CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	RSpredict(20)		Fold
MCC	0.464	>	0.385
Average MCC ± 95% Confidence Intervals	0.472 ± 0.067	>	0.388 ± 0.024
Sensitivity	0.417	>	0.390
Positive Predictive Value	0.516	>	0.381
Total TP	15416	>	14429
Total TN	104340583	>	104332585
Total FP	16541	<	26119
Total FP CONTRA	2420	<	3646
Total FP INCONS	12047	<	19806
Total FP COMP	2074	<	2667
Total FN	21548	<	22535
P-value	3.56938820447e-08

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Performance plots

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

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Performance of RSpredict(20) - scored higher 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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Performance of Fold - scored lower in this pairwise comparison

1. Total counts & total scores for Fold

Total Base Pair Counts
Total TP	14429
Total TN	104332585
Total FP	26119
Total FP CONTRA	3646
Total FP INCONS	19806
Total FP COMP	2667
Total FN	22535

Total Scores
MCC	0.385
Average MCC ± 95% Confidence Intervals	0.388 ± 0.024
Sensitivity	0.390
Positive Predictive Value	0.381
Nr of predictions	77

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2. Individual counts for Fold [ 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...	0.56	0.57	0.56	259	1085140	238	22	180	36	199
CRW_00034	SSU_rRNA_bacteria links to Rfam database...	0.62	0.63	0.61	299	1141829	219	35	153	31	175
CRW_00048	SSU_rRNA_bacteria links to Rfam database...	0.51	0.51	0.52	239	1170753	241	24	199	18	231
CRW_00054	SSU_rRNA_bacteria links to Rfam database...	0.40	0.41	0.40	185	1107355	286	30	246	10	271
CRW_00059	SSU_rRNA_bacteria links to Rfam database...	0.44	0.44	0.44	207	1172278	279	31	230	18	266
CRW_00061	SSU_rRNA_bacteria links to Rfam database...	0.54	0.54	0.54	259	1181475	236	33	186	17	217
CRW_00068	SSU_rRNA_bacteria links to Rfam database...	0.43	0.43	0.43	198	1108845	279	32	230	17	259
CRW_00096	SSU_rRNA_bacteria links to Rfam database...	0.42	0.43	0.42	200	1178403	299	28	249	22	265
CRW_00140	SSU_rRNA_bacteria links to Rfam database...	0.38	0.38	0.38	176	1135818	299	27	257	15	287
CRW_00141	SSU_rRNA_bacteria links to Rfam database...	0.53	0.53	0.54	253	1201553	246	34	185	27	223
CRW_00150	SSU_rRNA_bacteria links to Rfam database...	0.45	0.44	0.45	204	1152472	262	26	219	17	262
CRW_00152	SSU_rRNA_bacteria links to Rfam database...	0.53	0.52	0.54	246	1179962	231	33	175	23	225
CRW_00166	SSU_rRNA_bacteria links to Rfam database...	0.40	0.40	0.39	188	1190720	309	32	256	21	280
CRW_00173	SSU_rRNA_bacteria links to Rfam database...	0.28	0.28	0.28	125	1082214	333	31	286	16	320
CRW_00177	SSU_rRNA_bacteria links to Rfam database...	0.49	0.48	0.50	226	1178426	251	26	202	23	247
CRW_00196	SSU_rRNA_bacteria links to Rfam database...	0.45	0.46	0.44	219	1207740	296	42	234	20	256
CRW_00230	SSU_rRNA_bacteria links to Rfam database...	0.53	0.52	0.54	247	1198465	241	32	182	27	231
CRW_00245	SSU_rRNA_bacteria links to Rfam database...	0.37	0.37	0.37	167	1105882	297	32	247	18	286
CRW_00248	SSU_rRNA_bacteria links to Rfam database...	0.49	0.49	0.48	238	1218645	286	36	222	28	246
