CompaRNA - on-line benchmarks of RNA structure prediction methods

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Overview

Metric	PETfold_pre2.0(20)		RSpredict(seed)
MCC	0.782	>	0.529
Average MCC ± 95% Confidence Intervals	0.783 ± 0.028	>	0.526 ± 0.068
Sensitivity	0.753	>	0.448
Positive Predictive Value	0.811	>	0.626
Total TP	18645	>	11082
Total TN	65502132	<	65507413
Total FP	6059	<	7941
Total FP CONTRA	768	<	1087
Total FP INCONS	3578	<	5541
Total FP COMP	1713	>	1313
Total FN	6102	<	13665
P-value	3.56938820447e-08

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Performance plots

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

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

1. Total counts & total scores for PETfold_pre2.0(20)

Total Base Pair Counts
Total TP	18645
Total TN	65502132
Total FP	6059
Total FP CONTRA	768
Total FP INCONS	3578
Total FP COMP	1713
Total FN	6102

Total Scores
MCC	0.782
Average MCC ± 95% Confidence Intervals	0.783 ± 0.028
Sensitivity	0.753
Positive Predictive Value	0.811
Nr of predictions	52

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2. Individual counts for PETfold_pre2.0(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...	0.89	0.88	0.90	404	1085151	82	10	36	36	54
CRW_00048	SSU_rRNA_bacteria links to Rfam database...	0.84	0.83	0.84	390	1170753	91	18	54	19	80
CRW_00054	SSU_rRNA_bacteria links to Rfam database...	0.84	0.84	0.84	381	1107361	95	17	57	21	75
CRW_00059	SSU_rRNA_bacteria links to Rfam database...	0.84	0.82	0.85	390	1172289	85	17	50	18	83
CRW_00061	SSU_rRNA_bacteria links to Rfam database...	0.84	0.82	0.86	390	1181501	85	16	46	23	86
CRW_00068	SSU_rRNA_bacteria links to Rfam database...	0.84	0.84	0.84	383	1108851	87	16	55	16	74
CRW_00096	SSU_rRNA_bacteria links to Rfam database...	0.85	0.83	0.87	388	1178436	81	12	44	25	77
CRW_00140	SSU_rRNA_bacteria links to Rfam database...	0.85	0.84	0.86	388	1135827	85	15	48	22	75
CRW_00141	SSU_rRNA_bacteria links to Rfam database...	0.83	0.81	0.85	387	1201568	90	18	52	20	89
CRW_00150	SSU_rRNA_bacteria links to Rfam database...	0.83	0.82	0.85	381	1152473	90	16	51	23	85
CRW_00152	SSU_rRNA_bacteria links to Rfam database...	0.83	0.81	0.85	381	1179968	89	17	50	22	90
CRW_00166	SSU_rRNA_bacteria links to Rfam database...	0.85	0.83	0.86	387	1190748	90	11	50	29	81
CRW_00173	SSU_rRNA_bacteria links to Rfam database...	0.80	0.80	0.81	354	1082220	107	18	64	25	91
CRW_00177	SSU_rRNA_bacteria links to Rfam database...	0.82	0.81	0.84	382	1178424	101	17	57	27	91
CRW_00196	SSU_rRNA_bacteria links to Rfam database...	0.83	0.81	0.85	387	1207780	91	16	52	23	88
CRW_00230	SSU_rRNA_bacteria links to Rfam database...	0.85	0.82	0.87	394	1198472	81	16	44	21	84
CRW_00245	SSU_rRNA_bacteria links to Rfam database...	0.87	0.86	0.87	390	1105881	79	17	40	22	63
CRW_00248	SSU_rRNA_bacteria links to Rfam database...	0.84	0.82	0.87	396	1218684	87	15	46	26	88
CRW_00250	SSU_rRNA_bacteria links to Rfam database...	0.83	0.80	0.85	382	1198478	88	15	51	22	96
CRW_00256	SSU_rRNA_bacteria links to Rfam database...	0.83	0.81	0.85	379	1192296	87	16	49	22	89
