CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	RNAshapes		RNASampler(seed)
MCC	0.640	>	0.635
Average MCC ± 95% Confidence Intervals	0.716 ± 0.134	>	0.663 ± 0.127
Sensitivity	0.588	>	0.484
Positive Predictive Value	0.702	<	0.837
Total TP	318	>	262
Total TN	79855	<	79995
Total FP	184	>	73
Total FP CONTRA	15	>	5
Total FP INCONS	120	>	46
Total FP COMP	49	>	22
Total FN	223	<	279
P-value	7.17916828225e-08

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Performance plots

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

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Performance of RNAshapes - scored higher in this pairwise comparison

1. Total counts & total scores for RNAshapes

Total Base Pair Counts
Total TP	318
Total TN	79855
Total FP	184
Total FP CONTRA	15
Total FP INCONS	120
Total FP COMP	49
Total FN	223

Total Scores
MCC	0.640
Average MCC ± 95% Confidence Intervals	0.716 ± 0.134
Sensitivity	0.588
Positive Predictive Value	0.702
Nr of predictions	19

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2. Individual counts for RNAshapes [ 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
2KE6_A	K10_TLS links to Rfam database...	0.97	0.95	1.00	18	1110	1	0	0	1	1
2KUR_A	K10_TLS links to Rfam database...	0.95	0.90	1.00	19	1109	0	0	0	0	2
2KUU_A	K10_TLS links to Rfam database...	0.92	0.86	1.00	18	1110	1	0	0	1	3
2KUV_A	K10_TLS links to Rfam database...	0.93	0.86	1.00	19	1109	0	0	0	0	3
2KUW_A	K10_TLS links to Rfam database...	0.95	0.90	1.00	19	1109	0	0	0	0	2
2L1F_A	Gammaretro_CES links to Rfam database...	0.87	0.83	0.91	20	2058	2	0	2	0	4
2L1F_B	Gammaretro_CES links to Rfam database...	0.96	0.92	1.00	23	2122	0	0	0	0	2
2L94_A	HIV_FE links to Rfam database...	0.97	0.95	1.00	19	971	0	0	0	0	1
2LC8_A	GP_knot1 links to Rfam database...	0.61	0.55	0.69	11	1524	5	0	5	0	9
3A3A_A	tRNA-Sec links to Rfam database...	0.76	0.65	0.89	24	3628	3	0	3	0	13
3IVN_B	Purine links to Rfam database...	0.78	0.61	1.00	19	2327	0	0	0	0	12
3JYX_4	5_8S_rRNA links to Rfam database...	0.31	0.30	0.31	10	12214	35	5	17	13	23
3O58_3	5_8S_rRNA links to Rfam database...	0.34	0.34	0.34	12	12368	37	2	21	14	23
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
3W3S_B	tRNA-Sec links to Rfam database...	0.55	0.48	0.63	19	4723	12	1	10	1	21
3ZEX_C	5_8S_rRNA links to Rfam database...	0.23	0.21	0.25	11	14152	41	1	32	8	41
4A1C_2	5_8S_rRNA links to Rfam database...	0.14	0.15	0.14	5	11746	41	5	25	11	28

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

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

Total Base Pair Counts
Total TP	262
Total TN	79995
Total FP	73
Total FP CONTRA	5
Total FP INCONS	46
Total FP COMP	22
Total FN	279

Total Scores
MCC	0.635
Average MCC ± 95% Confidence Intervals	0.663 ± 0.127
Sensitivity	0.484
Positive Predictive Value	0.837
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...	0.95	0.91	1.00	10	396	0	0	0	0	1
2KE6_A	K10_TLS links to Rfam database...	0.92	0.84	1.00	16	1112	1	0	0	1	3
2KUR_A	K10_TLS links to Rfam database...	0.90	0.81	1.00	17	1111	0	0	0	0	4
2KUU_A	K10_TLS links to Rfam database...	0.87	0.76	1.00	16	1112	1	0	0	1	5
2KUV_A	K10_TLS links to Rfam database...	0.88	0.77	1.00	17	1111	0	0	0	0	5
2KUW_A	K10_TLS links to Rfam database...	0.90	0.81	1.00	17	1111	0	0	0	0	4
2L1F_A	Gammaretro_CES links to Rfam database...	0.81	0.67	1.00	16	2064	0	0	0	0	8
2L1F_B	Gammaretro_CES links to Rfam database...	0.82	0.68	1.00	17	2128	0	0	0	0	8
2L94_A	HIV_FE links to Rfam database...	0.71	0.55	0.92	11	978	1	0	1	0	9
2LC8_A	GP_knot1 links to Rfam database...	-0.01	0.00	0.00	0	1530	10	0	10	0	20
3A3A_A	tRNA-Sec links to Rfam database...	0.70	0.49	1.00	18	3637	0	0	0	0	19
3IVN_B	Purine links to Rfam database...	0.78	0.61	1.00	19	2327	0	0	0	0	12
3JYX_4	5_8S_rRNA links to Rfam database...	0.39	0.30	0.50	10	12226	13	2	8	3	23
3O58_3	5_8S_rRNA links to Rfam database...	0.45	0.34	0.60	12	12383	12	2	6	4	23
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...	0.60	0.38	0.94	16	3899	1	0	1	0	26
3W3S_B	tRNA-Sec links to Rfam database...	0.55	0.30	1.00	12	4741	1	0	0	1	28
3ZEX_C	5_8S_rRNA links to Rfam database...	0.32	0.19	0.53	10	14177	13	1	8	4	42
4A1C_2	5_8S_rRNA links to Rfam database...	0.31	0.24	0.40	8	11761	20	0	12	8	25

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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 RNAshapes - scored higher in this pairwise comparison

1. Total counts & total scores for RNAshapes

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

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

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

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