CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	MXScarna(20)		ProbKnot
MCC	0.598	>	0.408
Average MCC ± 95% Confidence Intervals	0.603 ± 0.029	>	0.410 ± 0.026
Sensitivity	0.548	>	0.403
Positive Predictive Value	0.653	>	0.412
Total TP	20251	>	14903
Total TN	104339447	>	104334324
Total FP	14477	<	24166
Total FP CONTRA	1798	<	3608
Total FP INCONS	8970	<	17631
Total FP COMP	3709	>	2927
Total FN	16713	<	22061
P-value	3.56938820447e-08

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Performance plots

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

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

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

Total Base Pair Counts
Total TP	20251
Total TN	104339447
Total FP	14477
Total FP CONTRA	1798
Total FP INCONS	8970
Total FP COMP	3709
Total FN	16713

Total Scores
MCC	0.598
Average MCC ± 95% Confidence Intervals	0.603 ± 0.029
Sensitivity	0.548
Positive Predictive Value	0.653
Nr of predictions	77

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2. Individual counts for MXScarna(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...	0.84	0.81	0.87	369	1085176	107	10	46	51	89
CRW_00034	SSU_rRNA_bacteria links to Rfam database...	0.68	0.60	0.77	283	1141947	122	12	74	36	191
CRW_00048	SSU_rRNA_bacteria links to Rfam database...	0.72	0.67	0.78	317	1170807	127	11	80	36	153
CRW_00054	SSU_rRNA_bacteria links to Rfam database...	0.68	0.63	0.74	288	1107425	137	16	87	34	168
CRW_00059	SSU_rRNA_bacteria links to Rfam database...	0.72	0.66	0.78	312	1172344	127	16	74	37	161
CRW_00061	SSU_rRNA_bacteria links to Rfam database...	0.73	0.66	0.81	316	1181563	109	13	61	35	160
CRW_00068	SSU_rRNA_bacteria links to Rfam database...	0.69	0.64	0.74	293	1108909	137	18	85	34	164
CRW_00096	SSU_rRNA_bacteria links to Rfam database...	0.75	0.68	0.81	318	1178489	108	6	67	35	147
CRW_00140	SSU_rRNA_bacteria links to Rfam database...	0.76	0.71	0.81	328	1135874	114	12	64	38	135
CRW_00141	SSU_rRNA_bacteria links to Rfam database...	0.69	0.64	0.75	305	1201619	132	14	87	31	171
CRW_00150	SSU_rRNA_bacteria links to Rfam database...	0.72	0.65	0.80	303	1152540	113	14	64	35	163
CRW_00152	SSU_rRNA_bacteria links to Rfam database...	0.76	0.70	0.82	332	1180009	110	11	64	35	139
CRW_00166	SSU_rRNA_bacteria links to Rfam database...	0.65	0.60	0.71	281	1190800	160	10	105	45	187
CRW_00173	SSU_rRNA_bacteria links to Rfam database...	0.57	0.52	0.63	232	1082285	168	19	120	29	213
CRW_00177	SSU_rRNA_bacteria links to Rfam database...	0.62	0.56	0.68	264	1178492	152	16	108	28	209
CRW_00196	SSU_rRNA_bacteria links to Rfam database...	0.73	0.67	0.80	319	1207837	117	10	69	38	156
CRW_00230	SSU_rRNA_bacteria links to Rfam database...	0.73	0.67	0.80	319	1198526	122	12	69	41	159
CRW_00245	SSU_rRNA_bacteria links to Rfam database...	0.73	0.67	0.81	302	1105955	106	13	58	35	151
CRW_00248	SSU_rRNA_bacteria links to Rfam database...	0.71	0.65	0.77	317	1218729	129	13	82	34	167
