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)		ProbKnot
MCC	0.464	>	0.408
Average MCC ± 95% Confidence Intervals	0.472 ± 0.067	>	0.410 ± 0.026
Sensitivity	0.417	>	0.403
Positive Predictive Value	0.516	>	0.412
Total TP	15416	>	14903
Total TN	104340583	>	104334324
Total FP	16541	<	24166
Total FP CONTRA	2420	<	3608
Total FP INCONS	12047	<	17631
Total FP COMP	2074	<	2927
Total FN	21548	<	22061
P-value	3.56938820447e-08

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Performance plots

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

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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	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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Performance of ProbKnot - scored lower in this pairwise comparison

1. Total counts & total scores for ProbKnot

Total Base Pair Counts
Total TP	14903
Total TN	104334324
Total FP	24166
Total FP CONTRA	3608
Total FP INCONS	17631
Total FP COMP	2927
Total FN	22061

Total Scores
MCC	0.408
Average MCC ± 95% Confidence Intervals	0.410 ± 0.026
Sensitivity	0.403
Positive Predictive Value	0.412
Nr of predictions	77

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2. Individual counts for ProbKnot [ 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...	0.69	0.68	0.70	312	1085154	184	22	113	49	146
CRW_00034	SSU_rRNA_bacteria links to Rfam database...	0.65	0.64	0.66	305	1141852	193	33	126	34	169
CRW_00048	SSU_rRNA_bacteria links to Rfam database...	0.48	0.46	0.51	215	1170796	225	31	173	21	255
CRW_00054	SSU_rRNA_bacteria links to Rfam database...	0.42	0.41	0.43	186	1107383	267	27	220	20	270
CRW_00059	SSU_rRNA_bacteria links to Rfam database...	0.50	0.48	0.52	225	1172311	230	27	183	20	248
CRW_00061	SSU_rRNA_bacteria links to Rfam database...	0.43	0.42	0.44	201	1181493	284	39	220	25	275
CRW_00068	SSU_rRNA_bacteria links to Rfam database...	0.45	0.43	0.47	198	1108880	243	33	194	16	259
CRW_00096	SSU_rRNA_bacteria links to Rfam database...	0.49	0.48	0.50	222	1178435	246	25	198	23	243
CRW_00140	SSU_rRNA_bacteria links to Rfam database...	0.41	0.40	0.41	185	1135829	286	31	233	22	278
CRW_00141	SSU_rRNA_bacteria links to Rfam database...	0.54	0.52	0.55	248	1201576	229	30	171	28	228
CRW_00150	SSU_rRNA_bacteria links to Rfam database...	0.44	0.42	0.45	198	1152481	263	27	215	21	268
CRW_00152	SSU_rRNA_bacteria links to Rfam database...	0.58	0.56	0.60	265	1179971	202	39	141	22	206
CRW_00166	SSU_rRNA_bacteria links to Rfam database...	0.42	0.41	0.44	190	1190764	263	30	212	21	278
CRW_00173	SSU_rRNA_bacteria links to Rfam database...	0.27	0.26	0.27	115	1082237	320	30	274	16	330
CRW_00177	SSU_rRNA_bacteria links to Rfam database...	0.48	0.46	0.51	219	1178447	241	25	189	27	254
CRW_00196	SSU_rRNA_bacteria links to Rfam database...	0.49	0.48	0.50	229	1207778	250	33	195	22	246
CRW_00230	SSU_rRNA_bacteria links to Rfam database...	0.56	0.53	0.59	255	1198497	206	24	150	32	223
CRW_00245	SSU_rRNA_bacteria links to Rfam database...	0.40	0.40	0.41	179	1105891	278	32	226	20	274
