CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	PETfold_pre2.0(20)		Contrafold
MCC	0.728	>	0.477
Average MCC ± 95% Confidence Intervals	0.730 ± 0.030	>	0.480 ± 0.027
Sensitivity	0.697	>	0.461
Positive Predictive Value	0.760	>	0.494
Total TP	25763	>	17036
Total TN	104336584	>	104335974
Total FP	11045	<	20448
Total FP CONTRA	1367	<	2637
Total FP INCONS	6752	<	14819
Total FP COMP	2926	<	2992
Total FN	11201	<	19928
P-value	3.56938820447e-08

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Performance plots

Comparison of performance of PETfold_pre2.0(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 PETfold_pre2.0(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 PETfold_pre2.0(20) and Contrafold).
Comparison of average Matthews Correlation Coefficients (MCCs) for PETfold_pre2.0(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 PETfold_pre2.0(20) and Contrafold).

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Performance of PETfold_pre2.0(20) - scored higher in this pairwise comparison

1. Total counts & total scores for PETfold_pre2.0(20)

Total Base Pair Counts
Total TP	25763
Total TN	104336584
Total FP	11045
Total FP CONTRA	1367
Total FP INCONS	6752
Total FP COMP	2926
Total FN	11201

Total Scores
MCC	0.728
Average MCC ± 95% Confidence Intervals	0.730 ± 0.030
Sensitivity	0.697
Positive Predictive Value	0.760
Nr of predictions	77