CRW_00270	SSU_rRNA_bacteria links to Rfam database...	0.86	0.86	0.86	390	1111833	85	15	48	22	65
CRW_00271	SSU_rRNA_bacteria links to Rfam database...	0.82	0.81	0.84	375	1122302	98	14	60	24	87
CRW_00273	SSU_rRNA_bacteria links to Rfam database...	0.84	0.84	0.84	375	1085156	94	14	56	24	71
CRW_00275	SSU_rRNA_bacteria links to Rfam database...	0.86	0.86	0.87	391	1114821	86	15	44	27	66
CRW_00277	SSU_rRNA_bacteria links to Rfam database...	0.84	0.84	0.85	379	1110348	89	16	52	21	74
CRW_00280	SSU_rRNA_bacteria links to Rfam database...	0.85	0.85	0.86	384	1117811	93	15	50	28	69
CRW_00281	SSU_rRNA_bacteria links to Rfam database...	0.84	0.82	0.85	381	1144895	89	14	51	24	83
CRW_00289	SSU_rRNA_bacteria links to Rfam database...	0.83	0.81	0.85	386	1189199	95	13	55	27	90
CRW_00306	SSU_rRNA_eukarya links to Rfam database...	0.60	0.57	0.63	263	1445430	208	26	131	51	199
CRW_00366	SSU_rRNA_eukarya links to Rfam database...	0.60	0.56	0.64	269	1579331	210	25	128	57	213
CRW_00371	SSU_rRNA_eukarya links to Rfam database...	0.58	0.55	0.60	275	1611455	232	17	163	52	221
CRW_00379	SSU_rRNA_eukarya links to Rfam database...	0.58	0.52	0.65	277	2126526	213	25	125	63	257
CRW_00411	SSU_rRNA_eukarya links to Rfam database...	0.58	0.54	0.61	269	1615064	222	21	149	52	227
CRW_00414	SSU_rRNA_eukarya links to Rfam database...	0.57	0.53	0.62	263	1665801	210	25	136	49	232
CRW_00466	SSU_rRNA_bacteria links to Rfam database...	0.85	0.85	0.85	388	1116310	90	13	54	23	70
CRW_00589	SSU_rRNA_bacteria links to Rfam database...	0.84	0.82	0.86	367	1094034	98	8	51	39	78
CRW_00590	SSU_rRNA_bacteria links to Rfam database...	0.87	0.84	0.89	381	1119329	87	4	42	41	71
CRW_00591	SSU_rRNA_bacteria links to Rfam database...	0.85	0.84	0.86	373	1098469	103	7	54	42	73
CRW_00759	SSU_rRNA_eukarya links to Rfam database...	0.56	0.53	0.59	254	1636715	232	18	158	56	227
CRW_00789	SSU_rRNA_bacteria links to Rfam database...	0.82	0.80	0.85	357	1137365	108	8	56	44	90
CRW_00795	SSU_rRNA_bacteria links to Rfam database...	0.79	0.76	0.82	301	1152552	149	5	63	81	93
CRW_00849	SSU_rRNA_bacteria links to Rfam database...	0.80	0.78	0.82	366	1117816	101	14	64	23	104
CRW_00997	SSU_rRNA_bacteria links to Rfam database...	0.85	0.84	0.85	389	1135822	85	16	51	18	75
CRW_01153	SSU_rRNA_eukarya links to Rfam database...	0.59	0.56	0.63	283	1606076	220	25	144	51	220
CRW_01171	SSU_rRNA_eukarya links to Rfam database...	0.52	0.48	0.56	245	1593566	240	31	163	46	261
PDB_00703	SSU_rRNA_bacteria links to Rfam database...	0.78	0.72	0.84	355	1073423	101	6	61	34	140
PDB_00854	SSU_rRNA_bacteria links to Rfam database...	0.75	0.68	0.84	363	1500344	118	10	61	47	172
PDB_01088	SSU_rRNA_bacteria links to Rfam database...	0.74	0.65	0.83	357	1471042	115	5	66	44	190
PDB_01103	SSU_rRNA_bacteria links to Rfam database...	0.75	0.66	0.85	373	1606088	99	8	59	32	189
PDB_01105	SSU_rRNA_bacteria links to Rfam database...	0.75	0.68	0.84	366	1433533	107	4	68	35	174
PDB_01120	SSU_rRNA_bacteria links to Rfam database...	0.78	0.72	0.85	378	1204681	101	9	60	32	149
PDB_01273	SSU_rRNA_bacteria links to Rfam database...	0.78	0.73	0.84	358	1117834	110	9	59	42	133

