CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	Afold		RNAalifold(seed)
MCC	0.675	>	0.644
Average MCC ± 95% Confidence Intervals	0.782 ± 0.114	>	0.648 ± 0.114
Sensitivity	0.714	>	0.491
Positive Predictive Value	0.642	<	0.850
Total TP	445	>	306
Total TN	77600	<	77933
Total FP	333	>	74
Total FP CONTRA	106	>	23
Total FP INCONS	142	>	31
Total FP COMP	85	>	20
Total FN	178	<	317
P-value	5.19332990918e-08

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Performance plots

Comparison of performance of Afold and RNAalifold(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 Afold and RNAalifold(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 Afold and RNAalifold(seed)).
Comparison of average Matthews Correlation Coefficients (MCCs) for Afold and RNAalifold(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 Afold and RNAalifold(seed)).

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Performance of Afold - scored higher in this pairwise comparison

1. Total counts & total scores for Afold

Total Base Pair Counts
Total TP	445
Total TN	77600
Total FP	333
Total FP CONTRA	106
Total FP INCONS	142
Total FP COMP	85
Total FN	178

Total Scores
MCC	0.675
Average MCC ± 95% Confidence Intervals	0.782 ± 0.114
Sensitivity	0.714
Positive Predictive Value	0.642
Nr of predictions	24

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2. Individual counts for Afold [ 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...	1.00	1.00	1.00	18	449	1	0	0	1	0
2KUR_A	K10_TLS links to Rfam database...	1.00	1.00	1.00	19	448	0	0	0	0	0
2KUU_A	K10_TLS links to Rfam database...	1.00	1.00	1.00	18	429	1	0	0	1	0
2KUV_A	K10_TLS links to Rfam database...	1.00	1.00	1.00	19	420	0	0	0	0	0
2KUW_A	K10_TLS links to Rfam database...	1.00	1.00	1.00	18	452	1	0	0	1	0
2KX8_A	7SK links to Rfam database...	1.00	1.00	1.00	16	355	0	0	0	0	0
2L1F_A	Gammaretro_CES links to Rfam database...	0.98	1.00	0.96	23	739	1	0	1	0	0
2L1F_B	Gammaretro_CES links to Rfam database...	0.98	1.00	0.96	24	766	1	0	1	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	6	0	5	1	7
2XXA_G	Bacteria_small_SRP links to Rfam database...	0.35	0.34	0.38	12	2013	21	1	19	1	23
3A3A_A	tRNA-Sec links to Rfam database...	0.93	0.87	1.00	26	1474	0	0	0	0	4
3IVN_B	Purine links to Rfam database...	0.91	0.83	1.00	19	884	0	0	0	0	4
3IYQ_A	tmRNA links to Rfam database...	0.23	0.33	0.17	17	22339	97	47	37	13	34
3IZ4_A	tmRNA links to Rfam database...	0.52	0.57	0.48	54	25423	63	27	32	4	41
3JYX_4	5_8S_rRNA links to Rfam database...	0.61	0.83	0.45	10	4734	35	10	2	23	2
3LA5_A	Purine links to Rfam database...	0.91	0.84	1.00	21	933	0	0	0	0	4
3NPB_A	SAM links to Rfam database...	0.82	0.73	0.93	27	2249	6	0	2	4	10
3O58_3	5_8S_rRNA links to Rfam database...	0.41	0.50	0.34	11	4732	38	6	15	17	11
3RKF_A	Purine links to Rfam database...	0.91	0.83	1.00	20	846	0	0	0	0	4
3W3S_B	tRNA-Sec links to Rfam database...	0.55	0.55	0.56	18	1957	15	4	10	1	15
4A1C_2	5_8S_rRNA links to Rfam database...	0.19	0.25	0.15	5	4483	43	11	17	15	15
4ENB_A	crcB links to Rfam database...	0.81	0.73	0.92	11	460	3	0	1	2	4

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

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

Total Base Pair Counts
Total TP	306
Total TN	77933
Total FP	74
Total FP CONTRA	23
Total FP INCONS	31
Total FP COMP	20
Total FN	317

Total Scores
MCC	0.644
Average MCC ± 95% Confidence Intervals	0.648 ± 0.114
Sensitivity	0.491
Positive Predictive Value	0.850
Nr of predictions	24

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2. Individual counts for RNAalifold(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...	0.54	0.30	1.00	3	171	0	0	0	0	7
2KE6_A	K10_TLS links to Rfam database...	1.00	1.00	1.00	18	449	1	0	0	1	0
2KUR_A	K10_TLS links to Rfam database...	1.00	1.00	1.00	19	448	0	0	0	0	0
2KUU_A	K10_TLS links to Rfam database...	1.00	1.00	1.00	18	429	1	0	0	1	0
2KUV_A	K10_TLS links to Rfam database...	1.00	1.00	1.00	19	420	0	0	0	0	0
2KUW_A	K10_TLS links to Rfam database...	0.88	0.83	0.94	15	454	2	0	1	1	3
2KX8_A	7SK links to Rfam database...	0.00	0.00	0.00	0	371	0	0	0	0	16
2L1F_A	Gammaretro_CES links to Rfam database...	0.68	0.61	0.78	14	745	4	0	4	0	9
2L1F_B	Gammaretro_CES links to Rfam database...	0.65	0.58	0.74	14	772	5	0	5	0	10
2L94_A	HIV_FE links to Rfam database...	0.57	0.39	0.88	7	349	2	0	1	1	11
2LC8_A	GP_knot1 links to Rfam database...	-0.03	0.00	0.00	0	516	12	0	12	0	18
2XXA_G	Bacteria_small_SRP links to Rfam database...	0.50	0.26	1.00	9	2036	0	0	0	0	26
3A3A_A	tRNA-Sec links to Rfam database...	0.79	0.63	1.00	19	1481	0	0	0	0	11
3IVN_B	Purine links to Rfam database...	0.71	0.65	0.79	15	884	4	2	2	0	8
3IYQ_A	tmRNA links to Rfam database...	0.36	0.27	0.48	14	22411	19	13	2	4	37
3IZ4_A	tmRNA links to Rfam database...	0.46	0.26	0.81	25	25505	8	6	0	2	70
3JYX_4	5_8S_rRNA links to Rfam database...	0.76	0.58	1.00	7	4749	2	0	0	2	5
3LA5_A	Purine links to Rfam database...	0.73	0.64	0.84	16	935	3	1	2	0	9
3NPB_A	SAM links to Rfam database...	0.77	0.59	1.00	22	2256	3	0	0	3	15
3O58_3	5_8S_rRNA links to Rfam database...	0.60	0.36	1.00	8	4756	1	0	0	1	14
3RKF_A	Purine links to Rfam database...	0.74	0.67	0.84	16	847	3	1	2	0	8
3W3S_B	tRNA-Sec links to Rfam database...	0.71	0.52	1.00	17	1972	2	0	0	2	16
4A1C_2	5_8S_rRNA links to Rfam database...	0.50	0.25	1.00	5	4511	2	0	0	2	15
4ENB_A	crcB links to Rfam database...	0.63	0.40	1.00	6	466	0	0	0	0	9

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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 Afold - scored higher in this pairwise comparison

1. Total counts & total scores for Afold

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

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

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

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