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2. Individual counts for PETfold_pre2.0(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...	0.89	0.88	0.90	404	1085151	82	10	36	36	54
CRW_00034	SSU_rRNA_bacteria links to Rfam database...	0.82	0.79	0.85	374	1141875	86	17	50	19	100
CRW_00048	SSU_rRNA_bacteria links to Rfam database...	0.84	0.83	0.84	390	1170753	91	18	54	19	80
CRW_00054	SSU_rRNA_bacteria links to Rfam database...	0.84	0.84	0.84	381	1107361	95	17	57	21	75
CRW_00059	SSU_rRNA_bacteria links to Rfam database...	0.84	0.82	0.85	390	1172289	85	17	50	18	83
CRW_00061	SSU_rRNA_bacteria links to Rfam database...	0.84	0.82	0.86	390	1181501	85	16	46	23	86
CRW_00068	SSU_rRNA_bacteria links to Rfam database...	0.84	0.84	0.84	383	1108851	87	16	55	16	74
CRW_00096	SSU_rRNA_bacteria links to Rfam database...	0.85	0.83	0.87	388	1178436	81	12	44	25	77
CRW_00140	SSU_rRNA_bacteria links to Rfam database...	0.85	0.84	0.86	388	1135827	85	15	48	22	75
CRW_00141	SSU_rRNA_bacteria links to Rfam database...	0.83	0.81	0.85	387	1201568	90	18	52	20	89
CRW_00150	SSU_rRNA_bacteria links to Rfam database...	0.83	0.82	0.85	381	1152473	90	16	51	23	85
CRW_00152	SSU_rRNA_bacteria links to Rfam database...	0.83	0.81	0.85	381	1179968	89	17	50	22	90
CRW_00166	SSU_rRNA_bacteria links to Rfam database...	0.85	0.83	0.86	387	1190748	90	11	50	29	81
CRW_00173	SSU_rRNA_bacteria links to Rfam database...	0.80	0.80	0.81	354	1082220	107	18	64	25	91
CRW_00177	SSU_rRNA_bacteria links to Rfam database...	0.82	0.81	0.84	382	1178424	101	17	57	27	91
CRW_00196	SSU_rRNA_bacteria links to Rfam database...	0.83	0.81	0.85	387	1207780	91	16	52	23	88
CRW_00230	SSU_rRNA_bacteria links to Rfam database...	0.85	0.82	0.87	394	1198472	81	16	44	21	84
CRW_00245	SSU_rRNA_bacteria links to Rfam database...	0.87	0.86	0.87	390	1105881	79	17	40	22	63
CRW_00248	SSU_rRNA_bacteria links to Rfam database...	0.84	0.82	0.87	396	1218684	87	15	46	26	88
CRW_00250	SSU_rRNA_bacteria links to Rfam database...	0.83	0.80	0.85	382	1198478	88	15	51	22	96
CRW_00256	SSU_rRNA_bacteria links to Rfam database...	0.83	0.81	0.85	379	1192296	87	16	49	22	89
CRW_00270	SSU_rRNA_bacteria links to Rfam database...	0.86	0.86	0.86	390	1111833	85	15	48	22	65
CRW_00271	SSU_rRNA_bacteria links to Rfam database...	0.82	0.81	0.84	375	1122302	98	14	60	24	87
CRW_00273	SSU_rRNA_bacteria links to Rfam database...	0.84	0.84	0.84	375	1085156	94	14	56	24	71
CRW_00275	SSU_rRNA_bacteria links to Rfam database...	0.86	0.86	0.87	391	1114821	86	15	44	27	66
CRW_00277	SSU_rRNA_bacteria links to Rfam database...	0.84	0.84	0.85	379	1110348	89	16	52	21	74
CRW_00278	SSU_rRNA_bacteria links to Rfam database...	0.84	0.82	0.86	371	1129827	85	12	46	27	79
CRW_00279	SSU_rRNA_bacteria links to Rfam database...	0.82	0.81	0.84	377	1179965	98	18	56	24	87
CRW_00280	SSU_rRNA_bacteria links to Rfam database...	0.85	0.85	0.86	384	1117811	93	15	50	28	69
CRW_00281	SSU_rRNA_bacteria links to Rfam database...	0.84	0.82	0.85	381	1144895	89	14	51	24	83
CRW_00284	SSU_rRNA_bacteria links to Rfam database...	0.84	0.82	0.85	376	1131317	94	16	51	27	80
CRW_00285	SSU_rRNA_bacteria links to Rfam database...	0.84	0.83	0.86	380	1117816	91	17	47	27	78
CRW_00289	SSU_rRNA_bacteria links to Rfam database...	0.83	0.81	0.85	386	1189199	95	13	55	27	90
CRW_00298	SSU_rRNA_eukarya links to Rfam database...	0.58	0.54	0.63	267	1620473	212	31	129	52	227
CRW_00301	SSU_rRNA_eukarya links to Rfam database...	0.49	0.46	0.53	240	1762048	265	37	178	50	279
CRW_00306	SSU_rRNA_eukarya links to Rfam database...	0.60	0.57	0.63	263	1445430	208	26	131	51	199
CRW_00310	SSU_rRNA_eukarya links to Rfam database...	0.55	0.51	0.59	264	1805500	238	32	154	52	257
CRW_00326	SSU_rRNA_eukarya links to Rfam database...	0.64	0.60	0.68	299	1627669	193	22	120	51	203
CRW_00330	SSU_rRNA_eukarya links to Rfam database...	0.55	0.51	0.60	262	1988577	231	26	150	55	255
CRW_00332	SSU_rRNA_eukarya links to Rfam database...	0.51	0.48	0.56	227	1769613	237	20	161	56	250
