CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	Vsfold4		Vsfold5
MCC	0.553	>	0.533
Average MCC ± 95% Confidence Intervals	0.572 ± 0.102	>	0.566 ± 0.103
Sensitivity	0.549	>	0.539
Positive Predictive Value	0.565	>	0.536
Total TP	507	>	498
Total TN	100413	>	100382
Total FP	468	<	511
Total FP CONTRA	128	<	155
Total FP INCONS	263	<	276
Total FP COMP	77	<	80
Total FN	417	<	426
P-value	4.48494289621e-08

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Performance plots

Comparison of performance of Vsfold4 and Vsfold5. 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 Vsfold4 and Vsfold5).
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 Vsfold4 and Vsfold5).
Comparison of average Matthews Correlation Coefficients (MCCs) for Vsfold4 and Vsfold5. 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 Vsfold4 and Vsfold5).

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Performance of Vsfold4 - scored higher in this pairwise comparison

1. Total counts & total scores for Vsfold4

Total Base Pair Counts
Total TP	507
Total TN	100413
Total FP	468
Total FP CONTRA	128
Total FP INCONS	263
Total FP COMP	77
Total FN	417

Total Scores
MCC	0.553
Average MCC ± 95% Confidence Intervals	0.572 ± 0.102
Sensitivity	0.549
Positive Predictive Value	0.565
Nr of predictions	38

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2. Individual counts for Vsfold4 [ download as .csv ]

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2KFC_A	-	0.79	0.63	1.00	5	231	0	0	0	0	3
2KRL_A	-	0.84	0.83	0.86	19	2002	9	2	1	6	4
2LC8_A	GP_knot1 links to Rfam database...	-0.03	0.00	0.00	0	515	13	0	13	0	18
2M58_A	-	-0.02	0.00	0.00	0	538	6	0	6	0	12
2RP0_A	-	0.84	0.71	1.00	5	111	0	0	0	0	2
2ZZN_D	tRNA links to Rfam database...	0.95	0.95	0.95	21	962	1	1	0	0	1
3A2K_C	tRNA links to Rfam database...	0.95	0.91	1.00	20	1088	0	0	0	0	2
3A3A_A	tRNA-Sec links to Rfam database...	0.95	0.90	1.00	27	1473	0	0	0	0	3
3ADB_C	-	0.95	0.91	1.00	30	1789	0	0	0	0	3
3GCA_A	-	0.84	0.71	1.00	5	153	0	0	0	0	2
3GX2_A	SAM links to Rfam database...	0.60	0.57	0.64	16	1424	10	0	9	1	12
3IVN_B	Purine links to Rfam database...	0.91	0.83	1.00	19	884	0	0	0	0	4
3IWN_A	c-di-GMP-I links to Rfam database...	0.28	0.25	0.35	7	1452	13	2	11	0	21
3IYQ_A	tmRNA links to Rfam database...	0.27	0.35	0.21	18	22353	80	40	29	11	33
3IZ4_A	tmRNA links to Rfam database...	0.39	0.39	0.39	37	25441	63	15	43	5	58
3J0L_a	-	0.39	0.36	0.44	4	402	6	4	1	1	7
3J20_0	tRNA links to Rfam database...	0.95	0.95	0.95	20	1198	2	1	0	1	1
3J3D_C	tRNA links to Rfam database...	0.48	0.53	0.45	10	946	12	4	8	0	9
3J3E_8	5_8S_rRNA links to Rfam database...	0.10	0.13	0.09	2	2720	32	9	11	12	13
3J3F_8	5_8S_rRNA links to Rfam database...	0.35	0.42	0.30	8	4734	30	11	8	11	11
3JYV_7	tRNA links to Rfam database...	-0.02	0.00	0.00	0	1092	19	4	15	0	20
3LA5_A	Purine links to Rfam database...	0.91	0.84	1.00	21	933	0	0	0	0	4
3NKB_B	-	0.69	0.74	0.67	14	714	7	0	7	0	5
3NPB_A	SAM links to Rfam database...	0.66	0.59	0.73	22	2248	10	0	8	2	15
3O58_3	5_8S_rRNA links to Rfam database...	0.12	0.14	0.11	3	4737	35	8	16	11	19
3PDR_A	ykoK links to Rfam database...	0.69	0.64	0.74	32	4797	13	3	8	2	18
3RKF_A	Purine links to Rfam database...	0.91	0.83	1.00	20	846	0	0	0	0	4
3SD1_A	THF links to Rfam database...	0.23	0.24	0.24	7	1504	22	5	17	0	22
3U4M_B	-	0.49	0.55	0.46	12	1250	14	3	11	0	10
3W3S_B	tRNA-Sec links to Rfam database...	0.74	0.70	0.79	23	1960	7	1	5	1	10
4A1C_2	5_8S_rRNA links to Rfam database...	0.36	0.40	0.33	8	4492	28	4	12	12	12
4AOB_A	SAM links to Rfam database...	0.50	0.48	0.54	14	1411	13	3	9	1	15
4ATO_G	-	0.38	0.43	0.38	3	212	5	5	0	0	4
4ENB_A	crcB links to Rfam database...	0.85	0.73	1.00	11	461	0	0	0	0	4
4ENC_A	crcB links to Rfam database...	0.77	0.60	1.00	9	487	0	0	0	0	6
4FRG_B	AdoCbl-variant links to Rfam database...	0.60	0.58	0.64	14	1180	8	3	5	0	10
4JF2_A	preQ1-II links to Rfam database...	0.74	0.67	0.84	16	1063	3	0	3	0	8
4JRC_A	-	0.34	0.29	0.42	5	610	7	0	7	0	12

