CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	Vsfold5		RDfolder
MCC	0.525	>	0.461
Average MCC ± 95% Confidence Intervals	0.505 ± 0.100	>	0.454 ± 0.094
Sensitivity	0.437	>	0.358
Positive Predictive Value	0.640	>	0.605
Total TP	474	>	388
Total TN	95371	<	95471
Total FP	278	>	265
Total FP CONTRA	20	>	17
Total FP INCONS	247	>	236
Total FP COMP	11	<	12
Total FN	610	<	696
P-value	3.56938820447e-08

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Performance plots

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

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Performance of Vsfold5 - scored higher in this pairwise comparison

1. Total counts & total scores for Vsfold5

Total Base Pair Counts
Total TP	474
Total TN	95371
Total FP	278
Total FP CONTRA	20
Total FP INCONS	247
Total FP COMP	11
Total FN	610

Total Scores
MCC	0.525
Average MCC ± 95% Confidence Intervals	0.505 ± 0.100
Sensitivity	0.437
Positive Predictive Value	0.640
Nr of predictions	42

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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
2KDQ_B	mir-TAR links to Rfam database...	0.90	0.82	1.00	9	397	0	0	0	0	2
2KFC_A	-	0.48	0.35	0.70	7	620	3	0	3	0	13
2KX8_A	7SK links to Rfam database...	0.91	0.83	1.00	15	846	0	0	0	0	3
2LA5_A	-	-0.02	0.00	0.00	0	623	7	0	7	0	19
2LC8_A	GP_knot1 links to Rfam database...	-0.01	0.00	0.00	0	1527	13	0	13	0	20
2RP0_A	-	0.64	0.42	1.00	5	346	0	0	0	0	7
2WRQ_Y	tRNA links to Rfam database...	0.53	0.53	0.53	9	2833	12	5	3	4	8
2WW9_F	-	0.59	0.60	0.60	6	290	4	0	4	0	4
2WW9_E	-	-0.01	0.00	0.00	0	556	5	0	5	0	14
2WW9_D	-	0.15	0.12	0.21	3	1939	11	1	10	0	23
2WWQ_V	tRNA links to Rfam database...	0.64	0.50	0.82	14	2909	4	0	3	1	14
2XQD_Y	tRNA links to Rfam database...	0.86	0.74	1.00	20	2830	0	0	0	0	7
2ZZM_B	tRNA links to Rfam database...	0.19	0.19	0.21	6	3458	22	1	21	0	26
2ZZN_D	tRNA links to Rfam database...	0.86	0.78	0.95	21	2463	1	0	1	0	6
3A2K_C	tRNA links to Rfam database...	0.84	0.71	1.00	20	2906	0	0	0	0	8
3A3A_A	tRNA-Sec links to Rfam database...	0.85	0.73	1.00	27	3628	0	0	0	0	10
3ADB_C	-	0.67	0.53	0.87	20	4163	3	0	3	0	18
3AKZ_H	tRNA links to Rfam database...	0.84	0.71	1.00	20	2681	0	0	0	0	8
3AM1_B	-	0.78	0.71	0.86	25	3211	4	1	3	0	10
3AMU_B	tRNA links to Rfam database...	0.67	0.59	0.76	16	2982	7	0	5	2	11
3GCA_A	-	0.54	0.29	1.00	5	523	0	0	0	0	12
3GX2_A	SAM links to Rfam database...	0.51	0.40	0.67	16	4347	9	0	8	1	24
3IVN_B	Purine links to Rfam database...	0.76	0.58	1.00	18	2328	0	0	0	0	13
3IWN_A	c-di-GMP-I links to Rfam database...	0.25	0.21	0.30	7	4255	16	1	15	0	26
3J0L_g	-	-0.01	0.00	0.00	0	461	4	1	3	0	4
3J0L_a	-	0.39	0.31	0.50	5	1118	5	2	3	0	11
3J0L_7	-	-0.01	0.00	0.00	0	1212	13	0	13	0	17
3J16_L	tRNA links to Rfam database...	0.82	0.67	1.00	20	2755	0	0	0	0	10
3J20_0	tRNA links to Rfam database...	0.67	0.57	0.81	17	2829	5	1	3	1	13
3J3D_C	tRNA links to Rfam database...	0.60	0.54	0.68	15	2753	7	0	7	0	13
3JYV_7	tRNA links to Rfam database...	-0.01	0.00	0.00	0	2831	19	0	19	0	32
3KTW_C	-	0.38	0.30	0.50	13	4534	13	3	10	0	30
3LA5_A	Purine links to Rfam database...	-0.01	0.00	0.00	0	2469	16	0	16	0	34
3NKB_B	-	0.59	0.54	0.67	14	1995	7	0	7	0	12
3RKF_A	Purine links to Rfam database...	0.75	0.65	0.88	22	2186	3	0	3	0	12
3SD1_A	THF links to Rfam database...	0.11	0.10	0.15	4	3890	22	0	22	0	38
3W3S_B	tRNA-Sec links to Rfam database...	0.76	0.70	0.82	28	4719	7	1	5	1	12
4AOB_A	SAM links to Rfam database...	0.18	0.14	0.25	6	4347	19	1	17	1	36
4ATO_G	-	0.56	0.60	0.55	6	517	5	1	4	0	4
4ENB_A	crcB links to Rfam database...	0.89	0.79	1.00	15	1260	0	0	0	0	4
4ENC_A	crcB links to Rfam database...	0.86	0.79	0.94	15	1310	1	1	0	0	4
4JRC_A	-	0.25	0.22	0.31	5	1524	11	0	11	0	18

