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)		ProbKnot
MCC	0.558	>	0.408
Average MCC ± 95% Confidence Intervals	0.553 ± 0.023	>	0.410 ± 0.026
Sensitivity	0.348	<	0.403
Positive Predictive Value	0.895	>	0.412
Total TP	12872	<	14903
Total TN	104356083	>	104334324
Total FP	2613	<	24166
Total FP CONTRA	170	<	3608
Total FP INCONS	1341	<	17631
Total FP COMP	1102	<	2927
Total FN	24092	>	22061
P-value	3.56938820447e-08

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Performance plots

Comparison of performance of Carnac(20) and ProbKnot. 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 ProbKnot).
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 ProbKnot).
Comparison of average Matthews Correlation Coefficients (MCCs) for Carnac(20) and ProbKnot. 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 ProbKnot).

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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 ProbKnot - scored lower in this pairwise comparison

1. Total counts & total scores for ProbKnot

Total Base Pair Counts
Total TP	14903
Total TN	104334324
Total FP	24166
Total FP CONTRA	3608
Total FP INCONS	17631
Total FP COMP	2927
Total FN	22061

Total Scores
MCC	0.408
Average MCC ± 95% Confidence Intervals	0.410 ± 0.026
Sensitivity	0.403
Positive Predictive Value	0.412
Nr of predictions	77

