CRW_00598	SSU_rRNA_eukarya links to Rfam database...	0.42	0.20	0.85	100	1666107	41	0	18	23	391
CRW_00758	SSU_rRNA_eukarya links to Rfam database...	0.46	0.26	0.79	127	1640605	57	4	30	23	356
CRW_00759	SSU_rRNA_eukarya links to Rfam database...	0.39	0.19	0.79	93	1637028	51	3	21	27	388
CRW_00760	SSU_rRNA_eukarya links to Rfam database...	0.45	0.24	0.84	117	1638815	55	0	23	32	369
CRW_00772	SSU_rRNA_bacteria links to Rfam database...	0.48	0.30	0.77	122	945842	42	3	33	6	282
CRW_00789	SSU_rRNA_bacteria links to Rfam database...	0.61	0.43	0.88	191	1137570	34	1	24	9	256
CRW_00795	SSU_rRNA_bacteria links to Rfam database...	0.59	0.38	0.90	150	1152755	40	0	16	24	244
CRW_00849	SSU_rRNA_bacteria links to Rfam database...	0.62	0.42	0.92	196	1118046	27	3	15	9	274
CRW_00997	SSU_rRNA_bacteria links to Rfam database...	0.60	0.39	0.93	181	1136084	19	3	10	6	283
CRW_01153	SSU_rRNA_eukarya links to Rfam database...	0.44	0.25	0.76	126	1606363	56	1	38	17	377
CRW_01171	SSU_rRNA_eukarya links to Rfam database...	0.47	0.25	0.90	125	1593866	44	0	14	30	381
CRW_01300	SSU_rRNA_eukarya links to Rfam database...	0.47	0.25	0.88	128	1693575	38	0	17	21	387
PDB_00703	SSU_rRNA_bacteria links to Rfam database...	0.60	0.40	0.92	196	1073633	28	3	13	12	299
PDB_00854	SSU_rRNA_bacteria links to Rfam database...	0.62	0.41	0.95	218	1500548	29	3	9	17	317
PDB_01088	SSU_rRNA_bacteria links to Rfam database...	0.59	0.38	0.92	206	1471246	35	2	16	17	341
PDB_01103	SSU_rRNA_bacteria links to Rfam database...	0.62	0.40	0.96	226	1606292	20	3	7	10	336
PDB_01105	SSU_rRNA_bacteria links to Rfam database...	0.58	0.36	0.94	192	1433767	24	1	11	12	348
PDB_01120	SSU_rRNA_bacteria links to Rfam database...	0.62	0.41	0.93	216	1204895	30	4	13	13	311
PDB_01273	SSU_rRNA_bacteria links to Rfam database...	0.66	0.48	0.92	234	1118007	37	4	15	18	257

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Performance of Contrafold - scored lower in this pairwise comparison

1. Total counts & total scores for Contrafold

Total Base Pair Counts
Total TP	17036
Total TN	104335974
Total FP	20448
Total FP CONTRA	2637
Total FP INCONS	14819
Total FP COMP	2992
Total FN	19928

Total Scores
MCC	0.477
Average MCC ± 95% Confidence Intervals	0.480 ± 0.027
Sensitivity	0.461
Positive Predictive Value	0.494
Nr of predictions	77

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2. Individual counts for Contrafold [ download as .csv ]