CRW_00250	SSU_rRNA_bacteria links to Rfam database...	0.37	0.38	0.37	181	1198432	321	48	265	8	297
CRW_00256	SSU_rRNA_bacteria links to Rfam database...	0.39	0.39	0.40	183	1192281	294	41	235	18	285
CRW_00270	SSU_rRNA_bacteria links to Rfam database...	0.54	0.54	0.54	245	1111832	232	27	182	23	210
CRW_00271	SSU_rRNA_bacteria links to Rfam database...	0.36	0.36	0.37	168	1122293	309	37	253	19	294
CRW_00273	SSU_rRNA_bacteria links to Rfam database...	0.52	0.52	0.52	233	1085151	238	41	176	21	213
CRW_00275	SSU_rRNA_bacteria links to Rfam database...	0.59	0.59	0.59	271	1114809	212	28	163	21	186
CRW_00277	SSU_rRNA_bacteria links to Rfam database...	0.32	0.32	0.32	144	1110348	313	38	265	10	309
CRW_00278	SSU_rRNA_bacteria links to Rfam database...	0.36	0.35	0.37	159	1129828	293	31	238	24	291
CRW_00279	SSU_rRNA_bacteria links to Rfam database...	0.58	0.56	0.59	262	1179969	207	27	158	22	202
CRW_00280	SSU_rRNA_bacteria links to Rfam database...	0.33	0.33	0.32	151	1117794	327	43	272	12	302
CRW_00281	SSU_rRNA_bacteria links to Rfam database...	0.53	0.52	0.53	243	1144885	238	27	186	25	221
CRW_00284	SSU_rRNA_bacteria links to Rfam database...	0.29	0.29	0.29	130	1131315	331	40	275	16	326
CRW_00285	SSU_rRNA_bacteria links to Rfam database...	0.48	0.49	0.48	225	1117789	265	38	208	19	233
CRW_00289	SSU_rRNA_bacteria links to Rfam database...	0.51	0.50	0.52	237	1189193	251	38	185	28	239
CRW_00298	SSU_rRNA_eukarya links to Rfam database...	0.22	0.24	0.21	118	1620334	479	100	348	31	376
CRW_00301	SSU_rRNA_eukarya links to Rfam database...	0.29	0.30	0.29	156	1761959	461	80	308	73	363
CRW_00306	SSU_rRNA_eukarya links to Rfam database...	0.09	0.09	0.08	43	1445337	532	80	390	62	419
CRW_00310	SSU_rRNA_eukarya links to Rfam database...	0.28	0.29	0.27	153	1805378	473	77	342	54	368
CRW_00326	SSU_rRNA_eukarya links to Rfam database...	0.40	0.40	0.39	203	1627589	370	67	251	52	299
CRW_00330	SSU_rRNA_eukarya links to Rfam database...	0.31	0.32	0.30	166	1988453	469	82	314	73	351
CRW_00332	SSU_rRNA_eukarya links to Rfam database...	0.19	0.21	0.18	99	1769473	516	102	347	67	378
CRW_00333	SSU_rRNA_eukarya links to Rfam database...	0.32	0.33	0.31	169	1891947	449	66	303	80	345
CRW_00345	SSU_rRNA_eukarya links to Rfam database...	0.33	0.34	0.33	171	1586345	407	61	294	52	327
CRW_00346	SSU_rRNA_eukarya links to Rfam database...	0.33	0.35	0.32	175	1584535	423	75	305	43	326
CRW_00348	SSU_rRNA_eukarya links to Rfam database...	0.28	0.28	0.27	142	1614977	433	60	324	49	361
CRW_00358	SSU_rRNA_eukarya links to Rfam database...	0.36	0.37	0.35	186	1674831	392	68	280	44	321
CRW_00366	SSU_rRNA_eukarya links to Rfam database...	0.27	0.29	0.25	138	1579211	437	87	317	33	344
CRW_00370	SSU_rRNA_eukarya links to Rfam database...	0.28	0.29	0.27	148	1640226	440	80	312	48	358
CRW_00371	SSU_rRNA_eukarya links to Rfam database...	0.34	0.35	0.33	173	1611383	414	61	293	60	323
CRW_00372	SSU_rRNA_eukarya links to Rfam database...	0.26	0.28	0.25	137	1625762	453	84	323	46	361
CRW_00379	SSU_rRNA_eukarya links to Rfam database...	0.44	0.45	0.44	241	2126401	411	60	251	100	293
