CompaRNA - on-line benchmarks of RNA structure prediction methods

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Overview

Metric	CentroidAlifold(seed)		MaxExpect
MCC	0.796	>	0.440
Average MCC ± 95% Confidence Intervals	0.790 ± 0.032	>	0.439 ± 0.029
Sensitivity	0.706	>	0.428
Positive Predictive Value	0.897	>	0.454
Total TP	21223	>	12861
Total TN	79088671	>	79083988
Total FP	3503	<	17193
Total FP CONTRA	450	<	2098
Total FP INCONS	1983	<	13380
Total FP COMP	1070	<	1715
Total FN	8857	<	17219
P-value	3.56938820447e-08

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Performance plots

Comparison of performance of CentroidAlifold(seed) and MaxExpect. 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 CentroidAlifold(seed) and MaxExpect).
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 CentroidAlifold(seed) and MaxExpect).
Comparison of average Matthews Correlation Coefficients (MCCs) for CentroidAlifold(seed) and MaxExpect. 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 CentroidAlifold(seed) and MaxExpect).

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

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

Total Base Pair Counts
Total TP	21223
Total TN	79088671
Total FP	3503
Total FP CONTRA	450
Total FP INCONS	1983
Total FP COMP	1070
Total FN	8857

Total Scores
MCC	0.796
Average MCC ± 95% Confidence Intervals	0.790 ± 0.032
Sensitivity	0.706
Positive Predictive Value	0.897
Nr of predictions	64

