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)		Afold
MCC	0.799	>	0.646
Average MCC ± 95% Confidence Intervals	0.785 ± 0.071	>	0.644 ± 0.082
Sensitivity	0.768	>	0.650
Positive Predictive Value	0.832	>	0.644
Total TP	1159	>	982
Total TN	605814	>	605683
Total FP	404	<	737
Total FP CONTRA	44	<	122
Total FP INCONS	190	<	420
Total FP COMP	170	<	195
Total FN	351	<	528
P-value	3.56938820447e-08

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Performance plots

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

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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	1159
Total TN	605814
Total FP	404
Total FP CONTRA	44
Total FP INCONS	190
Total FP COMP	170
Total FN	351

Total Scores
MCC	0.799
Average MCC ± 95% Confidence Intervals	0.785 ± 0.071
Sensitivity	0.768
Positive Predictive Value	0.832
Nr of predictions	41

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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
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_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_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_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_00308	Bacteria_large_SRP links to Rfam database...	0.76	0.74	0.77	65	36231	20	2	17	1	23
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 Afold - scored lower in this pairwise comparison

1. Total counts & total scores for Afold

Total Base Pair Counts
Total TP	982
Total TN	605683
Total FP	737
Total FP CONTRA	122
Total FP INCONS	420
Total FP COMP	195
Total FN	528

Total Scores
MCC	0.646
Average MCC ± 95% Confidence Intervals	0.644 ± 0.082
Sensitivity	0.650
Positive Predictive Value	0.644
Nr of predictions	41

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2. Individual counts for Afold [ 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...	0.61	0.62	0.60	40	27194	28	6	21	1	25
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...	0.93	0.93	0.93	14	1470	4	0	1	3	1
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...	0.87	0.87	0.87	13	4836	14	0	2	12	2
RFA_00626	rne5 links to Rfam database...	0.89	0.86	0.93	75	56535	31	2	4	25	12
RFA_00627	rne5 links to Rfam database...	0.48	0.47	0.48	41	56868	50	10	34	6	46
RFA_00628	rne5 links to Rfam database...	0.83	0.80	0.85	69	57210	38	1	11	26	17
RFA_00630	rne5 links to Rfam database...	0.60	0.60	0.60	52	56866	46	8	27	11	35
RFA_00636	HDV_ribozyme links to Rfam database...	0.42	0.43	0.43	12	3977	17	2	14	1	16
RFA_00654	Vimentin3 links to Rfam database...	0.27	0.28	0.28	5	2397	14	2	11	1	13
RFA_00658	Hammerhead_1 links to Rfam database...	0.69	0.64	0.75	9	1116	5	0	3	2	5
RFA_00664	Hammerhead_1 links to Rfam database...	0.07	0.07	0.09	1	979	11	0	10	1	13
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...	0.47	0.36	0.63	5	1027	3	0	3	0	9
RFA_00749	s2m links to Rfam database...	0.66	0.67	0.67	8	891	5	1	3	1	4
RFA_00764	s2m links to Rfam database...	0.66	0.67	0.67	8	891	5	1	3	1	4
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...	0.63	0.56	0.71	10	1877	5	0	4	1	8
RFA_00768	Corona_pk3 links to Rfam database...	0.48	0.44	0.53	8	1876	8	1	6	1	10
RFA_00769	Corona_pk3 links to Rfam database...	0.55	0.56	0.56	10	1935	10	3	5	2	8
RFA_00770	Corona_pk3 links to Rfam database...	0.68	0.56	0.83	10	2004	6	0	2	4	8
RFA_00773	Corona_pk3 links to Rfam database...	0.71	0.56	0.91	10	1942	5	1	0	4	8
RFA_00808	RydC links to Rfam database...	-0.01	0.00	0.00	0	2001	16	2	13	1	16
RFA_00809	RydC links to Rfam database...	0.36	0.38	0.35	6	2128	12	1	10	1	10
RFA_00814	R2_retro_el links to Rfam database...	0.35	0.37	0.33	15	25155	42	7	23	12	26
RFA_00816	R2_retro_el links to Rfam database...	0.59	0.66	0.53	27	23169	33	13	11	9	14
RFA_00818	R2_retro_el links to Rfam database...	0.19	0.22	0.17	9	20247	48	19	26	3	32
RFA_00819	R2_retro_el links to Rfam database...	0.96	0.95	0.98	39	27926	32	0	1	31	2
SRP_00084	Bacteria_small_SRP links to Rfam database...	0.81	0.82	0.80	28	5425	7	1	6	0	6
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...	0.44	0.44	0.43	16	6866	21	2	19	0	20
SRP_00231	Bacteria_small_SRP links to Rfam database...	0.46	0.47	0.46	16	5425	19	1	18	0	18
SRP_00241	Plant_SRP links to Rfam database...	0.54	0.59	0.51	48	45961	50	11	36	3	34
SRP_00257	Metazoa_SRP links to Rfam database...	0.85	0.87	0.84	94	50928	20	4	14	2	14
SRP_00308	Bacteria_large_SRP links to Rfam database...	0.55	0.55	0.56	48	36229	42	9	29	4	40
SRP_00338	Bacteria_small_SRP links to Rfam database...	0.92	0.92	0.92	33	5424	4	0	3	1	3
SRP_00340	Metazoa_SRP links to Rfam database...	0.55	0.59	0.52	48	41235	47	9	36	2	34
SRP_00357	Bacteria_small_SRP links to Rfam database...	0.93	0.92	0.94	33	5321	3	1	1	1	3
SRP_00367	Bacteria_small_SRP links to Rfam database...	0.83	0.86	0.81	30	6749	7	2	5	0	5

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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 Afold - scored lower in this pairwise comparison

1. Total counts & total scores for Afold

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