CompaRNA - on-line benchmarks of RNA structure prediction methods

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Overview

Metric	PETfold_pre2.0(seed)		RSpredict(20)
MCC	0.760	>	0.464
Average MCC ± 95% Confidence Intervals	0.763 ± 0.022	>	0.472 ± 0.067
Sensitivity	0.730	>	0.417
Positive Predictive Value	0.792	>	0.516
Total TP	26994	>	15416
Total TN	104336380	<	104340583
Total FP	11076	<	16541
Total FP CONTRA	1094	<	2420
Total FP INCONS	5998	<	12047
Total FP COMP	3984	>	2074
Total FN	9970	<	21548
P-value	3.56938820447e-08

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Performance plots

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

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

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

Total Base Pair Counts
Total TP	26994
Total TN	104336380
Total FP	11076
Total FP CONTRA	1094
Total FP INCONS	5998
Total FP COMP	3984
Total FN	9970

Total Scores
MCC	0.760
Average MCC ± 95% Confidence Intervals	0.763 ± 0.022
Sensitivity	0.730
Positive Predictive Value	0.792
Nr of predictions	77

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2. Individual counts for PETfold_pre2.0(seed) [ 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	405	1085153	80	10	33	37	53
CRW_00034	SSU_rRNA_bacteria links to Rfam database...	0.80	0.78	0.83	369	1141870	113	17	60	36	105
CRW_00048	SSU_rRNA_bacteria links to Rfam database...	0.85	0.84	0.87	395	1170759	96	18	43	35	75
CRW_00054	SSU_rRNA_bacteria links to Rfam database...	0.86	0.86	0.87	390	1107367	95	16	43	36	66
CRW_00059	SSU_rRNA_bacteria links to Rfam database...	0.85	0.83	0.87	392	1172293	95	17	44	34	81
CRW_00061	SSU_rRNA_bacteria links to Rfam database...	0.84	0.82	0.86	388	1181504	96	16	45	35	88
CRW_00068	SSU_rRNA_bacteria links to Rfam database...	0.86	0.86	0.87	394	1108851	94	17	43	34	63
CRW_00096	SSU_rRNA_bacteria links to Rfam database...	0.86	0.84	0.88	392	1178434	98	11	43	44	73
CRW_00140	SSU_rRNA_bacteria links to Rfam database...	0.85	0.84	0.86	387	1135829	97	15	47	35	76
CRW_00141	SSU_rRNA_bacteria links to Rfam database...	0.85	0.82	0.87	392	1201573	98	16	44	38	84
CRW_00150	SSU_rRNA_bacteria links to Rfam database...	0.85	0.83	0.87	385	1152477	92	16	43	33	81
CRW_00152	SSU_rRNA_bacteria links to Rfam database...	0.84	0.82	0.86	386	1179969	96	16	45	35	85
CRW_00166	SSU_rRNA_bacteria links to Rfam database...	0.86	0.84	0.88	393	1190749	97	11	43	43	75
CRW_00173	SSU_rRNA_bacteria links to Rfam database...	0.80	0.79	0.81	353	1082222	118	17	64	37	92
CRW_00177	SSU_rRNA_bacteria links to Rfam database...	0.84	0.82	0.86	386	1178430	105	17	47	41	87
CRW_00196	SSU_rRNA_bacteria links to Rfam database...	0.83	0.81	0.86	384	1207786	102	15	50	37	91
CRW_00230	SSU_rRNA_bacteria links to Rfam database...	0.84	0.82	0.87	392	1198473	97	16	45	36	86
CRW_00245	SSU_rRNA_bacteria links to Rfam database...	0.86	0.86	0.87	388	1105880	95	18	42	35	65
CRW_00248	SSU_rRNA_bacteria links to Rfam database...	0.83	0.80	0.86	388	1218691	98	16	46	36	96