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2. Individual counts for CentroidAlifold(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...	0.90	0.86	0.95	393	1085187	55	6	15	34	65
CRW_00034	SSU_rRNA_bacteria links to Rfam database...	0.83	0.78	0.90	368	1141906	52	10	32	10	106
CRW_00048	SSU_rRNA_bacteria links to Rfam database...	0.87	0.82	0.93	385	1170801	38	9	20	9	85
CRW_00054	SSU_rRNA_bacteria links to Rfam database...	0.87	0.82	0.93	374	1107413	39	9	20	10	82
CRW_00059	SSU_rRNA_bacteria links to Rfam database...	0.85	0.79	0.92	372	1172342	41	9	23	9	101
CRW_00061	SSU_rRNA_bacteria links to Rfam database...	0.86	0.80	0.92	381	1181541	41	9	22	10	95
CRW_00068	SSU_rRNA_bacteria links to Rfam database...	0.87	0.82	0.93	375	1108900	39	9	21	9	82
CRW_00096	SSU_rRNA_bacteria links to Rfam database...	0.87	0.80	0.93	373	1178481	41	4	22	15	92
CRW_00140	SSU_rRNA_bacteria links to Rfam database...	0.87	0.82	0.92	379	1135867	41	9	23	9	84
CRW_00141	SSU_rRNA_bacteria links to Rfam database...	0.86	0.80	0.93	381	1201614	41	9	21	11	95
CRW_00150	SSU_rRNA_bacteria links to Rfam database...	0.86	0.80	0.93	372	1152519	39	9	21	9	94
CRW_00152	SSU_rRNA_bacteria links to Rfam database...	0.86	0.80	0.93	376	1180010	40	9	21	10	95
CRW_00166	SSU_rRNA_bacteria links to Rfam database...	0.86	0.80	0.94	374	1190796	41	4	22	15	94
CRW_00173	SSU_rRNA_bacteria links to Rfam database...	0.82	0.76	0.88	340	1082268	59	9	39	11	105
CRW_00177	SSU_rRNA_bacteria links to Rfam database...	0.84	0.78	0.91	368	1178477	47	9	26	12	105
CRW_00196	SSU_rRNA_bacteria links to Rfam database...	0.87	0.81	0.93	383	1207823	39	9	20	10	92
CRW_00230	SSU_rRNA_bacteria links to Rfam database...	0.86	0.80	0.93	381	1198515	40	9	21	10	97
CRW_00245	SSU_rRNA_bacteria links to Rfam database...	0.87	0.82	0.93	372	1105927	39	9	20	10	81
CRW_00248	SSU_rRNA_bacteria links to Rfam database...	0.85	0.78	0.92	379	1218731	41	9	22	10	105
CRW_00250	SSU_rRNA_bacteria links to Rfam database...	0.86	0.80	0.92	382	1198513	40	9	22	9	96
CRW_00256	SSU_rRNA_bacteria links to Rfam database...	0.86	0.80	0.93	374	1192336	40	9	21	10	94
CRW_00270	SSU_rRNA_bacteria links to Rfam database...	0.87	0.82	0.93	373	1111883	39	9	21	9	82
CRW_00271	SSU_rRNA_bacteria links to Rfam database...	0.84	0.77	0.90	358	1122354	48	8	31	9	104
CRW_00273	SSU_rRNA_bacteria links to Rfam database...	0.86	0.81	0.92	361	1085207	41	8	25	8	85
CRW_00275	SSU_rRNA_bacteria links to Rfam database...	0.87	0.81	0.92	371	1114869	40	9	22	9	86
CRW_00277	SSU_rRNA_bacteria links to Rfam database...	0.85	0.80	0.90	363	1110392	50	13	27	10	90
CRW_00278	SSU_rRNA_bacteria links to Rfam database...	0.83	0.77	0.90	347	1129872	48	8	29	11	103
CRW_00279	SSU_rRNA_bacteria links to Rfam database...	0.86	0.80	0.92	371	1180013	46	9	23	14	93
CRW_00280	SSU_rRNA_bacteria links to Rfam database...	0.84	0.79	0.90	357	1117863	52	9	31	12	96
CRW_00281	SSU_rRNA_bacteria links to Rfam database...	0.86	0.79	0.92	368	1144943	39	9	21	9	96
CRW_00283	SSU_rRNA_bacteria links to Rfam database...	0.79	0.73	0.84	316	1015651	66	12	46	8	116
CRW_00284	SSU_rRNA_bacteria links to Rfam database...	0.84	0.79	0.90	360	1131361	50	9	30	11	96
