CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	RNAalifold(seed)		CentroidFold
MCC	0.750	>	0.521
Average MCC ± 95% Confidence Intervals	0.747 ± 0.039	>	0.519 ± 0.026
Sensitivity	0.684	>	0.451
Positive Predictive Value	0.822	>	0.602
Total TP	21590	>	14229
Total TN	83640132	<	83642764
Total FP	5690	<	11008
Total FP CONTRA	1075	<	1319
Total FP INCONS	3614	<	8099
Total FP COMP	1001	<	1590
Total FN	9978	<	17339
P-value	3.56938820447e-08

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Performance plots

Comparison of performance of RNAalifold(seed) and CentroidFold. 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 RNAalifold(seed) and CentroidFold).
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 RNAalifold(seed) and CentroidFold).
Comparison of average Matthews Correlation Coefficients (MCCs) for RNAalifold(seed) and CentroidFold. 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 RNAalifold(seed) and CentroidFold).

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Performance of RNAalifold(seed) - scored higher in this pairwise comparison

1. Total counts & total scores for RNAalifold(seed)

Total Base Pair Counts
Total TP	21590
Total TN	83640132
Total FP	5690
Total FP CONTRA	1075
Total FP INCONS	3614
Total FP COMP	1001
Total FN	9978

Total Scores
MCC	0.750
Average MCC ± 95% Confidence Intervals	0.747 ± 0.039
Sensitivity	0.684
Positive Predictive Value	0.822
Nr of predictions	67