CRW_00250	SSU_rRNA_bacteria links to Rfam database...	0.84	0.82	0.87	391	1198474	97	16	45	36	87
CRW_00256	SSU_rRNA_bacteria links to Rfam database...	0.85	0.82	0.87	386	1192295	93	16	43	34	82
CRW_00270	SSU_rRNA_bacteria links to Rfam database...	0.87	0.86	0.87	391	1111838	94	15	42	37	64
CRW_00271	SSU_rRNA_bacteria links to Rfam database...	0.83	0.82	0.85	378	1122307	105	14	52	39	84
CRW_00273	SSU_rRNA_bacteria links to Rfam database...	0.86	0.85	0.86	380	1085161	98	14	46	38	66
CRW_00275	SSU_rRNA_bacteria links to Rfam database...	0.86	0.85	0.87	390	1114823	98	15	43	40	67
CRW_00277	SSU_rRNA_bacteria links to Rfam database...	0.84	0.83	0.85	377	1110354	101	16	48	37	76
CRW_00278	SSU_rRNA_bacteria links to Rfam database...	0.84	0.82	0.85	369	1129823	106	15	49	42	81
CRW_00279	SSU_rRNA_bacteria links to Rfam database...	0.85	0.83	0.86	385	1179970	103	16	45	42	79
CRW_00280	SSU_rRNA_bacteria links to Rfam database...	0.84	0.83	0.85	377	1117815	109	16	52	41	76
CRW_00281	SSU_rRNA_bacteria links to Rfam database...	0.85	0.84	0.87	388	1144894	97	16	43	38	76
CRW_00284	SSU_rRNA_bacteria links to Rfam database...	0.83	0.82	0.84	372	1131319	111	16	53	42	84
CRW_00285	SSU_rRNA_bacteria links to Rfam database...	0.84	0.82	0.85	377	1117816	104	17	50	37	81
CRW_00289	SSU_rRNA_bacteria links to Rfam database...	0.82	0.80	0.84	382	1189200	109	16	55	38	94
CRW_00298	SSU_rRNA_eukarya links to Rfam database...	0.66	0.63	0.69	310	1620452	212	16	122	74	184
CRW_00301	SSU_rRNA_eukarya links to Rfam database...	0.63	0.59	0.67	307	1762046	213	15	135	63	212
CRW_00306	SSU_rRNA_eukarya links to Rfam database...	0.68	0.66	0.70	305	1445417	186	15	113	58	157
CRW_00310	SSU_rRNA_eukarya links to Rfam database...	0.63	0.59	0.68	305	1805503	209	14	128	67	216
CRW_00326	SSU_rRNA_eukarya links to Rfam database...	0.66	0.63	0.69	315	1627654	205	15	126	64	187
CRW_00330	SSU_rRNA_eukarya links to Rfam database...	0.64	0.59	0.69	307	1988567	210	13	128	69	210
CRW_00332	SSU_rRNA_eukarya links to Rfam database...	0.60	0.56	0.63	269	1769595	236	16	141	79	208
CRW_00333	SSU_rRNA_eukarya links to Rfam database...	0.58	0.52	0.64	269	1892065	217	19	132	66	245
CRW_00345	SSU_rRNA_eukarya links to Rfam database...	0.64	0.61	0.67	305	1586418	211	15	133	63	193
CRW_00346	SSU_rRNA_eukarya links to Rfam database...	0.65	0.61	0.69	308	1584644	204	15	123	66	193
CRW_00348	SSU_rRNA_eukarya links to Rfam database...	0.65	0.62	0.68	312	1615046	210	15	130	65	191
CRW_00358	SSU_rRNA_eukarya links to Rfam database...	0.64	0.60	0.67	306	1674911	213	16	132	65	201
CRW_00366	SSU_rRNA_eukarya links to Rfam database...	0.65	0.62	0.68	300	1579311	211	15	127	69	182
CRW_00370	SSU_rRNA_eukarya links to Rfam database...	0.65	0.62	0.69	313	1640313	205	15	125	65	193
CRW_00371	SSU_rRNA_eukarya links to Rfam database...	0.68	0.65	0.71	322	1611455	199	13	120	66	174
CRW_00372	SSU_rRNA_eukarya links to Rfam database...	0.64	0.61	0.67	306	1625847	221	14	139	68	192
CRW_00379	SSU_rRNA_eukarya links to Rfam database...	0.60	0.54	0.66	286	2126521	223	18	128	77	248