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Performance of RSpredict(seed) - scored lower in this pairwise comparison

1. Total counts & total scores for RSpredict(seed)

Total Base Pair Counts
Total TP	11082
Total TN	65507413
Total FP	7941
Total FP CONTRA	1087
Total FP INCONS	5541
Total FP COMP	1313
Total FN	13665

Total Scores
MCC	0.529
Average MCC ± 95% Confidence Intervals	0.526 ± 0.068
Sensitivity	0.448
Positive Predictive Value	0.626
Nr of predictions	52

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2. Individual counts for RSpredict(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...	0.78	0.76	0.80	346	1085169	116	15	71	30	112
CRW_00048	SSU_rRNA_bacteria links to Rfam database...	0.65	0.57	0.74	268	1170853	120	15	79	26	202
CRW_00054	SSU_rRNA_bacteria links to Rfam database...	0.66	0.59	0.75	269	1107457	114	15	75	24	187
CRW_00059	SSU_rRNA_bacteria links to Rfam database...	0.63	0.54	0.73	257	1172394	120	18	77	25	216
CRW_00061	SSU_rRNA_bacteria links to Rfam database...	0.62	0.54	0.72	258	1181594	124	19	82	23	218
CRW_00068	SSU_rRNA_bacteria links to Rfam database...	0.65	0.57	0.75	261	1108955	113	16	73	24	196
CRW_00096	SSU_rRNA_bacteria links to Rfam database...	0.66	0.57	0.75	267	1178524	119	14	75	30	198
CRW_00140	SSU_rRNA_bacteria links to Rfam database...	0.67	0.59	0.76	273	1135921	112	13	71	28	190
CRW_00141	SSU_rRNA_bacteria links to Rfam database...	0.63	0.55	0.72	260	1201662	126	16	87	23	216
CRW_00150	SSU_rRNA_bacteria links to Rfam database...	0.66	0.58	0.74	270	1152558	117	19	74	24	196
CRW_00152	SSU_rRNA_bacteria links to Rfam database...	0.63	0.54	0.74	252	1180075	110	15	74	21	219
CRW_00166	SSU_rRNA_bacteria links to Rfam database...	0.64	0.55	0.74	258	1190849	118	11	78	29	210
CRW_00173	SSU_rRNA_bacteria links to Rfam database...	0.62	0.55	0.71	243	1082316	119	17	80	22	202
CRW_00177	SSU_rRNA_bacteria links to Rfam database...	0.67	0.58	0.77	274	1178524	103	15	67	21	199
CRW_00196	SSU_rRNA_bacteria links to Rfam database...	0.63	0.54	0.73	257	1207883	117	16	79	22	218
CRW_00230	SSU_rRNA_bacteria links to Rfam database...	0.62	0.54	0.71	257	1198565	127	16	88	23	221
CRW_00245	SSU_rRNA_bacteria links to Rfam database...	0.63	0.55	0.72	248	1105984	121	17	79	25	205
CRW_00248	SSU_rRNA_bacteria links to Rfam database...	0.65	0.57	0.75	278	1218768	123	17	78	28	206
CRW_00250	SSU_rRNA_bacteria links to Rfam database...	0.67	0.60	0.74	285	1198543	124	18	80	26	193
CRW_00256	SSU_rRNA_bacteria links to Rfam database...	0.62	0.54	0.72	251	1192392	119	17	80	22	217
CRW_00270	SSU_rRNA_bacteria links to Rfam database...	0.64	0.56	0.74	255	1111941	113	15	75	23	200
CRW_00271	SSU_rRNA_bacteria links to Rfam database...	0.62	0.53	0.73	243	1122417	115	15	76	24	219
CRW_00273	SSU_rRNA_bacteria links to Rfam database...	0.64	0.56	0.73	250	1085260	113	15	76	22	196
CRW_00275	SSU_rRNA_bacteria links to Rfam database...	0.63	0.54	0.72	249	1114926	120	15	81	24	208
CRW_00277	SSU_rRNA_bacteria links to Rfam database...	0.61	0.52	0.72	235	1110468	113	17	75	21	218