CRW_00333	SSU_rRNA_eukarya links to Rfam database...	0.48	0.43	0.53	220	1892069	260	36	160	64	294
CRW_00345	SSU_rRNA_eukarya links to Rfam database...	0.56	0.53	0.60	262	1586434	224	28	147	49	236
CRW_00346	SSU_rRNA_eukarya links to Rfam database...	0.59	0.55	0.63	278	1584648	213	32	132	49	223
CRW_00348	SSU_rRNA_eukarya links to Rfam database...	0.58	0.54	0.61	272	1615059	225	29	143	53	231
CRW_00358	SSU_rRNA_eukarya links to Rfam database...	0.56	0.53	0.60	269	1674914	228	29	153	46	238
CRW_00366	SSU_rRNA_eukarya links to Rfam database...	0.60	0.56	0.64	269	1579331	210	25	128	57	213
CRW_00370	SSU_rRNA_eukarya links to Rfam database...	0.60	0.57	0.64	288	1640315	211	20	143	48	218
CRW_00371	SSU_rRNA_eukarya links to Rfam database...	0.58	0.55	0.60	275	1611455	232	17	163	52	221
CRW_00372	SSU_rRNA_eukarya links to Rfam database...	0.59	0.55	0.62	275	1625865	212	23	143	46	223
CRW_00379	SSU_rRNA_eukarya links to Rfam database...	0.58	0.52	0.65	277	2126526	213	25	125	63	257
CRW_00386	SSU_rRNA_eukarya links to Rfam database...	0.49	0.46	0.53	236	1750812	258	28	180	50	279
CRW_00403	SSU_rRNA_eukarya links to Rfam database...	0.53	0.52	0.54	240	1606084	283	31	173	79	224
CRW_00411	SSU_rRNA_eukarya links to Rfam database...	0.58	0.54	0.61	269	1615064	222	21	149	52	227
CRW_00414	SSU_rRNA_eukarya links to Rfam database...	0.57	0.53	0.62	263	1665801	210	25	136	49	232
CRW_00466	SSU_rRNA_bacteria links to Rfam database...	0.85	0.85	0.85	388	1116310	90	13	54	23	70
CRW_00589	SSU_rRNA_bacteria links to Rfam database...	0.84	0.82	0.86	367	1094034	98	8	51	39	78
CRW_00590	SSU_rRNA_bacteria links to Rfam database...	0.87	0.84	0.89	381	1119329	87	4	42	41	71
CRW_00591	SSU_rRNA_bacteria links to Rfam database...	0.85	0.84	0.86	373	1098469	103	7	54	42	73
CRW_00598	SSU_rRNA_eukarya links to Rfam database...	0.54	0.51	0.58	250	1665793	234	28	154	52	241
CRW_00758	SSU_rRNA_eukarya links to Rfam database...	0.57	0.54	0.61	263	1640333	241	27	143	71	220
CRW_00759	SSU_rRNA_eukarya links to Rfam database...	0.56	0.53	0.59	254	1636715	232	18	158	56	227
CRW_00760	SSU_rRNA_eukarya links to Rfam database...	0.53	0.49	0.57	239	1638533	247	16	167	64	247
CRW_00772	SSU_rRNA_bacteria links to Rfam database...	0.78	0.76	0.80	306	945618	127	7	69	51	98
CRW_00789	SSU_rRNA_bacteria links to Rfam database...	0.82	0.80	0.85	357	1137365	108	8	56	44	90
CRW_00795	SSU_rRNA_bacteria links to Rfam database...	0.79	0.76	0.82	301	1152552	149	5	63	81	93
CRW_00849	SSU_rRNA_bacteria links to Rfam database...	0.80	0.78	0.82	366	1117816	101	14	64	23	104
CRW_00997	SSU_rRNA_bacteria links to Rfam database...	0.85	0.84	0.85	389	1135822	85	16	51	18	75
CRW_01153	SSU_rRNA_eukarya links to Rfam database...	0.59	0.56	0.63	283	1606076	220	25	144	51	220
CRW_01171	SSU_rRNA_eukarya links to Rfam database...	0.52	0.48	0.56	245	1593566	240	31	163	46	261
CRW_01300	SSU_rRNA_eukarya links to Rfam database...	0.60	0.55	0.67	283	1693295	193	17	125	51	232
PDB_00703	SSU_rRNA_bacteria links to Rfam database...	0.78	0.72	0.84	355	1073423	101	6	61	34	140
PDB_00854	SSU_rRNA_bacteria links to Rfam database...	0.75	0.68	0.84	363	1500344	118	10	61	47	172
PDB_01088	SSU_rRNA_bacteria links to Rfam database...	0.74	0.65	0.83	357	1471042	115	5	66	44	190
PDB_01103	SSU_rRNA_bacteria links to Rfam database...	0.75	0.66	0.85	373	1606088	99	8	59	32	189
PDB_01105	SSU_rRNA_bacteria links to Rfam database...	0.75	0.68	0.84	366	1433533	107	4	68	35	174
PDB_01120	SSU_rRNA_bacteria links to Rfam database...	0.78	0.72	0.85	378	1204681	101	9	60	32	149
PDB_01273	SSU_rRNA_bacteria links to Rfam database...	0.78	0.73	0.84	358	1117834	110	9	59	42	133

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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 PETfold_pre2.0(20) - scored higher in this pairwise comparison

1. Total counts & total scores for PETfold_pre2.0(20)

2. Individual counts for PETfold_pre2.0(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 ]