CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	Sfold		CRWrnafold
MCC	0.425	>	0.374
Average MCC ± 95% Confidence Intervals	0.503 ± 0.086	>	0.450 ± 0.090
Sensitivity	0.377	>	0.351
Positive Predictive Value	0.488	>	0.407
Total TP	444	>	414
Total TN	158596	>	158490
Total FP	477	<	618
Total FP CONTRA	54	<	81
Total FP INCONS	412	<	521
Total FP COMP	11	<	16
Total FN	734	<	764
P-value	3.56938820447e-08

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Performance plots

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

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Performance of Sfold - scored higher in this pairwise comparison

1. Total counts & total scores for Sfold

Total Base Pair Counts
Total TP	444
Total TN	158596
Total FP	477
Total FP CONTRA	54
Total FP INCONS	412
Total FP COMP	11
Total FN	734

Total Scores
MCC	0.425
Average MCC ± 95% Confidence Intervals	0.503 ± 0.086
Sensitivity	0.377
Positive Predictive Value	0.488
Nr of predictions	53

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2. Individual counts for Sfold [ 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	-	0.00	0.00	0.00	0	15225	0	0	0	0	25
PDB_00447	-	0.26	0.07	1.00	3	7137	0	0	0	0	41
PDB_00571	tRNA links to Rfam database...	0.21	0.20	0.24	5	3300	16	6	10	0	20
PDB_00713	-	0.56	0.43	0.75	9	2004	3	0	3	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	-	0.19	0.20	0.18	10	15344	46	10	36	0	40
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	-	0.45	0.39	0.53	16	4723	14	0	14	0	25
PDB_00857	-	0.77	0.60	1.00	9	1072	0	0	0	0	6
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	-	0.75	0.57	1.00	4	321	0	0	0	0	3
PDB_01009	tRNA links to Rfam database...	0.46	0.52	0.41	11	2458	16	5	11	0	10
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	-	0.75	0.57	1.00	4	227	0	0	0	0	3
PDB_01070	-	0.33	0.26	0.44	14	12688	18	0	18	0	40
PDB_01073	SAM links to Rfam database...	0.80	0.65	1.00	22	4349	1	0	0	1	12
PDB_01092	glmS links to Rfam database...	0.76	0.63	0.92	33	10117	5	0	3	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	-	0.13	0.10	0.17	4	12066	20	3	17	0	37
PDB_01260	-	0.64	0.48	0.86	12	1816	2	0	2	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...	0.24	0.25	0.25	7	4067	21	2	19	0	21
RFA_00636	HDV_ribozyme links to Rfam database...	0.40	0.39	0.41	11	3978	16	2	14	0	17
RFA_00767	Corona_pk3 links to Rfam database...	0.74	0.56	1.00	10	1881	0	0	0	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...	0.57	0.56	0.59	10	1936	7	1	6	0	8
RFA_00779	Corona_pk3 links to Rfam database...	0.68	0.56	0.83	10	1941	2	0	2	0	8
RFA_00808	RydC links to Rfam database...	-0.01	0.00	0.00	0	2000	19	2	14	3	16
RFA_00809	RydC links to Rfam database...	0.37	0.38	0.38	6	2129	10	1	9	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 Sfold - scored higher in this pairwise comparison

1. Total counts & total scores for Sfold

2. Individual counts for Sfold [ 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 ]