CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	CentroidFold		RSpredict(20)
MCC	0.492	>	0.013
Average MCC ± 95% Confidence Intervals	0.493 ± 0.028	>	0.013 ± 0.003
Sensitivity	0.430	>	0.012
Positive Predictive Value	0.563	>	0.014
Total TP	15655	>	436
Total TN	102215715	>	102212175
Total FP	14303	<	31595
Total FP CONTRA	1836	<	4661
Total FP INCONS	10307	<	26241
Total FP COMP	2160	>	693
Total FN	20775	<	35994
P-value	3.56938820447e-08

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Performance plots

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

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Performance of CentroidFold - scored higher in this pairwise comparison

1. Total counts & total scores for CentroidFold

Total Base Pair Counts
Total TP	15655
Total TN	102215715
Total FP	14303
Total FP CONTRA	1836
Total FP INCONS	10307
Total FP COMP	2160
Total FN	20775

Total Scores
MCC	0.492
Average MCC ± 95% Confidence Intervals	0.493 ± 0.028
Sensitivity	0.430
Positive Predictive Value	0.563
Nr of predictions	76

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2. Individual counts for CentroidFold [ 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...	0.79	0.76	0.83	347	1085183	108	8	63	37	111
CRW_00034	SSU_rRNA_bacteria links to Rfam database...	0.68	0.66	0.71	312	1141875	159	19	110	30	162
CRW_00048	SSU_rRNA_bacteria links to Rfam database...	0.60	0.49	0.75	230	1170907	91	8	70	13	240
CRW_00054	SSU_rRNA_bacteria links to Rfam database...	0.56	0.49	0.64	223	1107466	140	16	111	13	233
CRW_00059	SSU_rRNA_bacteria links to Rfam database...	0.60	0.51	0.71	241	1172408	111	9	88	14	232
CRW_00061	SSU_rRNA_bacteria links to Rfam database...	0.64	0.57	0.72	269	1181581	110	23	80	7	207
CRW_00068	SSU_rRNA_bacteria links to Rfam database...	0.55	0.49	0.63	225	1108945	147	19	116	12	232
CRW_00096	SSU_rRNA_bacteria links to Rfam database...	0.56	0.49	0.63	228	1178519	155	15	118	22	237
CRW_00140	SSU_rRNA_bacteria links to Rfam database...	0.59	0.49	0.70	226	1135957	106	11	84	11	237
CRW_00141	SSU_rRNA_bacteria links to Rfam database...	0.63	0.56	0.70	268	1201642	136	16	99	21	208
CRW_00150	SSU_rRNA_bacteria links to Rfam database...	0.55	0.47	0.66	217	1152591	126	17	96	13	249
CRW_00152	SSU_rRNA_bacteria links to Rfam database...	0.51	0.42	0.62	200	1180095	129	14	107	8	271
CRW_00166	SSU_rRNA_bacteria links to Rfam database...	0.61	0.53	0.70	247	1190845	120	6	98	16	221
CRW_00173	SSU_rRNA_bacteria links to Rfam database...	0.35	0.31	0.39	139	1082299	226	23	195	8	306
CRW_00177	SSU_rRNA_bacteria links to Rfam database...	0.52	0.45	0.59	213	1178522	162	17	128	17	260
CRW_00196	SSU_rRNA_bacteria links to Rfam database...	0.59	0.52	0.67	247	1207869	131	18	101	12	228
CRW_00230	SSU_rRNA_bacteria links to Rfam database...	0.59	0.52	0.67	250	1198552	140	19	105	16	228
CRW_00245	SSU_rRNA_bacteria links to Rfam database...	0.56	0.49	0.65	221	1105989	128	13	105	10	232
CRW_00248	SSU_rRNA_bacteria links to Rfam database...	0.66	0.61	0.71	296	1218724	154	20	101	33	188
CRW_00250	SSU_rRNA_bacteria links to Rfam database...	0.57	0.50	0.66	237	1198568	130	20	101	9	241