CRW_00280	SSU_rRNA_bacteria links to Rfam database...	0.61	0.53	0.70	240	1117918	122	15	87	20	213
CRW_00281	SSU_rRNA_bacteria links to Rfam database...	0.65	0.56	0.74	260	1144991	117	12	78	27	204
CRW_00289	SSU_rRNA_bacteria links to Rfam database...	0.60	0.50	0.70	240	1189312	122	16	85	21	236
CRW_00306	SSU_rRNA_eukarya links to Rfam database...	0.00	0.00	0.00	0	1445558	306	53	239	14	462
CRW_00366	SSU_rRNA_eukarya links to Rfam database...	0.00	0.00	0.00	0	1579464	301	50	239	12	482
CRW_00371	SSU_rRNA_eukarya links to Rfam database...	0.00	0.00	0.00	0	1611598	319	50	262	7	496
CRW_00379	SSU_rRNA_eukarya links to Rfam database...	0.00	0.00	0.00	0	2126581	414	77	295	42	534
CRW_00411	SSU_rRNA_eukarya links to Rfam database...	0.00	0.00	0.00	0	1615206	309	45	252	12	496
CRW_00414	SSU_rRNA_eukarya links to Rfam database...	0.00	0.00	0.00	0	1665933	312	53	239	20	495
CRW_00466	SSU_rRNA_bacteria links to Rfam database...	0.64	0.55	0.74	252	1116423	114	13	77	24	206
CRW_00589	SSU_rRNA_bacteria links to Rfam database...	0.63	0.53	0.74	236	1094141	110	9	74	27	209
CRW_00590	SSU_rRNA_bacteria links to Rfam database...	0.64	0.54	0.76	245	1119432	103	8	71	24	207
CRW_00591	SSU_rRNA_bacteria links to Rfam database...	0.66	0.58	0.76	258	1098562	118	11	72	35	188
CRW_00759	SSU_rRNA_eukarya links to Rfam database...	0.00	0.00	0.00	1	1636859	310	50	235	25	480
CRW_00789	SSU_rRNA_bacteria links to Rfam database...	0.64	0.56	0.74	249	1137451	114	13	73	28	198
CRW_00795	SSU_rRNA_bacteria links to Rfam database...	0.58	0.47	0.72	184	1152666	117	7	64	46	210
CRW_00849	SSU_rRNA_bacteria links to Rfam database...	0.60	0.49	0.73	232	1117943	100	11	74	15	238
CRW_00997	SSU_rRNA_bacteria links to Rfam database...	0.63	0.55	0.72	256	1135921	123	14	87	22	208
CRW_01153	SSU_rRNA_eukarya links to Rfam database...	0.00	0.00	0.00	0	1606225	319	65	238	16	503
CRW_01171	SSU_rRNA_eukarya links to Rfam database...	0.00	0.00	0.00	0	1593701	318	50	254	14	506
PDB_00703	SSU_rRNA_bacteria links to Rfam database...	0.63	0.53	0.76	261	1073500	115	11	73	31	234
PDB_00854	SSU_rRNA_bacteria links to Rfam database...	0.60	0.48	0.76	259	1500435	126	9	75	42	276
PDB_01088	SSU_rRNA_bacteria links to Rfam database...	0.60	0.47	0.76	259	1471129	122	8	74	40	288
PDB_01103	SSU_rRNA_bacteria links to Rfam database...	0.60	0.47	0.76	266	1606178	119	12	72	35	296
PDB_01105	SSU_rRNA_bacteria links to Rfam database...	0.61	0.50	0.76	268	1433617	119	7	79	33	272
PDB_01120	SSU_rRNA_bacteria links to Rfam database...	0.64	0.53	0.78	280	1204768	120	9	71	40	247
PDB_01273	SSU_rRNA_bacteria links to Rfam database...	0.65	0.55	0.76	272	1117903	116	13	72	31	219

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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(20) - scored higher in this pairwise comparison

1. Total counts & total scores for PETfold_pre2.0(20)

2. Individual counts for PETfold_pre2.0(20) [ download as .csv ]

Performance of RSpredict(seed) - scored lower in this pairwise comparison

1. Total counts & total scores for RSpredict(seed)

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