CRW_00250	SSU_rRNA_bacteria links to Rfam database...	0.73	0.67	0.79	321	1198521	119	12	72	35	157
CRW_00256	SSU_rRNA_bacteria links to Rfam database...	0.70	0.64	0.77	299	1192353	124	11	77	36	169
CRW_00270	SSU_rRNA_bacteria links to Rfam database...	0.72	0.67	0.77	306	1111891	121	14	75	32	149
CRW_00271	SSU_rRNA_bacteria links to Rfam database...	0.70	0.65	0.77	298	1122364	122	17	72	33	164
CRW_00273	SSU_rRNA_bacteria links to Rfam database...	0.68	0.62	0.74	277	1085225	135	13	86	36	169
CRW_00275	SSU_rRNA_bacteria links to Rfam database...	0.71	0.63	0.80	289	1114908	114	13	61	40	168
CRW_00277	SSU_rRNA_bacteria links to Rfam database...	0.68	0.63	0.73	286	1110405	132	17	87	28	167
CRW_00278	SSU_rRNA_bacteria links to Rfam database...	0.71	0.62	0.80	280	1129906	107	12	58	37	170
CRW_00279	SSU_rRNA_bacteria links to Rfam database...	0.70	0.64	0.77	299	1180027	133	10	80	43	165
CRW_00280	SSU_rRNA_bacteria links to Rfam database...	0.72	0.66	0.78	301	1117875	125	10	74	41	152
CRW_00281	SSU_rRNA_bacteria links to Rfam database...	0.71	0.65	0.78	303	1144954	117	13	71	33	161
CRW_00284	SSU_rRNA_bacteria links to Rfam database...	0.69	0.62	0.77	281	1131397	117	9	73	35	175
CRW_00285	SSU_rRNA_bacteria links to Rfam database...	0.70	0.64	0.77	292	1117883	123	15	70	38	166
CRW_00289	SSU_rRNA_bacteria links to Rfam database...	0.62	0.58	0.66	274	1189239	172	18	122	32	202
CRW_00298	SSU_rRNA_eukarya links to Rfam database...	0.48	0.46	0.51	226	1620454	284	45	175	64	268
CRW_00301	SSU_rRNA_eukarya links to Rfam database...	0.42	0.39	0.45	204	1762046	308	49	204	55	315
CRW_00306	SSU_rRNA_eukarya links to Rfam database...	0.43	0.40	0.46	183	1445453	276	47	167	62	279
CRW_00310	SSU_rRNA_eukarya links to Rfam database...	0.45	0.41	0.49	212	1805516	285	39	183	63	309
CRW_00326	SSU_rRNA_eukarya links to Rfam database...	0.49	0.45	0.53	227	1627679	267	35	169	63	275
CRW_00330	SSU_rRNA_eukarya links to Rfam database...	0.41	0.37	0.45	190	1988597	294	32	196	66	327
CRW_00332	SSU_rRNA_eukarya links to Rfam database...	0.37	0.34	0.40	163	1769615	307	47	196	64	314
CRW_00333	SSU_rRNA_eukarya links to Rfam database...	0.31	0.26	0.35	136	1892099	328	47	203	78	378
CRW_00345	SSU_rRNA_eukarya links to Rfam database...	0.46	0.44	0.49	219	1586422	293	53	177	63	279
CRW_00346	SSU_rRNA_eukarya links to Rfam database...	0.49	0.46	0.52	229	1584649	269	43	169	57	272
CRW_00348	SSU_rRNA_eukarya links to Rfam database...	0.49	0.47	0.52	235	1615052	277	51	165	61	268
CRW_00358	SSU_rRNA_eukarya links to Rfam database...	0.48	0.44	0.53	224	1674941	262	38	162	62	283
CRW_00366	SSU_rRNA_eukarya links to Rfam database...	0.42	0.40	0.43	195	1579299	332	47	212	73	287
CRW_00370	SSU_rRNA_eukarya links to Rfam database...	0.50	0.48	0.52	242	1640302	281	47	175	59	264
CRW_00371	SSU_rRNA_eukarya links to Rfam database...	0.49	0.46	0.53	229	1611474	266	39	168	59	267
CRW_00372	SSU_rRNA_eukarya links to Rfam database...	0.51	0.47	0.54	236	1625872	273	37	161	75	262
CRW_00379	SSU_rRNA_eukarya links to Rfam database...	0.37	0.33	0.42	175	2126532	323	40	206	77	359
