CompaRNA - on-line benchmarks of RNA structure prediction methods

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Overview

Metric	PETfold_pre2.0(seed)		Carnac(20)
MCC	0.760	>	0.558
Average MCC ± 95% Confidence Intervals	0.763 ± 0.022	>	0.553 ± 0.023
Sensitivity	0.730	>	0.348
Positive Predictive Value	0.792	<	0.895
Total TP	26994	>	12872
Total TN	104336380	<	104356083
Total FP	11076	>	2613
Total FP CONTRA	1094	>	170
Total FP INCONS	5998	>	1341
Total FP COMP	3984	>	1102
Total FN	9970	<	24092
P-value	3.56938820447e-08

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Performance plots

Comparison of performance of PETfold_pre2.0(seed) and Carnac(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 PETfold_pre2.0(seed) and Carnac(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 PETfold_pre2.0(seed) and Carnac(20)).
Comparison of average Matthews Correlation Coefficients (MCCs) for PETfold_pre2.0(seed) and Carnac(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 PETfold_pre2.0(seed) and Carnac(20)).

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Performance of PETfold_pre2.0(seed) - scored higher in this pairwise comparison

1. Total counts & total scores for PETfold_pre2.0(seed)

Total Base Pair Counts
Total TP	26994
Total TN	104336380
Total FP	11076
Total FP CONTRA	1094
Total FP INCONS	5998
Total FP COMP	3984
Total FN	9970

Total Scores
MCC	0.760
Average MCC ± 95% Confidence Intervals	0.763 ± 0.022
Sensitivity	0.730
Positive Predictive Value	0.792
Nr of predictions	77

