CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	RNASLOpt		Vsfold5
MCC	0.641	>	0.507
Average MCC ± 95% Confidence Intervals	0.686 ± 0.103	>	0.603 ± 0.120
Sensitivity	0.622	>	0.514
Positive Predictive Value	0.671	>	0.515
Total TP	444	>	367
Total TN	49326	>	49275
Total FP	277	<	396
Total FP CONTRA	68	<	94
Total FP INCONS	150	<	252
Total FP COMP	59	>	50
Total FN	270	<	347
P-value	3.56938820447e-08

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Performance plots

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

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Performance of RNASLOpt - scored higher in this pairwise comparison

1. Total counts & total scores for RNASLOpt

Total Base Pair Counts
Total TP	444
Total TN	49326
Total FP	277
Total FP CONTRA	68
Total FP INCONS	150
Total FP COMP	59
Total FN	270

Total Scores
MCC	0.641
Average MCC ± 95% Confidence Intervals	0.686 ± 0.103
Sensitivity	0.622
Positive Predictive Value	0.671
Nr of predictions	39

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2LC8_A	GP_knot1 links to Rfam database...	0.48	0.39	0.64	7	517	4	0	4	0	11
2LDL_A	-	1.00	1.00	1.00	9	131	1	0	0	1	0
2LHP_A	-	1.00	1.00	1.00	15	246	0	0	0	0	0
2LI4_A	-	1.00	1.00	1.00	14	175	0	0	0	0	0
2LJJ_A	-	1.00	1.00	1.00	7	123	3	0	0	3	0
2LK3_A	-	1.00	1.00	1.00	9	91	0	0	0	0	0
2LKR_A	-	0.70	0.69	0.71	20	2412	13	1	7	5	9
2LWK_A	-	0.95	0.91	1.00	10	197	1	0	0	1	1
3J0L_2	-	0.49	0.46	0.52	12	2227	18	0	11	7	14
3J0L_1	-	0.73	0.62	0.89	8	475	4	0	1	3	5
3J0L_8	-	0.74	0.57	1.00	4	72	0	0	0	0	3
3J0L_h	-	0.81	0.66	1.00	21	2119	0	0	0	0	11
3J0L_7	-	-0.02	0.00	0.00	0	506	13	3	10	0	10
3J0L_g	-	-0.01	0.00	0.00	0	174	4	0	2	2	2
3J0L_a	-	0.21	0.18	0.29	2	404	6	3	2	1	9
3J16_L	tRNA links to Rfam database...	0.63	0.57	0.71	12	1142	5	0	5	0	9
3J20_0	tRNA links to Rfam database...	0.74	0.76	0.73	16	1197	7	3	3	1	5
3J20_1	tRNA links to Rfam database...	1.00	1.00	1.00	20	1092	1	0	0	1	0
3J2C_O	-	0.72	0.68	0.76	28	3950	13	2	7	4	13
3J2L_3	5S_rRNA links to Rfam database...	0.71	0.68	0.74	23	2989	11	0	8	3	11
3SN2_B	IRE_II links to Rfam database...	0.95	0.92	1.00	11	143	0	0	0	0	1
3TRZ_Z	-	1.00	1.00	1.00	5	87	2	0	0	2	0
3TS0_U	-	1.00	1.00	1.00	6	112	1	0	0	1	0
3TS2_V	-	1.00	1.00	1.00	5	103	0	0	0	0	0
3U4M_B	-	0.49	0.55	0.46	12	1250	14	3	11	0	10
3UZL_B	tRNA links to Rfam database...	0.55	0.50	0.62	8	1280	9	1	4	4	8
3VJR_D	-	1.00	1.00	1.00	12	239	0	0	0	0	0
3W3S_B	tRNA-Sec links to Rfam database...	0.90	0.85	0.97	28	1960	2	0	1	1	5
3ZEX_D	5S_rRNA links to Rfam database...	0.86	0.74	1.00	26	2770	4	0	0	4	9
3ZEX_E	-	0.00	0.00	0.00	0	8254	55	20	30	5	34
4A1C_3	5S_rRNA links to Rfam database...	0.79	0.73	0.87	27	2732	5	0	4	1	10
4A1C_2	5_8S_rRNA links to Rfam database...	0.30	0.40	0.24	8	4482	35	13	13	9	12
4A4U_A	-	1.00	1.00	1.00	9	96	0	0	0	0	0
4AOB_A	SAM links to Rfam database...	0.31	0.28	0.38	8	1416	13	3	10	0	21
4ATO_G	-	0.36	0.43	0.33	3	211	6	6	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...	0.73	0.60	0.90	9	486	1	1	0	0	6
4FRG_B	AdoCbl-variant links to Rfam database...	0.60	0.58	0.64	14	1180	8	3	5	0	10
4FRN_A	AdoCbl-variant links to Rfam database...	0.19	0.18	0.22	5	1825	18	6	12	0	23

