CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	Carnac(20)		UNAFold
MCC	0.558	>	0.417
Average MCC ± 95% Confidence Intervals	0.553 ± 0.023	>	0.420 ± 0.033
Sensitivity	0.348	<	0.416
Positive Predictive Value	0.895	>	0.419
Total TP	12872	<	15359
Total TN	104356083	>	104333813
Total FP	2613	<	23719
Total FP CONTRA	170	<	3462
Total FP INCONS	1341	<	17832
Total FP COMP	1102	<	2425
Total FN	24092	>	21605
P-value	3.56938820447e-08

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Performance plots

Comparison of performance of Carnac(20) and UNAFold. 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 Carnac(20) and UNAFold).
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 Carnac(20) and UNAFold).
Comparison of average Matthews Correlation Coefficients (MCCs) for Carnac(20) and UNAFold. 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 Carnac(20) and UNAFold).

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

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

Total Base Pair Counts
Total TP	12872
Total TN	104356083
Total FP	2613
Total FP CONTRA	170
Total FP INCONS	1341
Total FP COMP	1102
Total FN	24092

Total Scores
MCC	0.558
Average MCC ± 95% Confidence Intervals	0.553 ± 0.023
Sensitivity	0.348
Positive Predictive Value	0.895
Nr of predictions	77

