CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	RNAalifold(20)		RNAfold
MCC	0.674	>	0.396
Average MCC ± 95% Confidence Intervals	0.674 ± 0.044	>	0.398 ± 0.029
Sensitivity	0.621	>	0.398
Positive Predictive Value	0.732	>	0.394
Total TP	22941	>	14714
Total TN	104339145	>	104333103
Total FP	9959	<	25011
Total FP CONTRA	1517	<	3719
Total FP INCONS	6863	<	18930
Total FP COMP	1579	<	2362
Total FN	14023	<	22250
P-value	3.56938820447e-08

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Performance plots

Comparison of performance of RNAalifold(20) and RNAfold. 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 RNAalifold(20) and RNAfold).
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 RNAalifold(20) and RNAfold).
Comparison of average Matthews Correlation Coefficients (MCCs) for RNAalifold(20) and RNAfold. 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 RNAalifold(20) and RNAfold).

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

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

Total Base Pair Counts
Total TP	22941
Total TN	104339145
Total FP	9959
Total FP CONTRA	1517
Total FP INCONS	6863
Total FP COMP	1579
Total FN	14023

Total Scores
MCC	0.674
Average MCC ± 95% Confidence Intervals	0.674 ± 0.044
Sensitivity	0.621
Positive Predictive Value	0.732
Nr of predictions	77