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
CRW_00024	SSU_rRNA_archaea links to Rfam database...	0.77	0.77	0.78	351	1085153	140	12	85	43	107
CRW_00034	SSU_rRNA_bacteria links to Rfam database...	0.68	0.68	0.68	320	1141844	188	22	130	36	154
CRW_00048	SSU_rRNA_bacteria links to Rfam database...	0.60	0.57	0.64	268	1170795	174	25	127	22	202
CRW_00054	SSU_rRNA_bacteria links to Rfam database...	0.54	0.52	0.56	237	1107395	202	25	159	18	219
CRW_00059	SSU_rRNA_bacteria links to Rfam database...	0.64	0.60	0.67	286	1172318	164	20	122	22	187
CRW_00061	SSU_rRNA_bacteria links to Rfam database...	0.59	0.58	0.61	274	1181504	188	29	146	13	202
CRW_00068	SSU_rRNA_bacteria links to Rfam database...	0.51	0.51	0.53	231	1108865	226	32	177	17	226
CRW_00096	SSU_rRNA_bacteria links to Rfam database...	0.55	0.53	0.57	245	1178450	213	19	166	28	220
CRW_00140	SSU_rRNA_bacteria links to Rfam database...	0.56	0.52	0.61	243	1135878	175	14	143	18	220
CRW_00141	SSU_rRNA_bacteria links to Rfam database...	0.62	0.60	0.64	287	1201577	192	19	142	31	189
CRW_00150	SSU_rRNA_bacteria links to Rfam database...	0.55	0.51	0.59	237	1152519	185	22	143	20	229
CRW_00152	SSU_rRNA_bacteria links to Rfam database...	0.53	0.49	0.57	233	1180006	196	22	155	19	238
CRW_00166	SSU_rRNA_bacteria links to Rfam database...	0.62	0.59	0.64	277	1190763	182	19	137	26	191
CRW_00173	SSU_rRNA_bacteria links to Rfam database...	0.34	0.34	0.35	150	1082228	288	32	246	10	295
CRW_00177	SSU_rRNA_bacteria links to Rfam database...	0.50	0.48	0.52	228	1178444	227	20	188	19	245
CRW_00196	SSU_rRNA_bacteria links to Rfam database...	0.57	0.55	0.59	259	1207798	197	27	151	19	216
CRW_00230	SSU_rRNA_bacteria links to Rfam database...	0.54	0.52	0.56	250	1198476	220	27	173	20	228
CRW_00245	SSU_rRNA_bacteria links to Rfam database...	0.53	0.51	0.55	229	1105912	212	23	164	25	224
CRW_00248	SSU_rRNA_bacteria links to Rfam database...	0.64	0.62	0.66	301	1218683	200	21	136	43	183
CRW_00250	SSU_rRNA_bacteria links to Rfam database...	0.58	0.56	0.61	267	1198490	184	24	145	15	211
CRW_00256	SSU_rRNA_bacteria links to Rfam database...	0.47	0.44	0.50	206	1192327	232	26	181	25	262
CRW_00270	SSU_rRNA_bacteria links to Rfam database...	0.66	0.63	0.69	286	1111874	157	20	106	31	169
CRW_00271	SSU_rRNA_bacteria links to Rfam database...	0.51	0.48	0.53	221	1122337	215	30	163	22	241
CRW_00273	SSU_rRNA_bacteria links to Rfam database...	0.47	0.46	0.49	203	1085190	233	20	188	25	243
CRW_00275	SSU_rRNA_bacteria links to Rfam database...	0.61	0.59	0.63	271	1114843	186	19	138	29	186
CRW_00277	SSU_rRNA_bacteria links to Rfam database...	0.44	0.40	0.49	182	1110423	203	23	167	13	271
CRW_00278	SSU_rRNA_bacteria links to Rfam database...	0.44	0.42	0.47	190	1129849	240	28	189	23	260
CRW_00279	SSU_rRNA_bacteria links to Rfam database...	0.60	0.56	0.64	262	1180004	173	25	125	23	202
CRW_00280	SSU_rRNA_bacteria links to Rfam database...	0.55	0.51	0.60	232	1117873	173	15	140	18	221
CRW_00281	SSU_rRNA_bacteria links to Rfam database...	0.64	0.62	0.65	288	1144901	182	17	135	30	176
CRW_00284	SSU_rRNA_bacteria links to Rfam database...	0.51	0.47	0.56	216	1131371	196	24	149	23	240
CRW_00285	SSU_rRNA_bacteria links to Rfam database...	0.66	0.63	0.68	289	1117836	159	19	116	24	169
CRW_00289	SSU_rRNA_bacteria links to Rfam database...	0.60	0.57	0.63	270	1189221	197	21	141	35	206
CRW_00298	SSU_rRNA_eukarya links to Rfam database...	0.25	0.25	0.25	122	1620403	431	72	303	56	372
CRW_00301	SSU_rRNA_eukarya links to Rfam database...	0.43	0.40	0.45	210	1762038	324	41	214	69	309
CRW_00306	SSU_rRNA_eukarya links to Rfam database...	0.28	0.28	0.29	129	1445402	388	63	256	69	333
CRW_00310	SSU_rRNA_eukarya links to Rfam database...	0.36	0.35	0.37	184	1805456	377	53	257	67	337
CRW_00326	SSU_rRNA_eukarya links to Rfam database...	0.50	0.49	0.51	246	1627630	284	52	182	50	256
CRW_00330	SSU_rRNA_eukarya links to Rfam database...	0.33	0.32	0.33	166	1988512	422	56	281	85	351
CRW_00332	SSU_rRNA_eukarya links to Rfam database...	0.26	0.26	0.26	122	1769544	429	70	285	74	355
CRW_00333	SSU_rRNA_eukarya links to Rfam database...	0.38	0.36	0.41	183	1892040	342	42	220	80	331
