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)		Sfold
MCC	0.674	>	0.453
Average MCC ± 95% Confidence Intervals	0.674 ± 0.044	>	0.455 ± 0.031
Sensitivity	0.621	>	0.403
Positive Predictive Value	0.732	>	0.510
Total TP	22941	>	14880
Total TN	104339145	<	104341300
Total FP	9959	<	16483
Total FP CONTRA	1517	<	2320
Total FP INCONS	6863	<	11966
Total FP COMP	1579	<	2197
Total FN	14023	<	22084
P-value	3.56938820447e-08

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Performance plots

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

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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 Sfold - scored lower in this pairwise comparison

1. Total counts & total scores for Sfold

Total Base Pair Counts
Total TP	14880
Total TN	104341300
Total FP	16483
Total FP CONTRA	2320
Total FP INCONS	11966
Total FP COMP	2197
Total FN	22084

Total Scores
MCC	0.453
Average MCC ± 95% Confidence Intervals	0.455 ± 0.031
Sensitivity	0.403
Positive Predictive Value	0.510
Nr of predictions	77

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2. Individual counts for Sfold [ 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...	0.80	0.77	0.83	352	1085176	112	13	60	39	106
CRW_00034	SSU_rRNA_bacteria links to Rfam database...	0.65	0.64	0.66	304	1141856	180	27	129	24	170
CRW_00048	SSU_rRNA_bacteria links to Rfam database...	0.50	0.45	0.54	213	1170824	198	17	161	20	257
CRW_00054	SSU_rRNA_bacteria links to Rfam database...	0.48	0.43	0.54	195	1107453	185	23	145	17	261
CRW_00059	SSU_rRNA_bacteria links to Rfam database...	0.54	0.49	0.60	232	1172361	169	19	134	16	241
CRW_00061	SSU_rRNA_bacteria links to Rfam database...	0.49	0.45	0.54	215	1181555	193	31	152	10	261
CRW_00068	SSU_rRNA_bacteria links to Rfam database...	0.48	0.43	0.53	196	1108938	184	19	152	13	261
CRW_00096	SSU_rRNA_bacteria links to Rfam database...	0.59	0.55	0.63	258	1178469	180	16	137	27	207
CRW_00140	SSU_rRNA_bacteria links to Rfam database...	0.66	0.60	0.73	280	1135893	125	10	95	20	183
CRW_00141	SSU_rRNA_bacteria links to Rfam database...	0.63	0.57	0.70	272	1201636	139	16	101	22	204
CRW_00150	SSU_rRNA_bacteria links to Rfam database...	0.40	0.37	0.44	171	1152531	233	30	189	14	295
CRW_00152	SSU_rRNA_bacteria links to Rfam database...	0.67	0.61	0.74	287	1180029	118	21	79	18	184
CRW_00166	SSU_rRNA_bacteria links to Rfam database...	0.54	0.47	0.61	221	1190832	160	15	128	17	247
CRW_00173	SSU_rRNA_bacteria links to Rfam database...	0.36	0.32	0.39	144	1082291	233	16	205	12	301
CRW_00177	SSU_rRNA_bacteria links to Rfam database...	0.45	0.41	0.50	195	1178491	206	27	167	12	278
CRW_00196	SSU_rRNA_bacteria links to Rfam database...	0.47	0.44	0.50	210	1207811	232	23	191	18	265
CRW_00230	SSU_rRNA_bacteria links to Rfam database...	0.61	0.53	0.70	254	1198565	129	7	100	22	224
CRW_00245	SSU_rRNA_bacteria links to Rfam database...	0.54	0.45	0.66	202	1106023	115	16	87	12	251
CRW_00248	SSU_rRNA_bacteria links to Rfam database...	0.58	0.57	0.59	274	1218677	223	21	169	33	210
