CompaRNA - on-line benchmarks of RNA structure prediction methods

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Overview

Metric	PETfold_pre2.0(20)		RSpredict(20)
MCC	0.728	>	0.012
Average MCC ± 95% Confidence Intervals	0.730 ± 0.030	>	0.013 ± 0.003
Sensitivity	0.697	>	0.012
Positive Predictive Value	0.760	>	0.014
Total TP	25763	>	436
Total TN	104336584	<	104338716
Total FP	11045	<	32060
Total FP CONTRA	1367	<	4727
Total FP INCONS	6752	<	26587
Total FP COMP	2926	>	746
Total FN	11201	<	36528
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	436
Total TN	104338716
Total FP	32060
Total FP CONTRA	4727
Total FP INCONS	26587
Total FP COMP	746
Total FN	36528

Total Scores
MCC	0.012
Average MCC ± 95% Confidence Intervals	0.013 ± 0.003
Sensitivity	0.012
Positive Predictive Value	0.014
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...	0.00	0.00	0.00	0	1085139	462	69	393	0	458
CRW_00034	SSU_rRNA_bacteria links to Rfam database...	0.00	0.00	0.00	0	1141928	389	59	329	1	474
CRW_00048	SSU_rRNA_bacteria links to Rfam database...	0.00	0.00	0.00	0	1170785	432	69	361	2	470
CRW_00054	SSU_rRNA_bacteria links to Rfam database...	0.03	0.03	0.03	14	1107398	407	51	353	3	442
CRW_00059	SSU_rRNA_bacteria links to Rfam database...	0.02	0.02	0.02	9	1172337	401	54	346	1	464
CRW_00061	SSU_rRNA_bacteria links to Rfam database...	0.02	0.02	0.02	9	1181530	414	57	357	0	467
CRW_00068	SSU_rRNA_bacteria links to Rfam database...	0.02	0.02	0.02	9	1108900	397	50	346	1	448
CRW_00096	SSU_rRNA_bacteria links to Rfam database...	0.00	0.00	0.00	0	1178457	425	69	354	2	465
CRW_00140	SSU_rRNA_bacteria links to Rfam database...	0.02	0.02	0.02	10	1135850	420	52	366	2	453
CRW_00141	SSU_rRNA_bacteria links to Rfam database...	0.00	0.00	0.00	0	1201601	424	53	371	0	476
CRW_00150	SSU_rRNA_bacteria links to Rfam database...	0.00	0.00	0.00	1	1152501	423	55	364	4	465
CRW_00152	SSU_rRNA_bacteria links to Rfam database...	0.00	0.00	0.00	0	1179985	433	63	368	2	471
CRW_00166	SSU_rRNA_bacteria links to Rfam database...	0.00	0.00	0.00	0	1190754	442	64	378	0	468
CRW_00173	SSU_rRNA_bacteria links to Rfam database...	0.01	0.01	0.01	3	1082257	404	52	344	8	442
CRW_00177	SSU_rRNA_bacteria links to Rfam database...	0.01	0.01	0.01	4	1178459	419	57	360	2	469
CRW_00196	SSU_rRNA_bacteria links to Rfam database...	0.00	0.00	0.00	0	1207806	431	77	352	2	475
CRW_00230	SSU_rRNA_bacteria links to Rfam database...	0.02	0.02	0.02	9	1198500	417	63	354	0	469
CRW_00245	SSU_rRNA_bacteria links to Rfam database...	0.02	0.02	0.03	10	1105929	391	75	314	2	443
CRW_00248	SSU_rRNA_bacteria links to Rfam database...	0.00	0.00	0.00	0	1218696	448	74	371	3	484
CRW_00250	SSU_rRNA_bacteria links to Rfam database...	0.00	0.00	0.00	0	1198499	431	60	367	4	478
CRW_00256	SSU_rRNA_bacteria links to Rfam database...	0.00	0.00	0.00	0	1192334	416	54	352	10	468
CRW_00270	SSU_rRNA_bacteria links to Rfam database...	0.02	0.02	0.02	10	1111874	406	58	344	4	445
CRW_00271	SSU_rRNA_bacteria links to Rfam database...	0.03	0.03	0.03	12	1122350	389	52	337	0	450
CRW_00273	SSU_rRNA_bacteria links to Rfam database...	0.02	0.02	0.02	9	1085210	383	50	332	1	437
CRW_00275	SSU_rRNA_bacteria links to Rfam database...	0.02	0.02	0.02	9	1114870	392	54	338	0	448