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2. Individual counts for Carnac(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...	0.74	0.59	0.94	270	1085313	35	5	13	17	188
CRW_00034	SSU_rRNA_bacteria links to Rfam database...	0.56	0.35	0.90	166	1142131	28	4	15	9	308
CRW_00048	SSU_rRNA_bacteria links to Rfam database...	0.62	0.43	0.91	202	1170992	29	3	18	8	268
CRW_00054	SSU_rRNA_bacteria links to Rfam database...	0.62	0.42	0.91	191	1107607	23	4	14	5	265
CRW_00059	SSU_rRNA_bacteria links to Rfam database...	0.64	0.43	0.95	204	1172532	17	3	7	7	269
CRW_00061	SSU_rRNA_bacteria links to Rfam database...	0.63	0.42	0.94	199	1181742	19	2	10	7	277
CRW_00068	SSU_rRNA_bacteria links to Rfam database...	0.69	0.51	0.94	234	1109056	28	2	13	13	223
CRW_00096	SSU_rRNA_bacteria links to Rfam database...	0.62	0.43	0.92	198	1178664	29	0	18	11	267
CRW_00140	SSU_rRNA_bacteria links to Rfam database...	0.71	0.53	0.95	246	1136018	21	2	12	7	217
CRW_00141	SSU_rRNA_bacteria links to Rfam database...	0.64	0.43	0.93	207	1201802	26	4	12	10	269
CRW_00150	SSU_rRNA_bacteria links to Rfam database...	0.66	0.46	0.95	216	1152694	16	3	8	5	250
CRW_00152	SSU_rRNA_bacteria links to Rfam database...	0.69	0.52	0.92	244	1180151	26	4	17	5	227
CRW_00166	SSU_rRNA_bacteria links to Rfam database...	0.64	0.44	0.93	207	1190974	24	0	15	9	261
CRW_00173	SSU_rRNA_bacteria links to Rfam database...	0.56	0.36	0.89	158	1082478	26	2	18	6	287
CRW_00177	SSU_rRNA_bacteria links to Rfam database...	0.52	0.32	0.87	149	1178708	29	3	20	6	324
CRW_00196	SSU_rRNA_bacteria links to Rfam database...	0.64	0.43	0.96	204	1208022	12	2	7	3	271
CRW_00230	SSU_rRNA_bacteria links to Rfam database...	0.66	0.47	0.93	227	1198681	28	3	15	10	251
CRW_00245	SSU_rRNA_bacteria links to Rfam database...	0.65	0.45	0.93	205	1106108	20	3	12	5	248
CRW_00248	SSU_rRNA_bacteria links to Rfam database...	0.56	0.35	0.91	168	1218956	27	4	13	10	316
CRW_00250	SSU_rRNA_bacteria links to Rfam database...	0.68	0.50	0.91	241	1198660	33	4	21	8	237
CRW_00256	SSU_rRNA_bacteria links to Rfam database...	0.64	0.43	0.97	200	1192533	11	3	4	4	268
CRW_00270	SSU_rRNA_bacteria links to Rfam database...	0.66	0.47	0.93	212	1112057	22	4	13	5	243
CRW_00271	SSU_rRNA_bacteria links to Rfam database...	0.62	0.41	0.94	191	1122548	17	3	9	5	271
CRW_00273	SSU_rRNA_bacteria links to Rfam database...	0.57	0.35	0.92	156	1085431	16	4	10	2	290
CRW_00275	SSU_rRNA_bacteria links to Rfam database...	0.60	0.37	0.95	171	1115091	13	2	7	4	286
CRW_00277	SSU_rRNA_bacteria links to Rfam database...	0.64	0.44	0.93	201	1110578	20	3	13	4	252
CRW_00278	SSU_rRNA_bacteria links to Rfam database...	0.52	0.29	0.92	130	1130115	15	4	7	4	320
CRW_00279	SSU_rRNA_bacteria links to Rfam database...	0.68	0.51	0.92	237	1180158	31	3	18	10	227
CRW_00280	SSU_rRNA_bacteria links to Rfam database...	0.66	0.46	0.96	209	1118042	12	1	8	3	244
CRW_00281	SSU_rRNA_bacteria links to Rfam database...	0.65	0.45	0.95	209	1145120	17	2	10	5	255
CRW_00284	SSU_rRNA_bacteria links to Rfam database...	0.53	0.33	0.87	150	1131587	27	3	20	4	306
CRW_00285	SSU_rRNA_bacteria links to Rfam database...	0.62	0.41	0.93	188	1118058	18	2	12	4	270
CRW_00289	SSU_rRNA_bacteria links to Rfam database...	0.58	0.41	0.84	194	1189422	41	5	32	4	282
CRW_00298	SSU_rRNA_eukarya links to Rfam database...	0.41	0.19	0.86	95	1620790	37	0	15	22	399
CRW_00301	SSU_rRNA_eukarya links to Rfam database...	0.46	0.25	0.83	131	1762345	56	0	27	29	388
CRW_00306	SSU_rRNA_eukarya links to Rfam database...	0.55	0.32	0.95	146	1445697	38	0	7	31	316
CRW_00310	SSU_rRNA_eukarya links to Rfam database...	0.42	0.22	0.81	116	1805806	46	5	23	18	405
CRW_00326	SSU_rRNA_eukarya links to Rfam database...	0.45	0.23	0.92	113	1627987	32	1	9	22	389