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Performance of RDfolder - scored lower in this pairwise comparison

1. Total counts & total scores for RDfolder

Total Base Pair Counts
Total TP	388
Total TN	95471
Total FP	265
Total FP CONTRA	17
Total FP INCONS	236
Total FP COMP	12
Total FN	696

Total Scores
MCC	0.461
Average MCC ± 95% Confidence Intervals	0.454 ± 0.094
Sensitivity	0.358
Positive Predictive Value	0.605
Nr of predictions	42

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2KDQ_B	mir-TAR links to Rfam database...	0.95	0.91	1.00	10	396	0	0	0	0	1
2KFC_A	-	0.49	0.25	1.00	5	625	0	0	0	0	15
2KX8_A	7SK links to Rfam database...	0.88	0.78	1.00	14	847	0	0	0	0	4
2LA5_A	-	0.46	0.26	0.83	5	624	1	0	1	0	14
2LC8_A	GP_knot1 links to Rfam database...	-0.01	0.00	0.00	0	1526	14	2	12	0	20
2RP0_A	-	0.64	0.42	1.00	5	346	0	0	0	0	7
2WRQ_Y	tRNA links to Rfam database...	0.57	0.59	0.56	10	2832	12	5	3	4	7
2WW9_F	-	0.71	0.60	0.86	6	293	1	0	1	0	4
2WW9_E	-	-0.01	0.00	0.00	0	556	5	0	5	0	14
2WW9_D	-	0.29	0.12	0.75	3	1949	1	0	1	0	23
2WWQ_V	tRNA links to Rfam database...	0.64	0.50	0.82	14	2909	4	0	3	1	14
2XQD_Y	tRNA links to Rfam database...	0.88	0.78	1.00	21	2829	0	0	0	0	6
2ZZM_B	tRNA links to Rfam database...	0.10	0.09	0.13	3	3462	21	1	20	0	29
2ZZN_D	tRNA links to Rfam database...	0.84	0.78	0.91	21	2462	2	0	2	0	6
3A2K_C	tRNA links to Rfam database...	0.86	0.75	1.00	21	2905	0	0	0	0	7
3A3A_A	tRNA-Sec links to Rfam database...	0.53	0.41	0.71	15	3634	6	0	6	0	22
3ADB_C	-	0.46	0.39	0.54	15	4158	13	0	13	0	23
3AKZ_H	tRNA links to Rfam database...	0.48	0.43	0.55	12	2679	11	1	9	1	16
3AM1_B	-	0.47	0.43	0.54	15	3212	13	1	12	0	20
3AMU_B	tRNA links to Rfam database...	0.18	0.15	0.22	4	2985	16	2	12	2	23
3GCA_A	-	0.54	0.29	1.00	5	523	0	0	0	0	12
3GX2_A	SAM links to Rfam database...	0.50	0.40	0.64	16	4346	10	1	8	1	24
3IVN_B	Purine links to Rfam database...	0.78	0.61	1.00	19	2327	0	0	0	0	12
3IWN_A	c-di-GMP-I links to Rfam database...	0.00	0.00	0.00	0	4268	10	0	10	0	33
3J0L_g	-	-0.01	0.00	0.00	0	462	3	1	2	0	4
3J0L_a	-	-0.01	0.00	0.00	0	1124	4	1	3	0	16
3J0L_7	-	-0.01	0.00	0.00	0	1220	5	0	5	0	17
3J16_L	tRNA links to Rfam database...	0.22	0.17	0.31	5	2759	11	0	11	0	25
3J20_0	tRNA links to Rfam database...	0.73	0.57	0.94	17	2832	2	0	1	1	13
3J3D_C	tRNA links to Rfam database...	0.72	0.61	0.85	17	2755	3	0	3	0	11
3JYV_7	tRNA links to Rfam database...	-0.01	0.00	0.00	0	2830	20	0	20	0	32
3KTW_C	-	0.08	0.07	0.12	3	4535	23	0	22	1	40
3LA5_A	Purine links to Rfam database...	0.78	0.62	1.00	21	2464	0	0	0	0	13
3NKB_B	-	0.37	0.31	0.47	8	1999	9	0	9	0	18
3RKF_A	Purine links to Rfam database...	0.76	0.59	1.00	20	2191	0	0	0	0	14
3SD1_A	THF links to Rfam database...	0.30	0.17	0.54	7	3903	6	0	6	0	35
3W3S_B	tRNA-Sec links to Rfam database...	0.27	0.23	0.33	9	4726	18	1	17	0	31
4AOB_A	SAM links to Rfam database...	0.35	0.26	0.48	11	4348	13	1	11	1	31
4ATO_G	-	0.63	0.40	1.00	4	524	0	0	0	0	6
4ENB_A	crcB links to Rfam database...	0.43	0.32	0.60	6	1265	4	0	4	0	13
4ENC_A	crcB links to Rfam database...	0.43	0.32	0.60	6	1316	4	0	4	0	13
4JRC_A	-	0.81	0.65	1.00	15	1525	0	0	0	0	8

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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 Vsfold5 - scored higher in this pairwise comparison

1. Total counts & total scores for Vsfold5

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

Performance of RDfolder - scored lower in this pairwise comparison

1. Total counts & total scores for RDfolder

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