CRW_00386	SSU_rRNA_eukarya links to Rfam database...	0.61	0.58	0.65	297	1750802	227	16	141	70	218
CRW_00403	SSU_rRNA_eukarya links to Rfam database...	0.68	0.66	0.70	306	1606090	215	15	117	83	158
CRW_00411	SSU_rRNA_eukarya links to Rfam database...	0.67	0.64	0.71	318	1615053	200	15	117	68	178
CRW_00414	SSU_rRNA_eukarya links to Rfam database...	0.64	0.61	0.67	303	1665770	223	20	132	71	192
CRW_00466	SSU_rRNA_bacteria links to Rfam database...	0.86	0.85	0.87	391	1116315	99	14	45	40	67
CRW_00589	SSU_rRNA_bacteria links to Rfam database...	0.87	0.84	0.89	376	1094037	99	6	41	52	69
CRW_00590	SSU_rRNA_bacteria links to Rfam database...	0.87	0.84	0.89	381	1119327	104	6	42	56	71
CRW_00591	SSU_rRNA_bacteria links to Rfam database...	0.87	0.86	0.89	382	1098473	103	6	42	55	64
CRW_00598	SSU_rRNA_eukarya links to Rfam database...	0.63	0.60	0.66	294	1665777	224	19	135	70	197
CRW_00758	SSU_rRNA_eukarya links to Rfam database...	0.64	0.61	0.67	294	1640327	224	15	130	79	189
CRW_00759	SSU_rRNA_eukarya links to Rfam database...	0.65	0.62	0.68	297	1636709	218	15	124	79	184
CRW_00760	SSU_rRNA_eukarya links to Rfam database...	0.63	0.59	0.66	287	1638522	227	17	129	81	199
CRW_00772	SSU_rRNA_bacteria links to Rfam database...	0.79	0.76	0.81	309	945618	130	6	67	57	95
CRW_00789	SSU_rRNA_bacteria links to Rfam database...	0.83	0.81	0.86	362	1137365	112	11	48	53	85
CRW_00795	SSU_rRNA_bacteria links to Rfam database...	0.79	0.76	0.82	299	1152557	159	6	59	94	95
CRW_00849	SSU_rRNA_bacteria links to Rfam database...	0.79	0.76	0.81	359	1117819	116	16	66	34	111
CRW_00997	SSU_rRNA_bacteria links to Rfam database...	0.86	0.85	0.87	395	1135823	93	17	43	33	69
CRW_01153	SSU_rRNA_eukarya links to Rfam database...	0.61	0.58	0.64	294	1606070	223	18	146	59	209
CRW_01171	SSU_rRNA_eukarya links to Rfam database...	0.63	0.60	0.67	304	1593548	214	15	138	61	202
CRW_01300	SSU_rRNA_eukarya links to Rfam database...	0.62	0.59	0.66	302	1693261	218	17	140	61	213
PDB_00703	SSU_rRNA_bacteria links to Rfam database...	0.79	0.73	0.86	361	1073423	107	9	52	46	134
PDB_00854	SSU_rRNA_bacteria links to Rfam database...	0.76	0.68	0.86	364	1500354	120	9	51	60	171
PDB_01088	SSU_rRNA_bacteria links to Rfam database...	0.75	0.67	0.85	365	1471040	119	5	60	54	182
PDB_01103	SSU_rRNA_bacteria links to Rfam database...	0.76	0.67	0.86	376	1606090	108	8	54	46	186
PDB_01105	SSU_rRNA_bacteria links to Rfam database...	0.77	0.70	0.86	376	1433534	108	3	58	47	164
PDB_01120	SSU_rRNA_bacteria links to Rfam database...	0.80	0.73	0.86	387	1204680	102	10	51	41	140
PDB_01273	SSU_rRNA_bacteria links to Rfam database...	0.80	0.75	0.86	368	1117832	112	8	52	52	123

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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(seed) - scored higher in this pairwise comparison

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

2. Individual counts for PETfold_pre2.0(seed) [ 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 ]