CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	Murlet(20)		RNAfold
MCC	0.592	>	0.569
Average MCC ± 95% Confidence Intervals	0.601 ± 0.070	>	0.583 ± 0.095
Sensitivity	0.437	<	0.502
Positive Predictive Value	0.807	>	0.649
Total TP	430	<	494
Total TN	198872	>	198644
Total FP	131	<	329
Total FP CONTRA	14	<	44
Total FP INCONS	89	<	223
Total FP COMP	28	<	62
Total FN	554	>	490
P-value	6.32937386918e-08

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Performance plots

Comparison of performance of Murlet(20) and RNAfold. 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 Murlet(20) and RNAfold).
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 Murlet(20) and RNAfold).
Comparison of average Matthews Correlation Coefficients (MCCs) for Murlet(20) and RNAfold. 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 Murlet(20) and RNAfold).

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Performance of Murlet(20) - scored higher in this pairwise comparison

1. Total counts & total scores for Murlet(20)

Total Base Pair Counts
Total TP	430
Total TN	198872
Total FP	131
Total FP CONTRA	14
Total FP INCONS	89
Total FP COMP	28
Total FN	554

Total Scores
MCC	0.592
Average MCC ± 95% Confidence Intervals	0.601 ± 0.070
Sensitivity	0.437
Positive Predictive Value	0.807
Nr of predictions	25

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2. Individual counts for Murlet(20) [ 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...	0.67	0.45	1.00	5	401	0	0	0	0	6
2WRQ_Y	tRNA links to Rfam database...	0.41	0.41	0.41	7	2833	12	6	4	2	10
2XQD_Y	tRNA links to Rfam database...	0.80	0.70	0.90	19	2829	2	0	2	0	8
3A2K_C	tRNA links to Rfam database...	0.78	0.68	0.90	19	2905	2	0	2	0	9
3AMU_B	tRNA links to Rfam database...	0.77	0.67	0.90	18	2983	3	0	2	1	9
3G4S_9	5S_rRNA links to Rfam database...	0.58	0.39	0.88	22	7356	3	1	2	0	35
3GX2_A	SAM links to Rfam database...	0.61	0.38	1.00	15	4356	1	0	0	1	25
3IVN_B	Purine links to Rfam database...	0.69	0.48	1.00	15	2331	0	0	0	0	16
3IZ4_A	tmRNA links to Rfam database...	0.40	0.24	0.65	32	70827	21	1	16	4	100
3IZF_C	5S_rRNA links to Rfam database...	0.71	0.56	0.91	30	6870	4	0	3	1	24
3JYV_7	tRNA links to Rfam database...	0.67	0.53	0.85	17	2830	3	0	3	0	15
3JYX_3	5S_rRNA links to Rfam database...	0.60	0.52	0.70	14	6308	11	0	6	5	13
3JYX_4	5_8S_rRNA links to Rfam database...	0.36	0.27	0.47	9	12227	15	0	10	5	24
3LA5_A	Purine links to Rfam database...	0.68	0.47	1.00	16	2469	0	0	0	0	18
3NPB_A	SAM links to Rfam database...	0.55	0.35	0.89	16	7003	2	1	1	0	30
3O58_2	5S_rRNA links to Rfam database...	0.89	0.82	0.97	31	7228	2	0	1	1	7
3O58_3	5_8S_rRNA links to Rfam database...	0.33	0.23	0.47	8	12386	12	2	7	3	27
3PDR_A	ykoK links to Rfam database...	0.70	0.53	0.93	38	12839	3	0	3	0	34
3RKF_A	Purine links to Rfam database...	0.68	0.47	1.00	16	2195	0	0	0	0	18
3SD1_A	THF links to Rfam database...	0.68	0.57	0.83	24	3887	5	1	4	0	18
4A1C_3	5S_rRNA links to Rfam database...	0.59	0.41	0.85	22	7114	4	0	4	0	32
4A1C_2	5_8S_rRNA links to Rfam database...	0.17	0.15	0.20	5	11756	24	2	18	4	28
4AOB_A	SAM links to Rfam database...	0.72	0.55	0.96	23	4347	2	0	1	1	19
4ENB_A	crcB links to Rfam database...	0.46	0.21	1.00	4	1271	0	0	0	0	15
4ENC_A	crcB links to Rfam database...	0.51	0.26	1.00	5	1321	0	0	0	0	14

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Performance of RNAfold - scored lower in this pairwise comparison

1. Total counts & total scores for RNAfold

Total Base Pair Counts
Total TP	494
Total TN	198644
Total FP	329
Total FP CONTRA	44
Total FP INCONS	223
Total FP COMP	62
Total FN	490

Total Scores
MCC	0.569
Average MCC ± 95% Confidence Intervals	0.583 ± 0.095
Sensitivity	0.502
Positive Predictive Value	0.649
Nr of predictions	25

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2. Individual counts for RNAfold [ 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
2WRQ_Y	tRNA links to Rfam database...	0.57	0.59	0.56	10	2832	13	5	3	5	7
2XQD_Y	tRNA links to Rfam database...	0.88	0.78	1.00	21	2829	0	0	0	0	6
3A2K_C	tRNA links to Rfam database...	0.42	0.39	0.46	11	2902	13	2	11	0	17
3AMU_B	tRNA links to Rfam database...	0.70	0.59	0.84	16	2984	5	0	3	2	11
3G4S_9	5S_rRNA links to Rfam database...	0.51	0.39	0.69	22	7349	10	1	9	0	35
3GX2_A	SAM links to Rfam database...	0.68	0.55	0.85	22	4345	5	0	4	1	18
3IVN_B	Purine links to Rfam database...	0.78	0.61	1.00	19	2327	0	0	0	0	12
3IZ4_A	tmRNA links to Rfam database...	0.51	0.47	0.55	62	70763	52	10	41	1	70
3IZF_C	5S_rRNA links to Rfam database...	0.59	0.52	0.67	28	6861	14	1	13	0	26
3JYV_7	tRNA links to Rfam database...	-0.01	0.00	0.00	0	2828	22	1	21	0	32
3JYX_3	5S_rRNA links to Rfam database...	0.62	0.63	0.61	17	6300	22	1	10	11	10
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	4	0	1	3	13
3O58_2	5S_rRNA links to Rfam database...	0.59	0.61	0.58	23	7220	19	4	13	2	15
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...	0.64	0.52	0.79	22	3888	6	1	5	0	20
4A1C_3	5S_rRNA links to Rfam database...	0.70	0.59	0.82	32	7101	7	1	6	0	22
4A1C_2	5_8S_rRNA links to Rfam database...	0.14	0.15	0.14	5	11744	43	5	27	11	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...	0.70	0.58	0.85	11	1262	2	1	1	0	8
4ENC_A	crcB links to Rfam database...	0.32	0.26	0.42	5	1314	7	1	6	0	14

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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 Murlet(20) - scored higher in this pairwise comparison

1. Total counts & total scores for Murlet(20)

2. Individual counts for Murlet(20) [ download as .csv ]

Performance of RNAfold - scored lower in this pairwise comparison

1. Total counts & total scores for RNAfold

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