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Performance of Vsfold5 - scored lower in this pairwise comparison

1. Total counts & total scores for Vsfold5

Total Base Pair Counts
Total TP	498
Total TN	100382
Total FP	511
Total FP CONTRA	155
Total FP INCONS	276
Total FP COMP	80
Total FN	426

Total Scores
MCC	0.533
Average MCC ± 95% Confidence Intervals	0.566 ± 0.103
Sensitivity	0.539
Positive Predictive Value	0.536
Nr of predictions	38

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2. Individual counts for Vsfold5 [ download as .csv ]

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2KFC_A	-	0.77	0.88	0.70	7	226	3	2	1	0	1
2KRL_A	-	0.71	0.78	0.64	18	1996	13	8	2	3	5
2LC8_A	GP_knot1 links to Rfam database...	-0.03	0.00	0.00	0	515	13	0	13	0	18
2M58_A	-	0.37	0.33	0.44	4	535	5	4	1	0	8
2RP0_A	-	0.84	0.71	1.00	5	111	0	0	0	0	2
2ZZN_D	tRNA links to Rfam database...	0.95	0.95	0.95	21	962	1	1	0	0	1
3A2K_C	tRNA links to Rfam database...	0.95	0.91	1.00	20	1088	0	0	0	0	2
3A3A_A	tRNA-Sec links to Rfam database...	0.95	0.90	1.00	27	1473	0	0	0	0	3
3ADB_C	-	0.72	0.61	0.87	20	1796	3	0	3	0	13
3GCA_A	-	0.84	0.71	1.00	5	153	0	0	0	0	2
3GX2_A	SAM links to Rfam database...	0.61	0.57	0.67	16	1425	9	0	8	1	12
3IVN_B	Purine links to Rfam database...	0.88	0.78	1.00	18	885	0	0	0	0	5
3IWN_A	c-di-GMP-I links to Rfam database...	0.26	0.25	0.30	7	1449	16	2	14	0	21
3IYQ_A	tmRNA links to Rfam database...	0.30	0.37	0.24	19	22361	71	36	24	11	32
3IZ4_A	tmRNA links to Rfam database...	0.31	0.31	0.33	29	25448	65	14	45	6	66
3J0L_a	-	0.39	0.36	0.44	4	402	6	4	1	1	7
3J20_0	tRNA links to Rfam database...	0.76	0.76	0.76	16	1198	6	3	2	1	5
3J3D_C	tRNA links to Rfam database...	0.63	0.68	0.59	13	946	9	3	6	0	6
3J3E_8	5_8S_rRNA links to Rfam database...	0.10	0.13	0.08	2	2718	31	10	12	9	13
3J3F_8	5_8S_rRNA links to Rfam database...	0.36	0.47	0.27	9	4728	38	13	11	14	10
3JYV_7	tRNA links to Rfam database...	-0.02	0.00	0.00	0	1092	19	4	15	0	20
3LA5_A	Purine links to Rfam database...	-0.02	0.00	0.00	0	938	16	0	16	0	25
3NKB_B	-	0.69	0.74	0.67	14	714	7	0	7	0	5
3NPB_A	SAM links to Rfam database...	0.62	0.54	0.71	20	2250	10	1	7	2	17
3O58_3	5_8S_rRNA links to Rfam database...	0.51	0.59	0.45	13	4735	28	11	5	12	9
3PDR_A	ykoK links to Rfam database...	0.69	0.64	0.74	32	4797	13	3	8	2	18
3RKF_A	Purine links to Rfam database...	0.90	0.92	0.88	22	841	3	3	0	0	2
3SD1_A	THF links to Rfam database...	0.13	0.14	0.15	4	1507	22	5	17	0	25
3U4M_B	-	0.49	0.55	0.46	12	1250	14	3	11	0	10
3W3S_B	tRNA-Sec links to Rfam database...	0.83	0.85	0.82	28	1955	7	2	4	1	5
4A1C_2	5_8S_rRNA links to Rfam database...	0.33	0.40	0.28	8	4487	37	8	13	16	12
4AOB_A	SAM links to Rfam database...	0.21	0.21	0.25	6	1413	19	2	16	1	23
4ATO_G	-	0.67	0.86	0.55	6	209	5	5	0	0	1
4ENB_A	crcB links to Rfam database...	1.00	1.00	1.00	15	457	0	0	0	0	0
4ENC_A	crcB links to Rfam database...	0.97	1.00	0.94	15	480	1	1	0	0	0
4FRG_B	AdoCbl-variant links to Rfam database...	0.60	0.58	0.64	14	1180	8	3	5	0	10
4JF2_A	preQ1-II links to Rfam database...	0.96	1.00	0.92	24	1056	2	2	0	0	0
4JRC_A	-	0.28	0.29	0.31	5	606	11	2	9	0	12

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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 Vsfold4 - scored higher in this pairwise comparison

1. Total counts & total scores for Vsfold4

2. Individual counts for Vsfold4 [ download as .csv ]

Performance of Vsfold5 - scored lower in this pairwise comparison

1. Total counts & total scores for Vsfold5

2. Individual counts for Vsfold5 [ download as .csv ]