CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	Vsfold4		RNAfold
MCC	0.423	>	0.409
Average MCC ± 95% Confidence Intervals	0.477 ± 0.087	<	0.493 ± 0.083
Sensitivity	0.380	<	0.390
Positive Predictive Value	0.479	>	0.438
Total TP	448	<	459
Total TN	158571	>	158457
Total FP	501	<	606
Total FP CONTRA	59	<	77
Total FP INCONS	428	<	513
Total FP COMP	14	<	16
Total FN	730	>	719
P-value	1.59823887228e-06

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Performance plots

Comparison of performance of Vsfold4 and RNAfold. 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 Vsfold4 and RNAfold).
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 Vsfold4 and RNAfold).
Comparison of average Matthews Correlation Coefficients (MCCs) for Vsfold4 and RNAfold. 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 Vsfold4 and RNAfold).

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Performance of Vsfold4 - scored higher in this pairwise comparison

1. Total counts & total scores for Vsfold4

Total Base Pair Counts
Total TP	448
Total TN	158571
Total FP	501
Total FP CONTRA	59
Total FP INCONS	428
Total FP COMP	14
Total FN	730

Total Scores
MCC	0.423
Average MCC ± 95% Confidence Intervals	0.477 ± 0.087
Sensitivity	0.380
Positive Predictive Value	0.479
Nr of predictions	53

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2. Individual counts for Vsfold4 [ download as .csv ]

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
PDB_00005	Tymo_tRNA-like links to Rfam database...	0.84	0.71	1.00	10	936	0	0	0	0	4
PDB_00018	-	0.20	0.20	0.22	4	1017	14	2	12	0	16
PDB_00020	-	0.46	0.35	0.64	7	769	4	0	4	0	13
PDB_00041	-	0.70	0.50	1.00	6	624	0	0	0	0	6
PDB_00053	-	0.73	0.55	1.00	6	429	0	0	0	0	5
PDB_00056	-	-0.02	0.00	0.00	0	618	12	0	12	0	16
PDB_00123	-	0.35	0.33	0.38	12	4154	20	0	20	0	24
PDB_00124	-	0.59	0.50	0.71	5	489	2	0	2	0	5
PDB_00128	-	0.17	0.14	0.25	2	488	6	1	5	0	12
PDB_00134	-	0.79	0.63	1.00	5	373	0	0	0	0	3
PDB_00138	-	0.79	0.63	1.00	5	373	0	0	0	0	3
PDB_00209	-	0.56	0.45	0.71	5	554	2	0	2	0	6
PDB_00243	-	0.76	0.58	1.00	7	623	0	0	0	0	5
PDB_00352	-	0.89	0.79	1.00	15	1210	0	0	0	0	4
PDB_00370	-	0.00	0.00	0.00	0	15188	37	15	22	0	25
PDB_00447	-	0.28	0.23	0.34	10	7111	19	2	17	0	34
PDB_00571	tRNA links to Rfam database...	0.87	0.80	0.95	20	3300	1	1	0	0	5