CRW_00386	SSU_rRNA_eukarya links to Rfam database...	0.47	0.43	0.50	223	1750812	281	44	177	60	292
CRW_00403	SSU_rRNA_eukarya links to Rfam database...	0.45	0.41	0.48	192	1606131	304	37	168	99	272
CRW_00411	SSU_rRNA_eukarya links to Rfam database...	0.49	0.46	0.52	227	1615066	271	42	168	61	269
CRW_00414	SSU_rRNA_eukarya links to Rfam database...	0.39	0.37	0.41	181	1665782	316	50	212	54	314
CRW_00466	SSU_rRNA_bacteria links to Rfam database...	0.63	0.58	0.69	266	1116382	147	16	101	30	192
CRW_00589	SSU_rRNA_bacteria links to Rfam database...	0.69	0.62	0.76	277	1094097	130	6	80	44	168
CRW_00590	SSU_rRNA_bacteria links to Rfam database...	0.72	0.67	0.78	303	1119366	134	11	76	47	149
CRW_00591	SSU_rRNA_bacteria links to Rfam database...	0.74	0.68	0.81	303	1098531	115	7	62	46	143
CRW_00598	SSU_rRNA_eukarya links to Rfam database...	0.49	0.46	0.52	226	1665793	276	41	165	70	265
CRW_00758	SSU_rRNA_eukarya links to Rfam database...	0.46	0.43	0.48	207	1640338	292	44	177	71	276
CRW_00759	SSU_rRNA_eukarya links to Rfam database...	0.42	0.40	0.44	191	1636712	314	43	199	72	290
CRW_00760	SSU_rRNA_eukarya links to Rfam database...	0.46	0.43	0.49	208	1638533	291	37	177	77	278
CRW_00772	SSU_rRNA_bacteria links to Rfam database...	0.60	0.54	0.67	217	945677	148	10	96	42	187
CRW_00789	SSU_rRNA_bacteria links to Rfam database...	0.67	0.60	0.75	268	1137427	134	8	83	43	179
CRW_00795	SSU_rRNA_bacteria links to Rfam database...	0.63	0.57	0.71	224	1152605	176	10	82	84	170
CRW_00849	SSU_rRNA_bacteria links to Rfam database...	0.61	0.55	0.68	260	1117878	154	17	105	32	210
CRW_00997	SSU_rRNA_bacteria links to Rfam database...	0.74	0.69	0.79	322	1135872	121	12	72	37	142
CRW_01153	SSU_rRNA_eukarya links to Rfam database...	0.44	0.42	0.46	211	1606072	295	46	199	50	292
CRW_01171	SSU_rRNA_eukarya links to Rfam database...	0.48	0.45	0.51	229	1593556	274	47	173	54	277
CRW_01300	SSU_rRNA_eukarya links to Rfam database...	0.47	0.45	0.50	230	1693258	286	45	187	54	285
PDB_00703	SSU_rRNA_bacteria links to Rfam database...	0.69	0.60	0.79	295	1073472	114	10	68	36	200
PDB_00854	SSU_rRNA_bacteria links to Rfam database...	0.62	0.51	0.75	274	1500415	142	2	87	53	261
PDB_01088	SSU_rRNA_bacteria links to Rfam database...	0.66	0.56	0.78	308	1471077	135	7	78	50	239
PDB_01103	SSU_rRNA_bacteria links to Rfam database...	0.61	0.52	0.71	293	1606118	156	16	101	39	269
PDB_01105	SSU_rRNA_bacteria links to Rfam database...	0.64	0.54	0.75	291	1433583	134	3	94	37	249
PDB_01120	SSU_rRNA_bacteria links to Rfam database...	0.66	0.57	0.76	302	1204732	134	11	83	40	225
PDB_01273	SSU_rRNA_bacteria links to Rfam database...	0.69	0.60	0.79	294	1117886	120	10	70	40	197

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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 MXScarna(20) - scored higher in this pairwise comparison

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

2. Individual counts for MXScarna(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 ]