CRW_00277	SSU_rRNA_bacteria links to Rfam database...	0.03	0.03	0.03	12	1110392	394	69	322	3	441
CRW_00278	SSU_rRNA_bacteria links to Rfam database...	0.04	0.04	0.05	19	1129855	384	58	324	2	431
CRW_00279	SSU_rRNA_bacteria links to Rfam database...	0.00	0.00	0.00	0	1180000	419	62	354	3	464
CRW_00280	SSU_rRNA_bacteria links to Rfam database...	0.02	0.02	0.02	9	1117843	408	79	329	0	444
CRW_00281	SSU_rRNA_bacteria links to Rfam database...	0.02	0.02	0.02	10	1144926	405	59	346	0	454
CRW_00284	SSU_rRNA_bacteria links to Rfam database...	0.02	0.02	0.02	10	1131353	400	72	325	3	446
CRW_00285	SSU_rRNA_bacteria links to Rfam database...	0.02	0.02	0.02	9	1117861	393	58	332	3	449
CRW_00289	SSU_rRNA_bacteria links to Rfam database...	0.09	0.09	0.10	43	1189225	390	55	330	5	433
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...	0.02	0.02	0.02	8	1762034	472	82	379	11	511
CRW_00306	SSU_rRNA_eukarya links to Rfam database...	0.00	0.00	0.00	0	1445474	405	54	322	29	462
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...	0.02	0.02	0.02	8	1627675	437	70	357	10	494
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...	0.01	0.01	0.01	4	1584683	432	63	340	29	497
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...	0.02	0.02	0.02	10	1640309	469	52	395	22	496
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...	0.01	0.01	0.01	3	1665773	466	78	371	17	492
CRW_00466	SSU_rRNA_bacteria links to Rfam database...	0.02	0.02	0.02	9	1116356	402	42	358	2	449
CRW_00589	SSU_rRNA_bacteria links to Rfam database...	0.02	0.02	0.02	9	1094068	388	55	328	5	436
CRW_00590	SSU_rRNA_bacteria links to Rfam database...	0.02	0.02	0.02	10	1119344	403	68	334	1	442
CRW_00591	SSU_rRNA_bacteria links to Rfam database...	0.02	0.02	0.02	10	1098502	403	46	345	12	436
CRW_00598	SSU_rRNA_eukarya links to Rfam database...	0.00	0.00	0.00	0	1665800	449	72	353	24	491
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...	0.00	0.00	0.01	2	945654	349	60	284	5	402
CRW_00789	SSU_rRNA_bacteria links to Rfam database...	0.02	0.02	0.02	9	1137394	389	58	325	6	438
CRW_00795	SSU_rRNA_bacteria links to Rfam database...	0.04	0.04	0.04	16	1152547	382	70	288	24	378
CRW_00849	SSU_rRNA_bacteria links to Rfam database...	0.02	0.02	0.02	9	1117851	401	56	344	1	461
CRW_00997	SSU_rRNA_bacteria links to Rfam database...	0.02	0.02	0.02	9	1135858	413	68	343	2	455
CRW_01153	SSU_rRNA_eukarya links to Rfam database...	0.00	0.00	0.00	0	1606093	451	64	371	16	503
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...	0.02	0.02	0.02	10	1073431	406	37	367	2	485
PDB_00854	SSU_rRNA_bacteria links to Rfam database...	0.00	0.00	0.00	0	1500347	438	69	362	7	535
PDB_01088	SSU_rRNA_bacteria links to Rfam database...	0.00	0.00	0.00	0	1471042	432	49	379	4	547
PDB_01103	SSU_rRNA_bacteria links to Rfam database...	0.00	0.00	0.00	0	1606098	437	45	385	7	562
PDB_01105	SSU_rRNA_bacteria links to Rfam database...	0.01	0.01	0.01	3	1433548	430	47	373	10	537
PDB_01120	SSU_rRNA_bacteria links to Rfam database...	0.00	0.00	0.00	0	1204692	440	41	395	4	527
PDB_01273	SSU_rRNA_bacteria links to Rfam database...	0.00	0.00	0.00	2	1117847	415	47	364	4	489

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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 ]