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)		UNAFold
MCC	0.464	>	0.417
Average MCC ± 95% Confidence Intervals	0.472 ± 0.067	>	0.420 ± 0.033
Sensitivity	0.417	>	0.416
Positive Predictive Value	0.516	>	0.419
Total TP	15416	>	15359
Total TN	104340583	>	104333813
Total FP	16541	<	23719
Total FP CONTRA	2420	<	3462
Total FP INCONS	12047	<	17832
Total FP COMP	2074	<	2425
Total FN	21548	<	21605
P-value	3.56938820447e-08

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Performance plots

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

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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 UNAFold - scored lower in this pairwise comparison

1. Total counts & total scores for UNAFold

Total Base Pair Counts
Total TP	15359
Total TN	104333813
Total FP	23719
Total FP CONTRA	3462
Total FP INCONS	17832
Total FP COMP	2425
Total FN	21605

Total Scores
MCC	0.417
Average MCC ± 95% Confidence Intervals	0.420 ± 0.033
Sensitivity	0.416
Positive Predictive Value	0.419
Nr of predictions	77

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2. Individual counts for UNAFold [ 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	0.76	0.78	347	1085158	132	19	77	36	111
CRW_00034	SSU_rRNA_bacteria links to Rfam database...	0.64	0.64	0.64	303	1141840	196	31	142	23	171
CRW_00048	SSU_rRNA_bacteria links to Rfam database...	0.52	0.51	0.53	241	1170762	229	24	188	17	229
CRW_00054	SSU_rRNA_bacteria links to Rfam database...	0.44	0.43	0.44	195	1107376	258	28	217	13	261
CRW_00059	SSU_rRNA_bacteria links to Rfam database...	0.49	0.48	0.50	227	1172295	238	32	192	14	246
CRW_00061	SSU_rRNA_bacteria links to Rfam database...	0.51	0.51	0.52	241	1181493	233	41	178	14	235
CRW_00068	SSU_rRNA_bacteria links to Rfam database...	0.46	0.46	0.47	209	1108862	250	23	211	16	248
CRW_00096	SSU_rRNA_bacteria links to Rfam database...	0.55	0.54	0.55	250	1178428	227	29	173	25	215
CRW_00140	SSU_rRNA_bacteria links to Rfam database...	0.66	0.65	0.67	303	1135826	172	19	130	23	160
CRW_00141	SSU_rRNA_bacteria links to Rfam database...	0.58	0.58	0.59	275	1201557	219	25	168	26	201
CRW_00150	SSU_rRNA_bacteria links to Rfam database...	0.41	0.41	0.42	190	1152471	280	32	228	20	276
CRW_00152	SSU_rRNA_bacteria links to Rfam database...	0.65	0.63	0.66	299	1179965	174	29	123	22	172
CRW_00166	SSU_rRNA_bacteria links to Rfam database...	0.45	0.44	0.45	207	1190736	269	34	219	16	261
CRW_00173	SSU_rRNA_bacteria links to Rfam database...	0.28	0.28	0.29	126	1082215	327	39	276	12	319
CRW_00177	SSU_rRNA_bacteria links to Rfam database...	0.51	0.49	0.53	234	1178440	221	29	177	15	239
CRW_00196	SSU_rRNA_bacteria links to Rfam database...	0.45	0.44	0.45	211	1207765	281	32	227	22	264
CRW_00230	SSU_rRNA_bacteria links to Rfam database...	0.55	0.54	0.57	256	1198474	218	27	169	22	222
CRW_00245	SSU_rRNA_bacteria links to Rfam database...	0.36	0.36	0.37	163	1105885	293	45	235	13	290
CRW_00248	SSU_rRNA_bacteria links to Rfam database...	0.58	0.57	0.58	276	1218667	230	24	174	32	208
