CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	TurboFold(seed)		RNAwolf
MCC	0.791	>	0.422
Average MCC ± 95% Confidence Intervals	0.783 ± 0.059	>	0.457 ± 0.076
Sensitivity	0.762	>	0.433
Positive Predictive Value	0.822	>	0.414
Total TP	1598	>	909
Total TN	900807	>	900557
Total FP	543	<	1648
Total FP CONTRA	62	<	249
Total FP INCONS	285	<	1037
Total FP COMP	196	<	362
Total FN	499	<	1188
P-value	3.56938820447e-08

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Performance plots

Comparison of performance of TurboFold(seed) and RNAwolf. 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 TurboFold(seed) and RNAwolf).
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 TurboFold(seed) and RNAwolf).
Comparison of average Matthews Correlation Coefficients (MCCs) for TurboFold(seed) and RNAwolf. 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 TurboFold(seed) and RNAwolf).

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

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

Total Base Pair Counts
Total TP	1598
Total TN	900807
Total FP	543
Total FP CONTRA	62
Total FP INCONS	285
Total FP COMP	196
Total FN	499

Total Scores
MCC	0.791
Average MCC ± 95% Confidence Intervals	0.783 ± 0.059
Sensitivity	0.762
Positive Predictive Value	0.822
Nr of predictions	51

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
ASE_00210	RNaseP_arch links to Rfam database...	0.71	0.68	0.75	44	27202	16	4	11	1	21
CRW_01535	5S_rRNA links to Rfam database...	0.94	0.89	1.00	33	7107	3	0	0	3	4
PDB_00012	mir-TAR links to Rfam database...	1.00	1.00	1.00	7	399	3	0	0	3	0
RFA_00390	Hammerhead_3 links to Rfam database...	1.00	1.00	1.00	15	1416	2	0	0	2	0
RFA_00416	Hammerhead_3 links to Rfam database...	1.00	1.00	1.00	15	1470	2	0	0	2	0
RFA_00433	Hammerhead_3 links to Rfam database...	1.00	1.00	1.00	15	1416	2	0	0	2	0
RFA_00587	Y_RNA links to Rfam database...	1.00	1.00	1.00	15	4836	11	0	0	11	0
RFA_00626	rne5 links to Rfam database...	0.90	0.85	0.95	74	56538	17	0	4	13	13
RFA_00627	rne5 links to Rfam database...	0.85	0.82	0.89	71	56873	23	0	9	14	16
RFA_00628	rne5 links to Rfam database...	0.92	0.90	0.95	77	57210	17	0	4	13	9
RFA_00630	rne5 links to Rfam database...	0.83	0.79	0.87	69	56874	22	0	10	12	18
RFA_00636	HDV_ribozyme links to Rfam database...	0.42	0.43	0.43	12	3977	16	2	14	0	16
RFA_00654	Vimentin3 links to Rfam database...	0.44	0.33	0.60	6	2405	5	1	3	1	12
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_00703	Hammerhead_1 links to Rfam database...	0.67	0.64	0.69	9	4265	18	1	3	14	5
RFA_00708	Hammerhead_1 links to Rfam database...	0.40	0.29	0.57	4	1028	3	0	3	0	10
RFA_00749	s2m links to Rfam database...	1.00	1.00	1.00	12	891	1	0	0	1	0
RFA_00764	s2m links to Rfam database...	1.00	1.00	1.00	12	891	1	0	0	1	0
RFA_00765	s2m links to Rfam database...	1.00	1.00	1.00	12	891	1	0	0	1	0
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...	0.74	0.56	1.00	10	1881	0	0	0	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	5	0	2	3	8
RFA_00773	Corona_pk3 links to Rfam database...	0.71	0.56	0.91	10	1942	2	1	0	1	8
RFA_00779	Corona_pk3 links to Rfam database...	0.71	0.56	0.91	10	1942	1	0	1	0	8
RFA_00805	RNAIII links to Rfam database...	0.87	0.82	0.93	123	133254	13	0	9	4	27
RFA_00808	RydC links to Rfam database...	0.75	0.56	1.00	9	2007	0	0	0	0	7
RFA_00809	RydC links to Rfam database...	0.38	0.38	0.40	6	2130	9	1	8	0	10
RFA_00814	R2_retro_el links to Rfam database...	0.92	0.85	1.00	35	25165	13	0	0	13	6
RFA_00816	R2_retro_el links to Rfam database...	1.00	1.00	1.00	41	23179	14	0	0	14	0
RFA_00817	R2_retro_el links to Rfam database...	0.95	0.90	1.00	37	21908	7	0	0	7	4
RFA_00818	R2_retro_el links to Rfam database...	0.85	0.80	0.89	33	20264	11	1	3	7	8
RFA_00819	R2_retro_el links to Rfam database...	0.98	0.95	1.00	39	27927	27	0	0	27	2
SRP_00084	Bacteria_small_SRP links to Rfam database...	0.88	0.88	0.88	30	5426	4	1	3	0	4
SRP_00134	Bacteria_large_SRP links to Rfam database...	0.61	0.66	0.58	19	5962	18	3	11	4	10
SRP_00137	Bacteria_small_SRP links to Rfam database...	0.75	0.84	0.68	21	4155	10	4	6	0	4
SRP_00146	Bacteria_small_SRP links to Rfam database...	0.93	0.94	0.92	34	5216	3	1	2	0	2
SRP_00200	Bacteria_small_SRP links to Rfam database...	0.90	0.92	0.89	33	6866	4	1	3	0	3
SRP_00231	Bacteria_small_SRP links to Rfam database...	0.91	0.91	0.91	31	5426	3	1	2	0	3
SRP_00241	Plant_SRP links to Rfam database...	0.56	0.59	0.54	48	45967	43	12	29	2	34
SRP_00257	Metazoa_SRP links to Rfam database...	0.78	0.72	0.85	78	50948	16	4	10	2	30
SRP_00285	Bacteria_small_SRP links to Rfam database...	0.95	0.93	0.97	28	3712	1	0	1	0	2
SRP_00308	Bacteria_large_SRP links to Rfam database...	0.76	0.74	0.77	65	36231	20	2	17	1	23
SRP_00328	Metazoa_SRP links to Rfam database...	0.69	0.67	0.70	57	39540	27	5	19	3	28
SRP_00329	Metazoa_SRP links to Rfam database...	0.65	0.64	0.67	54	39822	30	3	24	3	31
SRP_00331	Metazoa_SRP links to Rfam database...	0.67	0.66	0.68	57	37591	29	3	24	2	30
SRP_00338	Bacteria_small_SRP links to Rfam database...	0.94	0.94	0.94	34	5424	2	0	2	0	2
SRP_00340	Metazoa_SRP links to Rfam database...	0.61	0.61	0.61	50	41246	38	6	26	6	32
SRP_00357	Bacteria_small_SRP links to Rfam database...	0.93	0.94	0.92	34	5319	3	1	2	0	2
SRP_00367	Bacteria_small_SRP links to Rfam database...	0.93	0.94	0.92	33	6750	3	1	2	0	2