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2. Individual counts for PETfold_pre2.0(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...	0.89	0.88	0.90	405	1085153	80	10	33	37	53
CRW_00034	SSU_rRNA_bacteria links to Rfam database...	0.80	0.78	0.83	369	1141870	113	17	60	36	105
CRW_00048	SSU_rRNA_bacteria links to Rfam database...	0.85	0.84	0.87	395	1170759	96	18	43	35	75
CRW_00054	SSU_rRNA_bacteria links to Rfam database...	0.86	0.86	0.87	390	1107367	95	16	43	36	66
CRW_00059	SSU_rRNA_bacteria links to Rfam database...	0.85	0.83	0.87	392	1172293	95	17	44	34	81
CRW_00061	SSU_rRNA_bacteria links to Rfam database...	0.84	0.82	0.86	388	1181504	96	16	45	35	88
CRW_00068	SSU_rRNA_bacteria links to Rfam database...	0.86	0.86	0.87	394	1108851	94	17	43	34	63
CRW_00096	SSU_rRNA_bacteria links to Rfam database...	0.86	0.84	0.88	392	1178434	98	11	43	44	73
CRW_00140	SSU_rRNA_bacteria links to Rfam database...	0.85	0.84	0.86	387	1135829	97	15	47	35	76
CRW_00141	SSU_rRNA_bacteria links to Rfam database...	0.85	0.82	0.87	392	1201573	98	16	44	38	84
CRW_00150	SSU_rRNA_bacteria links to Rfam database...	0.85	0.83	0.87	385	1152477	92	16	43	33	81
CRW_00152	SSU_rRNA_bacteria links to Rfam database...	0.84	0.82	0.86	386	1179969	96	16	45	35	85
CRW_00166	SSU_rRNA_bacteria links to Rfam database...	0.86	0.84	0.88	393	1190749	97	11	43	43	75
CRW_00173	SSU_rRNA_bacteria links to Rfam database...	0.80	0.79	0.81	353	1082222	118	17	64	37	92
CRW_00177	SSU_rRNA_bacteria links to Rfam database...	0.84	0.82	0.86	386	1178430	105	17	47	41	87
CRW_00196	SSU_rRNA_bacteria links to Rfam database...	0.83	0.81	0.86	384	1207786	102	15	50	37	91
CRW_00230	SSU_rRNA_bacteria links to Rfam database...	0.84	0.82	0.87	392	1198473	97	16	45	36	86
CRW_00245	SSU_rRNA_bacteria links to Rfam database...	0.86	0.86	0.87	388	1105880	95	18	42	35	65
CRW_00248	SSU_rRNA_bacteria links to Rfam database...	0.83	0.80	0.86	388	1218691	98	16	46	36	96
CRW_00250	SSU_rRNA_bacteria links to Rfam database...	0.84	0.82	0.87	391	1198474	97	16	45	36	87
CRW_00256	SSU_rRNA_bacteria links to Rfam database...	0.85	0.82	0.87	386	1192295	93	16	43	34	82
CRW_00270	SSU_rRNA_bacteria links to Rfam database...	0.87	0.86	0.87	391	1111838	94	15	42	37	64
CRW_00271	SSU_rRNA_bacteria links to Rfam database...	0.83	0.82	0.85	378	1122307	105	14	52	39	84
CRW_00273	SSU_rRNA_bacteria links to Rfam database...	0.86	0.85	0.86	380	1085161	98	14	46	38	66
CRW_00275	SSU_rRNA_bacteria links to Rfam database...	0.86	0.85	0.87	390	1114823	98	15	43	40	67
CRW_00277	SSU_rRNA_bacteria links to Rfam database...	0.84	0.83	0.85	377	1110354	101	16	48	37	76
CRW_00278	SSU_rRNA_bacteria links to Rfam database...	0.84	0.82	0.85	369	1129823	106	15	49	42	81
CRW_00279	SSU_rRNA_bacteria links to Rfam database...	0.85	0.83	0.86	385	1179970	103	16	45	42	79
CRW_00280	SSU_rRNA_bacteria links to Rfam database...	0.84	0.83	0.85	377	1117815	109	16	52	41	76
CRW_00281	SSU_rRNA_bacteria links to Rfam database...	0.85	0.84	0.87	388	1144894	97	16	43	38	76
CRW_00284	SSU_rRNA_bacteria links to Rfam database...	0.83	0.82	0.84	372	1131319	111	16	53	42	84
CRW_00285	SSU_rRNA_bacteria links to Rfam database...	0.84	0.82	0.85	377	1117816	104	17	50	37	81
CRW_00289	SSU_rRNA_bacteria links to Rfam database...	0.82	0.80	0.84	382	1189200	109	16	55	38	94
CRW_00298	SSU_rRNA_eukarya links to Rfam database...	0.66	0.63	0.69	310	1620452	212	16	122	74	184
CRW_00301	SSU_rRNA_eukarya links to Rfam database...	0.63	0.59	0.67	307	1762046	213	15	135	63	212
CRW_00306	SSU_rRNA_eukarya links to Rfam database...	0.68	0.66	0.70	305	1445417	186	15	113	58	157
CRW_00310	SSU_rRNA_eukarya links to Rfam database...	0.63	0.59	0.68	305	1805503	209	14	128	67	216
CRW_00326	SSU_rRNA_eukarya links to Rfam database...	0.66	0.63	0.69	315	1627654	205	15	126	64	187
CRW_00330	SSU_rRNA_eukarya links to Rfam database...	0.64	0.59	0.69	307	1988567	210	13	128	69	210
CRW_00332	SSU_rRNA_eukarya links to Rfam database...	0.60	0.56	0.63	269	1769595	236	16	141	79	208
CRW_00333	SSU_rRNA_eukarya links to Rfam database...	0.58	0.52	0.64	269	1892065	217	19	132	66	245