PDB_00713	-	0.47	0.43	0.53	9	1999	8	0	8	0	12
PDB_00716	HDV_ribozyme links to Rfam database...	0.17	0.17	0.18	4	2679	19	0	18	1	19
PDB_00804	-	0.41	0.38	0.45	19	15358	25	0	23	2	31
PDB_00828	Purine links to Rfam database...	0.86	0.74	1.00	20	2465	0	0	0	0	7
PDB_00829	Purine links to Rfam database...	0.86	0.75	1.00	18	2260	0	0	0	0	6
PDB_00842	-	0.79	0.63	1.00	5	373	0	0	0	0	3
PDB_00851	-	0.56	0.44	0.72	18	4728	7	0	7	0	23
PDB_00857	-	0.77	0.60	1.00	9	1072	0	0	0	0	6
PDB_00874	-	-0.01	0.00	0.00	0	936	10	0	10	0	20
PDB_00886	-	-0.01	0.00	0.00	0	4152	34	0	34	0	40
PDB_00918	-	0.75	0.57	1.00	4	321	0	0	0	0	3
PDB_01009	tRNA links to Rfam database...	0.90	0.90	0.90	19	2464	3	0	2	1	2
PDB_01020	Purine links to Rfam database...	0.86	0.74	1.00	17	2261	1	0	0	1	6
PDB_01040	-	0.30	0.30	0.33	6	1110	12	0	12	0	14
PDB_01059	-	0.65	0.43	1.00	3	228	0	0	0	0	4
PDB_01070	-	0.43	0.37	0.50	20	12680	20	0	20	0	34
PDB_01073	SAM links to Rfam database...	0.55	0.47	0.64	16	4346	10	0	9	1	18
PDB_01092	glmS links to Rfam database...	0.66	0.58	0.77	30	10114	10	2	7	1	22
PDB_01194	-	0.44	0.33	0.63	5	488	3	1	2	0	10
PDB_01201	-	0.79	0.64	1.00	14	1114	0	0	0	0	8
PDB_01203	-	0.73	0.63	0.86	12	1162	2	2	0	0	7
PDB_01250	-	0.00	0.00	0.00	0	12061	32	1	28	3	41
PDB_01260	-	0.58	0.44	0.79	11	1816	3	0	3	0	14
PDB_01281	-	-0.03	0.00	0.00	0	366	12	0	12	0	14
PDB_01299	-	0.74	0.67	0.83	10	891	2	1	1	0	5
PDB_01309	-	-0.01	0.00	0.00	0	9124	56	12	44	0	39
RFA_00632	HDV_ribozyme links to Rfam database...	0.36	0.36	0.37	10	4068	17	3	14	0	18
RFA_00636	HDV_ribozyme links to Rfam database...	0.58	0.57	0.59	16	3978	11	1	10	0	12
RFA_00767	Corona_pk3 links to Rfam database...	-0.01	0.00	0.00	0	1878	13	1	12	0	18
RFA_00768	Corona_pk3 links to Rfam database...	-0.01	0.00	0.00	0	1875	16	1	15	0	18
RFA_00769	Corona_pk3 links to Rfam database...	0.50	0.50	0.50	9	1935	9	4	5	0	9
RFA_00770	Corona_pk3 links to Rfam database...	-0.01	0.00	0.00	0	2003	15	2	11	2	18
RFA_00773	Corona_pk3 links to Rfam database...	-0.01	0.00	0.00	0	1936	19	1	16	2	18
RFA_00779	Corona_pk3 links to Rfam database...	0.65	0.56	0.77	10	1940	3	2	1	0	8
RFA_00808	RydC links to Rfam database...	0.62	0.56	0.69	9	2003	4	3	1	0	7
RFA_00809	RydC links to Rfam database...	0.40	0.38	0.43	6	2131	8	1	7	0	10