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Performance of RNAwolf - scored lower in this pairwise comparison

1. Total counts & total scores for RNAwolf

Total Base Pair Counts
Total TP	909
Total TN	900557
Total FP	1648
Total FP CONTRA	249
Total FP INCONS	1037
Total FP COMP	362
Total FN	1188

Total Scores
MCC	0.422
Average MCC ± 95% Confidence Intervals	0.457 ± 0.076
Sensitivity	0.433
Positive Predictive Value	0.414
Nr of predictions	51

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
ASE_00210	RNaseP_arch links to Rfam database...	0.62	0.63	0.61	41	27194	39	9	17	13	24
CRW_01535	5S_rRNA links to Rfam database...	0.14	0.16	0.13	6	7095	39	8	31	0	31
PDB_00012	mir-TAR links to Rfam database...	0.92	0.86	1.00	6	400	2	0	0	2	1
RFA_00390	Hammerhead_3 links to Rfam database...	0.74	0.67	0.83	10	1419	5	0	2	3	5
RFA_00416	Hammerhead_3 links to Rfam database...	0.80	0.80	0.80	12	1470	8	0	3	5	3
RFA_00433	Hammerhead_3 links to Rfam database...	0.71	0.67	0.77	10	1418	7	2	1	4	5
RFA_00587	Y_RNA links to Rfam database...	0.93	0.87	1.00	13	4838	16	0	0	16	2
RFA_00626	rne5 links to Rfam database...	0.08	0.09	0.08	8	56511	99	24	73	2	79
RFA_00627	rne5 links to Rfam database...	0.38	0.39	0.37	34	56862	73	13	44	16	53
RFA_00628	rne5 links to Rfam database...	0.58	0.57	0.59	49	57208	64	7	27	30	37
RFA_00630	rne5 links to Rfam database...	0.48	0.47	0.49	41	56869	66	9	34	23	46
RFA_00636	HDV_ribozyme links to Rfam database...	0.40	0.39	0.41	11	3978	19	1	15	3	17
RFA_00654	Vimentin3 links to Rfam database...	-0.01	0.00	0.00	0	2394	21	3	18	0	18
RFA_00658	Hammerhead_1 links to Rfam database...	0.56	0.50	0.64	7	1117	8	0	4	4	7
RFA_00664	Hammerhead_1 links to Rfam database...	-0.02	0.00	0.00	0	974	16	0	16	0	14
RFA_00703	Hammerhead_1 links to Rfam database...	0.39	0.43	0.35	6	4261	25	6	5	14	8
RFA_00708	Hammerhead_1 links to Rfam database...	-0.01	0.00	0.00	0	1025	10	1	9	0	14
RFA_00749	s2m links to Rfam database...	0.55	0.58	0.54	7	890	9	1	5	3	5
RFA_00764	s2m links to Rfam database...	0.48	0.42	0.56	5	894	6	0	4	2	7
RFA_00765	s2m links to Rfam database...	0.36	0.42	0.33	5	888	13	0	10	3	7
RFA_00767	Corona_pk3 links to Rfam database...	0.48	0.44	0.53	8	1876	8	1	6	1	10
RFA_00768	Corona_pk3 links to Rfam database...	0.50	0.44	0.57	8	1877	8	1	5	2	10
RFA_00769	Corona_pk3 links to Rfam database...	0.41	0.44	0.38	8	1932	13	3	10	0	10
RFA_00770	Corona_pk3 links to Rfam database...	0.51	0.50	0.53	9	1999	12	2	6	4	9
RFA_00773	Corona_pk3 links to Rfam database...	0.42	0.39	0.47	7	1938	12	1	7	4	11
RFA_00779	Corona_pk3 links to Rfam database...	0.26	0.28	0.26	5	1934	14	6	8	0	13