CRW_00250	SSU_rRNA_bacteria links to Rfam database...	0.50	0.46	0.54	221	1198516	206	28	161	17	257
CRW_00256	SSU_rRNA_bacteria links to Rfam database...	0.37	0.33	0.42	155	1192370	232	35	180	17	313
CRW_00270	SSU_rRNA_bacteria links to Rfam database...	0.48	0.39	0.59	178	1111985	137	19	104	14	277
CRW_00271	SSU_rRNA_bacteria links to Rfam database...	0.49	0.43	0.57	198	1122402	170	32	119	19	264
CRW_00273	SSU_rRNA_bacteria links to Rfam database...	0.55	0.50	0.61	224	1085232	162	22	123	17	222
CRW_00275	SSU_rRNA_bacteria links to Rfam database...	0.58	0.47	0.73	213	1114978	98	14	66	18	244
CRW_00277	SSU_rRNA_bacteria links to Rfam database...	0.40	0.30	0.54	136	1110544	127	18	97	12	317
CRW_00278	SSU_rRNA_bacteria links to Rfam database...	0.51	0.37	0.70	166	1130018	88	6	66	16	284
CRW_00279	SSU_rRNA_bacteria links to Rfam database...	0.61	0.54	0.69	252	1180052	131	20	92	19	212
CRW_00280	SSU_rRNA_bacteria links to Rfam database...	0.60	0.55	0.66	250	1117881	149	21	108	20	203
CRW_00281	SSU_rRNA_bacteria links to Rfam database...	0.68	0.60	0.77	279	1144977	109	11	74	24	185
CRW_00284	SSU_rRNA_bacteria links to Rfam database...	0.42	0.33	0.53	149	1131480	147	20	111	16	307
CRW_00285	SSU_rRNA_bacteria links to Rfam database...	0.77	0.71	0.83	326	1117866	94	16	52	26	132
CRW_00289	SSU_rRNA_bacteria links to Rfam database...	0.59	0.51	0.68	241	1189298	141	19	95	27	235
CRW_00298	SSU_rRNA_eukarya links to Rfam database...	0.19	0.17	0.21	84	1620496	355	58	262	35	410
CRW_00301	SSU_rRNA_eukarya links to Rfam database...	0.33	0.30	0.36	156	1762064	326	45	238	43	363
CRW_00306	SSU_rRNA_eukarya links to Rfam database...	0.21	0.19	0.24	88	1445476	332	57	229	46	374
CRW_00310	SSU_rRNA_eukarya links to Rfam database...	0.30	0.26	0.35	138	1805554	298	56	202	40	383
CRW_00326	SSU_rRNA_eukarya links to Rfam database...	0.46	0.37	0.56	187	1627778	175	32	113	30	315
CRW_00330	SSU_rRNA_eukarya links to Rfam database...	0.34	0.28	0.41	145	1988661	279	50	159	70	372
CRW_00332	SSU_rRNA_eukarya links to Rfam database...	0.22	0.21	0.24	102	1769589	370	75	255	40	375
CRW_00333	SSU_rRNA_eukarya links to Rfam database...	0.30	0.30	0.31	153	1891989	400	68	275	57	361
CRW_00345	SSU_rRNA_eukarya links to Rfam database...	0.40	0.35	0.45	173	1586487	244	36	175	33	325
CRW_00346	SSU_rRNA_eukarya links to Rfam database...	0.34	0.32	0.36	161	1584648	319	58	223	38	340
CRW_00348	SSU_rRNA_eukarya links to Rfam database...	0.32	0.26	0.40	129	1615184	223	34	156	33	374
CRW_00358	SSU_rRNA_eukarya links to Rfam database...	0.38	0.33	0.43	166	1674980	241	44	175	22	341
CRW_00366	SSU_rRNA_eukarya links to Rfam database...	0.36	0.35	0.36	169	1579286	334	74	224	36	313
CRW_00370	SSU_rRNA_eukarya links to Rfam database...	0.34	0.32	0.36	160	1640327	325	54	225	46	346
CRW_00371	SSU_rRNA_eukarya links to Rfam database...	0.38	0.34	0.42	171	1611504	271	50	185	36	325
CRW_00372	SSU_rRNA_eukarya links to Rfam database...	0.39	0.35	0.45	172	1625925	245	34	175	36	326