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2. Individual counts for RNAalifold(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...	0.87	0.84	0.90	385	1085172	61	7	37	17	73
CRW_00034	SSU_rRNA_bacteria links to Rfam database...	0.83	0.78	0.87	371	1141890	74	12	43	19	103
CRW_00048	SSU_rRNA_bacteria links to Rfam database...	0.83	0.80	0.86	374	1170779	75	11	51	13	96
CRW_00054	SSU_rRNA_bacteria links to Rfam database...	0.84	0.82	0.87	372	1107390	68	12	42	14	84
CRW_00059	SSU_rRNA_bacteria links to Rfam database...	0.81	0.76	0.86	361	1172324	71	11	50	10	112
CRW_00061	SSU_rRNA_bacteria links to Rfam database...	0.85	0.80	0.90	382	1181529	55	14	28	13	94
CRW_00068	SSU_rRNA_bacteria links to Rfam database...	0.86	0.83	0.89	381	1108875	61	12	37	12	76
CRW_00096	SSU_rRNA_bacteria links to Rfam database...	0.85	0.81	0.90	376	1178461	63	6	37	20	89
CRW_00140	SSU_rRNA_bacteria links to Rfam database...	0.84	0.82	0.87	380	1135841	71	13	44	14	83
CRW_00141	SSU_rRNA_bacteria links to Rfam database...	0.82	0.78	0.87	371	1201597	71	12	45	14	105
CRW_00150	SSU_rRNA_bacteria links to Rfam database...	0.84	0.80	0.88	372	1152500	62	12	37	13	94
CRW_00152	SSU_rRNA_bacteria links to Rfam database...	0.79	0.75	0.82	355	1179984	91	17	60	14	116
CRW_00166	SSU_rRNA_bacteria links to Rfam database...	0.83	0.79	0.88	368	1190777	71	7	44	20	100
CRW_00173	SSU_rRNA_bacteria links to Rfam database...	0.77	0.75	0.80	332	1082242	94	12	70	12	113
CRW_00177	SSU_rRNA_bacteria links to Rfam database...	0.80	0.76	0.84	358	1178455	78	13	54	11	115
CRW_00196	SSU_rRNA_bacteria links to Rfam database...	0.82	0.79	0.86	373	1207803	68	15	44	9	102
CRW_00230	SSU_rRNA_bacteria links to Rfam database...	0.83	0.79	0.88	378	1198495	67	12	41	14	100
CRW_00245	SSU_rRNA_bacteria links to Rfam database...	0.86	0.83	0.89	378	1105903	56	14	33	9	75
CRW_00248	SSU_rRNA_bacteria links to Rfam database...	0.79	0.75	0.83	364	1218705	87	17	55	15	120
CRW_00250	SSU_rRNA_bacteria links to Rfam database...	0.83	0.78	0.88	373	1198502	61	12	39	10	105
CRW_00256	SSU_rRNA_bacteria links to Rfam database...	0.82	0.78	0.87	363	1192322	68	14	41	13	105
CRW_00270	SSU_rRNA_bacteria links to Rfam database...	0.85	0.83	0.88	376	1111859	66	12	39	15	79
CRW_00271	SSU_rRNA_bacteria links to Rfam database...	0.82	0.79	0.87	363	1122332	69	11	45	13	99
CRW_00273	SSU_rRNA_bacteria links to Rfam database...	0.84	0.81	0.87	360	1085185	68	13	43	12	86
CRW_00275	SSU_rRNA_bacteria links to Rfam database...	0.84	0.81	0.87	368	1114849	68	12	42	14	89
CRW_00277	SSU_rRNA_bacteria links to Rfam database...	0.82	0.79	0.85	359	1110374	76	14	48	14	94
CRW_00278	SSU_rRNA_bacteria links to Rfam database...	0.82	0.78	0.86	349	1129851	72	10	46	16	101
CRW_00279	SSU_rRNA_bacteria links to Rfam database...	0.81	0.78	0.85	360	1179994	80	12	50	18	104
CRW_00280	SSU_rRNA_bacteria links to Rfam database...	0.83	0.79	0.87	360	1117845	71	12	43	16	93
CRW_00281	SSU_rRNA_bacteria links to Rfam database...	0.82	0.78	0.85	363	1144916	75	12	50	13	101
CRW_00284	SSU_rRNA_bacteria links to Rfam database...	0.84	0.80	0.89	363	1131350	62	12	35	15	93
CRW_00285	SSU_rRNA_bacteria links to Rfam database...	0.83	0.79	0.88	364	1117844	66	13	39	14	94
CRW_00289	SSU_rRNA_bacteria links to Rfam database...	0.81	0.76	0.86	361	1189232	70	13	47	10	115
CRW_00298	SSU_rRNA_eukarya links to Rfam database...	0.43	0.38	0.49	187	1620517	224	43	153	28	307
CRW_00301	SSU_rRNA_eukarya links to Rfam database...	0.42	0.37	0.48	192	1762101	229	37	173	19	327
CRW_00306	SSU_rRNA_eukarya links to Rfam database...	0.42	0.38	0.46	176	1445467	237	39	168	30	286
CRW_00310	SSU_rRNA_eukarya links to Rfam database...	0.46	0.39	0.55	204	1805579	190	29	138	23	317
CRW_00326	SSU_rRNA_eukarya links to Rfam database...	0.41	0.35	0.47	178	1627730	219	36	166	17	324