CRW_00256	SSU_rRNA_bacteria links to Rfam database...	0.45	0.35	0.57	165	1192449	145	20	106	19	303
CRW_00270	SSU_rRNA_bacteria links to Rfam database...	0.67	0.57	0.79	260	1111955	83	11	60	12	195
CRW_00271	SSU_rRNA_bacteria links to Rfam database...	0.48	0.41	0.55	190	1122405	171	26	130	15	272
CRW_00273	SSU_rRNA_bacteria links to Rfam database...	0.51	0.43	0.60	194	1085280	142	14	113	15	252
CRW_00275	SSU_rRNA_bacteria links to Rfam database...	0.62	0.54	0.70	249	1114913	130	13	96	21	208
CRW_00277	SSU_rRNA_bacteria links to Rfam database...	0.48	0.36	0.64	165	1110536	105	15	79	11	288
CRW_00278	SSU_rRNA_bacteria links to Rfam database...	0.49	0.41	0.57	186	1129931	157	13	126	18	264
CRW_00279	SSU_rRNA_bacteria links to Rfam database...	0.54	0.45	0.64	209	1180088	132	19	100	13	255
CRW_00280	SSU_rRNA_bacteria links to Rfam database...	0.53	0.42	0.67	192	1117973	105	9	86	10	261
CRW_00281	SSU_rRNA_bacteria links to Rfam database...	0.62	0.57	0.68	265	1144950	146	18	108	20	199
CRW_00284	SSU_rRNA_bacteria links to Rfam database...	0.48	0.36	0.65	162	1131511	101	11	76	14	294
CRW_00285	SSU_rRNA_bacteria links to Rfam database...	0.67	0.59	0.76	268	1117909	98	16	67	15	190
CRW_00289	SSU_rRNA_bacteria links to Rfam database...	0.61	0.55	0.68	260	1189270	143	18	105	20	216
CRW_00298	SSU_rRNA_eukarya links to Rfam database...	0.25	0.22	0.28	109	1620517	295	50	224	21	385
CRW_00301	SSU_rRNA_eukarya links to Rfam database...	0.48	0.39	0.58	203	1762152	211	28	120	63	316
CRW_00306	SSU_rRNA_eukarya links to Rfam database...	0.29	0.26	0.32	120	1445480	309	50	200	59	342
CRW_00310	SSU_rRNA_eukarya links to Rfam database...	0.38	0.34	0.42	178	1805524	303	44	204	55	343
CRW_00326	SSU_rRNA_eukarya links to Rfam database...	0.57	0.48	0.67	240	1627752	163	19	99	45	262
CRW_00330	SSU_rRNA_eukarya links to Rfam database...	0.30	0.25	0.36	131	1988654	302	33	197	72	386
CRW_00332	SSU_rRNA_eukarya links to Rfam database...	0.25	0.22	0.28	104	1769656	299	47	214	38	373
CRW_00333	SSU_rRNA_eukarya links to Rfam database...	0.30	0.24	0.36	125	1892139	288	29	192	67	389
CRW_00345	SSU_rRNA_eukarya links to Rfam database...	0.41	0.37	0.45	186	1586456	267	40	189	38	312
CRW_00346	SSU_rRNA_eukarya links to Rfam database...	0.40	0.38	0.42	189	1584645	289	48	208	33	312
CRW_00348	SSU_rRNA_eukarya links to Rfam database...	0.37	0.31	0.44	157	1615148	235	27	171	37	346
CRW_00358	SSU_rRNA_eukarya links to Rfam database...	0.42	0.39	0.45	200	1674917	285	39	209	37	307
CRW_00366	SSU_rRNA_eukarya links to Rfam database...	0.34	0.31	0.38	150	1579355	289	44	204	41	332
CRW_00370	SSU_rRNA_eukarya links to Rfam database...	0.38	0.33	0.43	167	1640375	256	43	181	32	339
CRW_00371	SSU_rRNA_eukarya links to Rfam database...	0.47	0.39	0.56	194	1611562	196	29	125	42	302
CRW_00372	SSU_rRNA_eukarya links to Rfam database...	0.48	0.41	0.58	202	1625955	204	26	123	55	296
CRW_00386	SSU_rRNA_eukarya links to Rfam database...	0.32	0.30	0.34	156	1750800	337	47	253	37	359
CRW_00403	SSU_rRNA_eukarya links to Rfam database...	0.31	0.29	0.34	135	1606132	324	52	209	63	329
CRW_00411	SSU_rRNA_eukarya links to Rfam database...	0.42	0.35	0.49	173	1615153	226	27	150	49	323