RFA_00805	RNAIII links to Rfam database...	0.30	0.31	0.29	47	133225	121	13	101	7	103
RFA_00808	RydC links to Rfam database...	0.68	0.56	0.82	9	2005	2	2	0	0	7
RFA_00809	RydC links to Rfam database...	0.47	0.38	0.60	6	2135	6	0	4	2	10
RFA_00814	R2_retro_el links to Rfam database...	0.20	0.22	0.18	9	25149	62	12	30	20	32
RFA_00816	R2_retro_el links to Rfam database...	0.00	0.00	0.00	0	23162	66	17	41	8	41
RFA_00817	R2_retro_el links to Rfam database...	0.00	0.00	0.00	0	21892	57	12	41	4	41
RFA_00818	R2_retro_el links to Rfam database...	0.25	0.27	0.23	11	20253	51	12	25	14	30
RFA_00819	R2_retro_el links to Rfam database...	0.16	0.17	0.16	7	27921	70	6	32	32	34
SRP_00084	Bacteria_small_SRP links to Rfam database...	0.75	0.76	0.74	26	5425	15	1	8	6	8
SRP_00134	Bacteria_large_SRP links to Rfam database...	0.71	0.76	0.67	22	5962	19	3	8	8	7
SRP_00137	Bacteria_small_SRP links to Rfam database...	0.35	0.40	0.31	10	4154	22	7	15	0	15
SRP_00146	Bacteria_small_SRP links to Rfam database...	0.24	0.22	0.28	8	5224	21	1	20	0	28
SRP_00200	Bacteria_small_SRP links to Rfam database...	0.34	0.33	0.35	12	6869	30	0	22	8	24
SRP_00231	Bacteria_small_SRP links to Rfam database...	0.64	0.65	0.65	22	5426	15	1	11	3	12
SRP_00241	Plant_SRP links to Rfam database...	0.55	0.60	0.51	49	45959	61	14	34	13	33
SRP_00257	Metazoa_SRP links to Rfam database...	0.68	0.69	0.67	75	50928	49	5	32	12	33
SRP_00285	Bacteria_small_SRP links to Rfam database...	0.61	0.53	0.70	16	3718	12	0	7	5	14
SRP_00308	Bacteria_large_SRP links to Rfam database...	0.27	0.26	0.27	23	36231	62	13	48	1	65
SRP_00328	Metazoa_SRP links to Rfam database...	0.32	0.33	0.31	28	39530	68	12	51	5	57
SRP_00329	Metazoa_SRP links to Rfam database...	0.31	0.33	0.30	28	39810	75	5	60	10	57
SRP_00331	Metazoa_SRP links to Rfam database...	0.61	0.61	0.61	53	37588	49	3	31	15	34
SRP_00338	Bacteria_small_SRP links to Rfam database...	0.94	0.94	0.94	34	5424	9	0	2	7	2
SRP_00340	Metazoa_SRP links to Rfam database...	0.34	0.37	0.33	30	41236	75	10	52	13	52
SRP_00357	Bacteria_small_SRP links to Rfam database...	0.94	0.94	0.94	34	5320	8	1	1	6	2
SRP_00367	Bacteria_small_SRP links to Rfam database...	0.96	0.97	0.94	34	6750	11	1	1	9	1

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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 TurboFold(seed) - scored higher in this pairwise comparison

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

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

Performance of RNAwolf - scored lower in this pairwise comparison

1. Total counts & total scores for RNAwolf

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