CRW_00379	SSU_rRNA_eukarya links to Rfam database...	0.44	0.34	0.58	183	2126636	205	17	117	71	351
CRW_00386	SSU_rRNA_eukarya links to Rfam database...	0.29	0.27	0.31	138	1750806	345	60	252	33	377
CRW_00403	SSU_rRNA_eukarya links to Rfam database...	0.31	0.30	0.32	137	1606104	362	58	229	75	327
CRW_00411	SSU_rRNA_eukarya links to Rfam database...	0.39	0.32	0.47	157	1615171	217	28	147	42	339
CRW_00414	SSU_rRNA_eukarya links to Rfam database...	0.33	0.29	0.38	146	1665840	278	40	199	39	349
CRW_00466	SSU_rRNA_bacteria links to Rfam database...	0.57	0.54	0.61	247	1116358	185	18	142	25	211
CRW_00589	SSU_rRNA_bacteria links to Rfam database...	0.31	0.26	0.36	116	1094139	220	19	186	15	329
CRW_00590	SSU_rRNA_bacteria links to Rfam database...	0.58	0.40	0.84	179	1119542	50	5	30	15	273
CRW_00591	SSU_rRNA_bacteria links to Rfam database...	0.60	0.56	0.65	248	1098523	153	22	110	21	198
CRW_00598	SSU_rRNA_eukarya links to Rfam database...	0.35	0.34	0.37	165	1665773	333	62	225	46	326
CRW_00758	SSU_rRNA_eukarya links to Rfam database...	0.34	0.30	0.38	147	1640380	287	42	197	48	336
CRW_00759	SSU_rRNA_eukarya links to Rfam database...	0.23	0.22	0.25	105	1636722	354	42	276	36	376
CRW_00760	SSU_rRNA_eukarya links to Rfam database...	0.33	0.27	0.39	133	1638613	257	32	177	48	353
CRW_00772	SSU_rRNA_bacteria links to Rfam database...	0.30	0.27	0.34	108	945681	233	27	184	22	296
CRW_00789	SSU_rRNA_bacteria links to Rfam database...	0.40	0.34	0.46	152	1137458	193	30	146	17	295
CRW_00795	SSU_rRNA_bacteria links to Rfam database...	0.19	0.17	0.20	68	1152586	311	44	223	44	326
CRW_00849	SSU_rRNA_bacteria links to Rfam database...	0.50	0.48	0.52	227	1117826	230	18	189	23	243
CRW_00997	SSU_rRNA_bacteria links to Rfam database...	0.59	0.52	0.66	241	1135913	144	19	105	20	223
CRW_01153	SSU_rRNA_eukarya links to Rfam database...	0.37	0.30	0.45	152	1606193	221	35	148	38	351
CRW_01171	SSU_rRNA_eukarya links to Rfam database...	0.33	0.29	0.38	149	1593608	285	55	193	37	357
CRW_01300	SSU_rRNA_eukarya links to Rfam database...	0.39	0.34	0.45	175	1693327	254	42	176	36	340
PDB_00703	SSU_rRNA_bacteria links to Rfam database...	0.52	0.46	0.58	229	1073451	189	12	153	24	266
PDB_00854	SSU_rRNA_bacteria links to Rfam database...	0.54	0.49	0.60	263	1500337	220	22	156	42	272
PDB_01088	SSU_rRNA_bacteria links to Rfam database...	0.38	0.32	0.47	173	1471098	222	33	166	23	374
PDB_01103	SSU_rRNA_bacteria links to Rfam database...	0.56	0.50	0.63	280	1606082	191	20	146	25	282
PDB_01105	SSU_rRNA_bacteria links to Rfam database...	0.60	0.53	0.67	288	1433540	169	14	129	26	252
PDB_01120	SSU_rRNA_bacteria links to Rfam database...	0.55	0.44	0.70	230	1204799	110	12	87	11	297
PDB_01273	SSU_rRNA_bacteria links to Rfam database...	0.50	0.46	0.54	227	1117836	223	19	178	26	264

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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 Sfold - scored lower in this pairwise comparison

1. Total counts & total scores for Sfold

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