CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	ProbKnot		CRWrnafold
MCC	0.459	>	0.374
Average MCC ± 95% Confidence Intervals	0.535 ± 0.084	>	0.450 ± 0.090
Sensitivity	0.440	>	0.351
Positive Predictive Value	0.487	>	0.407
Total TP	518	>	414
Total TN	158442	<	158490
Total FP	562	<	618
Total FP CONTRA	69	<	81
Total FP INCONS	477	<	521
Total FP COMP	16	=	16
Total FN	660	<	764
P-value	3.56938820447e-08

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Performance plots

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

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Performance of ProbKnot - scored higher in this pairwise comparison

1. Total counts & total scores for ProbKnot

Total Base Pair Counts
Total TP	518
Total TN	158442
Total FP	562
Total FP CONTRA	69
Total FP INCONS	477
Total FP COMP	16
Total FN	660

Total Scores
MCC	0.459
Average MCC ± 95% Confidence Intervals	0.535 ± 0.084
Sensitivity	0.440
Positive Predictive Value	0.487
Nr of predictions	53

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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
PDB_00005	Tymo_tRNA-like links to Rfam database...	0.78	0.79	0.79	11	932	3	0	3	0	3
PDB_00018	-	0.20	0.20	0.22	4	1017	14	2	12	0	16
PDB_00020	-	0.41	0.35	0.50	7	766	7	0	7	0	13
PDB_00041	-	0.70	0.50	1.00	6	624	0	0	0	0	6
PDB_00053	-	1.00	1.00	1.00	11	424	0	0	0	0	0
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	-	-0.02	0.00	0.00	0	488	8	2	6	0	10
PDB_00128	-	0.77	0.71	0.83	10	484	2	0	2	0	4
PDB_00134	-	0.79	0.63	1.00	5	373	0	0	0	0	3
PDB_00138	-	0.72	0.63	0.83	5	372	1	0	1	0	3
PDB_00209	-	0.56	0.45	0.71	5	554	2	0	2	0	6
PDB_00243	-	0.63	0.58	0.70	7	620	3	0	3	0	5
PDB_00352	-	0.86	0.79	0.94	15	1209	1	0	1	0	4
PDB_00370	-	0.09	0.12	0.07	3	15183	41	8	31	2	22
PDB_00447	-	0.27	0.25	0.30	11	7103	26	6	20	0	33
PDB_00571	tRNA links to Rfam database...	0.60	0.60	0.60	15	3296	10	6	4	0	10
PDB_00713	-	0.43	0.43	0.45	9	1996	12	0	11	1	12
PDB_00716	HDV_ribozyme links to Rfam database...	-0.01	0.00	0.00	0	2680	22	0	21	1	23
PDB_00804	-	0.28	0.28	0.28	14	15350	38	6	30	2	36
PDB_00828	Purine links to Rfam database...	0.86	0.78	0.95	21	2463	1	0	1	0	6
PDB_00829	Purine links to Rfam database...	0.86	0.75	1.00	18	2260	0	0	0	0	6
PDB_00842	-	1.00	1.00	1.00	8	370	0	0	0	0	0
PDB_00851	-	0.45	0.39	0.53	16	4723	14	0	14	0	25
PDB_00857	-	0.80	0.80	0.80	12	1066	3	0	3	0	3
PDB_00874	-	0.05	0.05	0.08	1	933	12	2	10	0	19
PDB_00886	-	-0.01	0.00	0.00	0	4148	38	0	38	0	40
PDB_00918	-	0.67	0.57	0.80	4	320	1	0	1	0	3
PDB_01009	tRNA links to Rfam database...	0.54	0.57	0.52	12	2462	12	5	6	1	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	0.32	6	1109	13	0	13	0	14
PDB_01059	-	1.00	1.00	1.00	7	224	0	0	0	0	0
PDB_01070	-	0.33	0.30	0.38	16	12678	27	2	24	1	38
PDB_01073	SAM links to Rfam database...	0.86	0.74	1.00	25	4346	1	0	0	1	9
PDB_01092	glmS links to Rfam database...	0.73	0.63	0.85	33	10114	8	1	5	2	19
PDB_01194	-	0.69	0.60	0.82	9	485	2	0	2	0	6
PDB_01201	-	0.98	0.95	1.00	21	1107	0	0	0	0	1
PDB_01203	-	0.74	0.68	0.81	13	1160	3	2	1	0	6
PDB_01250	-	0.22	0.20	0.25	8	12058	24	4	20	0	33
PDB_01260	-	0.53	0.48	0.60	12	1810	8	1	7	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...	0.40	0.39	0.41	11	4068	16	0	16	0	17
RFA_00636	HDV_ribozyme links to Rfam database...	0.44	0.46	0.43	13	3975	17	0	17	0	15
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...	0.44	0.44	0.44	8	1873	11	1	9	1	10
RFA_00769	Corona_pk3 links to Rfam database...	0.54	0.56	0.53	10	1934	9	4	5	0	8
RFA_00770	Corona_pk3 links to Rfam database...	0.59	0.56	0.63	10	2000	9	0	6	3	8
RFA_00773	Corona_pk3 links to Rfam database...	0.55	0.56	0.56	10	1935	8	3	5	0	8
RFA_00779	Corona_pk3 links to Rfam database...	0.63	0.56	0.71	10	1939	4	3	1	0	8
RFA_00808	RydC links to Rfam database...	0.65	0.56	0.75	9	2004	3	0	3	0	7
RFA_00809	RydC links to Rfam database...	0.35	0.38	0.33	6	2127	12	1	11	0	10