CRW_00330	SSU_rRNA_eukarya links to Rfam database...	0.40	0.35	0.47	182	1988624	243	35	174	34	335
CRW_00332	SSU_rRNA_eukarya links to Rfam database...	0.39	0.34	0.43	164	1769642	239	35	180	24	313
CRW_00333	SSU_rRNA_eukarya links to Rfam database...	0.34	0.29	0.40	150	1892114	241	34	187	20	364
CRW_00345	SSU_rRNA_eukarya links to Rfam database...	0.43	0.38	0.48	189	1586477	222	39	166	17	309
CRW_00346	SSU_rRNA_eukarya links to Rfam database...	0.45	0.40	0.50	202	1584688	230	32	168	30	299
CRW_00348	SSU_rRNA_eukarya links to Rfam database...	0.43	0.38	0.48	190	1615106	228	41	166	21	313
CRW_00358	SSU_rRNA_eukarya links to Rfam database...	0.43	0.38	0.49	192	1674972	227	34	167	26	315
CRW_00366	SSU_rRNA_eukarya links to Rfam database...	0.39	0.34	0.45	166	1579381	248	30	176	42	316
CRW_00370	SSU_rRNA_eukarya links to Rfam database...	0.52	0.47	0.57	240	1640342	204	34	150	20	266
CRW_00371	SSU_rRNA_eukarya links to Rfam database...	0.43	0.38	0.49	187	1611527	222	27	169	26	309
CRW_00372	SSU_rRNA_eukarya links to Rfam database...	0.40	0.35	0.46	174	1625925	228	37	170	21	324
CRW_00379	SSU_rRNA_eukarya links to Rfam database...	0.40	0.34	0.47	179	2126574	228	31	169	28	355
CRW_00386	SSU_rRNA_eukarya links to Rfam database...	0.44	0.37	0.51	193	1750879	199	35	149	15	322
CRW_00403	SSU_rRNA_eukarya links to Rfam database...	0.39	0.37	0.42	170	1606127	272	38	193	41	294
CRW_00411	SSU_rRNA_eukarya links to Rfam database...	0.43	0.39	0.48	191	1615105	227	43	164	20	305
CRW_00414	SSU_rRNA_eukarya links to Rfam database...	0.38	0.35	0.41	171	1665811	266	36	207	23	324
CRW_00466	SSU_rRNA_bacteria links to Rfam database...	0.84	0.81	0.86	373	1116333	74	11	48	15	85
CRW_00589	SSU_rRNA_bacteria links to Rfam database...	0.86	0.81	0.91	361	1094062	61	7	30	24	84
CRW_00590	SSU_rRNA_bacteria links to Rfam database...	0.84	0.79	0.89	358	1119354	70	6	38	26	94
CRW_00591	SSU_rRNA_bacteria links to Rfam database...	0.87	0.83	0.91	368	1098500	61	9	26	26	78
CRW_00598	SSU_rRNA_eukarya links to Rfam database...	0.42	0.38	0.47	187	1665825	229	39	174	16	304
CRW_00758	SSU_rRNA_eukarya links to Rfam database...	0.48	0.43	0.53	210	1640373	205	34	149	22	273
CRW_00759	SSU_rRNA_eukarya links to Rfam database...	0.42	0.38	0.48	182	1636762	232	39	162	31	299
CRW_00760	SSU_rRNA_eukarya links to Rfam database...	0.43	0.37	0.50	179	1638594	209	38	144	27	307
CRW_00772	SSU_rRNA_bacteria links to Rfam database...	0.78	0.74	0.83	298	945642	94	6	54	34	106
CRW_00789	SSU_rRNA_bacteria links to Rfam database...	0.82	0.78	0.87	348	1137388	80	6	44	30	99
CRW_00795	SSU_rRNA_bacteria links to Rfam database...	0.74	0.70	0.79	276	1152572	131	10	63	58	118
CRW_00849	SSU_rRNA_bacteria links to Rfam database...	0.78	0.74	0.82	350	1117832	97	13	65	19	120
CRW_00997	SSU_rRNA_bacteria links to Rfam database...	0.84	0.81	0.88	374	1135854	61	12	38	11	90
CRW_01153	SSU_rRNA_eukarya links to Rfam database...	0.47	0.42	0.53	210	1606133	216	27	158	31	293
CRW_01171	SSU_rRNA_eukarya links to Rfam database...	0.44	0.38	0.50	193	1593619	210	32	161	17	313
CRW_01300	SSU_rRNA_eukarya links to Rfam database...	0.52	0.45	0.59	231	1693331	174	31	127	16	284
PDB_00703	SSU_rRNA_bacteria links to Rfam database...	0.78	0.71	0.86	353	1073436	80	10	46	24	142
PDB_00854	SSU_rRNA_bacteria links to Rfam database...	0.75	0.65	0.86	347	1500373	97	7	51	39	188
PDB_01088	SSU_rRNA_bacteria links to Rfam database...	0.73	0.62	0.86	341	1471072	93	2	55	36	206
PDB_01103	SSU_rRNA_bacteria links to Rfam database...	0.75	0.65	0.87	364	1606111	77	8	45	24	198
PDB_01105	SSU_rRNA_bacteria links to Rfam database...	0.76	0.67	0.87	360	1433555	85	3	53	29	180
PDB_01120	SSU_rRNA_bacteria links to Rfam database...	0.72	0.65	0.80	341	1204702	101	13	72	16	186
PDB_01273	SSU_rRNA_bacteria links to Rfam database...	0.78	0.71	0.86	347	1117857	83	8	48	27	144