CRW_00330	SSU_rRNA_eukarya links to Rfam database...	0.34	0.17	0.67	89	1988883	69	3	40	26	428
CRW_00332	SSU_rRNA_eukarya links to Rfam database...	0.39	0.20	0.76	97	1769893	46	1	30	15	380
CRW_00333	SSU_rRNA_eukarya links to Rfam database...	0.35	0.17	0.70	88	1892359	50	4	34	12	426
CRW_00345	SSU_rRNA_eukarya links to Rfam database...	0.48	0.29	0.81	145	1586691	63	2	33	28	353
CRW_00346	SSU_rRNA_eukarya links to Rfam database...	0.47	0.28	0.79	138	1584915	66	1	36	29	363
CRW_00348	SSU_rRNA_eukarya links to Rfam database...	0.40	0.23	0.72	114	1615344	78	4	41	33	389
CRW_00358	SSU_rRNA_eukarya links to Rfam database...	0.49	0.25	0.96	129	1675231	29	0	5	24	378
CRW_00366	SSU_rRNA_eukarya links to Rfam database...	0.47	0.25	0.87	122	1579613	37	1	17	19	360
CRW_00370	SSU_rRNA_eukarya links to Rfam database...	0.47	0.27	0.84	135	1640605	54	1	25	28	371
CRW_00371	SSU_rRNA_eukarya links to Rfam database...	0.48	0.29	0.81	143	1611733	59	1	33	25	353
CRW_00372	SSU_rRNA_eukarya links to Rfam database...	0.44	0.23	0.84	117	1626166	46	2	21	23	381
CRW_00379	SSU_rRNA_eukarya links to Rfam database...	0.49	0.26	0.93	140	2126802	50	1	10	39	394
CRW_00386	SSU_rRNA_eukarya links to Rfam database...	0.30	0.13	0.71	67	1751161	53	2	26	25	448
CRW_00403	SSU_rRNA_eukarya links to Rfam database...	0.48	0.27	0.83	127	1606375	60	0	26	34	337
CRW_00411	SSU_rRNA_eukarya links to Rfam database...	0.39	0.19	0.81	94	1615387	42	0	22	20	402
CRW_00414	SSU_rRNA_eukarya links to Rfam database...	0.38	0.19	0.74	96	1666095	60	1	33	26	399
CRW_00466	SSU_rRNA_bacteria links to Rfam database...	0.62	0.42	0.91	192	1116554	28	4	15	9	266
CRW_00589	SSU_rRNA_bacteria links to Rfam database...	0.58	0.35	0.97	156	1094299	10	0	5	5	289
CRW_00590	SSU_rRNA_bacteria links to Rfam database...	0.55	0.33	0.93	148	1119597	15	1	10	4	304
CRW_00591	SSU_rRNA_bacteria links to Rfam database...	0.66	0.46	0.93	206	1098682	26	1	14	11	240
CRW_00598	SSU_rRNA_eukarya links to Rfam database...	0.42	0.20	0.85	100	1666107	41	0	18	23	391
CRW_00758	SSU_rRNA_eukarya links to Rfam database...	0.46	0.26	0.79	127	1640605	57	4	30	23	356
CRW_00759	SSU_rRNA_eukarya links to Rfam database...	0.39	0.19	0.79	93	1637028	51	3	21	27	388
CRW_00760	SSU_rRNA_eukarya links to Rfam database...	0.45	0.24	0.84	117	1638815	55	0	23	32	369
CRW_00772	SSU_rRNA_bacteria links to Rfam database...	0.48	0.30	0.77	122	945842	42	3	33	6	282
CRW_00789	SSU_rRNA_bacteria links to Rfam database...	0.61	0.43	0.88	191	1137570	34	1	24	9	256
CRW_00795	SSU_rRNA_bacteria links to Rfam database...	0.59	0.38	0.90	150	1152755	40	0	16	24	244
CRW_00849	SSU_rRNA_bacteria links to Rfam database...	0.62	0.42	0.92	196	1118046	27	3	15	9	274
CRW_00997	SSU_rRNA_bacteria links to Rfam database...	0.60	0.39	0.93	181	1136084	19	3	10	6	283
CRW_01153	SSU_rRNA_eukarya links to Rfam database...	0.44	0.25	0.76	126	1606363	56	1	38	17	377
CRW_01171	SSU_rRNA_eukarya links to Rfam database...	0.47	0.25	0.90	125	1593866	44	0	14	30	381
CRW_01300	SSU_rRNA_eukarya links to Rfam database...	0.47	0.25	0.88	128	1693575	38	0	17	21	387
PDB_00703	SSU_rRNA_bacteria links to Rfam database...	0.60	0.40	0.92	196	1073633	28	3	13	12	299
PDB_00854	SSU_rRNA_bacteria links to Rfam database...	0.62	0.41	0.95	218	1500548	29	3	9	17	317
PDB_01088	SSU_rRNA_bacteria links to Rfam database...	0.59	0.38	0.92	206	1471246	35	2	16	17	341
PDB_01103	SSU_rRNA_bacteria links to Rfam database...	0.62	0.40	0.96	226	1606292	20	3	7	10	336
PDB_01105	SSU_rRNA_bacteria links to Rfam database...	0.58	0.36	0.94	192	1433767	24	1	11	12	348
PDB_01120	SSU_rRNA_bacteria links to Rfam database...	0.62	0.41	0.93	216	1204895	30	4	13	13	311
PDB_01273	SSU_rRNA_bacteria links to Rfam database...	0.66	0.48	0.92	234	1118007	37	4	15	18	257