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2. Individual counts for RNAalifold(seed) [ 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...	0.87	0.84	0.90	385	1085175	58	7	34	17	73
CRW_00034	SSU_rRNA_bacteria links to Rfam database...	0.82	0.77	0.88	363	1141905	62	14	34	14	111
CRW_00048	SSU_rRNA_bacteria links to Rfam database...	0.84	0.79	0.88	372	1170793	59	16	34	9	98
CRW_00054	SSU_rRNA_bacteria links to Rfam database...	0.84	0.81	0.88	369	1107397	60	16	34	10	87
CRW_00059	SSU_rRNA_bacteria links to Rfam database...	0.82	0.78	0.88	367	1172327	61	16	36	9	106
CRW_00061	SSU_rRNA_bacteria links to Rfam database...	0.82	0.77	0.88	367	1181535	61	16	35	10	109
CRW_00068	SSU_rRNA_bacteria links to Rfam database...	0.85	0.81	0.88	370	1108886	58	15	34	9	87
CRW_00096	SSU_rRNA_bacteria links to Rfam database...	0.84	0.79	0.89	368	1178465	61	12	35	14	97
CRW_00140	SSU_rRNA_bacteria links to Rfam database...	0.83	0.79	0.87	367	1135858	62	16	37	9	96
CRW_00141	SSU_rRNA_bacteria links to Rfam database...	0.83	0.78	0.88	369	1201606	61	16	34	11	107
CRW_00150	SSU_rRNA_bacteria links to Rfam database...	0.85	0.79	0.91	368	1152515	47	13	25	9	98
CRW_00152	SSU_rRNA_bacteria links to Rfam database...	0.85	0.79	0.91	372	1180006	46	13	25	8	99
CRW_00166	SSU_rRNA_bacteria links to Rfam database...	0.83	0.78	0.88	365	1190782	64	12	37	15	103
CRW_00173	SSU_rRNA_bacteria links to Rfam database...	0.79	0.76	0.84	336	1082254	76	16	50	10	109
CRW_00177	SSU_rRNA_bacteria links to Rfam database...	0.82	0.77	0.87	364	1178460	66	16	40	10	109
CRW_00196	SSU_rRNA_bacteria links to Rfam database...	0.82	0.77	0.87	365	1207815	63	16	39	8	110
CRW_00230	SSU_rRNA_bacteria links to Rfam database...	0.83	0.77	0.88	369	1198508	59	15	34	10	109
CRW_00245	SSU_rRNA_bacteria links to Rfam database...	0.84	0.81	0.88	366	1105912	60	16	34	10	87
CRW_00248	SSU_rRNA_bacteria links to Rfam database...	0.82	0.76	0.88	369	1218720	61	16	36	9	115
CRW_00250	SSU_rRNA_bacteria links to Rfam database...	0.82	0.77	0.88	369	1198505	61	16	36	9	109
CRW_00256	SSU_rRNA_bacteria links to Rfam database...	0.85	0.79	0.91	369	1192333	48	13	25	10	99
CRW_00270	SSU_rRNA_bacteria links to Rfam database...	0.84	0.81	0.88	368	1111868	59	15	35	9	87
CRW_00271	SSU_rRNA_bacteria links to Rfam database...	0.83	0.78	0.90	359	1122350	51	13	29	9	103
CRW_00273	SSU_rRNA_bacteria links to Rfam database...	0.84	0.80	0.87	358	1085191	60	16	36	8	88
CRW_00275	SSU_rRNA_bacteria links to Rfam database...	0.84	0.80	0.88	366	1114854	59	16	35	8	91
CRW_00277	SSU_rRNA_bacteria links to Rfam database...	0.83	0.79	0.87	359	1110382	64	17	37	10	94
CRW_00278	SSU_rRNA_bacteria links to Rfam database...	0.83	0.78	0.88	349	1129861	58	13	33	12	101
CRW_00279	SSU_rRNA_bacteria links to Rfam database...	0.85	0.80	0.91	372	1180005	54	13	26	15	92
CRW_00280	SSU_rRNA_bacteria links to Rfam database...	0.84	0.80	0.89	363	1117851	59	13	33	13	90
CRW_00281	SSU_rRNA_bacteria links to Rfam database...	0.85	0.80	0.91	372	1144932	48	13	24	11	92
CRW_00283	SSU_rRNA_bacteria links to Rfam database...	0.80	0.75	0.85	323	1015644	67	14	44	9	109
CRW_00284	SSU_rRNA_bacteria links to Rfam database...	0.83	0.78	0.89	356	1131358	59	13	33	13	100
CRW_00285	SSU_rRNA_bacteria links to Rfam database...	0.82	0.78	0.86	356	1117847	66	17	40	9	102
CRW_00289	SSU_rRNA_bacteria links to Rfam database...	0.80	0.75	0.86	358	1189235	67	16	44	7	118
CRW_00292	SSU_rRNA_bacteria links to Rfam database...	0.77	0.71	0.84	329	1123856	76	14	51	11	132
CRW_00306	SSU_rRNA_eukarya links to Rfam database...	0.45	0.39	0.52	178	1445508	175	32	132	11	284
CRW_00326	SSU_rRNA_eukarya links to Rfam database...	0.44	0.37	0.53	184	1627762	174	32	132	10	318
CRW_00358	SSU_rRNA_eukarya links to Rfam database...	0.44	0.36	0.53	184	1675017	173	32	132	9	323
CRW_00366	SSU_rRNA_eukarya links to Rfam database...	0.42	0.36	0.51	172	1579413	180	32	136	12	310
CRW_00371	SSU_rRNA_eukarya links to Rfam database...	0.44	0.36	0.52	181	1611565	175	31	133	11	315
CRW_00372	SSU_rRNA_eukarya links to Rfam database...	0.44	0.37	0.53	184	1625958	174	32	132	10	314
CRW_00386	SSU_rRNA_eukarya links to Rfam database...	0.44	0.35	0.55	182	1750923	164	28	123	13	333
CRW_00411	SSU_rRNA_eukarya links to Rfam database...	0.45	0.38	0.55	186	1615165	163	28	124	11	310
CRW_00414	SSU_rRNA_eukarya links to Rfam database...	0.45	0.37	0.54	182	1665890	171	28	125	18	313
CRW_00466	SSU_rRNA_bacteria links to Rfam database...	0.86	0.82	0.91	377	1116350	49	12	26	11	81
CRW_00589	SSU_rRNA_bacteria links to Rfam database...	0.86	0.81	0.92	361	1094068	53	6	25	22	84
CRW_00590	SSU_rRNA_bacteria links to Rfam database...	0.87	0.81	0.92	366	1119360	52	6	24	22	86
CRW_00591	SSU_rRNA_bacteria links to Rfam database...	0.87	0.82	0.92	365	1098507	56	8	23	25	81
CRW_00759	SSU_rRNA_eukarya links to Rfam database...	0.41	0.34	0.49	163	1636811	183	35	136	12	318
CRW_00763	SSU_rRNA_bacteria links to Rfam database...	0.85	0.78	0.92	348	1215641	59	6	25	28	98
CRW_00772	SSU_rRNA_bacteria links to Rfam database...	0.81	0.75	0.88	302	945656	72	5	37	30	102
CRW_00778	SSU_rRNA_bacteria links to Rfam database...	0.86	0.81	0.91	312	1201683	85	4	26	55	72
CRW_00789	SSU_rRNA_bacteria links to Rfam database...	0.85	0.79	0.91	355	1137395	59	8	28	23	92
CRW_00795	SSU_rRNA_bacteria links to Rfam database...	0.78	0.73	0.84	288	1152577	109	10	46	53	106
CRW_00800	SSU_rRNA_eukarya links to Rfam database...	0.42	0.33	0.52	156	1401675	160	25	119	16	314
CRW_00849	SSU_rRNA_bacteria links to Rfam database...	0.82	0.76	0.88	356	1117856	63	14	34	15	114
CRW_00997	SSU_rRNA_bacteria links to Rfam database...	0.84	0.80	0.88	372	1135856	59	15	35	9	92
CRW_01153	SSU_rRNA_eukarya links to Rfam database...	0.41	0.34	0.49	172	1606179	193	36	141	16	331
CRW_01171	SSU_rRNA_eukarya links to Rfam database...	0.43	0.36	0.52	181	1593657	177	34	133	10	325
CRW_01343	SSU_rRNA_archaea links to Rfam database...	0.83	0.79	0.88	344	977508	71	5	44	22	90
PDB_00703	SSU_rRNA_bacteria links to Rfam database...	0.78	0.69	0.87	344	1073448	73	7	46	20	151
PDB_00854	SSU_rRNA_bacteria links to Rfam database...	0.74	0.64	0.87	342	1500383	85	10	43	32	193
PDB_01088	SSU_rRNA_bacteria links to Rfam database...	0.73	0.63	0.86	342	1471073	85	8	47	30	205
PDB_01103	SSU_rRNA_bacteria links to Rfam database...	0.74	0.63	0.87	355	1606120	72	10	43	19	207
PDB_01105	SSU_rRNA_bacteria links to Rfam database...	0.76	0.66	0.88	355	1433566	72	7	43	22	185
PDB_01120	SSU_rRNA_bacteria links to Rfam database...	0.77	0.68	0.87	358	1204715	73	7	48	18	169
PDB_01273	SSU_rRNA_bacteria links to Rfam database...	0.78	0.70	0.86	346	1117856	80	13	45	22	145