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Performance of RNAfold - scored lower in this pairwise comparison

1. Total counts & total scores for RNAfold

Total Base Pair Counts
Total TP	14714
Total TN	104333103
Total FP	25011
Total FP CONTRA	3719
Total FP INCONS	18930
Total FP COMP	2362
Total FN	22250

Total Scores
MCC	0.396
Average MCC ± 95% Confidence Intervals	0.398 ± 0.029
Sensitivity	0.398
Positive Predictive Value	0.394
Nr of predictions	77

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2. Individual counts for RNAfold [ 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...	0.78	0.76	0.79	350	1085158	132	17	76	39	108
CRW_00034	SSU_rRNA_bacteria links to Rfam database...	0.63	0.63	0.63	300	1141838	201	31	147	23	174
CRW_00048	SSU_rRNA_bacteria links to Rfam database...	0.35	0.35	0.36	164	1170755	315	33	263	19	306
CRW_00054	SSU_rRNA_bacteria links to Rfam database...	0.53	0.52	0.54	238	1107379	215	34	165	16	218
CRW_00059	SSU_rRNA_bacteria links to Rfam database...	0.60	0.60	0.61	283	1172280	205	23	160	22	190
CRW_00061	SSU_rRNA_bacteria links to Rfam database...	0.53	0.53	0.53	252	1181474	240	37	190	13	224
CRW_00068	SSU_rRNA_bacteria links to Rfam database...	0.46	0.46	0.46	210	1108845	266	27	223	16	247
CRW_00096	SSU_rRNA_bacteria links to Rfam database...	0.47	0.47	0.47	220	1178412	266	29	219	18	245
CRW_00140	SSU_rRNA_bacteria links to Rfam database...	0.59	0.58	0.59	270	1135819	209	32	157	20	193
CRW_00141	SSU_rRNA_bacteria links to Rfam database...	0.59	0.58	0.61	277	1201568	204	13	167	24	199
CRW_00150	SSU_rRNA_bacteria links to Rfam database...	0.39	0.38	0.39	179	1152463	296	36	243	17	287
CRW_00152	SSU_rRNA_bacteria links to Rfam database...	0.54	0.53	0.55	249	1179962	229	32	173	24	222
CRW_00166	SSU_rRNA_bacteria links to Rfam database...	0.47	0.46	0.47	217	1190733	262	26	220	16	251
CRW_00173	SSU_rRNA_bacteria links to Rfam database...	0.29	0.29	0.29	131	1082204	330	37	284	9	314
CRW_00177	SSU_rRNA_bacteria links to Rfam database...	0.42	0.42	0.42	197	1178408	288	34	241	13	276
CRW_00196	SSU_rRNA_bacteria links to Rfam database...	0.44	0.44	0.44	208	1207762	286	29	236	21	267
CRW_00230	SSU_rRNA_bacteria links to Rfam database...	0.56	0.54	0.57	259	1198471	217	29	167	21	219
CRW_00245	SSU_rRNA_bacteria links to Rfam database...	0.39	0.39	0.39	176	1105876	287	34	242	11	277
CRW_00248	SSU_rRNA_bacteria links to Rfam database...	0.57	0.57	0.58	276	1218664	233	24	177	32	208
CRW_00250	SSU_rRNA_bacteria links to Rfam database...	0.40	0.40	0.40	190	1198454	296	51	231	14	288
CRW_00256	SSU_rRNA_bacteria links to Rfam database...	0.41	0.41	0.42	190	1192286	279	40	224	15	278
CRW_00270	SSU_rRNA_bacteria links to Rfam database...	0.38	0.37	0.40	170	1111856	279	38	222	19	285
CRW_00271	SSU_rRNA_bacteria links to Rfam database...	0.49	0.48	0.50	224	1122302	241	35	190	16	238
