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)		Afold
MCC	0.461	>	0.410
Average MCC ± 95% Confidence Intervals	0.469 ± 0.070	>	0.413 ± 0.031
Sensitivity	0.415	>	0.410
Positive Predictive Value	0.513	>	0.411
Total TP	14544	>	14374
Total TN	99032605	>	99025973
Total FP	15711	<	23038
Total FP CONTRA	2319	<	3302
Total FP INCONS	11464	<	17283
Total FP COMP	1928	<	2453
Total FN	20519	<	20689
P-value	3.56938820447e-08

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Performance plots

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

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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	14544
Total TN	99032605
Total FP	15711
Total FP CONTRA	2319
Total FP INCONS	11464
Total FP COMP	1928
Total FN	20519

Total Scores
MCC	0.461
Average MCC ± 95% Confidence Intervals	0.469 ± 0.070
Sensitivity	0.415
Positive Predictive Value	0.513
Nr of predictions	73

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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_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_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_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_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 Afold - scored lower in this pairwise comparison

1. Total counts & total scores for Afold

Total Base Pair Counts
Total TP	14374
Total TN	99025973
Total FP	23038
Total FP CONTRA	3302
Total FP INCONS	17283
Total FP COMP	2453
Total FN	20689

Total Scores
MCC	0.410
Average MCC ± 95% Confidence Intervals	0.413 ± 0.031
Sensitivity	0.410
Positive Predictive Value	0.411
Nr of predictions	73