CRW_00285	SSU_rRNA_bacteria links to Rfam database...	0.85	0.79	0.91	361	1117862	46	11	26	9	97
CRW_00289	SSU_rRNA_bacteria links to Rfam database...	0.83	0.77	0.90	367	1189245	50	10	31	9	109
CRW_00292	SSU_rRNA_bacteria links to Rfam database...	0.76	0.70	0.82	322	1123856	83	13	59	11	139
CRW_00306	SSU_rRNA_eukarya links to Rfam database...	0.53	0.37	0.77	170	1445629	73	4	47	22	292
CRW_00366	SSU_rRNA_eukarya links to Rfam database...	0.53	0.37	0.77	177	1579523	74	4	49	21	305
CRW_00371	SSU_rRNA_eukarya links to Rfam database...	0.54	0.37	0.78	185	1611673	73	4	48	21	311
CRW_00379	SSU_rRNA_eukarya links to Rfam database...	0.45	0.30	0.69	158	2126723	93	6	66	21	376
CRW_00411	SSU_rRNA_eukarya links to Rfam database...	0.53	0.37	0.76	182	1615264	78	4	53	21	314
CRW_00414	SSU_rRNA_eukarya links to Rfam database...	0.52	0.36	0.74	177	1665987	83	5	56	22	318
CRW_00466	SSU_rRNA_bacteria links to Rfam database...	0.87	0.82	0.93	374	1116361	39	8	22	9	84
CRW_00589	SSU_rRNA_bacteria links to Rfam database...	0.87	0.81	0.93	360	1094074	43	2	24	17	85
CRW_00590	SSU_rRNA_bacteria links to Rfam database...	0.87	0.81	0.93	364	1119366	44	2	24	18	88
CRW_00591	SSU_rRNA_bacteria links to Rfam database...	0.88	0.82	0.94	365	1098513	44	3	22	19	81
CRW_00759	SSU_rRNA_eukarya links to Rfam database...	0.50	0.35	0.72	168	1636913	92	3	61	28	313
CRW_00763	SSU_rRNA_bacteria links to Rfam database...	0.85	0.77	0.93	344	1215650	51	2	24	25	102
CRW_00772	SSU_rRNA_bacteria links to Rfam database...	0.80	0.74	0.87	297	945660	69	2	41	26	107
CRW_00778	SSU_rRNA_bacteria links to Rfam database...	0.84	0.79	0.90	303	1201687	92	4	31	57	81
CRW_00789	SSU_rRNA_bacteria links to Rfam database...	0.85	0.79	0.92	353	1137401	53	5	27	21	94
CRW_00795	SSU_rRNA_bacteria links to Rfam database...	0.81	0.74	0.88	291	1152590	94	3	37	54	103
CRW_00800	SSU_rRNA_eukarya links to Rfam database...	0.45	0.30	0.67	141	1401765	92	7	62	23	329
CRW_00849	SSU_rRNA_bacteria links to Rfam database...	0.82	0.76	0.89	358	1117856	57	12	34	11	112
CRW_00997	SSU_rRNA_bacteria links to Rfam database...	0.87	0.81	0.93	377	1135871	39	9	21	9	87
CRW_01153	SSU_rRNA_eukarya links to Rfam database...	0.48	0.33	0.70	167	1606289	89	4	68	17	336
CRW_01171	SSU_rRNA_eukarya links to Rfam database...	0.52	0.35	0.77	179	1593773	71	4	49	18	327
CRW_01343	SSU_rRNA_archaea links to Rfam database...	0.86	0.81	0.92	351	977520	61	3	27	31	83
PDB_00703	SSU_rRNA_bacteria links to Rfam database...	0.81	0.72	0.92	356	1073456	57	6	27	24	139
PDB_00854	SSU_rRNA_bacteria links to Rfam database...	0.78	0.66	0.92	354	1500393	66	5	26	35	181
PDB_01088	SSU_rRNA_bacteria links to Rfam database...	0.75	0.63	0.90	344	1471089	68	3	34	31	203
PDB_01103	SSU_rRNA_bacteria links to Rfam database...	0.78	0.65	0.92	368	1606129	52	6	25	21	194
PDB_01105	SSU_rRNA_bacteria links to Rfam database...	0.79	0.68	0.93	367	1433576	53	2	26	25	173
PDB_01120	SSU_rRNA_bacteria links to Rfam database...	0.80	0.70	0.92	368	1204728	49	8	24	17	159
PDB_01273	SSU_rRNA_bacteria links to Rfam database...	0.80	0.71	0.90	348	1117874	63	6	32	25	143