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Performance of UNAFold - scored lower in this pairwise comparison

1. Total counts & total scores for UNAFold

Total Base Pair Counts
Total TP	15359
Total TN	104333813
Total FP	23719
Total FP CONTRA	3462
Total FP INCONS	17832
Total FP COMP	2425
Total FN	21605

Total Scores
MCC	0.417
Average MCC ± 95% Confidence Intervals	0.420 ± 0.033
Sensitivity	0.416
Positive Predictive Value	0.419
Nr of predictions	77

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2. Individual counts for UNAFold [ 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...	0.77	0.76	0.78	347	1085158	132	19	77	36	111
CRW_00034	SSU_rRNA_bacteria links to Rfam database...	0.64	0.64	0.64	303	1141840	196	31	142	23	171
CRW_00048	SSU_rRNA_bacteria links to Rfam database...	0.52	0.51	0.53	241	1170762	229	24	188	17	229
CRW_00054	SSU_rRNA_bacteria links to Rfam database...	0.44	0.43	0.44	195	1107376	258	28	217	13	261
CRW_00059	SSU_rRNA_bacteria links to Rfam database...	0.49	0.48	0.50	227	1172295	238	32	192	14	246
CRW_00061	SSU_rRNA_bacteria links to Rfam database...	0.51	0.51	0.52	241	1181493	233	41	178	14	235
CRW_00068	SSU_rRNA_bacteria links to Rfam database...	0.46	0.46	0.47	209	1108862	250	23	211	16	248
CRW_00096	SSU_rRNA_bacteria links to Rfam database...	0.55	0.54	0.55	250	1178428	227	29	173	25	215
CRW_00140	SSU_rRNA_bacteria links to Rfam database...	0.66	0.65	0.67	303	1135826	172	19	130	23	160
CRW_00141	SSU_rRNA_bacteria links to Rfam database...	0.58	0.58	0.59	275	1201557	219	25	168	26	201
CRW_00150	SSU_rRNA_bacteria links to Rfam database...	0.41	0.41	0.42	190	1152471	280	32	228	20	276
CRW_00152	SSU_rRNA_bacteria links to Rfam database...	0.65	0.63	0.66	299	1179965	174	29	123	22	172
CRW_00166	SSU_rRNA_bacteria links to Rfam database...	0.45	0.44	0.45	207	1190736	269	34	219	16	261
CRW_00173	SSU_rRNA_bacteria links to Rfam database...	0.28	0.28	0.29	126	1082215	327	39	276	12	319
CRW_00177	SSU_rRNA_bacteria links to Rfam database...	0.51	0.49	0.53	234	1178440	221	29	177	15	239
CRW_00196	SSU_rRNA_bacteria links to Rfam database...	0.45	0.44	0.45	211	1207765	281	32	227	22	264
CRW_00230	SSU_rRNA_bacteria links to Rfam database...	0.55	0.54	0.57	256	1198474	218	27	169	22	222
CRW_00245	SSU_rRNA_bacteria links to Rfam database...	0.36	0.36	0.37	163	1105885	293	45	235	13	290
CRW_00248	SSU_rRNA_bacteria links to Rfam database...	0.58	0.57	0.58	276	1218667	230	24	174	32	208
CRW_00250	SSU_rRNA_bacteria links to Rfam database...	0.39	0.39	0.39	186	1198451	301	43	246	12	292
CRW_00256	SSU_rRNA_bacteria links to Rfam database...	0.50	0.49	0.52	228	1192304	228	35	173	20	240
CRW_00270	SSU_rRNA_bacteria links to Rfam database...	0.47	0.45	0.48	207	1111853	250	29	197	24	248
CRW_00271	SSU_rRNA_bacteria links to Rfam database...	0.48	0.47	0.50	217	1122314	236	33	187	16	245
