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)		Alterna
MCC	0.780	>	0.671
Average MCC ± 95% Confidence Intervals	0.761 ± 0.073	>	0.704 ± 0.171
Sensitivity	0.695	>	0.680
Positive Predictive Value	0.882	>	0.674
Total TP	180	>	176
Total TN	13524	>	13467
Total FP	43	<	125
Total FP CONTRA	5	<	18
Total FP INCONS	19	<	67
Total FP COMP	19	<	40
Total FN	79	<	83
P-value	1.50834591464e-08

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Performance plots

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

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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	180
Total TN	13524
Total FP	43
Total FP CONTRA	5
Total FP INCONS	19
Total FP COMP	19
Total FN	79

Total Scores
MCC	0.780
Average MCC ± 95% Confidence Intervals	0.761 ± 0.073
Sensitivity	0.695
Positive Predictive Value	0.882
Nr of predictions	13

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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...	0.70	0.50	1.00	5	169	0	0	0	0	5
2L94_A	HIV_FE links to Rfam database...	0.51	0.50	0.56	9	341	8	0	7	1	9
2WRQ_Y	tRNA links to Rfam database...	0.63	0.67	0.60	6	1142	13	1	3	9	3
2XKV_B	Bacteria_small_SRP links to Rfam database...	0.60	0.36	1.00	4	1831	3	0	0	3	7
2XQD_Y	tRNA links to Rfam database...	0.88	0.86	0.90	18	1109	3	0	2	1	3
3A2K_C	tRNA links to Rfam database...	0.88	0.86	0.90	19	1087	2	0	2	0	3
3AMU_B	tRNA links to Rfam database...	0.89	0.89	0.89	17	1138	4	0	2	2	2
3GX2_A	SAM links to Rfam database...	0.73	0.54	1.00	15	1434	1	0	0	1	13
3IVN_B	Purine links to Rfam database...	0.80	0.65	1.00	15	888	0	0	0	0	8
3JYV_7	tRNA links to Rfam database...	0.84	0.80	0.89	16	1093	4	0	2	2	4
3LA5_A	Purine links to Rfam database...	0.80	0.64	1.00	16	938	0	0	0	0	9
3RKF_A	Purine links to Rfam database...	0.81	0.67	1.00	16	850	0	0	0	0	8
3SD1_A	THF links to Rfam database...	0.82	0.83	0.83	24	1504	5	4	1	0	5

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Performance of Alterna - scored lower in this pairwise comparison

1. Total counts & total scores for Alterna

Total Base Pair Counts
Total TP	176
Total TN	13467
Total FP	125
Total FP CONTRA	18
Total FP INCONS	67
Total FP COMP	40
Total FN	83

Total Scores
MCC	0.671
Average MCC ± 95% Confidence Intervals	0.704 ± 0.171
Sensitivity	0.680
Positive Predictive Value	0.674
Nr of predictions	13

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2. Individual counts for Alterna [ 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...	1.00	1.00	1.00	10	164	0	0	0	0	0
2L94_A	HIV_FE links to Rfam database...	1.00	1.00	1.00	18	339	1	0	0	1	0
2WRQ_Y	tRNA links to Rfam database...	1.00	1.00	1.00	9	1143	14	0	0	14	0
2XKV_B	Bacteria_small_SRP links to Rfam database...	0.56	0.64	0.50	7	1821	27	0	7	20	4
2XQD_Y	tRNA links to Rfam database...	0.73	0.71	0.75	15	1109	6	0	5	1	6
3A2K_C	tRNA links to Rfam database...	0.49	0.55	0.46	12	1082	14	3	11	0	10
3AMU_B	tRNA links to Rfam database...	0.73	0.79	0.68	15	1135	10	0	7	3	4
3GX2_A	SAM links to Rfam database...	0.56	0.57	0.57	16	1421	13	4	8	1	12
3IVN_B	Purine links to Rfam database...	0.81	0.78	0.86	18	882	3	2	1	0	5
3JYV_7	tRNA links to Rfam database...	-0.02	0.00	0.00	0	1089	22	4	18	0	20
3LA5_A	Purine links to Rfam database...	0.91	0.84	1.00	21	933	0	0	0	0	4
3RKF_A	Purine links to Rfam database...	0.82	0.79	0.86	19	844	3	1	2	0	5
3SD1_A	THF links to Rfam database...	0.55	0.55	0.57	16	1505	12	4	8	0	13

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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 Alterna - scored lower in this pairwise comparison

1. Total counts & total scores for Alterna

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