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Performance of MaxExpect - scored lower in this pairwise comparison

1. Total counts & total scores for MaxExpect

Total Base Pair Counts
Total TP	12861
Total TN	79083988
Total FP	17193
Total FP CONTRA	2098
Total FP INCONS	13380
Total FP COMP	1715
Total FN	17219

Total Scores
MCC	0.440
Average MCC ± 95% Confidence Intervals	0.439 ± 0.029
Sensitivity	0.428
Positive Predictive Value	0.454
Nr of predictions	64

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2. Individual counts for MaxExpect [ 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...	0.71	0.70	0.71	320	1085152	169	17	112	40	138
CRW_00034	SSU_rRNA_bacteria links to Rfam database...	0.66	0.65	0.66	310	1141844	191	28	134	29	164
CRW_00048	SSU_rRNA_bacteria links to Rfam database...	0.52	0.48	0.57	226	1170816	189	20	153	16	244
CRW_00054	SSU_rRNA_bacteria links to Rfam database...	0.43	0.42	0.44	192	1107377	261	23	224	14	264
CRW_00059	SSU_rRNA_bacteria links to Rfam database...	0.51	0.49	0.54	232	1172316	212	16	182	14	241
CRW_00061	SSU_rRNA_bacteria links to Rfam database...	0.44	0.43	0.45	203	1181497	266	35	218	13	273
CRW_00068	SSU_rRNA_bacteria links to Rfam database...	0.44	0.43	0.45	197	1108869	251	32	207	12	260
CRW_00096	SSU_rRNA_bacteria links to Rfam database...	0.49	0.47	0.52	220	1178453	229	21	186	22	245
CRW_00140	SSU_rRNA_bacteria links to Rfam database...	0.43	0.42	0.44	193	1135835	265	20	230	15	270
CRW_00141	SSU_rRNA_bacteria links to Rfam database...	0.54	0.53	0.55	254	1201566	230	30	175	25	222
CRW_00150	SSU_rRNA_bacteria links to Rfam database...	0.44	0.43	0.46	202	1152479	257	24	216	17	264
CRW_00152	SSU_rRNA_bacteria links to Rfam database...	0.58	0.55	0.60	259	1179986	190	37	134	19	212
CRW_00166	SSU_rRNA_bacteria links to Rfam database...	0.43	0.41	0.46	192	1190777	241	18	209	14	276
CRW_00173	SSU_rRNA_bacteria links to Rfam database...	0.26	0.26	0.27	115	1082230	324	28	283	13	330
CRW_00177	SSU_rRNA_bacteria links to Rfam database...	0.48	0.47	0.50	221	1178440	239	26	193	20	252
CRW_00196	SSU_rRNA_bacteria links to Rfam database...	0.50	0.49	0.51	233	1207782	238	32	188	18	242
CRW_00230	SSU_rRNA_bacteria links to Rfam database...	0.58	0.55	0.60	263	1198489	199	15	159	25	215
CRW_00245	SSU_rRNA_bacteria links to Rfam database...	0.42	0.41	0.43	186	1105895	262	25	222	15	267
CRW_00248	SSU_rRNA_bacteria links to Rfam database...	0.51	0.51	0.51	248	1218656	263	29	208	26	236
CRW_00250	SSU_rRNA_bacteria links to Rfam database...	0.51	0.50	0.51	241	1198458	244	44	183	17	237
CRW_00256	SSU_rRNA_bacteria links to Rfam database...	0.40	0.39	0.41	182	1192293	285	38	227	20	286
CRW_00270	SSU_rRNA_bacteria links to Rfam database...	0.54	0.54	0.55	244	1111842	223	23	177	23	211
CRW_00271	SSU_rRNA_bacteria links to Rfam database...	0.33	0.32	0.34	146	1122327	292	34	244	14	316
CRW_00273	SSU_rRNA_bacteria links to Rfam database...	0.42	0.40	0.45	180	1085197	237	27	197	13	266
CRW_00275	SSU_rRNA_bacteria links to Rfam database...	0.61	0.60	0.62	273	1114831	186	26	141	19	184
CRW_00277	SSU_rRNA_bacteria links to Rfam database...	0.35	0.33	0.37	148	1110390	267	37	220	10	305
CRW_00278	SSU_rRNA_bacteria links to Rfam database...	0.39	0.36	0.42	160	1129876	240	22	198	20	290
CRW_00279	SSU_rRNA_bacteria links to Rfam database...	0.54	0.53	0.56	244	1179977	213	26	169	18	220
CRW_00280	SSU_rRNA_bacteria links to Rfam database...	0.36	0.35	0.37	157	1117836	279	37	230	12	296
CRW_00281	SSU_rRNA_bacteria links to Rfam database...	0.59	0.58	0.60	270	1144891	201	25	155	21	194
CRW_00283	SSU_rRNA_bacteria links to Rfam database...	0.35	0.34	0.36	146	1015622	282	41	216	25	286