CRW_00250	SSU_rRNA_bacteria links to Rfam database...	0.39	0.39	0.39	186	1198451	301	43	246	12	292
CRW_00256	SSU_rRNA_bacteria links to Rfam database...	0.50	0.49	0.52	228	1192304	228	35	173	20	240
CRW_00270	SSU_rRNA_bacteria links to Rfam database...	0.47	0.45	0.48	207	1111853	250	29	197	24	248
CRW_00271	SSU_rRNA_bacteria links to Rfam database...	0.48	0.47	0.50	217	1122314	236	33	187	16	245
CRW_00273	SSU_rRNA_bacteria links to Rfam database...	0.51	0.50	0.52	222	1085175	222	28	176	18	224
CRW_00275	SSU_rRNA_bacteria links to Rfam database...	0.68	0.68	0.69	310	1114822	160	19	120	21	147
CRW_00277	SSU_rRNA_bacteria links to Rfam database...	0.35	0.34	0.35	154	1110361	293	42	238	13	299
CRW_00278	SSU_rRNA_bacteria links to Rfam database...	0.43	0.41	0.44	186	1129832	259	29	209	21	264
CRW_00279	SSU_rRNA_bacteria links to Rfam database...	0.44	0.42	0.45	197	1179977	258	31	211	16	267
CRW_00280	SSU_rRNA_bacteria links to Rfam database...	0.68	0.67	0.68	302	1117819	159	19	120	20	151
CRW_00281	SSU_rRNA_bacteria links to Rfam database...	0.65	0.63	0.67	291	1144909	165	18	123	24	173
CRW_00284	SSU_rRNA_bacteria links to Rfam database...	0.29	0.28	0.29	129	1131319	325	39	273	13	327
CRW_00285	SSU_rRNA_bacteria links to Rfam database...	0.75	0.74	0.76	338	1117818	130	22	82	26	120
CRW_00289	SSU_rRNA_bacteria links to Rfam database...	0.44	0.43	0.45	203	1189200	274	30	220	24	273
CRW_00298	SSU_rRNA_eukarya links to Rfam database...	0.22	0.23	0.22	114	1620379	443	82	325	36	380
CRW_00301	SSU_rRNA_eukarya links to Rfam database...	0.31	0.31	0.30	163	1761959	431	87	294	50	356
CRW_00306	SSU_rRNA_eukarya links to Rfam database...	0.16	0.16	0.16	76	1445368	444	67	339	38	386
CRW_00310	SSU_rRNA_eukarya links to Rfam database...	0.26	0.27	0.26	141	1805406	466	81	322	63	380
CRW_00326	SSU_rRNA_eukarya links to Rfam database...	0.35	0.35	0.35	176	1627600	377	65	269	43	326
CRW_00330	SSU_rRNA_eukarya links to Rfam database...	0.29	0.31	0.28	158	1988457	459	73	327	59	359
CRW_00332	SSU_rRNA_eukarya links to Rfam database...	0.21	0.22	0.20	104	1769488	470	103	326	41	373
CRW_00333	SSU_rRNA_eukarya links to Rfam database...	0.33	0.33	0.32	169	1891961	426	77	278	71	345
CRW_00345	SSU_rRNA_eukarya links to Rfam database...	0.27	0.28	0.27	138	1586355	422	75	303	44	360
CRW_00346	SSU_rRNA_eukarya links to Rfam database...	0.30	0.31	0.29	155	1584555	401	76	304	21	346
CRW_00348	SSU_rRNA_eukarya links to Rfam database...	0.26	0.26	0.26	131	1615002	412	57	313	42	372
CRW_00358	SSU_rRNA_eukarya links to Rfam database...	0.39	0.39	0.39	200	1674848	370	67	250	53	307
CRW_00366	SSU_rRNA_eukarya links to Rfam database...	0.33	0.35	0.32	167	1579237	391	83	266	42	315
CRW_00370	SSU_rRNA_eukarya links to Rfam database...	0.25	0.26	0.25	130	1640246	437	74	316	47	376
CRW_00371	SSU_rRNA_eukarya links to Rfam database...	0.31	0.32	0.30	159	1611384	399	75	292	32	337
CRW_00372	SSU_rRNA_eukarya links to Rfam database...	0.36	0.36	0.36	180	1625800	366	59	267	40	318
