CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	MXScarna(20)		Alterna
MCC	0.846	>	0.671
Average MCC ± 95% Confidence Intervals	0.853 ± 0.077	>	0.704 ± 0.171
Sensitivity	0.803	>	0.680
Positive Predictive Value	0.897	>	0.674
Total TP	208	>	176
Total TN	13496	>	13467
Total FP	52	<	125
Total FP CONTRA	12	<	18
Total FP INCONS	12	<	67
Total FP COMP	28	<	40
Total FN	51	<	83
P-value	2.06323189071e-08

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Performance plots

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

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

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

Total Base Pair Counts
Total TP	208
Total TN	13496
Total FP	52
Total FP CONTRA	12
Total FP INCONS	12
Total FP COMP	28
Total FN	51

Total Scores
MCC	0.846
Average MCC ± 95% Confidence Intervals	0.853 ± 0.077
Sensitivity	0.803
Positive Predictive Value	0.897
Nr of predictions	13

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2. Individual counts for MXScarna(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...	1.00	1.00	1.00	10	164	0	0	0	0	0
2L94_A	HIV_FE links to Rfam database...	0.73	0.72	0.76	13	340	5	0	4	1	5
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...	0.60	0.36	1.00	4	1831	3	0	0	3	7
2XQD_Y	tRNA links to Rfam database...	0.98	0.95	1.00	20	1109	1	0	0	1	1
3A2K_C	tRNA links to Rfam database...	0.74	0.73	0.76	16	1087	6	1	4	1	6
3AMU_B	tRNA links to Rfam database...	1.00	1.00	1.00	19	1138	3	0	0	3	0
3GX2_A	SAM links to Rfam database...	0.81	0.79	0.85	22	1423	6	2	2	2	6
3IVN_B	Purine links to Rfam database...	0.81	0.74	0.89	17	884	2	2	0	0	6
3JYV_7	tRNA links to Rfam database...	0.95	0.90	1.00	18	1093	2	0	0	2	2
3LA5_A	Purine links to Rfam database...	0.87	0.80	0.95	20	933	1	1	0	0	5
3RKF_A	Purine links to Rfam database...	0.86	0.75	1.00	18	848	0	0	0	0	6
3SD1_A	THF links to Rfam database...	0.74	0.76	0.73	22	1503	9	6	2	1	7

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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 MXScarna(20) - scored higher in this pairwise comparison

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

2. Individual counts for MXScarna(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 ]