CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	CentroidAlifold(20)		RSpredict(20)
MCC	0.726	>	0.464
Average MCC ± 95% Confidence Intervals	0.718 ± 0.036	>	0.472 ± 0.067
Sensitivity	0.614	>	0.417
Positive Predictive Value	0.860	>	0.516
Total TP	22679	>	15416
Total TN	104344087	>	104340583
Total FP	5560	<	16541
Total FP CONTRA	629	<	2420
Total FP INCONS	3071	<	12047
Total FP COMP	1860	<	2074
Total FN	14285	<	21548
P-value	3.56938820447e-08

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Performance plots

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

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Performance of CentroidAlifold(20) - scored higher in this pairwise comparison

1. Total counts & total scores for CentroidAlifold(20)

Total Base Pair Counts
Total TP	22679
Total TN	104344087
Total FP	5560
Total FP CONTRA	629
Total FP INCONS	3071
Total FP COMP	1860
Total FN	14285

Total Scores
MCC	0.726
Average MCC ± 95% Confidence Intervals	0.718 ± 0.036
Sensitivity	0.614
Positive Predictive Value	0.860
Nr of predictions	77

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2. Individual counts for CentroidAlifold(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...	0.91	0.86	0.95	394	1085188	51	6	13	32	64
CRW_00034	SSU_rRNA_bacteria links to Rfam database...	0.83	0.77	0.90	365	1141911	54	9	31	14	109
CRW_00048	SSU_rRNA_bacteria links to Rfam database...	0.86	0.80	0.93	374	1170812	45	10	19	16	96
CRW_00054	SSU_rRNA_bacteria links to Rfam database...	0.86	0.80	0.93	364	1107423	43	10	19	14	92
CRW_00059	SSU_rRNA_bacteria links to Rfam database...	0.85	0.78	0.93	368	1172351	42	9	18	15	105
CRW_00061	SSU_rRNA_bacteria links to Rfam database...	0.86	0.80	0.92	380	1181542	47	10	21	16	96
CRW_00068	SSU_rRNA_bacteria links to Rfam database...	0.85	0.80	0.91	365	1108906	48	11	23	14	92
CRW_00096	SSU_rRNA_bacteria links to Rfam database...	0.86	0.78	0.95	363	1178497	43	4	16	23	102
CRW_00140	SSU_rRNA_bacteria links to Rfam database...	0.86	0.80	0.92	372	1135875	46	11	20	15	91
CRW_00141	SSU_rRNA_bacteria links to Rfam database...	0.85	0.78	0.93	371	1201625	47	10	19	18	105
CRW_00150	SSU_rRNA_bacteria links to Rfam database...	0.86	0.80	0.92	372	1152515	48	10	24	14	94
CRW_00152	SSU_rRNA_bacteria links to Rfam database...	0.84	0.77	0.91	364	1180015	52	13	24	15	107
CRW_00166	SSU_rRNA_bacteria links to Rfam database...	0.86	0.78	0.94	364	1190809	45	4	19	22	104
CRW_00173	SSU_rRNA_bacteria links to Rfam database...	0.80	0.75	0.86	332	1082272	67	11	41	15	113
CRW_00177	SSU_rRNA_bacteria links to Rfam database...	0.83	0.75	0.92	356	1178493	48	7	24	17	117
CRW_00196	SSU_rRNA_bacteria links to Rfam database...	0.86	0.79	0.94	377	1207832	45	8	18	19	98
CRW_00230	SSU_rRNA_bacteria links to Rfam database...	0.86	0.79	0.94	378	1198524	39	8	16	15	100
CRW_00245	SSU_rRNA_bacteria links to Rfam database...	0.87	0.81	0.93	367	1105932	46	9	20	17	86
CRW_00248	SSU_rRNA_bacteria links to Rfam database...	0.85	0.77	0.92	375	1218735	46	11	20	15	109
