CompaRNA - on-line benchmarks of RNA structure prediction methods

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Overview

Metric	PETfold_pre2.0(20)		RSpredict(20)
MCC	0.728	>	0.464
Average MCC ± 95% Confidence Intervals	0.730 ± 0.030	>	0.472 ± 0.067
Sensitivity	0.697	>	0.417
Positive Predictive Value	0.760	>	0.516
Total TP	25763	>	15416
Total TN	104336584	<	104340583
Total FP	11045	<	16541
Total FP CONTRA	1367	<	2420
Total FP INCONS	6752	<	12047
Total FP COMP	2926	>	2074
Total FN	11201	<	21548
P-value	3.56938820447e-08

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Performance plots

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

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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 RSpredict(20) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP	15416
Total TN	104340583
Total FP	16541
Total FP CONTRA	2420
Total FP INCONS	12047
Total FP COMP	2074
Total FN	21548

Total Scores
MCC	0.464
Average MCC ± 95% Confidence Intervals	0.472 ± 0.067
Sensitivity	0.417
Positive Predictive Value	0.516
Nr of predictions	77

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2. Individual counts for RSpredict(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...	0.78	0.76	0.80	349	1085166	117	16	70	31	109
CRW_00034	SSU_rRNA_bacteria links to Rfam database...	0.60	0.50	0.71	239	1141980	119	16	81	22	235
CRW_00048	SSU_rRNA_bacteria links to Rfam database...	0.74	0.71	0.78	332	1170788	124	21	74	29	138
CRW_00054	SSU_rRNA_bacteria links to Rfam database...	0.72	0.68	0.76	308	1107412	121	17	79	25	148
CRW_00059	SSU_rRNA_bacteria links to Rfam database...	0.73	0.68	0.78	320	1172336	118	19	71	28	153
CRW_00061	SSU_rRNA_bacteria links to Rfam database...	0.63	0.55	0.72	260	1181590	123	18	85	20	216
CRW_00068	SSU_rRNA_bacteria links to Rfam database...	0.73	0.69	0.77	314	1108895	119	18	78	23	143
CRW_00096	SSU_rRNA_bacteria links to Rfam database...	0.73	0.69	0.78	320	1178470	123	16	74	33	145
CRW_00140	SSU_rRNA_bacteria links to Rfam database...	0.73	0.68	0.79	316	1135876	116	15	71	30	147
CRW_00141	SSU_rRNA_bacteria links to Rfam database...	0.72	0.67	0.77	320	1201607	124	19	79	26	156
CRW_00150	SSU_rRNA_bacteria links to Rfam database...	0.73	0.68	0.79	315	1152520	110	20	66	24	151
CRW_00152	SSU_rRNA_bacteria links to Rfam database...	0.71	0.65	0.77	308	1180015	120	17	76	27	163
CRW_00166	SSU_rRNA_bacteria links to Rfam database...	0.73	0.68	0.79	317	1190796	115	15	68	32	151
CRW_00173	SSU_rRNA_bacteria links to Rfam database...	0.68	0.63	0.74	281	1082274	126	20	81	25	164
CRW_00177	SSU_rRNA_bacteria links to Rfam database...	0.66	0.60	0.74	283	1178495	122	22	80	20	190
CRW_00196	SSU_rRNA_bacteria links to Rfam database...	0.71	0.67	0.76	316	1207819	125	23	77	25	159
CRW_00230	SSU_rRNA_bacteria links to Rfam database...	0.72	0.67	0.77	319	1198513	119	20	74	25	159
CRW_00245	SSU_rRNA_bacteria links to Rfam database...	0.70	0.63	0.78	285	1105963	105	14	66	25	168