CRW_00345	SSU_rRNA_eukarya links to Rfam database...	0.39	0.40	0.39	197	1586366	355	58	250	47	301
CRW_00346	SSU_rRNA_eukarya links to Rfam database...	0.40	0.40	0.39	202	1584577	358	54	257	47	299
CRW_00348	SSU_rRNA_eukarya links to Rfam database...	0.35	0.34	0.36	170	1615029	355	51	253	51	333
CRW_00358	SSU_rRNA_eukarya links to Rfam database...	0.39	0.40	0.38	202	1674827	390	57	279	54	305
CRW_00366	SSU_rRNA_eukarya links to Rfam database...	0.33	0.33	0.33	157	1579284	361	57	255	49	325
CRW_00370	SSU_rRNA_eukarya links to Rfam database...	0.37	0.37	0.37	189	1640256	363	64	257	42	317
CRW_00371	SSU_rRNA_eukarya links to Rfam database...	0.44	0.41	0.46	205	1611467	295	42	196	57	291
CRW_00372	SSU_rRNA_eukarya links to Rfam database...	0.41	0.40	0.42	198	1625830	342	48	230	64	300
CRW_00379	SSU_rRNA_eukarya links to Rfam database...	0.43	0.42	0.44	223	2126443	372	38	249	85	311
CRW_00386	SSU_rRNA_eukarya links to Rfam database...	0.28	0.30	0.27	152	1750697	447	70	337	40	363
CRW_00403	SSU_rRNA_eukarya links to Rfam database...	0.28	0.28	0.28	131	1606062	404	68	267	69	333
CRW_00411	SSU_rRNA_eukarya links to Rfam database...	0.39	0.36	0.42	181	1615070	306	41	211	54	315
CRW_00414	SSU_rRNA_eukarya links to Rfam database...	0.36	0.37	0.36	181	1665721	382	54	269	59	314
CRW_00466	SSU_rRNA_bacteria links to Rfam database...	0.70	0.68	0.73	312	1116336	148	19	98	31	146
CRW_00589	SSU_rRNA_bacteria links to Rfam database...	0.33	0.30	0.36	134	1094090	257	24	212	21	311
CRW_00590	SSU_rRNA_bacteria links to Rfam database...	0.36	0.35	0.38	157	1119345	281	41	213	27	295
CRW_00591	SSU_rRNA_bacteria links to Rfam database...	0.62	0.60	0.65	268	1098489	182	28	118	36	178
CRW_00598	SSU_rRNA_eukarya links to Rfam database...	0.39	0.39	0.40	193	1665739	354	59	234	61	298
CRW_00758	SSU_rRNA_eukarya links to Rfam database...	0.35	0.35	0.35	170	1640283	375	51	262	62	313
CRW_00759	SSU_rRNA_eukarya links to Rfam database...	0.31	0.30	0.32	145	1636697	372	51	252	69	336
CRW_00760	SSU_rRNA_eukarya links to Rfam database...	0.37	0.36	0.37	176	1638485	358	65	229	64	310
CRW_00772	SSU_rRNA_bacteria links to Rfam database...	0.40	0.37	0.44	148	945666	215	18	168	29	256
CRW_00789	SSU_rRNA_bacteria links to Rfam database...	0.48	0.44	0.53	196	1137416	209	14	160	35	251
CRW_00795	SSU_rRNA_bacteria links to Rfam database...	0.35	0.33	0.38	131	1152575	263	22	193	48	263
CRW_00849	SSU_rRNA_bacteria links to Rfam database...	0.57	0.56	0.57	265	1117797	226	19	179	28	205
CRW_00997	SSU_rRNA_bacteria links to Rfam database...	0.62	0.60	0.64	280	1135838	187	19	141	27	184
CRW_01153	SSU_rRNA_eukarya links to Rfam database...	0.39	0.39	0.40	194	1606043	347	52	239	56	309
CRW_01171	SSU_rRNA_eukarya links to Rfam database...	0.45	0.44	0.47	221	1593534	302	49	201	52	285
CRW_01300	SSU_rRNA_eukarya links to Rfam database...	0.38	0.37	0.38	193	1693217	355	53	257	45	322
PDB_00703	SSU_rRNA_bacteria links to Rfam database...	0.53	0.50	0.56	246	1073403	229	19	177	33	249
PDB_00854	SSU_rRNA_bacteria links to Rfam database...	0.50	0.49	0.52	264	1500266	296	25	223	48	271
PDB_01088	SSU_rRNA_bacteria links to Rfam database...	0.46	0.43	0.49	236	1470988	271	34	212	25	311
PDB_01103	SSU_rRNA_bacteria links to Rfam database...	0.55	0.54	0.56	301	1605989	279	31	207	41	261
PDB_01105	SSU_rRNA_bacteria links to Rfam database...	0.58	0.56	0.60	303	1433467	242	16	185	41	237
PDB_01120	SSU_rRNA_bacteria links to Rfam database...	0.49	0.44	0.55	232	1204703	216	20	173	23	295
PDB_01273	SSU_rRNA_bacteria links to Rfam database...	0.49	0.47	0.51	232	1117807	258	16	205	37	259

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Matthews Correlation Coeffient, Sensitivity and Positive Predictive Value have been calculated based on the paper by Gardener & Giegerich, 2004.

Table of contents:

Overview

Performance plots

Performance of Carnac(20) - scored higher in this pairwise comparison

1. Total counts & total scores for Carnac(20)

2. Individual counts for Carnac(20) [ download as .csv ]

Performance of Contrafold - scored lower in this pairwise comparison

1. Total counts & total scores for Contrafold

2. Individual counts for Contrafold [ download as .csv ]