CRW_00284	SSU_rRNA_bacteria links to Rfam database...	0.38	0.35	0.41	159	1131368	249	21	212	16	297
CRW_00285	SSU_rRNA_bacteria links to Rfam database...	0.56	0.54	0.58	246	1117835	199	26	153	20	212
CRW_00289	SSU_rRNA_bacteria links to Rfam database...	0.48	0.46	0.50	218	1189213	245	32	190	23	258
CRW_00292	SSU_rRNA_bacteria links to Rfam database...	0.35	0.33	0.37	150	1123843	269	39	218	12	311
CRW_00306	SSU_rRNA_eukarya links to Rfam database...	0.18	0.19	0.18	86	1445370	462	62	332	68	376
CRW_00366	SSU_rRNA_eukarya links to Rfam database...	0.27	0.28	0.26	134	1579236	421	78	305	38	348
CRW_00371	SSU_rRNA_eukarya links to Rfam database...	0.40	0.39	0.42	192	1611452	316	45	221	50	304
CRW_00379	SSU_rRNA_eukarya links to Rfam database...	0.44	0.44	0.43	234	2126414	384	57	248	79	300
CRW_00411	SSU_rRNA_eukarya links to Rfam database...	0.33	0.33	0.34	163	1615021	361	68	251	42	333
CRW_00414	SSU_rRNA_eukarya links to Rfam database...	0.30	0.31	0.30	153	1665712	421	60	300	61	342
CRW_00466	SSU_rRNA_bacteria links to Rfam database...	0.61	0.60	0.62	273	1116325	188	25	142	21	185
CRW_00589	SSU_rRNA_bacteria links to Rfam database...	0.32	0.31	0.34	136	1094057	285	28	239	18	309
CRW_00590	SSU_rRNA_bacteria links to Rfam database...	0.40	0.37	0.43	169	1119363	246	23	201	22	283
CRW_00591	SSU_rRNA_bacteria links to Rfam database...	0.44	0.43	0.44	194	1098463	264	36	210	18	252
CRW_00759	SSU_rRNA_eukarya links to Rfam database...	0.31	0.31	0.30	151	1636649	407	59	286	62	330
CRW_00763	SSU_rRNA_bacteria links to Rfam database...	0.20	0.19	0.21	86	1215616	348	38	280	30	360
CRW_00772	SSU_rRNA_bacteria links to Rfam database...	0.22	0.21	0.23	85	945632	297	29	254	14	319
CRW_00778	SSU_rRNA_bacteria links to Rfam database...	0.29	0.29	0.29	112	1201643	316	45	225	46	272
CRW_00789	SSU_rRNA_bacteria links to Rfam database...	0.37	0.37	0.38	165	1137350	293	39	232	22	282
CRW_00795	SSU_rRNA_bacteria links to Rfam database...	0.35	0.35	0.35	138	1152523	307	34	226	47	256
CRW_00800	SSU_rRNA_eukarya links to Rfam database...	0.55	0.51	0.59	239	1401570	232	20	146	66	231
CRW_00849	SSU_rRNA_bacteria links to Rfam database...	0.58	0.58	0.59	271	1117802	215	14	173	28	199
CRW_00997	SSU_rRNA_bacteria links to Rfam database...	0.44	0.42	0.45	197	1135837	260	32	212	16	267
CRW_01153	SSU_rRNA_eukarya links to Rfam database...	0.30	0.30	0.30	151	1606020	397	56	301	40	352
CRW_01171	SSU_rRNA_eukarya links to Rfam database...	0.33	0.33	0.34	167	1593511	375	57	270	48	339
CRW_01343	SSU_rRNA_archaea links to Rfam database...	0.37	0.35	0.38	154	977498	261	31	218	12	280
PDB_00703	SSU_rRNA_bacteria links to Rfam database...	0.57	0.52	0.62	259	1073427	187	20	139	28	236
PDB_00854	SSU_rRNA_bacteria links to Rfam database...	0.58	0.56	0.60	298	1500283	247	21	176	50	237
PDB_01088	SSU_rRNA_bacteria links to Rfam database...	0.33	0.32	0.35	176	1470965	353	46	283	24	371
PDB_01103	SSU_rRNA_bacteria links to Rfam database...	0.63	0.60	0.67	337	1606027	197	18	146	33	225
PDB_01105	SSU_rRNA_bacteria links to Rfam database...	0.57	0.54	0.60	289	1433488	229	24	170	35	251
PDB_01120	SSU_rRNA_bacteria links to Rfam database...	0.43	0.40	0.46	211	1204672	264	28	217	19	316
PDB_01273	SSU_rRNA_bacteria links to Rfam database...	0.45	0.43	0.46	211	1117804	273	31	214	28	280

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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 CentroidAlifold(seed) - scored higher in this pairwise comparison

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

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

Performance of MaxExpect - scored lower in this pairwise comparison

1. Total counts & total scores for MaxExpect

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