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Performance of CRWrnafold - scored lower in this pairwise comparison

1. Total counts & total scores for CRWrnafold

Total Base Pair Counts
Total TP	414
Total TN	158490
Total FP	618
Total FP CONTRA	81
Total FP INCONS	521
Total FP COMP	16
Total FN	764

Total Scores
MCC	0.374
Average MCC ± 95% Confidence Intervals	0.450 ± 0.090
Sensitivity	0.351
Positive Predictive Value	0.407
Nr of predictions	53

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2. Individual counts for CRWrnafold [ 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	-	0.21	0.20	0.25	4	1019	12	2	10	0	16
PDB_00020	-	0.42	0.35	0.54	7	767	6	0	6	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	4155	31	0	31	0	36
PDB_00124	-	-0.02	0.00	0.00	0	488	8	2	6	0	10
PDB_00128	-	0.80	0.71	0.91	10	485	1	0	1	0	4
PDB_00134	-	0.66	0.63	0.71	5	371	2	0	2	0	3
PDB_00138	-	0.79	0.63	1.00	5	373	0	0	0	0	3
PDB_00209	-	0.68	0.55	0.86	6	554	1	1	0	0	5
PDB_00243	-	0.76	0.58	1.00	7	623	0	0	0	0	5
PDB_00352	-	0.39	0.37	0.44	7	1209	9	0	9	0	12
PDB_00370	-	0.00	0.00	0.00	0	15179	46	13	33	0	25
PDB_00447	-	-0.01	0.00	0.00	0	7110	30	6	24	0	44
PDB_00571	tRNA links to Rfam database...	0.85	0.76	0.95	19	3301	1	1	0	0	6
PDB_00713	-	-0.01	0.00	0.00	0	1998	19	1	17	1	21
PDB_00716	HDV_ribozyme links to Rfam database...	-0.01	0.00	0.00	0	2680	22	0	21	1	23
PDB_00804	-	0.00	0.00	0.00	0	15344	56	10	46	0	50
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	-	0.42	0.39	0.47	16	4719	18	4	14	0	25
PDB_00857	-	0.77	0.60	1.00	9	1072	0	0	0	0	6
PDB_00874	-	0.10	0.10	0.13	2	931	13	2	11	0	18
PDB_00886	-	-0.01	0.00	0.00	0	4152	34	0	34	0	40
PDB_00918	-	0.56	0.43	0.75	3	321	1	1	0	0	4
PDB_01009	tRNA links to Rfam database...	0.90	0.90	0.90	19	2464	4	0	2	2	2
PDB_01020	Purine links to Rfam database...	0.86	0.74	1.00	17	2261	1	0	0	1	6
PDB_01040	-	0.31	0.30	0.35	6	1111	11	0	11	0	14
PDB_01059	-	0.56	0.43	0.75	3	227	1	1	0	0	4
PDB_01070	-	0.27	0.26	0.29	14	12672	34	0	34	0	40
PDB_01073	SAM links to Rfam database...	0.52	0.47	0.59	16	4344	12	1	10	1	18
PDB_01092	glmS links to Rfam database...	0.68	0.62	0.76	32	10111	12	1	9	2	20
PDB_01194	-	0.44	0.33	0.63	5	488	3	1	2	0	10
PDB_01201	-	0.82	0.68	1.00	15	1113	0	0	0	0	7
PDB_01203	-	0.74	0.68	0.81	13	1160	3	2	1	0	6
PDB_01250	-	0.15	0.15	0.16	6	12053	31	4	27	0	35
PDB_01260	-	0.44	0.36	0.56	9	1814	7	0	7	0	16
PDB_01281	-	-0.03	0.00	0.00	0	366	12	0	12	0	14
PDB_01299	-	-0.01	0.00	0.00	0	894	9	2	7	0	15
PDB_01309	-	-0.01	0.00	0.00	0	9122	58	7	51	0	39
RFA_00632	HDV_ribozyme links to Rfam database...	0.37	0.36	0.38	10	4069	19	0	16	3	18
RFA_00636	HDV_ribozyme links to Rfam database...	0.51	0.50	0.52	14	3978	13	3	10	0	14
RFA_00767	Corona_pk3 links to Rfam database...	0.59	0.56	0.63	10	1875	6	3	3	0	8
RFA_00768	Corona_pk3 links to Rfam database...	0.47	0.44	0.50	8	1875	8	1	7	0	10
RFA_00769	Corona_pk3 links to Rfam database...	0.54	0.56	0.53	10	1934	9	4	5	0	8
RFA_00770	Corona_pk3 links to Rfam database...	-0.01	0.00	0.00	0	2002	17	1	13	3	18
RFA_00773	Corona_pk3 links to Rfam database...	0.59	0.56	0.63	10	1937	6	1	5	0	8
RFA_00779	Corona_pk3 links to Rfam database...	0.59	0.56	0.63	10	1937	6	3	3	0	8
RFA_00808	RydC links to Rfam database...	-0.01	0.00	0.00	0	2000	18	2	14	2	16
RFA_00809	RydC links to Rfam database...	0.40	0.38	0.43	6	2131	8	1	7	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 ProbKnot - scored higher in this pairwise comparison

1. Total counts & total scores for ProbKnot

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

Performance of CRWrnafold - scored lower in this pairwise comparison

1. Total counts & total scores for CRWrnafold

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