CRW_00248	SSU_rRNA_bacteria links to Rfam database...	0.52	0.52	0.53	250	1218666	257	31	194	32	234
CRW_00250	SSU_rRNA_bacteria links to Rfam database...	0.50	0.50	0.50	238	1198447	265	46	195	24	240
CRW_00256	SSU_rRNA_bacteria links to Rfam database...	0.40	0.40	0.41	185	1192284	296	39	232	25	283
CRW_00270	SSU_rRNA_bacteria links to Rfam database...	0.53	0.53	0.54	241	1111840	228	28	177	23	214
CRW_00271	SSU_rRNA_bacteria links to Rfam database...	0.35	0.33	0.36	154	1122325	292	38	234	20	308
CRW_00273	SSU_rRNA_bacteria links to Rfam database...	0.43	0.41	0.45	183	1085197	235	32	189	14	263
CRW_00275	SSU_rRNA_bacteria links to Rfam database...	0.60	0.58	0.61	266	1114835	193	26	144	23	191
CRW_00277	SSU_rRNA_bacteria links to Rfam database...	0.36	0.35	0.37	157	1110374	282	40	224	18	296
CRW_00278	SSU_rRNA_bacteria links to Rfam database...	0.38	0.36	0.40	162	1129847	266	32	215	19	288
CRW_00279	SSU_rRNA_bacteria links to Rfam database...	0.54	0.52	0.57	243	1179987	211	33	153	25	221
CRW_00280	SSU_rRNA_bacteria links to Rfam database...	0.36	0.35	0.38	158	1117841	277	40	221	16	295
CRW_00281	SSU_rRNA_bacteria links to Rfam database...	0.58	0.56	0.59	260	1144904	208	25	152	31	204
CRW_00284	SSU_rRNA_bacteria links to Rfam database...	0.37	0.35	0.40	159	1131362	267	28	211	28	297
CRW_00285	SSU_rRNA_bacteria links to Rfam database...	0.55	0.53	0.56	244	1117827	214	31	158	25	214
CRW_00289	SSU_rRNA_bacteria links to Rfam database...	0.49	0.48	0.50	228	1189195	264	43	187	34	248
CRW_00298	SSU_rRNA_eukarya links to Rfam database...	0.23	0.24	0.22	119	1620359	466	89	333	44	375
CRW_00301	SSU_rRNA_eukarya links to Rfam database...	0.33	0.34	0.33	177	1761960	439	71	295	73	342
CRW_00306	SSU_rRNA_eukarya links to Rfam database...	0.18	0.19	0.18	86	1445359	473	69	336	68	376
CRW_00310	SSU_rRNA_eukarya links to Rfam database...	0.30	0.31	0.29	160	1805396	450	77	317	56	361
CRW_00326	SSU_rRNA_eukarya links to Rfam database...	0.40	0.41	0.40	207	1627588	371	65	250	56	295
CRW_00330	SSU_rRNA_eukarya links to Rfam database...	0.33	0.34	0.31	178	1988449	473	80	308	85	339
CRW_00332	SSU_rRNA_eukarya links to Rfam database...	0.18	0.19	0.17	90	1769489	491	93	349	49	387
CRW_00333	SSU_rRNA_eukarya links to Rfam database...	0.31	0.31	0.31	157	1891971	430	72	285	73	357
CRW_00345	SSU_rRNA_eukarya links to Rfam database...	0.35	0.35	0.35	173	1586376	380	60	262	58	325
CRW_00346	SSU_rRNA_eukarya links to Rfam database...	0.37	0.38	0.37	188	1584581	368	66	255	47	313
CRW_00348	SSU_rRNA_eukarya links to Rfam database...	0.30	0.30	0.31	149	1615021	383	63	270	50	354
CRW_00358	SSU_rRNA_eukarya links to Rfam database...	0.40	0.40	0.39	202	1674852	365	59	252	54	305
CRW_00366	SSU_rRNA_eukarya links to Rfam database...	0.26	0.27	0.25	130	1579227	438	85	311	42	352
CRW_00370	SSU_rRNA_eukarya links to Rfam database...	0.29	0.30	0.28	150	1640234	427	81	301	45	356
CRW_00371	SSU_rRNA_eukarya links to Rfam database...	0.39	0.39	0.40	191	1611430	345	53	236	56	305
CRW_00372	SSU_rRNA_eukarya links to Rfam database...	0.27	0.27	0.26	136	1625786	435	79	305	51	362