CRW_00248	SSU_rRNA_bacteria links to Rfam database...	0.71	0.67	0.76	322	1218719	127	19	81	27	162
CRW_00250	SSU_rRNA_bacteria links to Rfam database...	0.72	0.66	0.78	317	1198517	119	19	73	27	161
CRW_00256	SSU_rRNA_bacteria links to Rfam database...	0.71	0.62	0.81	292	1192380	91	18	50	23	176
CRW_00270	SSU_rRNA_bacteria links to Rfam database...	0.68	0.60	0.77	272	1111934	101	13	67	21	183
CRW_00271	SSU_rRNA_bacteria links to Rfam database...	0.70	0.65	0.75	301	1122349	125	21	80	24	161
CRW_00273	SSU_rRNA_bacteria links to Rfam database...	0.67	0.60	0.76	266	1085250	106	16	69	21	180
CRW_00275	SSU_rRNA_bacteria links to Rfam database...	0.73	0.69	0.77	315	1114864	116	18	74	24	142
CRW_00277	SSU_rRNA_bacteria links to Rfam database...	0.62	0.54	0.71	244	1110451	120	17	83	20	209
CRW_00278	SSU_rRNA_bacteria links to Rfam database...	0.60	0.51	0.71	231	1129930	115	14	81	20	219
CRW_00279	SSU_rRNA_bacteria links to Rfam database...	0.71	0.66	0.75	308	1180005	131	20	83	28	156
CRW_00280	SSU_rRNA_bacteria links to Rfam database...	0.71	0.66	0.75	300	1117861	125	19	80	26	153
CRW_00281	SSU_rRNA_bacteria links to Rfam database...	0.72	0.67	0.77	311	1144937	123	15	78	30	153
CRW_00284	SSU_rRNA_bacteria links to Rfam database...	0.71	0.66	0.77	301	1131370	113	18	71	24	155
CRW_00285	SSU_rRNA_bacteria links to Rfam database...	0.64	0.55	0.73	254	1117913	115	15	78	22	204
CRW_00289	SSU_rRNA_bacteria links to Rfam database...	0.70	0.66	0.76	312	1189241	126	19	81	26	164
CRW_00298	SSU_rRNA_eukarya links to Rfam database...	0.01	0.01	0.01	3	1620508	410	63	326	21	491
CRW_00301	SSU_rRNA_eukarya links to Rfam database...	0.33	0.31	0.36	161	1762053	322	46	243	33	358
CRW_00306	SSU_rRNA_eukarya links to Rfam database...	0.37	0.34	0.39	158	1445446	293	34	212	47	304
CRW_00310	SSU_rRNA_eukarya links to Rfam database...	0.02	0.02	0.02	8	1805520	442	63	359	20	513
CRW_00326	SSU_rRNA_eukarya links to Rfam database...	0.36	0.34	0.38	172	1627656	314	50	232	32	330
CRW_00330	SSU_rRNA_eukarya links to Rfam database...	0.02	0.02	0.02	8	1988575	477	82	350	45	509
CRW_00332	SSU_rRNA_eukarya links to Rfam database...	0.01	0.01	0.01	3	1769654	389	59	305	25	474
CRW_00333	SSU_rRNA_eukarya links to Rfam database...	0.00	0.00	0.00	1	1892051	454	80	353	21	513
CRW_00345	SSU_rRNA_eukarya links to Rfam database...	0.02	0.02	0.02	8	1586488	384	57	318	9	490
CRW_00346	SSU_rRNA_eukarya links to Rfam database...	0.35	0.31	0.39	156	1584690	293	33	211	49	345
CRW_00348	SSU_rRNA_eukarya links to Rfam database...	0.00	0.00	0.00	0	1615104	410	69	330	11	503
CRW_00358	SSU_rRNA_eukarya links to Rfam database...	0.00	0.00	0.00	0	1674979	406	62	324	20	507
CRW_00366	SSU_rRNA_eukarya links to Rfam database...	0.01	0.01	0.01	4	1579393	371	66	290	15	478
CRW_00370	SSU_rRNA_eukarya links to Rfam database...	0.39	0.37	0.42	186	1640327	297	32	221	44	320
CRW_00371	SSU_rRNA_eukarya links to Rfam database...	0.02	0.02	0.02	8	1611495	424	63	344	17	488
CRW_00372	SSU_rRNA_eukarya links to Rfam database...	0.02	0.02	0.02	8	1625926	390	51	321	18	490