CRW_00386	SSU_rRNA_eukarya links to Rfam database...	0.29	0.30	0.28	155	1750699	443	74	328	41	360
CRW_00403	SSU_rRNA_eukarya links to Rfam database...	0.33	0.34	0.33	157	1606045	425	57	269	99	307
CRW_00411	SSU_rRNA_eukarya links to Rfam database...	0.35	0.36	0.34	177	1614982	392	60	284	48	319
CRW_00414	SSU_rRNA_eukarya links to Rfam database...	0.29	0.31	0.28	152	1665688	448	68	317	63	343
CRW_00466	SSU_rRNA_bacteria links to Rfam database...	0.57	0.56	0.57	257	1116315	221	28	165	28	201
CRW_00589	SSU_rRNA_bacteria links to Rfam database...	0.30	0.30	0.31	133	1094029	317	35	263	19	312
CRW_00590	SSU_rRNA_bacteria links to Rfam database...	0.42	0.42	0.42	191	1119306	279	34	225	20	261
CRW_00591	SSU_rRNA_bacteria links to Rfam database...	0.50	0.50	0.50	222	1098458	256	20	203	33	224
CRW_00598	SSU_rRNA_eukarya links to Rfam database...	0.35	0.37	0.34	181	1665691	415	68	285	62	310
CRW_00758	SSU_rRNA_eukarya links to Rfam database...	0.25	0.26	0.24	127	1640244	444	62	333	49	356
CRW_00759	SSU_rRNA_eukarya links to Rfam database...	0.31	0.32	0.29	156	1636612	443	67	310	66	325
CRW_00760	SSU_rRNA_eukarya links to Rfam database...	0.27	0.29	0.26	140	1638417	454	75	323	56	346
CRW_00772	SSU_rRNA_bacteria links to Rfam database...	0.25	0.25	0.25	100	945594	319	37	269	13	304
CRW_00789	SSU_rRNA_bacteria links to Rfam database...	0.39	0.38	0.39	172	1137342	303	31	241	31	275
CRW_00795	SSU_rRNA_bacteria links to Rfam database...	0.32	0.33	0.30	130	1152494	342	43	254	45	264
CRW_00849	SSU_rRNA_bacteria links to Rfam database...	0.53	0.53	0.52	250	1117779	255	29	202	24	220
CRW_00997	SSU_rRNA_bacteria links to Rfam database...	0.37	0.38	0.37	175	1135806	315	41	256	18	289
CRW_01153	SSU_rRNA_eukarya links to Rfam database...	0.36	0.37	0.35	187	1605990	391	60	291	40	316
CRW_01171	SSU_rRNA_eukarya links to Rfam database...	0.28	0.28	0.27	143	1593476	430	75	311	44	363
CRW_01300	SSU_rRNA_eukarya links to Rfam database...	0.28	0.29	0.27	150	1693165	443	63	342	38	365
PDB_00703	SSU_rRNA_bacteria links to Rfam database...	0.48	0.46	0.50	229	1073385	256	28	203	25	266
PDB_00854	SSU_rRNA_bacteria links to Rfam database...	0.46	0.46	0.46	246	1500244	334	36	252	46	289
PDB_01088	SSU_rRNA_bacteria links to Rfam database...	0.34	0.33	0.34	180	1470946	368	36	308	24	367
PDB_01103	SSU_rRNA_bacteria links to Rfam database...	0.44	0.44	0.44	245	1605966	343	42	275	26	317
PDB_01105	SSU_rRNA_bacteria links to Rfam database...	0.46	0.45	0.47	245	1433450	306	32	244	30	295
PDB_01120	SSU_rRNA_bacteria links to Rfam database...	0.31	0.30	0.33	158	1204643	339	37	290	12	369
PDB_01273	SSU_rRNA_bacteria links to Rfam database...	0.38	0.38	0.39	186	1117784	320	28	262	30	305

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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 RSpredict(20) - scored higher in this pairwise comparison

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

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

Performance of Fold - scored lower in this pairwise comparison

1. Total counts & total scores for Fold

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