CRW_00379	SSU_rRNA_eukarya links to Rfam database...	0.42	0.43	0.41	229	2126396	414	75	253	86	305
CRW_00386	SSU_rRNA_eukarya links to Rfam database...	0.26	0.27	0.25	138	1750696	459	82	340	37	377
CRW_00403	SSU_rRNA_eukarya links to Rfam database...	0.31	0.31	0.31	143	1606064	418	64	257	97	321
CRW_00411	SSU_rRNA_eukarya links to Rfam database...	0.34	0.35	0.33	172	1614983	394	81	267	46	324
CRW_00414	SSU_rRNA_eukarya links to Rfam database...	0.29	0.30	0.29	149	1665709	429	66	301	62	346
CRW_00466	SSU_rRNA_bacteria links to Rfam database...	0.60	0.59	0.60	272	1116312	211	33	148	30	186
CRW_00589	SSU_rRNA_bacteria links to Rfam database...	0.31	0.30	0.32	135	1094033	316	46	246	24	310
CRW_00590	SSU_rRNA_bacteria links to Rfam database...	0.41	0.39	0.43	176	1119350	259	29	201	29	276
CRW_00591	SSU_rRNA_bacteria links to Rfam database...	0.44	0.44	0.44	198	1098453	275	46	206	23	248
CRW_00598	SSU_rRNA_eukarya links to Rfam database...	0.37	0.38	0.35	186	1665698	397	77	264	56	305
CRW_00758	SSU_rRNA_eukarya links to Rfam database...	0.32	0.32	0.32	155	1640275	399	64	272	63	328
CRW_00759	SSU_rRNA_eukarya links to Rfam database...	0.31	0.31	0.30	151	1636639	423	69	286	68	330
CRW_00760	SSU_rRNA_eukarya links to Rfam database...	0.29	0.30	0.29	146	1638444	427	68	297	62	340
CRW_00772	SSU_rRNA_bacteria links to Rfam database...	0.22	0.22	0.22	90	945593	335	34	283	18	314
CRW_00789	SSU_rRNA_bacteria links to Rfam database...	0.36	0.36	0.37	163	1137340	312	43	240	29	284
CRW_00795	SSU_rRNA_bacteria links to Rfam database...	0.34	0.34	0.33	135	1152513	326	45	228	53	259
CRW_00849	SSU_rRNA_bacteria links to Rfam database...	0.57	0.56	0.58	263	1117810	226	18	169	39	207
CRW_00997	SSU_rRNA_bacteria links to Rfam database...	0.44	0.42	0.46	197	1135851	249	39	191	19	267
CRW_01153	SSU_rRNA_eukarya links to Rfam database...	0.29	0.30	0.28	150	1605991	434	63	324	47	353
CRW_01171	SSU_rRNA_eukarya links to Rfam database...	0.33	0.33	0.33	168	1593497	395	62	278	55	338
CRW_01300	SSU_rRNA_eukarya links to Rfam database...	0.35	0.35	0.36	182	1693209	381	68	261	52	333
PDB_00703	SSU_rRNA_bacteria links to Rfam database...	0.56	0.51	0.61	253	1073430	187	22	140	25	242
PDB_00854	SSU_rRNA_bacteria links to Rfam database...	0.56	0.54	0.58	288	1500280	260	33	177	50	247
PDB_01088	SSU_rRNA_bacteria links to Rfam database...	0.33	0.32	0.34	175	1470956	367	49	290	28	372
PDB_01103	SSU_rRNA_bacteria links to Rfam database...	0.61	0.58	0.64	324	1606022	220	26	156	38	238
PDB_01105	SSU_rRNA_bacteria links to Rfam database...	0.57	0.53	0.62	286	1433506	213	32	147	34	254
PDB_01120	SSU_rRNA_bacteria links to Rfam database...	0.43	0.40	0.47	211	1204677	265	29	211	25	316
PDB_01273	SSU_rRNA_bacteria links to Rfam database...	0.43	0.41	0.45	200	1117813	276	33	214	29	291

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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 ProbKnot - scored lower in this pairwise comparison

1. Total counts & total scores for ProbKnot

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