CRW_00414	SSU_rRNA_eukarya links to Rfam database...	0.42	0.36	0.48	180	1665851	239	34	160	45	315
CRW_00466	SSU_rRNA_bacteria links to Rfam database...	0.71	0.64	0.79	292	1116394	100	14	65	21	166
CRW_00589	SSU_rRNA_bacteria links to Rfam database...	0.34	0.28	0.42	125	1094162	188	16	157	15	320
CRW_00590	SSU_rRNA_bacteria links to Rfam database...	0.37	0.32	0.43	143	1119420	207	36	157	14	309
CRW_00591	SSU_rRNA_bacteria links to Rfam database...	0.65	0.59	0.72	261	1098541	124	19	82	23	185
CRW_00598	SSU_rRNA_eukarya links to Rfam database...	0.40	0.37	0.45	180	1665823	270	42	180	48	311
CRW_00758	SSU_rRNA_eukarya links to Rfam database...	0.37	0.34	0.40	164	1640353	298	41	208	49	319
CRW_00759	SSU_rRNA_eukarya links to Rfam database...	0.34	0.28	0.42	134	1636828	232	34	149	49	347
CRW_00760	SSU_rRNA_eukarya links to Rfam database...	0.38	0.34	0.42	167	1638559	278	50	179	49	319
CRW_00772	SSU_rRNA_bacteria links to Rfam database...	0.38	0.30	0.50	120	945758	137	16	106	15	284
CRW_00789	SSU_rRNA_bacteria links to Rfam database...	0.51	0.40	0.65	179	1137510	120	5	92	23	268
CRW_00795	SSU_rRNA_bacteria links to Rfam database...	0.35	0.28	0.44	110	1152672	173	15	124	34	284
CRW_00849	SSU_rRNA_bacteria links to Rfam database...	0.59	0.56	0.62	265	1117830	190	14	151	25	205
CRW_00997	SSU_rRNA_bacteria links to Rfam database...	0.63	0.55	0.72	256	1135921	119	15	86	18	208
CRW_01153	SSU_rRNA_eukarya links to Rfam database...	0.41	0.37	0.45	185	1606114	268	39	190	39	318
CRW_01171	SSU_rRNA_eukarya links to Rfam database...	0.46	0.41	0.52	206	1593608	228	40	151	37	300
CRW_01300	SSU_rRNA_eukarya links to Rfam database...	0.41	0.37	0.45	192	1693289	291	56	183	52	323
PDB_00703	SSU_rRNA_bacteria links to Rfam database...	0.55	0.49	0.61	244	1073448	180	13	140	27	251
PDB_00854	SSU_rRNA_bacteria links to Rfam database...	0.53	0.49	0.57	264	1500316	234	15	183	36	271
PDB_01088	SSU_rRNA_bacteria links to Rfam database...	0.46	0.39	0.55	215	1471076	203	25	154	24	332
PDB_01103	SSU_rRNA_bacteria links to Rfam database...	0.57	0.53	0.61	297	1606045	214	20	166	28	265
PDB_01105	SSU_rRNA_bacteria links to Rfam database...	0.62	0.57	0.68	307	1433517	177	8	139	30	233
PDB_01120	SSU_rRNA_bacteria links to Rfam database...	0.49	0.42	0.59	220	1204752	177	19	137	21	307
PDB_01273	SSU_rRNA_bacteria links to Rfam database...	0.51	0.47	0.56	229	1117849	211	14	168	29	262

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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	102212175
Total FP	31595
Total FP CONTRA	4661
Total FP INCONS	26241
Total FP COMP	693
Total FN	35994

Total Scores
MCC	0.013
Average MCC ± 95% Confidence Intervals	0.013 ± 0.003
Sensitivity	0.012
Positive Predictive Value	0.014
Nr of predictions	76

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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_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 CentroidFold - scored higher in this pairwise comparison

1. Total counts & total scores for CentroidFold

2. Individual counts for CentroidFold [ 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 ]