CRW_00273	SSU_rRNA_bacteria links to Rfam database...	0.51	0.50	0.52	222	1085175	222	28	176	18	224
CRW_00275	SSU_rRNA_bacteria links to Rfam database...	0.68	0.68	0.69	310	1114822	160	19	120	21	147
CRW_00277	SSU_rRNA_bacteria links to Rfam database...	0.35	0.34	0.35	154	1110361	293	42	238	13	299
CRW_00278	SSU_rRNA_bacteria links to Rfam database...	0.43	0.41	0.44	186	1129832	259	29	209	21	264
CRW_00279	SSU_rRNA_bacteria links to Rfam database...	0.44	0.42	0.45	197	1179977	258	31	211	16	267
CRW_00280	SSU_rRNA_bacteria links to Rfam database...	0.68	0.67	0.68	302	1117819	159	19	120	20	151
CRW_00281	SSU_rRNA_bacteria links to Rfam database...	0.65	0.63	0.67	291	1144909	165	18	123	24	173
CRW_00284	SSU_rRNA_bacteria links to Rfam database...	0.29	0.28	0.29	129	1131319	325	39	273	13	327
CRW_00285	SSU_rRNA_bacteria links to Rfam database...	0.75	0.74	0.76	338	1117818	130	22	82	26	120
CRW_00289	SSU_rRNA_bacteria links to Rfam database...	0.44	0.43	0.45	203	1189200	274	30	220	24	273
CRW_00298	SSU_rRNA_eukarya links to Rfam database...	0.22	0.23	0.22	114	1620379	443	82	325	36	380
CRW_00301	SSU_rRNA_eukarya links to Rfam database...	0.31	0.31	0.30	163	1761959	431	87	294	50	356
CRW_00306	SSU_rRNA_eukarya links to Rfam database...	0.16	0.16	0.16	76	1445368	444	67	339	38	386
CRW_00310	SSU_rRNA_eukarya links to Rfam database...	0.26	0.27	0.26	141	1805406	466	81	322	63	380
CRW_00326	SSU_rRNA_eukarya links to Rfam database...	0.35	0.35	0.35	176	1627600	377	65	269	43	326
CRW_00330	SSU_rRNA_eukarya links to Rfam database...	0.29	0.31	0.28	158	1988457	459	73	327	59	359
CRW_00332	SSU_rRNA_eukarya links to Rfam database...	0.21	0.22	0.20	104	1769488	470	103	326	41	373
CRW_00333	SSU_rRNA_eukarya links to Rfam database...	0.33	0.33	0.32	169	1891961	426	77	278	71	345
CRW_00345	SSU_rRNA_eukarya links to Rfam database...	0.27	0.28	0.27	138	1586355	422	75	303	44	360
CRW_00346	SSU_rRNA_eukarya links to Rfam database...	0.30	0.31	0.29	155	1584555	401	76	304	21	346
CRW_00348	SSU_rRNA_eukarya links to Rfam database...	0.26	0.26	0.26	131	1615002	412	57	313	42	372
CRW_00358	SSU_rRNA_eukarya links to Rfam database...	0.39	0.39	0.39	200	1674848	370	67	250	53	307
CRW_00366	SSU_rRNA_eukarya links to Rfam database...	0.33	0.35	0.32	167	1579237	391	83	266	42	315
CRW_00370	SSU_rRNA_eukarya links to Rfam database...	0.25	0.26	0.25	130	1640246	437	74	316	47	376
CRW_00371	SSU_rRNA_eukarya links to Rfam database...	0.31	0.32	0.30	159	1611384	399	75	292	32	337
CRW_00372	SSU_rRNA_eukarya links to Rfam database...	0.36	0.36	0.36	180	1625800	366	59	267	40	318
CRW_00379	SSU_rRNA_eukarya links to Rfam database...	0.40	0.40	0.39	215	2126404	429	56	278	95	319
CRW_00386	SSU_rRNA_eukarya links to Rfam database...	0.25	0.27	0.24	137	1750675	476	78	366	32	378
CRW_00403	SSU_rRNA_eukarya links to Rfam database...	0.31	0.31	0.30	146	1606048	418	64	270	84	318