CRW_00250	SSU_rRNA_bacteria links to Rfam database...	0.84	0.77	0.92	370	1198524	46	11	21	14	108
CRW_00256	SSU_rRNA_bacteria links to Rfam database...	0.84	0.77	0.91	360	1192345	51	10	25	16	108
CRW_00270	SSU_rRNA_bacteria links to Rfam database...	0.86	0.80	0.92	362	1111893	46	11	20	15	93
CRW_00271	SSU_rRNA_bacteria links to Rfam database...	0.84	0.77	0.91	355	1122363	48	8	25	15	107
CRW_00273	SSU_rRNA_bacteria links to Rfam database...	0.86	0.79	0.92	354	1085218	46	8	21	17	92
CRW_00275	SSU_rRNA_bacteria links to Rfam database...	0.87	0.81	0.93	371	1114870	46	9	21	16	86
CRW_00277	SSU_rRNA_bacteria links to Rfam database...	0.85	0.78	0.91	354	1110408	50	12	21	17	99
CRW_00278	SSU_rRNA_bacteria links to Rfam database...	0.84	0.78	0.91	351	1129869	54	7	29	18	99
CRW_00279	SSU_rRNA_bacteria links to Rfam database...	0.84	0.77	0.92	357	1180030	50	8	21	21	107
CRW_00280	SSU_rRNA_bacteria links to Rfam database...	0.84	0.79	0.89	357	1117860	63	9	34	20	96
CRW_00281	SSU_rRNA_bacteria links to Rfam database...	0.84	0.77	0.92	357	1144951	49	9	24	16	107
CRW_00284	SSU_rRNA_bacteria links to Rfam database...	0.84	0.77	0.91	350	1131377	50	7	26	17	106
CRW_00285	SSU_rRNA_bacteria links to Rfam database...	0.83	0.77	0.90	353	1117869	56	11	27	18	105
CRW_00289	SSU_rRNA_bacteria links to Rfam database...	0.82	0.75	0.91	356	1189260	53	9	28	16	120
CRW_00298	SSU_rRNA_eukarya links to Rfam database...	0.52	0.37	0.72	183	1620647	90	6	64	20	311
CRW_00301	SSU_rRNA_eukarya links to Rfam database...	0.47	0.34	0.64	178	1762223	133	11	91	31	341
CRW_00306	SSU_rRNA_eukarya links to Rfam database...	0.52	0.37	0.73	171	1445616	97	6	57	34	291
CRW_00310	SSU_rRNA_eukarya links to Rfam database...	0.49	0.37	0.66	192	1805657	126	13	88	25	329
CRW_00326	SSU_rRNA_eukarya links to Rfam database...	0.57	0.40	0.80	201	1627859	78	6	44	28	301
CRW_00330	SSU_rRNA_eukarya links to Rfam database...	0.51	0.37	0.71	190	1988747	113	10	68	35	327
CRW_00332	SSU_rRNA_eukarya links to Rfam database...	0.48	0.34	0.67	161	1769781	123	8	71	44	316
CRW_00333	SSU_rRNA_eukarya links to Rfam database...	0.43	0.30	0.61	155	1892229	131	20	81	30	359
CRW_00345	SSU_rRNA_eukarya links to Rfam database...	0.51	0.36	0.72	181	1586621	96	8	61	27	317
CRW_00346	SSU_rRNA_eukarya links to Rfam database...	0.53	0.38	0.74	192	1584829	102	6	63	33	309
CRW_00348	SSU_rRNA_eukarya links to Rfam database...	0.54	0.40	0.72	200	1615226	107	10	67	30	303
CRW_00358	SSU_rRNA_eukarya links to Rfam database...	0.53	0.39	0.73	196	1675098	99	8	63	28	311
CRW_00366	SSU_rRNA_eukarya links to Rfam database...	0.52	0.37	0.71	180	1579501	100	8	64	28	302
CRW_00370	SSU_rRNA_eukarya links to Rfam database...	0.58	0.41	0.83	208	1640515	64	4	39	21	298
CRW_00371	SSU_rRNA_eukarya links to Rfam database...	0.55	0.40	0.75	199	1611646	93	8	57	28	297
CRW_00372	SSU_rRNA_eukarya links to Rfam database...	0.50	0.37	0.69	182	1626042	112	11	71	30	316
CRW_00379	SSU_rRNA_eukarya links to Rfam database...	0.49	0.33	0.72	176	2126710	109	5	62	42	358
CRW_00386	SSU_rRNA_eukarya links to Rfam database...	0.51	0.35	0.73	182	1751006	96	7	61	28	333
