CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	PknotsRG		Murlet(seed)
MCC	0.574	>	0.448
Average MCC ± 95% Confidence Intervals	0.603 ± 0.107	>	0.445 ± 0.064
Sensitivity	0.507	>	0.245
Positive Predictive Value	0.656	<	0.825
Total TP	429	>	207
Total TN	137950	<	138353
Total FP	301	>	51
Total FP CONTRA	32	>	6
Total FP INCONS	193	>	38
Total FP COMP	76	>	7
Total FN	417	<	639
P-value	5.1503931209e-08

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Performance plots

Comparison of performance of PknotsRG and Murlet(seed). 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 PknotsRG and Murlet(seed)).
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 PknotsRG and Murlet(seed)).
Comparison of average Matthews Correlation Coefficients (MCCs) for PknotsRG and Murlet(seed). 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 PknotsRG and Murlet(seed)).

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Performance of PknotsRG - scored higher in this pairwise comparison

1. Total counts & total scores for PknotsRG

Total Base Pair Counts
Total TP	429
Total TN	137950
Total FP	301
Total FP CONTRA	32
Total FP INCONS	193
Total FP COMP	76
Total FN	417

Total Scores
MCC	0.574
Average MCC ± 95% Confidence Intervals	0.603 ± 0.107
Sensitivity	0.507
Positive Predictive Value	0.656
Nr of predictions	24

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2. Individual counts for PknotsRG [ 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
2LC8_A	GP_knot1 links to Rfam database...	0.63	0.55	0.73	11	1525	4	1	3	0	9
3A3A_A	tRNA-Sec links to Rfam database...	0.87	0.76	1.00	28	3627	0	0	0	0	9
3GX2_A	SAM links to Rfam database...	0.67	0.55	0.81	22	4344	6	0	5	1	18
3IVN_B	Purine links to Rfam database...	0.78	0.61	1.00	19	2327	0	0	0	0	12
3J3E_8	5_8S_rRNA links to Rfam database...	0.17	0.15	0.19	5	7477	30	2	19	9	28
3J3F_8	5_8S_rRNA links to Rfam database...	0.31	0.31	0.31	11	12211	37	4	20	13	25
3JYX_4	5_8S_rRNA links to Rfam database...	0.31	0.30	0.32	10	12215	33	5	16	12	23
3LA5_A	Purine links to Rfam database...	0.78	0.62	1.00	21	2464	0	0	0	0	13
3NPB_A	SAM links to Rfam database...	0.83	0.72	0.97	33	6987	3	0	1	2	13
3O58_3	5_8S_rRNA links to Rfam database...	0.34	0.34	0.34	12	12368	34	2	21	11	23
3PDR_A	ykoK links to Rfam database...	0.75	0.63	0.90	45	12830	7	1	4	2	27
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...	0.61	0.50	0.75	21	3888	7	1	6	0	21
3W1K_J	tRNA-Sec links to Rfam database...	0.87	0.79	0.97	30	4155	1	1	0	0	8
3W3S_B	tRNA-Sec links to Rfam database...	0.58	0.53	0.66	21	4721	12	1	10	1	19
3ZEX_C	5_8S_rRNA links to Rfam database...	0.24	0.21	0.28	11	14157	43	1	27	15	41
4A1C_2	5_8S_rRNA links to Rfam database...	0.14	0.15	0.13	5	11742	43	5	29	9	28
4AOB_A	SAM links to Rfam database...	0.50	0.40	0.63	17	4344	11	2	8	1	25
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
4FRG_B	AdoCbl-variant links to Rfam database...	0.32	0.28	0.38	9	3462	15	0	15	0	23
4FRN_A	AdoCbl-variant links to Rfam database...	0.52	0.44	0.62	16	5125	10	2	8	0	20
4JF2_A	preQ1-II links to Rfam database...	0.77	0.71	0.85	22	2824	4	3	1	0	9

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Performance of Murlet(seed) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP	207
Total TN	138353
Total FP	51
Total FP CONTRA	6
Total FP INCONS	38
Total FP COMP	7
Total FN	639

Total Scores
MCC	0.448
Average MCC ± 95% Confidence Intervals	0.445 ± 0.064
Sensitivity	0.245
Positive Predictive Value	0.825
Nr of predictions	24

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2. Individual counts for Murlet(seed) [ 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...	0.52	0.27	1.00	3	403	0	0	0	0	8
2LC8_A	GP_knot1 links to Rfam database...	-0.01	0.00	0.00	0	1528	12	0	12	0	20
3A3A_A	tRNA-Sec links to Rfam database...	0.57	0.32	1.00	12	3643	0	0	0	0	25
3GX2_A	SAM links to Rfam database...	0.59	0.35	1.00	14	4357	1	0	0	1	26
3IVN_B	Purine links to Rfam database...	0.53	0.39	0.75	12	2330	4	2	2	0	19
3J3E_8	5_8S_rRNA links to Rfam database...	0.25	0.06	1.00	2	7501	2	0	0	2	31
3J3F_8	5_8S_rRNA links to Rfam database...	0.44	0.19	1.00	7	12239	0	0	0	0	29
3JYX_4	5_8S_rRNA links to Rfam database...	0.23	0.09	0.60	3	12241	4	0	2	2	30
3LA5_A	Purine links to Rfam database...	0.58	0.41	0.82	14	2468	3	1	2	0	20
3NPB_A	SAM links to Rfam database...	0.49	0.28	0.87	13	7006	2	1	1	0	33
3O58_3	5_8S_rRNA links to Rfam database...	0.45	0.20	1.00	7	12396	0	0	0	0	28
3PDR_A	ykoK links to Rfam database...	0.44	0.19	1.00	14	12866	0	0	0	0	58
3RKF_A	Purine links to Rfam database...	0.53	0.35	0.80	12	2196	3	1	2	0	22
3SD1_A	THF links to Rfam database...	0.47	0.26	0.85	11	3903	2	0	2	0	31
3W1K_J	tRNA-Sec links to Rfam database...	0.43	0.21	0.89	8	4177	1	0	1	0	30
3W3S_B	tRNA-Sec links to Rfam database...	0.41	0.23	0.75	9	4741	3	0	3	0	31
3ZEX_C	5_8S_rRNA links to Rfam database...	0.37	0.13	1.00	7	14189	0	0	0	0	45
4A1C_2	5_8S_rRNA links to Rfam database...	0.46	0.21	1.00	7	11774	0	0	0	0	26
4AOB_A	SAM links to Rfam database...	0.58	0.33	1.00	14	4357	1	0	0	1	28
4ENB_A	crcB links to Rfam database...	0.56	0.32	1.00	6	1269	0	0	0	0	13
4ENC_A	crcB links to Rfam database...	0.56	0.32	1.00	6	1320	0	0	0	0	13
4FRG_B	AdoCbl-variant links to Rfam database...	0.15	0.09	0.25	3	3474	9	0	9	0	29
4FRN_A	AdoCbl-variant links to Rfam database...	0.58	0.39	0.88	14	5135	2	1	1	0	22
4JF2_A	preQ1-II links to Rfam database...	0.51	0.29	0.90	9	2840	2	0	1	1	22

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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 PknotsRG - scored higher in this pairwise comparison

1. Total counts & total scores for PknotsRG

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

Performance of Murlet(seed) - scored lower in this pairwise comparison

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

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