CRW_00411	SSU_rRNA_eukarya links to Rfam database...	0.27	0.28	0.27	138	1614990	413	60	315	38	358
CRW_00414	SSU_rRNA_eukarya links to Rfam database...	0.30	0.31	0.29	154	1665688	426	77	306	43	341
CRW_00466	SSU_rRNA_bacteria links to Rfam database...	0.59	0.58	0.61	265	1116332	195	23	145	27	193
CRW_00589	SSU_rRNA_bacteria links to Rfam database...	0.28	0.27	0.29	121	1094037	315	38	264	13	324
CRW_00590	SSU_rRNA_bacteria links to Rfam database...	0.35	0.34	0.37	153	1119337	287	30	236	21	299
CRW_00591	SSU_rRNA_bacteria links to Rfam database...	0.56	0.54	0.58	243	1098483	208	22	155	31	203
CRW_00598	SSU_rRNA_eukarya links to Rfam database...	0.36	0.37	0.35	183	1665703	391	62	277	52	308
CRW_00758	SSU_rRNA_eukarya links to Rfam database...	0.28	0.29	0.27	138	1640264	418	60	304	54	345
CRW_00759	SSU_rRNA_eukarya links to Rfam database...	0.23	0.24	0.22	117	1636617	466	66	345	55	364
CRW_00760	SSU_rRNA_eukarya links to Rfam database...	0.31	0.31	0.32	151	1638482	393	57	265	71	335
CRW_00772	SSU_rRNA_bacteria links to Rfam database...	0.25	0.25	0.26	101	945612	317	39	248	30	303
CRW_00789	SSU_rRNA_bacteria links to Rfam database...	0.34	0.33	0.34	147	1137356	300	35	248	17	300
CRW_00795	SSU_rRNA_bacteria links to Rfam database...	0.19	0.20	0.19	78	1152508	377	53	282	42	316
CRW_00849	SSU_rRNA_bacteria links to Rfam database...	0.48	0.48	0.49	225	1117800	258	25	210	23	245
CRW_00997	SSU_rRNA_bacteria links to Rfam database...	0.59	0.58	0.61	268	1135838	197	24	148	25	196
CRW_01153	SSU_rRNA_eukarya links to Rfam database...	0.25	0.25	0.25	128	1606016	421	65	319	37	375
CRW_01171	SSU_rRNA_eukarya links to Rfam database...	0.24	0.24	0.24	123	1593484	433	84	314	35	383
CRW_01300	SSU_rRNA_eukarya links to Rfam database...	0.37	0.37	0.36	193	1693178	383	91	258	34	322
PDB_00703	SSU_rRNA_bacteria links to Rfam database...	0.54	0.52	0.57	258	1073389	221	20	178	23	237
PDB_00854	SSU_rRNA_bacteria links to Rfam database...	0.54	0.53	0.54	285	1500255	284	22	216	46	250
PDB_01088	SSU_rRNA_bacteria links to Rfam database...	0.39	0.37	0.41	202	1470973	322	44	251	27	345
PDB_01103	SSU_rRNA_bacteria links to Rfam database...	0.59	0.58	0.60	324	1605991	243	32	181	30	238
PDB_01105	SSU_rRNA_bacteria links to Rfam database...	0.60	0.58	0.61	315	1433457	227	14	185	28	225
PDB_01120	SSU_rRNA_bacteria links to Rfam database...	0.47	0.44	0.50	232	1204667	242	27	202	13	295
PDB_01273	SSU_rRNA_bacteria links to Rfam database...	0.50	0.48	0.53	235	1117815	238	14	196	28	256

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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 Carnac(20) - scored higher in this pairwise comparison

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

2. Individual counts for Carnac(20) [ download as .csv ]

Performance of UNAFold - scored lower in this pairwise comparison

1. Total counts & total scores for UNAFold

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