CRW_00273	SSU_rRNA_bacteria links to Rfam database...	0.55	0.54	0.55	240	1085168	217	29	164	24	206
CRW_00275	SSU_rRNA_bacteria links to Rfam database...	0.50	0.49	0.51	226	1114829	235	24	192	19	231
CRW_00277	SSU_rRNA_bacteria links to Rfam database...	0.37	0.37	0.37	169	1110340	304	41	245	18	284
CRW_00278	SSU_rRNA_bacteria links to Rfam database...	0.42	0.41	0.43	186	1129828	264	31	211	22	264
CRW_00279	SSU_rRNA_bacteria links to Rfam database...	0.35	0.34	0.35	157	1179973	303	36	250	17	307
CRW_00280	SSU_rRNA_bacteria links to Rfam database...	0.50	0.49	0.50	222	1117818	233	28	192	13	231
CRW_00281	SSU_rRNA_bacteria links to Rfam database...	0.30	0.30	0.29	138	1144872	346	41	290	15	326
CRW_00284	SSU_rRNA_bacteria links to Rfam database...	0.28	0.27	0.28	124	1131316	333	36	284	13	332
CRW_00285	SSU_rRNA_bacteria links to Rfam database...	0.63	0.62	0.63	284	1117810	186	24	142	20	174
CRW_00289	SSU_rRNA_bacteria links to Rfam database...	0.39	0.38	0.40	181	1189200	291	36	236	19	295
CRW_00298	SSU_rRNA_eukarya links to Rfam database...	0.17	0.18	0.16	88	1620349	501	88	375	38	406
CRW_00301	SSU_rRNA_eukarya links to Rfam database...	0.30	0.31	0.29	160	1761955	447	75	313	59	359
CRW_00306	SSU_rRNA_eukarya links to Rfam database...	0.26	0.26	0.25	121	1445372	410	63	294	53	341
CRW_00310	SSU_rRNA_eukarya links to Rfam database...	0.26	0.27	0.25	143	1805381	466	88	338	40	378
CRW_00326	SSU_rRNA_eukarya links to Rfam database...	0.38	0.38	0.37	190	1627600	364	68	252	44	312
CRW_00330	SSU_rRNA_eukarya links to Rfam database...	0.31	0.32	0.30	165	1988473	454	70	307	77	352
CRW_00332	SSU_rRNA_eukarya links to Rfam database...	0.24	0.25	0.22	121	1769478	461	108	314	39	356
CRW_00333	SSU_rRNA_eukarya links to Rfam database...	0.33	0.33	0.32	171	1891953	432	77	284	71	343
CRW_00345	SSU_rRNA_eukarya links to Rfam database...	0.35	0.36	0.33	181	1586320	404	77	293	34	317
CRW_00346	SSU_rRNA_eukarya links to Rfam database...	0.31	0.32	0.29	162	1584535	419	78	315	26	339
CRW_00348	SSU_rRNA_eukarya links to Rfam database...	0.24	0.24	0.24	123	1614984	435	64	332	39	380
CRW_00358	SSU_rRNA_eukarya links to Rfam database...	0.39	0.39	0.38	199	1674839	381	67	260	54	308
CRW_00366	SSU_rRNA_eukarya links to Rfam database...	0.35	0.36	0.33	174	1579233	393	84	262	47	308
CRW_00370	SSU_rRNA_eukarya links to Rfam database...	0.26	0.27	0.25	136	1640229	442	80	321	41	370
CRW_00371	SSU_rRNA_eukarya links to Rfam database...	0.33	0.33	0.32	166	1611391	395	72	281	42	330
CRW_00372	SSU_rRNA_eukarya links to Rfam database...	0.35	0.36	0.35	181	1625783	379	70	272	37	317
CRW_00379	SSU_rRNA_eukarya links to Rfam database...	0.42	0.43	0.41	227	2126398	426	63	265	98	307
CRW_00386	SSU_rRNA_eukarya links to Rfam database...	0.25	0.27	0.24	137	1750683	473	87	349	37	378
CRW_00403	SSU_rRNA_eukarya links to Rfam database...	0.31	0.33	0.29	154	1606000	439	76	298	65	310