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2. Individual counts for Afold [ 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	0.77	0.79	351	1085158	132	17	75	40	107
CRW_00048	SSU_rRNA_bacteria links to Rfam database...	0.49	0.49	0.50	228	1170758	252	20	209	23	242
CRW_00054	SSU_rRNA_bacteria links to Rfam database...	0.46	0.46	0.46	208	1107368	260	31	209	20	248
CRW_00059	SSU_rRNA_bacteria links to Rfam database...	0.52	0.51	0.53	240	1172289	233	26	191	16	233
CRW_00061	SSU_rRNA_bacteria links to Rfam database...	0.55	0.54	0.55	259	1181483	231	27	184	20	217
CRW_00068	SSU_rRNA_bacteria links to Rfam database...	0.49	0.49	0.50	226	1108849	247	24	206	17	231
CRW_00096	SSU_rRNA_bacteria links to Rfam database...	0.46	0.46	0.47	214	1178420	264	32	214	18	251
CRW_00140	SSU_rRNA_bacteria links to Rfam database...	0.64	0.63	0.64	291	1135826	182	20	141	21	172
CRW_00141	SSU_rRNA_bacteria links to Rfam database...	0.59	0.58	0.60	274	1201566	212	26	159	27	202
CRW_00150	SSU_rRNA_bacteria links to Rfam database...	0.42	0.41	0.42	193	1152465	282	35	228	19	273
CRW_00152	SSU_rRNA_bacteria links to Rfam database...	0.64	0.62	0.65	293	1179965	180	30	128	22	178
CRW_00166	SSU_rRNA_bacteria links to Rfam database...	0.54	0.53	0.55	248	1190745	226	28	175	23	220
CRW_00173	SSU_rRNA_bacteria links to Rfam database...	0.29	0.29	0.29	127	1082216	323	37	276	10	318
CRW_00177	SSU_rRNA_bacteria links to Rfam database...	0.44	0.43	0.45	203	1178433	259	22	222	15	270
CRW_00196	SSU_rRNA_bacteria links to Rfam database...	0.47	0.46	0.48	220	1207772	267	24	219	24	255
CRW_00230	SSU_rRNA_bacteria links to Rfam database...	0.57	0.56	0.58	266	1198467	216	21	172	23	212
CRW_00245	SSU_rRNA_bacteria links to Rfam database...	0.38	0.38	0.38	172	1105880	289	44	232	13	281
CRW_00248	SSU_rRNA_bacteria links to Rfam database...	0.57	0.57	0.58	274	1218666	234	21	180	33	210
CRW_00250	SSU_rRNA_bacteria links to Rfam database...	0.44	0.44	0.45	210	1198459	274	34	223	17	268
CRW_00256	SSU_rRNA_bacteria links to Rfam database...	0.41	0.40	0.42	188	1192291	278	39	222	17	280
CRW_00270	SSU_rRNA_bacteria links to Rfam database...	0.44	0.43	0.45	196	1111850	260	40	200	20	259
CRW_00271	SSU_rRNA_bacteria links to Rfam database...	0.51	0.50	0.51	231	1122302	237	43	175	19	231
CRW_00273	SSU_rRNA_bacteria links to Rfam database...	0.59	0.58	0.60	258	1085174	195	26	143	26	188
CRW_00275	SSU_rRNA_bacteria links to Rfam database...	0.47	0.47	0.48	213	1114826	258	28	204	26	244
CRW_00277	SSU_rRNA_bacteria links to Rfam database...	0.38	0.38	0.38	172	1110338	300	45	240	15	281
CRW_00278	SSU_rRNA_bacteria links to Rfam database...	0.41	0.40	0.42	180	1129825	274	33	218	23	270
CRW_00279	SSU_rRNA_bacteria links to Rfam database...	0.51	0.49	0.53	229	1179985	227	29	173	25	235
CRW_00280	SSU_rRNA_bacteria links to Rfam database...	0.51	0.50	0.51	227	1117817	231	28	188	15	226
CRW_00281	SSU_rRNA_bacteria links to Rfam database...	0.30	0.30	0.29	138	1144872	347	41	290	16	326
CRW_00284	SSU_rRNA_bacteria links to Rfam database...	0.28	0.27	0.28	124	1131316	337	30	290	17	332
CRW_00285	SSU_rRNA_bacteria links to Rfam database...	0.72	0.71	0.74	325	1117819	142	23	93	26	133
CRW_00289	SSU_rRNA_bacteria links to Rfam database...	0.46	0.45	0.48	214	1189204	258	34	201	23	262
CRW_00298	SSU_rRNA_eukarya links to Rfam database...	0.19	0.20	0.18	99	1620353	490	81	367	42	395
CRW_00301	SSU_rRNA_eukarya links to Rfam database...	0.30	0.31	0.30	162	1761957	428	86	298	44	357
CRW_00310	SSU_rRNA_eukarya links to Rfam database...	0.29	0.30	0.28	157	1805386	453	81	326	46	364
CRW_00326	SSU_rRNA_eukarya links to Rfam database...	0.41	0.41	0.42	204	1627621	339	47	238	54	298
CRW_00330	SSU_rRNA_eukarya links to Rfam database...	0.32	0.32	0.31	167	1988474	452	69	305	78	350