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2. Individual counts for ProbKnot [ 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...	0.69	0.68	0.70	312	1085154	184	22	113	49	146
CRW_00034	SSU_rRNA_bacteria links to Rfam database...	0.65	0.64	0.66	305	1141852	193	33	126	34	169
CRW_00048	SSU_rRNA_bacteria links to Rfam database...	0.48	0.46	0.51	215	1170796	225	31	173	21	255
CRW_00054	SSU_rRNA_bacteria links to Rfam database...	0.42	0.41	0.43	186	1107383	267	27	220	20	270
CRW_00059	SSU_rRNA_bacteria links to Rfam database...	0.50	0.48	0.52	225	1172311	230	27	183	20	248
CRW_00061	SSU_rRNA_bacteria links to Rfam database...	0.43	0.42	0.44	201	1181493	284	39	220	25	275
CRW_00068	SSU_rRNA_bacteria links to Rfam database...	0.45	0.43	0.47	198	1108880	243	33	194	16	259
CRW_00096	SSU_rRNA_bacteria links to Rfam database...	0.49	0.48	0.50	222	1178435	246	25	198	23	243
CRW_00140	SSU_rRNA_bacteria links to Rfam database...	0.41	0.40	0.41	185	1135829	286	31	233	22	278
CRW_00141	SSU_rRNA_bacteria links to Rfam database...	0.54	0.52	0.55	248	1201576	229	30	171	28	228
CRW_00150	SSU_rRNA_bacteria links to Rfam database...	0.44	0.42	0.45	198	1152481	263	27	215	21	268
CRW_00152	SSU_rRNA_bacteria links to Rfam database...	0.58	0.56	0.60	265	1179971	202	39	141	22	206
CRW_00166	SSU_rRNA_bacteria links to Rfam database...	0.42	0.41	0.44	190	1190764	263	30	212	21	278
CRW_00173	SSU_rRNA_bacteria links to Rfam database...	0.27	0.26	0.27	115	1082237	320	30	274	16	330
CRW_00177	SSU_rRNA_bacteria links to Rfam database...	0.48	0.46	0.51	219	1178447	241	25	189	27	254
CRW_00196	SSU_rRNA_bacteria links to Rfam database...	0.49	0.48	0.50	229	1207778	250	33	195	22	246
CRW_00230	SSU_rRNA_bacteria links to Rfam database...	0.56	0.53	0.59	255	1198497	206	24	150	32	223
CRW_00245	SSU_rRNA_bacteria links to Rfam database...	0.40	0.40	0.41	179	1105891	278	32	226	20	274
CRW_00248	SSU_rRNA_bacteria links to Rfam database...	0.52	0.52	0.53	250	1218666	257	31	194	32	234
CRW_00250	SSU_rRNA_bacteria links to Rfam database...	0.50	0.50	0.50	238	1198447	265	46	195	24	240
CRW_00256	SSU_rRNA_bacteria links to Rfam database...	0.40	0.40	0.41	185	1192284	296	39	232	25	283
CRW_00270	SSU_rRNA_bacteria links to Rfam database...	0.53	0.53	0.54	241	1111840	228	28	177	23	214
CRW_00271	SSU_rRNA_bacteria links to Rfam database...	0.35	0.33	0.36	154	1122325	292	38	234	20	308
CRW_00273	SSU_rRNA_bacteria links to Rfam database...	0.43	0.41	0.45	183	1085197	235	32	189	14	263
CRW_00275	SSU_rRNA_bacteria links to Rfam database...	0.60	0.58	0.61	266	1114835	193	26	144	23	191
CRW_00277	SSU_rRNA_bacteria links to Rfam database...	0.36	0.35	0.37	157	1110374	282	40	224	18	296
CRW_00278	SSU_rRNA_bacteria links to Rfam database...	0.38	0.36	0.40	162	1129847	266	32	215	19	288
CRW_00279	SSU_rRNA_bacteria links to Rfam database...	0.54	0.52	0.57	243	1179987	211	33	153	25	221
CRW_00280	SSU_rRNA_bacteria links to Rfam database...	0.36	0.35	0.38	158	1117841	277	40	221	16	295
CRW_00281	SSU_rRNA_bacteria links to Rfam database...	0.58	0.56	0.59	260	1144904	208	25	152	31	204
CRW_00284	SSU_rRNA_bacteria links to Rfam database...	0.37	0.35	0.40	159	1131362	267	28	211	28	297
CRW_00285	SSU_rRNA_bacteria links to Rfam database...	0.55	0.53	0.56	244	1117827	214	31	158	25	214
CRW_00289	SSU_rRNA_bacteria links to Rfam database...	0.49	0.48	0.50	228	1189195	264	43	187	34	248
CRW_00298	SSU_rRNA_eukarya links to Rfam database...	0.23	0.24	0.22	119	1620359	466	89	333	44	375
CRW_00301	SSU_rRNA_eukarya links to Rfam database...	0.33	0.34	0.33	177	1761960	439	71	295	73	342
CRW_00306	SSU_rRNA_eukarya links to Rfam database...	0.18	0.19	0.18	86	1445359	473	69	336	68	376
CRW_00310	SSU_rRNA_eukarya links to Rfam database...	0.30	0.31	0.29	160	1805396	450	77	317	56	361
CRW_00326	SSU_rRNA_eukarya links to Rfam database...	0.40	0.41	0.40	207	1627588	371	65	250	56	295
CRW_00330	SSU_rRNA_eukarya links to Rfam database...	0.33	0.34	0.31	178	1988449	473	80	308	85	339