CRW_00411	SSU_rRNA_eukarya links to Rfam database...	0.33	0.34	0.32	169	1614974	406	78	282	46	327
CRW_00414	SSU_rRNA_eukarya links to Rfam database...	0.28	0.29	0.27	143	1665688	437	80	314	43	352
CRW_00466	SSU_rRNA_bacteria links to Rfam database...	0.61	0.59	0.62	272	1116326	195	24	143	28	186
CRW_00589	SSU_rRNA_bacteria links to Rfam database...	0.18	0.18	0.18	78	1094024	373	34	324	15	367
CRW_00590	SSU_rRNA_bacteria links to Rfam database...	0.31	0.31	0.31	138	1119315	322	37	266	19	314
CRW_00591	SSU_rRNA_bacteria links to Rfam database...	0.37	0.38	0.37	168	1098447	302	42	246	14	278
CRW_00598	SSU_rRNA_eukarya links to Rfam database...	0.34	0.36	0.33	177	1665684	417	76	288	53	314
CRW_00758	SSU_rRNA_eukarya links to Rfam database...	0.28	0.29	0.27	142	1640237	420	85	302	33	341
CRW_00759	SSU_rRNA_eukarya links to Rfam database...	0.21	0.22	0.20	105	1636621	473	79	340	54	376
CRW_00760	SSU_rRNA_eukarya links to Rfam database...	0.29	0.29	0.29	143	1638460	405	76	276	53	343
CRW_00772	SSU_rRNA_bacteria links to Rfam database...	0.25	0.24	0.25	98	945608	317	41	253	23	306
CRW_00789	SSU_rRNA_bacteria links to Rfam database...	0.36	0.36	0.36	161	1137337	307	44	244	19	286
CRW_00795	SSU_rRNA_bacteria links to Rfam database...	0.22	0.23	0.21	89	1152504	360	53	275	32	305
CRW_00849	SSU_rRNA_bacteria links to Rfam database...	0.48	0.48	0.48	225	1117795	263	20	220	23	245
CRW_00997	SSU_rRNA_bacteria links to Rfam database...	0.62	0.61	0.62	282	1135826	195	25	145	25	182
CRW_01153	SSU_rRNA_eukarya links to Rfam database...	0.30	0.30	0.30	149	1606023	407	50	306	51	354
CRW_01171	SSU_rRNA_eukarya links to Rfam database...	0.26	0.27	0.25	136	1593470	434	80	319	35	370
CRW_01300	SSU_rRNA_eukarya links to Rfam database...	0.33	0.34	0.33	176	1693179	406	78	287	41	339
PDB_00703	SSU_rRNA_bacteria links to Rfam database...	0.48	0.46	0.51	228	1073395	247	19	203	25	267
PDB_00854	SSU_rRNA_bacteria links to Rfam database...	0.52	0.51	0.53	274	1500261	287	30	213	44	261
PDB_01088	SSU_rRNA_bacteria links to Rfam database...	0.37	0.36	0.38	196	1470957	345	47	270	28	351
PDB_01103	SSU_rRNA_bacteria links to Rfam database...	0.54	0.52	0.55	295	1605991	270	35	207	28	267
PDB_01105	SSU_rRNA_bacteria links to Rfam database...	0.48	0.47	0.49	254	1433456	289	27	234	28	286
PDB_01120	SSU_rRNA_bacteria links to Rfam database...	0.45	0.43	0.47	228	1204646	269	31	223	15	299
PDB_01273	SSU_rRNA_bacteria links to Rfam database...	0.49	0.47	0.50	232	1117800	256	26	202	28	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 RNAalifold(20) - scored higher in this pairwise comparison

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

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

Performance of RNAfold - scored lower in this pairwise comparison

1. Total counts & total scores for RNAfold

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