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Performance of CentroidFold - scored lower in this pairwise comparison

1. Total counts & total scores for CentroidFold

Total Base Pair Counts
Total TP	14229
Total TN	83642764
Total FP	11008
Total FP CONTRA	1319
Total FP INCONS	8099
Total FP COMP	1590
Total FN	17339

Total Scores
MCC	0.521
Average MCC ± 95% Confidence Intervals	0.519 ± 0.026
Sensitivity	0.451
Positive Predictive Value	0.602
Nr of predictions	67

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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_00283	SSU_rRNA_bacteria links to Rfam database...	0.40	0.32	0.51	138	1015753	153	22	112	19	294
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_00292	SSU_rRNA_bacteria links to Rfam database...	0.35	0.31	0.41	141	1123903	217	34	172	11	320
CRW_00306	SSU_rRNA_eukarya links to Rfam database...	0.29	0.26	0.32	120	1445480	309	50	200	59	342
CRW_00326	SSU_rRNA_eukarya links to Rfam database...	0.57	0.48	0.67	240	1627752	163	19	99	45	262
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_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_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_00759	SSU_rRNA_eukarya links to Rfam database...	0.34	0.28	0.42	134	1636828	232	34	149	49	347
CRW_00763	SSU_rRNA_bacteria links to Rfam database...	0.39	0.29	0.53	130	1215775	153	18	97	38	316
CRW_00772	SSU_rRNA_bacteria links to Rfam database...	0.38	0.30	0.50	120	945758	137	16	106	15	284
CRW_00778	SSU_rRNA_bacteria links to Rfam database...	0.54	0.38	0.77	146	1201835	66	6	38	22	238
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_00800	SSU_rRNA_eukarya links to Rfam database...	0.58	0.49	0.69	230	1401641	149	10	94	45	240
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_01343	SSU_rRNA_archaea links to Rfam database...	0.46	0.41	0.52	176	977564	173	23	138	12	258
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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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 RNAalifold(seed) - scored higher in this pairwise comparison

1. Total counts & total scores for RNAalifold(seed)

2. Individual counts for RNAalifold(seed) [ download as .csv ]

Performance of CentroidFold - scored lower in this pairwise comparison

1. Total counts & total scores for CentroidFold

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