CRW_00332	SSU_rRNA_eukarya links to Rfam database...	0.18	0.20	0.17	94	1769479	492	105	343	44	383
CRW_00333	SSU_rRNA_eukarya links to Rfam database...	0.29	0.30	0.28	153	1891946	449	74	312	63	361
CRW_00345	SSU_rRNA_eukarya links to Rfam database...	0.34	0.35	0.33	175	1586340	403	71	285	47	323
CRW_00348	SSU_rRNA_eukarya links to Rfam database...	0.25	0.25	0.24	127	1614982	437	68	326	43	376
CRW_00358	SSU_rRNA_eukarya links to Rfam database...	0.36	0.36	0.35	183	1674845	391	61	276	54	324
CRW_00366	SSU_rRNA_eukarya links to Rfam database...	0.35	0.36	0.33	174	1579230	395	88	261	46	308
CRW_00370	SSU_rRNA_eukarya links to Rfam database...	0.28	0.28	0.28	143	1640248	420	77	298	45	363
CRW_00371	SSU_rRNA_eukarya links to Rfam database...	0.29	0.29	0.28	145	1611389	409	77	299	33	351
CRW_00372	SSU_rRNA_eukarya links to Rfam database...	0.36	0.36	0.35	181	1625787	378	59	279	40	317
CRW_00379	SSU_rRNA_eukarya links to Rfam database...	0.42	0.43	0.41	227	2126401	423	55	270	98	307
CRW_00386	SSU_rRNA_eukarya links to Rfam database...	0.24	0.25	0.23	129	1750683	478	83	361	34	386
CRW_00403	SSU_rRNA_eukarya links to Rfam database...	0.31	0.31	0.30	146	1606035	431	65	282	84	318
CRW_00411	SSU_rRNA_eukarya links to Rfam database...	0.34	0.34	0.34	169	1615006	381	62	266	53	327
CRW_00414	SSU_rRNA_eukarya links to Rfam database...	0.27	0.28	0.26	140	1665694	436	77	314	45	355
CRW_00466	SSU_rRNA_bacteria links to Rfam database...	0.60	0.59	0.62	268	1116330	196	21	146	29	190
CRW_00589	SSU_rRNA_bacteria links to Rfam database...	0.18	0.18	0.18	78	1094024	374	34	324	16	367
CRW_00590	SSU_rRNA_bacteria links to Rfam database...	0.36	0.36	0.37	161	1119326	290	30	239	21	291
CRW_00591	SSU_rRNA_bacteria links to Rfam database...	0.57	0.56	0.59	251	1098476	205	23	153	29	195
CRW_00598	SSU_rRNA_eukarya links to Rfam database...	0.31	0.33	0.29	162	1665675	440	88	300	52	329
CRW_00758	SSU_rRNA_eukarya links to Rfam database...	0.29	0.30	0.29	144	1640268	416	66	288	62	339
CRW_00759	SSU_rRNA_eukarya links to Rfam database...	0.22	0.22	0.21	107	1636633	462	78	327	57	374
CRW_00760	SSU_rRNA_eukarya links to Rfam database...	0.28	0.29	0.28	140	1638458	411	74	283	54	346
CRW_00772	SSU_rRNA_bacteria links to Rfam database...	0.26	0.25	0.26	103	945610	313	37	250	26	301
CRW_00789	SSU_rRNA_bacteria links to Rfam database...	0.36	0.36	0.36	160	1137342	302	44	240	18	287
CRW_00795	SSU_rRNA_bacteria links to Rfam database...	0.21	0.22	0.21	85	1152511	379	51	274	54	309
CRW_00849	SSU_rRNA_bacteria links to Rfam database...	0.49	0.48	0.49	227	1117798	259	23	212	24	243
CRW_01153	SSU_rRNA_eukarya links to Rfam database...	0.32	0.32	0.32	160	1606024	390	54	290	46	343
CRW_01171	SSU_rRNA_eukarya links to Rfam database...	0.32	0.33	0.31	167	1593473	402	81	284	37	339
CRW_01300	SSU_rRNA_eukarya links to Rfam database...	0.36	0.37	0.35	189	1693186	392	71	274	47	326
PDB_00703	SSU_rRNA_bacteria links to Rfam database...	0.53	0.50	0.56	246	1073408	220	17	174	29	249
PDB_00854	SSU_rRNA_bacteria links to Rfam database...	0.55	0.53	0.56	284	1500271	276	22	201	53	251
PDB_01088	SSU_rRNA_bacteria links to Rfam database...	0.36	0.35	0.37	191	1470959	352	45	275	32	356
PDB_01103	SSU_rRNA_bacteria links to Rfam database...	0.56	0.54	0.58	306	1605999	254	32	191	31	256
PDB_01105	SSU_rRNA_bacteria links to Rfam database...	0.60	0.58	0.63	313	1433471	221	15	172	34	227
PDB_01120	SSU_rRNA_bacteria links to Rfam database...	0.46	0.43	0.49	228	1204659	250	31	210	9	299
PDB_01273	SSU_rRNA_bacteria links to Rfam database...	0.51	0.48	0.53	237	1117812	242	21	190	31	254

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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 Afold - scored lower in this pairwise comparison

1. Total counts & total scores for Afold

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