CRW_00379	SSU_rRNA_eukarya links to Rfam database...	0.00	0.00	0.00	0	2126541	465	66	346	53	534
CRW_00386	SSU_rRNA_eukarya links to Rfam database...	0.02	0.02	0.02	8	1750835	427	65	348	14	507
CRW_00403	SSU_rRNA_eukarya links to Rfam database...	0.00	0.00	0.00	0	1606168	385	68	292	25	464
CRW_00411	SSU_rRNA_eukarya links to Rfam database...	0.00	0.00	0.00	0	1615135	382	74	294	14	496
CRW_00414	SSU_rRNA_eukarya links to Rfam database...	0.33	0.31	0.36	152	1665808	305	45	220	40	343
CRW_00466	SSU_rRNA_bacteria links to Rfam database...	0.64	0.56	0.73	258	1116413	115	15	79	21	200
CRW_00589	SSU_rRNA_bacteria links to Rfam database...	0.64	0.55	0.75	244	1094136	105	9	71	25	201
CRW_00590	SSU_rRNA_bacteria links to Rfam database...	0.63	0.55	0.73	249	1119415	115	6	86	23	203
CRW_00591	SSU_rRNA_bacteria links to Rfam database...	0.70	0.63	0.76	283	1098533	118	13	74	31	163
CRW_00598	SSU_rRNA_eukarya links to Rfam database...	0.30	0.27	0.33	134	1665821	312	37	233	42	357
CRW_00758	SSU_rRNA_eukarya links to Rfam database...	0.00	0.00	0.00	0	1640340	444	79	347	18	483
CRW_00759	SSU_rRNA_eukarya links to Rfam database...	0.02	0.02	0.02	9	1636732	429	64	340	25	472
CRW_00760	SSU_rRNA_eukarya links to Rfam database...	0.00	0.00	0.00	0	1638553	425	77	325	23	486
CRW_00772	SSU_rRNA_bacteria links to Rfam database...	0.59	0.49	0.71	196	945723	109	10	71	28	208
CRW_00789	SSU_rRNA_bacteria links to Rfam database...	0.65	0.57	0.75	254	1137446	113	13	73	27	193
CRW_00795	SSU_rRNA_bacteria links to Rfam database...	0.63	0.53	0.75	209	1152644	114	10	58	46	185
CRW_00849	SSU_rRNA_bacteria links to Rfam database...	0.61	0.51	0.72	241	1117925	111	14	80	17	229
CRW_00997	SSU_rRNA_bacteria links to Rfam database...	0.73	0.69	0.77	319	1135862	125	18	79	28	145
CRW_01153	SSU_rRNA_eukarya links to Rfam database...	0.35	0.31	0.40	155	1606145	262	44	184	34	348
CRW_01171	SSU_rRNA_eukarya links to Rfam database...	0.02	0.01	0.02	7	1593610	403	61	327	15	499
CRW_01300	SSU_rRNA_eukarya links to Rfam database...	0.00	0.00	0.00	0	1693285	445	62	373	10	515
PDB_00703	SSU_rRNA_bacteria links to Rfam database...	0.67	0.60	0.75	297	1073447	132	13	88	31	198
PDB_00854	SSU_rRNA_bacteria links to Rfam database...	0.62	0.50	0.76	266	1500430	124	10	72	42	269
PDB_01088	SSU_rRNA_bacteria links to Rfam database...	0.62	0.49	0.77	268	1471123	123	8	71	44	279
PDB_01103	SSU_rRNA_bacteria links to Rfam database...	0.63	0.49	0.80	278	1606180	104	12	58	34	284
PDB_01105	SSU_rRNA_bacteria links to Rfam database...	0.61	0.50	0.75	270	1433609	124	8	84	32	270
PDB_01120	SSU_rRNA_bacteria links to Rfam database...	0.64	0.54	0.76	282	1204758	129	8	80	41	245
PDB_01273	SSU_rRNA_bacteria links to Rfam database...	0.69	0.62	0.77	305	1117865	121	14	76	31	186

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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 RSpredict(20) - scored lower in this pairwise comparison

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

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