CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	RNASampler(seed)		McQFold
MCC	0.728	>	0.722
Average MCC ± 95% Confidence Intervals	0.736 ± 0.126	<	0.763 ± 0.135
Sensitivity	0.634	<	0.737
Positive Predictive Value	0.843	>	0.714
Total TP	258	<	300
Total TN	30798	>	30684
Total FP	77	<	145
Total FP CONTRA	17	<	50
Total FP INCONS	31	<	70
Total FP COMP	29	>	25
Total FN	149	>	107
P-value	0.00587767419934

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Performance plots

Comparison of performance of RNASampler(seed) and McQFold. 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 RNASampler(seed) and McQFold).
Comparison of performance of RNASampler(seed) and McQFold. 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 RNASampler(seed) and McQFold).
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 RNASampler(seed) and McQFold).
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 RNASampler(seed) and McQFold).
Comparison of average Matthews Correlation Coefficients (MCCs) for RNASampler(seed) and McQFold. 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 RNASampler(seed) and McQFold).
Comparison of average Matthews Correlation Coefficients (MCCs) for RNASampler(seed) and McQFold. 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 RNASampler(seed) and McQFold).

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Performance of RNASampler(seed) - scored higher in this pairwise comparison

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

Total Base Pair Counts
Total TP	258
Total TN	30798
Total FP	77
Total FP CONTRA	17
Total FP INCONS	31
Total FP COMP	29
Total FN	149

Total Scores
MCC	0.728
Average MCC ± 95% Confidence Intervals	0.736 ± 0.126
Sensitivity	0.634
Positive Predictive Value	0.843
Nr of predictions	19

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2. Individual counts for RNASampler(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...	1.00	1.00	1.00	10	164	0	0	0	0	0
2KE6_A	K10_TLS links to Rfam database...	0.94	0.89	1.00	16	451	1	0	0	1	2
2KUR_A	K10_TLS links to Rfam database...	0.94	0.89	1.00	17	450	0	0	0	0	2
2KUU_A	K10_TLS links to Rfam database...	0.94	0.89	1.00	16	431	1	0	0	1	2
2KUV_A	K10_TLS links to Rfam database...	0.94	0.89	1.00	17	422	0	0	0	0	2
2KUW_A	K10_TLS links to Rfam database...	0.94	0.89	1.00	16	454	1	0	0	1	2
2L1F_A	Gammaretro_CES links to Rfam database...	0.83	0.70	1.00	16	747	0	0	0	0	7
2L1F_B	Gammaretro_CES links to Rfam database...	0.84	0.71	1.00	17	774	0	0	0	0	7
2L94_A	HIV_FE links to Rfam database...	0.70	0.56	0.91	10	346	2	0	1	1	8
2LC8_A	GP_knot1 links to Rfam database...	-0.03	0.00	0.00	0	518	10	0	10	0	18
3A3A_A	tRNA-Sec links to Rfam database...	0.77	0.60	1.00	18	1482	0	0	0	0	12
3IVN_B	Purine links to Rfam database...	0.91	0.83	1.00	19	884	0	0	0	0	4
3JYX_4	5_8S_rRNA links to Rfam database...	0.70	0.83	0.59	10	4739	13	6	1	6	2
3O58_3	5_8S_rRNA links to Rfam database...	0.54	0.50	0.58	11	4745	13	5	3	5	11
3RKF_A	Purine links to Rfam database...	0.91	0.83	1.00	20	846	0	0	0	0	4
3SD1_A	THF links to Rfam database...	0.72	0.55	0.94	16	1516	1	0	1	0	13
3W3S_B	tRNA-Sec links to Rfam database...	0.60	0.36	1.00	12	1977	1	0	0	1	21
3ZEX_C	5_8S_rRNA links to Rfam database...	0.39	0.31	0.50	9	5356	14	2	7	5	20
4A1C_2	5_8S_rRNA links to Rfam database...	0.40	0.40	0.40	8	4496	20	4	8	8	12

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Performance of McQFold - scored lower in this pairwise comparison

1. Total counts & total scores for McQFold

Total Base Pair Counts
Total TP	300
Total TN	30684
Total FP	145
Total FP CONTRA	50
Total FP INCONS	70
Total FP COMP	25
Total FN	107

Total Scores
MCC	0.722
Average MCC ± 95% Confidence Intervals	0.763 ± 0.135
Sensitivity	0.737
Positive Predictive Value	0.714
Nr of predictions	19

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2. Individual counts for McQFold [ 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
2KE6_A	K10_TLS links to Rfam database...	0.91	0.83	1.00	15	452	1	0	0	1	3
2KUR_A	K10_TLS links to Rfam database...	0.91	0.84	1.00	16	451	0	0	0	0	3
2KUU_A	K10_TLS links to Rfam database...	0.91	0.83	1.00	15	432	1	0	0	1	3
2KUV_A	K10_TLS links to Rfam database...	0.91	0.84	1.00	16	423	0	0	0	0	3
2KUW_A	K10_TLS links to Rfam database...	0.94	0.89	1.00	16	454	0	0	0	0	2
2L1F_A	Gammaretro_CES links to Rfam database...	1.00	1.00	1.00	23	740	0	0	0	0	0
2L1F_B	Gammaretro_CES links to Rfam database...	1.00	1.00	1.00	24	767	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
2LC8_A	GP_knot1 links to Rfam database...	0.64	0.61	0.69	11	512	5	1	4	0	7
3A3A_A	tRNA-Sec links to Rfam database...	0.97	0.93	1.00	28	1472	0	0	0	0	2
3IVN_B	Purine links to Rfam database...	0.91	0.83	1.00	19	884	0	0	0	0	4
3JYX_4	5_8S_rRNA links to Rfam database...	0.35	0.58	0.22	7	4724	33	17	8	8	5
3O58_3	5_8S_rRNA links to Rfam database...	0.30	0.36	0.25	8	4732	27	15	9	3	14
3RKF_A	Purine links to Rfam database...	0.91	0.83	1.00	20	846	0	0	0	0	4
3SD1_A	THF links to Rfam database...	0.82	0.83	0.83	24	1504	5	1	4	0	5
3W3S_B	tRNA-Sec links to Rfam database...	0.49	0.45	0.54	15	1961	14	1	12	1	18
3ZEX_C	5_8S_rRNA links to Rfam database...	0.33	0.34	0.32	10	5343	25	4	17	4	19
4A1C_2	5_8S_rRNA links to Rfam database...	0.19	0.25	0.16	5	4484	33	11	16	6	15

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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 RNASampler(seed) - scored higher in this pairwise comparison

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

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

Performance of McQFold - scored lower in this pairwise comparison

1. Total counts & total scores for McQFold

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