CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	Multilign(seed)		RNAshapes
MCC	0.665	>	0.491
Average MCC ± 95% Confidence Intervals	0.534 ± 0.134	>	0.463 ± 0.108
Sensitivity	0.632	>	0.502
Positive Predictive Value	0.701	>	0.483
Total TP	506	>	402
Total TN	349372	>	349261
Total FP	286	<	503
Total FP CONTRA	48	<	105
Total FP INCONS	168	<	326
Total FP COMP	70	<	72
Total FN	295	<	399
P-value	5.10776592382e-08

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Performance plots

Comparison of performance of Multilign(seed) and RNAshapes. 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 Multilign(seed) and RNAshapes).
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 Multilign(seed) and RNAshapes).
Comparison of average Matthews Correlation Coefficients (MCCs) for Multilign(seed) and RNAshapes. 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 Multilign(seed) and RNAshapes).

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Performance of Multilign(seed) - scored higher in this pairwise comparison

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

Total Base Pair Counts
Total TP	506
Total TN	349372
Total FP	286
Total FP CONTRA	48
Total FP INCONS	168
Total FP COMP	70
Total FN	295

Total Scores
MCC	0.665
Average MCC ± 95% Confidence Intervals	0.534 ± 0.134
Sensitivity	0.632
Positive Predictive Value	0.701
Nr of predictions	22

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
RFA_00416	Hammerhead_3 links to Rfam database...	0.57	0.53	0.62	8	1472	6	1	4	1	7
RFA_00619	-	0.37	0.41	0.34	16	22744	36	12	19	5	23
RFA_00626	rne5 links to Rfam database...	0.90	0.85	0.95	74	56538	20	0	4	16	13
RFA_00628	rne5 links to Rfam database...	0.92	0.88	0.95	76	57211	18	0	4	14	10
RFA_00654	Vimentin3 links to Rfam database...	0.00	0.00	0.00	0	2414	1	0	1	0	18
RFA_00658	Hammerhead_1 links to Rfam database...	0.00	0.00	0.00	0	1128	0	0	0	0	14
RFA_00664	Hammerhead_1 links to Rfam database...	0.00	0.00	0.00	0	990	0	0	0	0	14
RFA_00708	Hammerhead_1 links to Rfam database...	0.00	0.00	0.00	0	1035	0	0	0	0	14
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...	0.61	0.56	0.67	10	1876	5	0	5	0	8
RFA_00769	Corona_pk3 links to Rfam database...	0.55	0.56	0.56	10	1935	8	3	5	0	8
RFA_00770	Corona_pk3 links to Rfam database...	0.68	0.56	0.83	10	2004	2	0	2	0	8
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...	0.61	0.56	0.67	10	1938	5	0	5	0	8
RFA_00808	RydC links to Rfam database...	0.60	0.56	0.64	9	2002	5	0	5	0	7
RFA_00809	RydC links to Rfam database...	0.37	0.38	0.38	6	2129	10	1	9	0	10
RFA_00816	R2_retro_el links to Rfam database...	1.00	1.00	1.00	41	23179	12	0	0	12	0
RFA_00817	R2_retro_el links to Rfam database...	0.77	0.78	0.76	32	21903	13	5	5	3	9
RFA_00818	R2_retro_el links to Rfam database...	0.85	0.80	0.89	33	20264	12	1	3	8	8
SRP_00241	Plant_SRP links to Rfam database...	0.48	0.50	0.46	41	45967	50	15	33	2	41
SRP_00331	Metazoa_SRP links to Rfam database...	0.69	0.69	0.70	60	37589	29	2	24	3	27
SRP_00340	Metazoa_SRP links to Rfam database...	0.59	0.61	0.57	50	41240	44	7	31	6	32

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Performance of RNAshapes - scored lower in this pairwise comparison

1. Total counts & total scores for RNAshapes

Total Base Pair Counts
Total TP	402
Total TN	349261
Total FP	503
Total FP CONTRA	105
Total FP INCONS	326
Total FP COMP	72
Total FN	399

Total Scores
MCC	0.491
Average MCC ± 95% Confidence Intervals	0.463 ± 0.108
Sensitivity	0.502
Positive Predictive Value	0.483
Nr of predictions	22

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
RFA_00416	Hammerhead_3 links to Rfam database...	0.93	0.93	0.93	14	1470	4	0	1	3	1
RFA_00619	-	0.32	0.36	0.29	14	22742	45	9	26	10	25
RFA_00626	rne5 links to Rfam database...	0.45	0.45	0.46	39	56531	61	9	37	15	48
RFA_00628	rne5 links to Rfam database...	0.82	0.80	0.84	69	57209	33	1	12	20	17
RFA_00654	Vimentin3 links to Rfam database...	0.27	0.28	0.28	5	2397	13	2	11	0	13
RFA_00658	Hammerhead_1 links to Rfam database...	0.59	0.50	0.70	7	1118	5	0	3	2	7
RFA_00664	Hammerhead_1 links to Rfam database...	-0.01	0.00	0.00	0	980	11	0	10	1	14
RFA_00708	Hammerhead_1 links to Rfam database...	0.40	0.29	0.57	4	1028	3	0	3	0	10
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...	0.54	0.56	0.53	10	1934	9	4	5	0	8
RFA_00770	Corona_pk3 links to Rfam database...	0.61	0.56	0.67	10	2001	8	0	5	3	8
RFA_00773	Corona_pk3 links to Rfam database...	0.71	0.56	0.91	10	1942	4	1	0	3	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	15	2	13	0	16
RFA_00809	RydC links to Rfam database...	0.36	0.38	0.35	6	2128	11	1	10	0	10
RFA_00816	R2_retro_el links to Rfam database...	0.21	0.24	0.18	10	23164	47	18	28	1	31
RFA_00817	R2_retro_el links to Rfam database...	0.10	0.12	0.08	5	21881	60	21	38	1	36
RFA_00818	R2_retro_el links to Rfam database...	0.52	0.56	0.48	23	20253	31	9	16	6	18
SRP_00241	Plant_SRP links to Rfam database...	0.55	0.59	0.52	48	45963	47	13	32	2	34
SRP_00331	Metazoa_SRP links to Rfam database...	0.63	0.61	0.66	53	37595	30	2	25	3	34
SRP_00340	Metazoa_SRP links to Rfam database...	0.54	0.57	0.51	47	41236	47	9	36	2	35

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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 Multilign(seed) - scored higher in this pairwise comparison

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

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

Performance of RNAshapes - scored lower in this pairwise comparison

1. Total counts & total scores for RNAshapes

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