CRW_00379	SSU_rRNA_eukarya links to Rfam database...	0.40	0.40	0.39	215	2126404	429	56	278	95	319
CRW_00386	SSU_rRNA_eukarya links to Rfam database...	0.25	0.27	0.24	137	1750675	476	78	366	32	378
CRW_00403	SSU_rRNA_eukarya links to Rfam database...	0.31	0.31	0.30	146	1606048	418	64	270	84	318
CRW_00411	SSU_rRNA_eukarya links to Rfam database...	0.27	0.28	0.27	138	1614990	413	60	315	38	358
CRW_00414	SSU_rRNA_eukarya links to Rfam database...	0.30	0.31	0.29	154	1665688	426	77	306	43	341
CRW_00466	SSU_rRNA_bacteria links to Rfam database...	0.59	0.58	0.61	265	1116332	195	23	145	27	193
CRW_00589	SSU_rRNA_bacteria links to Rfam database...	0.28	0.27	0.29	121	1094037	315	38	264	13	324
CRW_00590	SSU_rRNA_bacteria links to Rfam database...	0.35	0.34	0.37	153	1119337	287	30	236	21	299
CRW_00591	SSU_rRNA_bacteria links to Rfam database...	0.56	0.54	0.58	243	1098483	208	22	155	31	203
CRW_00598	SSU_rRNA_eukarya links to Rfam database...	0.36	0.37	0.35	183	1665703	391	62	277	52	308
CRW_00758	SSU_rRNA_eukarya links to Rfam database...	0.28	0.29	0.27	138	1640264	418	60	304	54	345
CRW_00759	SSU_rRNA_eukarya links to Rfam database...	0.23	0.24	0.22	117	1636617	466	66	345	55	364
CRW_00760	SSU_rRNA_eukarya links to Rfam database...	0.31	0.31	0.32	151	1638482	393	57	265	71	335
CRW_00772	SSU_rRNA_bacteria links to Rfam database...	0.25	0.25	0.26	101	945612	317	39	248	30	303
CRW_00789	SSU_rRNA_bacteria links to Rfam database...	0.34	0.33	0.34	147	1137356	300	35	248	17	300
CRW_00795	SSU_rRNA_bacteria links to Rfam database...	0.19	0.20	0.19	78	1152508	377	53	282	42	316
CRW_00849	SSU_rRNA_bacteria links to Rfam database...	0.48	0.48	0.49	225	1117800	258	25	210	23	245
CRW_00997	SSU_rRNA_bacteria links to Rfam database...	0.59	0.58	0.61	268	1135838	197	24	148	25	196
CRW_01153	SSU_rRNA_eukarya links to Rfam database...	0.25	0.25	0.25	128	1606016	421	65	319	37	375
CRW_01171	SSU_rRNA_eukarya links to Rfam database...	0.24	0.24	0.24	123	1593484	433	84	314	35	383
CRW_01300	SSU_rRNA_eukarya links to Rfam database...	0.37	0.37	0.36	193	1693178	383	91	258	34	322
PDB_00703	SSU_rRNA_bacteria links to Rfam database...	0.54	0.52	0.57	258	1073389	221	20	178	23	237
PDB_00854	SSU_rRNA_bacteria links to Rfam database...	0.54	0.53	0.54	285	1500255	284	22	216	46	250
PDB_01088	SSU_rRNA_bacteria links to Rfam database...	0.39	0.37	0.41	202	1470973	322	44	251	27	345
PDB_01103	SSU_rRNA_bacteria links to Rfam database...	0.59	0.58	0.60	324	1605991	243	32	181	30	238
PDB_01105	SSU_rRNA_bacteria links to Rfam database...	0.60	0.58	0.61	315	1433457	227	14	185	28	225
PDB_01120	SSU_rRNA_bacteria links to Rfam database...	0.47	0.44	0.50	232	1204667	242	27	202	13	295
PDB_01273	SSU_rRNA_bacteria links to Rfam database...	0.50	0.48	0.53	235	1117815	238	14	196	28	256

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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 UNAFold - scored lower in this pairwise comparison

1. Total counts & total scores for UNAFold

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