CRW_00403	SSU_rRNA_eukarya links to Rfam database...	0.52	0.39	0.70	180	1606270	126	11	67	48	284
CRW_00411	SSU_rRNA_eukarya links to Rfam database...	0.51	0.38	0.68	189	1615224	117	8	82	27	307
CRW_00414	SSU_rRNA_eukarya links to Rfam database...	0.48	0.34	0.67	170	1665972	109	11	72	26	325
CRW_00466	SSU_rRNA_bacteria links to Rfam database...	0.86	0.79	0.93	364	1116372	45	9	20	16	94
CRW_00589	SSU_rRNA_bacteria links to Rfam database...	0.86	0.78	0.94	347	1094091	45	2	20	23	98
CRW_00590	SSU_rRNA_bacteria links to Rfam database...	0.86	0.79	0.93	359	1119369	53	3	25	25	93
CRW_00591	SSU_rRNA_bacteria links to Rfam database...	0.86	0.79	0.92	354	1098520	55	6	23	26	92
CRW_00598	SSU_rRNA_eukarya links to Rfam database...	0.49	0.34	0.70	169	1665982	103	5	69	29	322
CRW_00758	SSU_rRNA_eukarya links to Rfam database...	0.52	0.38	0.72	184	1640510	108	6	66	36	299
CRW_00759	SSU_rRNA_eukarya links to Rfam database...	0.51	0.38	0.69	181	1636884	113	8	72	33	300
CRW_00760	SSU_rRNA_eukarya links to Rfam database...	0.52	0.37	0.74	180	1638713	102	7	55	40	306
CRW_00772	SSU_rRNA_bacteria links to Rfam database...	0.79	0.73	0.85	295	945652	81	5	48	28	109
CRW_00789	SSU_rRNA_bacteria links to Rfam database...	0.83	0.76	0.91	340	1137411	63	5	30	28	107
CRW_00795	SSU_rRNA_bacteria links to Rfam database...	0.80	0.72	0.88	284	1152598	97	3	36	58	110
CRW_00849	SSU_rRNA_bacteria links to Rfam database...	0.82	0.76	0.88	357	1117854	65	10	39	16	113
CRW_00997	SSU_rRNA_bacteria links to Rfam database...	0.85	0.80	0.91	369	1135873	50	13	23	14	95
CRW_01153	SSU_rRNA_eukarya links to Rfam database...	0.50	0.36	0.69	179	1606270	108	8	71	29	324
CRW_01171	SSU_rRNA_eukarya links to Rfam database...	0.49	0.36	0.67	183	1593733	116	11	78	27	323
CRW_01300	SSU_rRNA_eukarya links to Rfam database...	0.55	0.40	0.76	205	1693451	88	6	58	24	310
PDB_00703	SSU_rRNA_bacteria links to Rfam database...	0.81	0.70	0.92	348	1073468	55	8	21	26	147
PDB_00854	SSU_rRNA_bacteria links to Rfam database...	0.77	0.65	0.90	348	1500393	73	4	33	36	187
PDB_01088	SSU_rRNA_bacteria links to Rfam database...	0.75	0.62	0.90	341	1471090	76	2	37	37	206
PDB_01103	SSU_rRNA_bacteria links to Rfam database...	0.77	0.64	0.92	361	1606134	59	8	25	26	201
PDB_01105	SSU_rRNA_bacteria links to Rfam database...	0.78	0.66	0.92	359	1433581	59	2	29	28	181
PDB_01120	SSU_rRNA_bacteria links to Rfam database...	0.79	0.68	0.92	357	1204739	53	7	25	21	170
PDB_01273	SSU_rRNA_bacteria links to Rfam database...	0.80	0.69	0.91	341	1117886	62	6	27	29	150

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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	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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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(20) - scored higher in this pairwise comparison

1. Total counts & total scores for CentroidAlifold(20)

2. Individual counts for CentroidAlifold(20) [ 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 ]