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Performance of RNAfold - scored lower in this pairwise comparison

1. Total counts & total scores for RNAfold

Total Base Pair Counts
Total TP	459
Total TN	158457
Total FP	606
Total FP CONTRA	77
Total FP INCONS	513
Total FP COMP	16
Total FN	719

Total Scores
MCC	0.409
Average MCC ± 95% Confidence Intervals	0.493 ± 0.083
Sensitivity	0.390
Positive Predictive Value	0.438
Nr of predictions	53

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
PDB_00005	Tymo_tRNA-like links to Rfam database...	0.88	0.79	1.00	11	935	0	0	0	0	3
PDB_00018	-	0.20	0.20	0.22	4	1017	14	2	12	0	16
PDB_00020	-	0.38	0.35	0.44	7	764	9	0	9	0	13
PDB_00041	-	0.70	0.50	1.00	6	624	0	0	0	0	6
PDB_00053	-	0.73	0.55	1.00	6	429	0	0	0	0	5
PDB_00056	-	0.93	0.88	1.00	14	616	0	0	0	0	2
PDB_00123	-	-0.01	0.00	0.00	0	4151	35	0	35	0	36
PDB_00124	-	0.59	0.50	0.71	5	489	2	0	2	0	5
PDB_00128	-	0.80	0.71	0.91	10	485	1	0	1	0	4
PDB_00134	-	0.79	0.63	1.00	5	373	0	0	0	0	3
PDB_00138	-	0.79	0.63	1.00	5	373	0	0	0	0	3
PDB_00209	-	0.56	0.45	0.71	5	554	2	0	2	0	6
PDB_00243	-	0.71	0.58	0.88	7	622	1	0	1	0	5
PDB_00352	-	0.89	0.79	1.00	15	1210	0	0	0	0	4
PDB_00370	-	0.09	0.12	0.07	3	15179	45	12	31	2	22
PDB_00447	-	0.44	0.39	0.52	17	7107	16	5	11	0	27
PDB_00571	tRNA links to Rfam database...	0.17	0.16	0.19	4	3300	17	6	11	0	21
PDB_00713	-	0.43	0.43	0.45	9	1996	11	0	11	0	12
PDB_00716	HDV_ribozyme links to Rfam database...	-0.01	0.00	0.00	0	2678	24	1	22	1	23
PDB_00804	-	0.22	0.24	0.21	12	15342	48	10	36	2	38
PDB_00828	Purine links to Rfam database...	0.88	0.78	1.00	21	2464	0	0	0	0	6
PDB_00829	Purine links to Rfam database...	0.86	0.75	1.00	18	2260	0	0	0	0	6
PDB_00842	-	0.79	0.63	1.00	5	373	0	0	0	0	3
PDB_00851	-	0.44	0.39	0.50	16	4721	16	0	16	0	25
PDB_00857	-	0.54	0.40	0.75	6	1073	2	0	2	0	9
PDB_00874	-	0.10	0.10	0.14	2	932	12	2	10	0	18
PDB_00886	-	-0.01	0.00	0.00	0	4148	38	0	38	0	40
PDB_00918	-	0.75	0.57	1.00	4	321	0	0	0	0	3
PDB_01009	tRNA links to Rfam database...	0.52	0.57	0.48	12	2460	13	5	8	0	9
PDB_01020	Purine links to Rfam database...	0.86	0.74	1.00	17	2261	1	0	0	1	6
PDB_01040	-	0.30	0.30	0.33	6	1110	12	0	12	0	14
PDB_01059	-	0.75	0.57	1.00	4	227	0	0	0	0	3
PDB_01070	-	0.14	0.13	0.16	7	12675	39	1	37	1	47
PDB_01073	SAM links to Rfam database...	0.75	0.65	0.88	22	4346	4	0	3	1	12
PDB_01092	glmS links to Rfam database...	0.71	0.63	0.80	33	10112	10	1	7	2	19
PDB_01194	-	-0.02	0.00	0.00	0	488	8	0	8	0	15
PDB_01201	-	0.85	0.73	1.00	16	1112	0	0	0	0	6
PDB_01203	-	0.71	0.63	0.80	12	1161	3	2	1	0	7
PDB_01250	-	0.10	0.10	0.10	4	12051	35	3	32	0	37
PDB_01260	-	0.56	0.48	0.67	12	1812	6	0	6	0	13
PDB_01281	-	-0.03	0.00	0.00	0	366	12	0	12	0	14
PDB_01299	-	0.74	0.67	0.83	10	891	2	1	1	0	5
PDB_01309	-	-0.01	0.00	0.00	0	9118	62	9	53	0	39
RFA_00632	HDV_ribozyme links to Rfam database...	0.38	0.39	0.37	11	4065	19	2	17	0	17
RFA_00636	HDV_ribozyme links to Rfam database...	0.42	0.43	0.43	12	3977	16	2	14	0	16
RFA_00767	Corona_pk3 links to Rfam database...	0.63	0.56	0.71	10	1877	4	0	4	0	8
RFA_00768	Corona_pk3 links to Rfam database...	0.48	0.44	0.53	8	1876	7	1	6	0	10
RFA_00769	Corona_pk3 links to Rfam database...	0.52	0.56	0.50	10	1933	10	4	6	0	8
RFA_00770	Corona_pk3 links to Rfam database...	0.68	0.56	0.83	10	2004	5	0	2	3	8
RFA_00773	Corona_pk3 links to Rfam database...	0.55	0.56	0.56	10	1935	8	2	6	0	8
RFA_00779	Corona_pk3 links to Rfam database...	0.55	0.56	0.56	10	1935	8	3	5	0	8
RFA_00808	RydC links to Rfam database...	-0.01	0.00	0.00	0	2001	18	2	13	3	16
RFA_00809	RydC links to Rfam database...	0.36	0.38	0.35	6	2128	11	1	10	0	10

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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 Vsfold4 - scored higher in this pairwise comparison

1. Total counts & total scores for Vsfold4

2. Individual counts for Vsfold4 [ download as .csv ]

Performance of RNAfold - scored lower in this pairwise comparison

1. Total counts & total scores for RNAfold

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