CRW_00345	SSU_rRNA_eukarya links to Rfam database...	0.64	0.61	0.67	305	1586418	211	15	133	63	193
CRW_00346	SSU_rRNA_eukarya links to Rfam database...	0.65	0.61	0.69	308	1584644	204	15	123	66	193
CRW_00348	SSU_rRNA_eukarya links to Rfam database...	0.65	0.62	0.68	312	1615046	210	15	130	65	191
CRW_00358	SSU_rRNA_eukarya links to Rfam database...	0.64	0.60	0.67	306	1674911	213	16	132	65	201
CRW_00366	SSU_rRNA_eukarya links to Rfam database...	0.65	0.62	0.68	300	1579311	211	15	127	69	182
CRW_00370	SSU_rRNA_eukarya links to Rfam database...	0.65	0.62	0.69	313	1640313	205	15	125	65	193
CRW_00371	SSU_rRNA_eukarya links to Rfam database...	0.68	0.65	0.71	322	1611455	199	13	120	66	174
CRW_00372	SSU_rRNA_eukarya links to Rfam database...	0.64	0.61	0.67	306	1625847	221	14	139	68	192
CRW_00379	SSU_rRNA_eukarya links to Rfam database...	0.60	0.54	0.66	286	2126521	223	18	128	77	248
CRW_00386	SSU_rRNA_eukarya links to Rfam database...	0.61	0.58	0.65	297	1750802	227	16	141	70	218
CRW_00403	SSU_rRNA_eukarya links to Rfam database...	0.68	0.66	0.70	306	1606090	215	15	117	83	158
CRW_00411	SSU_rRNA_eukarya links to Rfam database...	0.67	0.64	0.71	318	1615053	200	15	117	68	178
CRW_00414	SSU_rRNA_eukarya links to Rfam database...	0.64	0.61	0.67	303	1665770	223	20	132	71	192
CRW_00466	SSU_rRNA_bacteria links to Rfam database...	0.86	0.85	0.87	391	1116315	99	14	45	40	67
CRW_00589	SSU_rRNA_bacteria links to Rfam database...	0.87	0.84	0.89	376	1094037	99	6	41	52	69
CRW_00590	SSU_rRNA_bacteria links to Rfam database...	0.87	0.84	0.89	381	1119327	104	6	42	56	71
CRW_00591	SSU_rRNA_bacteria links to Rfam database...	0.87	0.86	0.89	382	1098473	103	6	42	55	64
CRW_00598	SSU_rRNA_eukarya links to Rfam database...	0.63	0.60	0.66	294	1665777	224	19	135	70	197
CRW_00758	SSU_rRNA_eukarya links to Rfam database...	0.64	0.61	0.67	294	1640327	224	15	130	79	189
CRW_00759	SSU_rRNA_eukarya links to Rfam database...	0.65	0.62	0.68	297	1636709	218	15	124	79	184
CRW_00760	SSU_rRNA_eukarya links to Rfam database...	0.63	0.59	0.66	287	1638522	227	17	129	81	199
CRW_00772	SSU_rRNA_bacteria links to Rfam database...	0.79	0.76	0.81	309	945618	130	6	67	57	95
CRW_00789	SSU_rRNA_bacteria links to Rfam database...	0.83	0.81	0.86	362	1137365	112	11	48	53	85
CRW_00795	SSU_rRNA_bacteria links to Rfam database...	0.79	0.76	0.82	299	1152557	159	6	59	94	95
CRW_00849	SSU_rRNA_bacteria links to Rfam database...	0.79	0.76	0.81	359	1117819	116	16	66	34	111
CRW_00997	SSU_rRNA_bacteria links to Rfam database...	0.86	0.85	0.87	395	1135823	93	17	43	33	69
CRW_01153	SSU_rRNA_eukarya links to Rfam database...	0.61	0.58	0.64	294	1606070	223	18	146	59	209
CRW_01171	SSU_rRNA_eukarya links to Rfam database...	0.63	0.60	0.67	304	1593548	214	15	138	61	202
CRW_01300	SSU_rRNA_eukarya links to Rfam database...	0.62	0.59	0.66	302	1693261	218	17	140	61	213
PDB_00703	SSU_rRNA_bacteria links to Rfam database...	0.79	0.73	0.86	361	1073423	107	9	52	46	134
PDB_00854	SSU_rRNA_bacteria links to Rfam database...	0.76	0.68	0.86	364	1500354	120	9	51	60	171
PDB_01088	SSU_rRNA_bacteria links to Rfam database...	0.75	0.67	0.85	365	1471040	119	5	60	54	182
PDB_01103	SSU_rRNA_bacteria links to Rfam database...	0.76	0.67	0.86	376	1606090	108	8	54	46	186
PDB_01105	SSU_rRNA_bacteria links to Rfam database...	0.77	0.70	0.86	376	1433534	108	3	58	47	164
PDB_01120	SSU_rRNA_bacteria links to Rfam database...	0.80	0.73	0.86	387	1204680	102	10	51	41	140
PDB_01273	SSU_rRNA_bacteria links to Rfam database...	0.80	0.75	0.86	368	1117832	112	8	52	52	123

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Performance of Carnac(20) - scored lower 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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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 PETfold_pre2.0(seed) - scored higher in this pairwise comparison

1. Total counts & total scores for PETfold_pre2.0(seed)

2. Individual counts for PETfold_pre2.0(seed) [ download as .csv ]

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

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

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