CRW_00332	SSU_rRNA_eukarya links to Rfam database...	0.18	0.19	0.17	90	1769489	491	93	349	49	387
CRW_00333	SSU_rRNA_eukarya links to Rfam database...	0.31	0.31	0.31	157	1891971	430	72	285	73	357
CRW_00345	SSU_rRNA_eukarya links to Rfam database...	0.35	0.35	0.35	173	1586376	380	60	262	58	325
CRW_00346	SSU_rRNA_eukarya links to Rfam database...	0.37	0.38	0.37	188	1584581	368	66	255	47	313
CRW_00348	SSU_rRNA_eukarya links to Rfam database...	0.30	0.30	0.31	149	1615021	383	63	270	50	354
CRW_00358	SSU_rRNA_eukarya links to Rfam database...	0.40	0.40	0.39	202	1674852	365	59	252	54	305
CRW_00366	SSU_rRNA_eukarya links to Rfam database...	0.26	0.27	0.25	130	1579227	438	85	311	42	352
CRW_00370	SSU_rRNA_eukarya links to Rfam database...	0.29	0.30	0.28	150	1640234	427	81	301	45	356
CRW_00371	SSU_rRNA_eukarya links to Rfam database...	0.39	0.39	0.40	191	1611430	345	53	236	56	305
CRW_00372	SSU_rRNA_eukarya links to Rfam database...	0.27	0.27	0.26	136	1625786	435	79	305	51	362
CRW_00379	SSU_rRNA_eukarya links to Rfam database...	0.42	0.43	0.41	229	2126396	414	75	253	86	305
CRW_00386	SSU_rRNA_eukarya links to Rfam database...	0.26	0.27	0.25	138	1750696	459	82	340	37	377
CRW_00403	SSU_rRNA_eukarya links to Rfam database...	0.31	0.31	0.31	143	1606064	418	64	257	97	321
CRW_00411	SSU_rRNA_eukarya links to Rfam database...	0.34	0.35	0.33	172	1614983	394	81	267	46	324
CRW_00414	SSU_rRNA_eukarya links to Rfam database...	0.29	0.30	0.29	149	1665709	429	66	301	62	346
CRW_00466	SSU_rRNA_bacteria links to Rfam database...	0.60	0.59	0.60	272	1116312	211	33	148	30	186
CRW_00589	SSU_rRNA_bacteria links to Rfam database...	0.31	0.30	0.32	135	1094033	316	46	246	24	310
CRW_00590	SSU_rRNA_bacteria links to Rfam database...	0.41	0.39	0.43	176	1119350	259	29	201	29	276
CRW_00591	SSU_rRNA_bacteria links to Rfam database...	0.44	0.44	0.44	198	1098453	275	46	206	23	248
CRW_00598	SSU_rRNA_eukarya links to Rfam database...	0.37	0.38	0.35	186	1665698	397	77	264	56	305
CRW_00758	SSU_rRNA_eukarya links to Rfam database...	0.32	0.32	0.32	155	1640275	399	64	272	63	328
CRW_00759	SSU_rRNA_eukarya links to Rfam database...	0.31	0.31	0.30	151	1636639	423	69	286	68	330
CRW_00760	SSU_rRNA_eukarya links to Rfam database...	0.29	0.30	0.29	146	1638444	427	68	297	62	340
CRW_00772	SSU_rRNA_bacteria links to Rfam database...	0.22	0.22	0.22	90	945593	335	34	283	18	314
CRW_00789	SSU_rRNA_bacteria links to Rfam database...	0.36	0.36	0.37	163	1137340	312	43	240	29	284
CRW_00795	SSU_rRNA_bacteria links to Rfam database...	0.34	0.34	0.33	135	1152513	326	45	228	53	259
CRW_00849	SSU_rRNA_bacteria links to Rfam database...	0.57	0.56	0.58	263	1117810	226	18	169	39	207
CRW_00997	SSU_rRNA_bacteria links to Rfam database...	0.44	0.42	0.46	197	1135851	249	39	191	19	267
CRW_01153	SSU_rRNA_eukarya links to Rfam database...	0.29	0.30	0.28	150	1605991	434	63	324	47	353
CRW_01171	SSU_rRNA_eukarya links to Rfam database...	0.33	0.33	0.33	168	1593497	395	62	278	55	338
CRW_01300	SSU_rRNA_eukarya links to Rfam database...	0.35	0.35	0.36	182	1693209	381	68	261	52	333
PDB_00703	SSU_rRNA_bacteria links to Rfam database...	0.56	0.51	0.61	253	1073430	187	22	140	25	242
PDB_00854	SSU_rRNA_bacteria links to Rfam database...	0.56	0.54	0.58	288	1500280	260	33	177	50	247
PDB_01088	SSU_rRNA_bacteria links to Rfam database...	0.33	0.32	0.34	175	1470956	367	49	290	28	372
PDB_01103	SSU_rRNA_bacteria links to Rfam database...	0.61	0.58	0.64	324	1606022	220	26	156	38	238
PDB_01105	SSU_rRNA_bacteria links to Rfam database...	0.57	0.53	0.62	286	1433506	213	32	147	34	254
PDB_01120	SSU_rRNA_bacteria links to Rfam database...	0.43	0.40	0.47	211	1204677	265	29	211	25	316
PDB_01273	SSU_rRNA_bacteria links to Rfam database...	0.43	0.41	0.45	200	1117813	276	33	214	29	291

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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 ProbKnot - scored lower in this pairwise comparison

1. Total counts & total scores for ProbKnot

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