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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	367
Total TN	49275
Total FP	396
Total FP CONTRA	94
Total FP INCONS	252
Total FP COMP	50
Total FN	347

Total Scores
MCC	0.507
Average MCC ± 95% Confidence Intervals	0.603 ± 0.120
Sensitivity	0.514
Positive Predictive Value	0.515
Nr of predictions	39

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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
2LC8_A	GP_knot1 links to Rfam database...	-0.03	0.00	0.00	0	515	13	0	13	0	18
2LDL_A	-	0.94	0.89	1.00	8	132	1	0	0	1	1
2LHP_A	-	1.00	1.00	1.00	15	246	0	0	0	0	0
2LI4_A	-	1.00	1.00	1.00	14	175	0	0	0	0	0
2LJJ_A	-	1.00	1.00	1.00	7	123	3	0	0	3	0
2LK3_A	-	0.94	0.89	1.00	8	92	0	0	0	0	1
2LKR_A	-	0.31	0.31	0.32	9	2412	19	5	14	0	20
2LWK_A	-	0.95	0.91	1.00	10	197	1	0	0	1	1
3J0L_2	-	0.42	0.42	0.44	11	2225	21	1	13	7	15
3J0L_1	-	0.25	0.23	0.30	3	474	8	3	4	1	10
3J0L_8	-	0.74	0.57	1.00	4	72	0	0	0	0	3
3J0L_h	-	0.20	0.19	0.24	6	2115	19	3	16	0	26
3J0L_7	-	-0.02	0.00	0.00	0	506	13	3	10	0	10
3J0L_g	-	-0.01	0.00	0.00	0	174	4	0	2	2	2
3J0L_a	-	0.39	0.36	0.44	4	402	6	4	1	1	7
3J16_L	tRNA links to Rfam database...	0.98	0.95	1.00	20	1139	0	0	0	0	1
3J20_0	tRNA links to Rfam database...	0.76	0.76	0.76	16	1198	6	3	2	1	5
3J20_1	tRNA links to Rfam database...	0.75	0.75	0.75	15	1092	7	0	5	2	5
3J2C_O	-	0.33	0.32	0.36	13	3951	26	3	20	3	28
3J2L_3	5S_rRNA links to Rfam database...	0.70	0.71	0.71	24	2986	13	3	7	3	10
3SN2_B	IRE_II links to Rfam database...	0.95	0.92	1.00	11	143	0	0	0	0	1
3TRZ_Z	-	1.00	1.00	1.00	5	87	1	0	0	1	0
3TS0_U	-	1.00	1.00	1.00	6	112	1	0	0	1	0
3TS2_V	-	1.00	1.00	1.00	5	103	0	0	0	0	0
3U4M_B	-	0.49	0.55	0.46	12	1250	14	3	11	0	10
3UZL_B	tRNA links to Rfam database...	0.24	0.31	0.20	5	1268	20	9	11	0	11
3VJR_D	-	1.00	1.00	1.00	12	239	0	0	0	0	0
3W3S_B	tRNA-Sec links to Rfam database...	0.83	0.85	0.82	28	1955	7	2	4	1	5
3ZEX_D	5S_rRNA links to Rfam database...	0.09	0.09	0.12	3	2771	24	5	17	2	32
3ZEX_E	-	0.11	0.15	0.09	5	8247	54	21	31	2	29
4A1C_3	5S_rRNA links to Rfam database...	0.29	0.30	0.31	11	2727	26	4	21	1	26
4A1C_2	5_8S_rRNA links to Rfam database...	0.33	0.40	0.28	8	4487	37	8	13	16	12
4A4U_A	-	1.00	1.00	1.00	9	96	0	0	0	0	0
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
4FRN_A	AdoCbl-variant links to Rfam database...	0.15	0.14	0.17	4	1825	19	3	16	0	24

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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 RNASLOpt - scored higher in this pairwise comparison

1. Total counts & total scores for RNASLOpt

2. Individual counts for RNASLOpt [ 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 ]