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		Mastr(seed)
MCC	0.659	>	0.358
Average MCC ± 95% Confidence Intervals	0.728 ± 0.108	>	0.180 ± 0.127
Sensitivity	0.693	>	0.144
Positive Predictive Value	0.633	<	0.899
Total TP	558	>	116
Total TN	92770	<	93523
Total FP	476	>	16
Total FP CONTRA	120	>	0
Total FP INCONS	204	>	13
Total FP COMP	152	>	3
Total FN	247	<	689
P-value	5.23657817852e-08

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Performance plots

Comparison of performance of Afold and Mastr(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 Mastr(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 Mastr(seed)).
Comparison of average Matthews Correlation Coefficients (MCCs) for Afold and Mastr(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 Mastr(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	558
Total TN	92770
Total FP	476
Total FP CONTRA	120
Total FP INCONS	204
Total FP COMP	152
Total FN	247

Total Scores
MCC	0.659
Average MCC ± 95% Confidence Intervals	0.728 ± 0.108
Sensitivity	0.693
Positive Predictive Value	0.633
Nr of predictions	33

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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
2WRQ_Y	tRNA links to Rfam database...	1.00	1.00	1.00	9	1143	14	0	0	14	0
2XXA_G	Bacteria_small_SRP links to Rfam database...	0.35	0.34	0.38	12	2013	21	1	19	1	23
2ZZM_B	tRNA links to Rfam database...	0.25	0.27	0.25	4	1342	20	3	9	8	11
2ZZN_D	tRNA links to Rfam database...	0.91	0.91	0.91	20	962	3	2	0	1	2
3A2K_C	tRNA links to Rfam database...	0.46	0.50	0.44	11	1083	14	3	11	0	11
3A3A_A	tRNA-Sec links to Rfam database...	0.93	0.87	1.00	26	1474	0	0	0	0	4
3AKZ_H	tRNA links to Rfam database...	0.19	0.20	0.21	4	1108	17	4	11	2	16
3G4S_9	5S_rRNA links to Rfam database...	0.73	0.69	0.78	18	2713	13	2	3	8	8
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
3IZF_C	5S_rRNA links to Rfam database...	0.83	0.86	0.81	30	2603	11	0	7	4	5
3JYV_7	tRNA links to Rfam database...	-0.02	0.00	0.00	0	1088	23	4	19	0	20
3JYX_4	5_8S_rRNA links to Rfam database...	0.61	0.83	0.45	10	4734	35	10	2	23	2
3JYX_3	5S_rRNA links to Rfam database...	0.64	0.67	0.63	10	2362	29	0	6	23	5
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_2	5S_rRNA links to Rfam database...	0.80	0.81	0.81	25	2723	14	0	6	8	6
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
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 Mastr(seed) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP	116
Total TN	93523
Total FP	16
Total FP CONTRA	0
Total FP INCONS	13
Total FP COMP	3
Total FN	689

Total Scores
MCC	0.358
Average MCC ± 95% Confidence Intervals	0.180 ± 0.127
Sensitivity	0.144
Positive Predictive Value	0.899
Nr of predictions	33

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2. Individual counts for Mastr(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...	0.00	0.00	0.00	0	174	0	0	0	0	10
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...	0.83	0.79	0.88	15	450	2	0	2	0	4
2KUU_A	K10_TLS links to Rfam database...	0.82	0.78	0.88	14	431	3	0	2	1	4
2KUV_A	K10_TLS links to Rfam database...	0.83	0.79	0.88	15	422	2	0	2	0	4
2KUW_A	K10_TLS links to Rfam database...	0.51	0.50	0.56	9	454	8	0	7	1	9
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...	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...	0.00	0.00	0.00	0	357	0	0	0	0	18
2LC8_A	GP_knot1 links to Rfam database...	0.00	0.00	0.00	0	528	0	0	0	0	18
2WRQ_Y	tRNA links to Rfam database...	0.00	0.00	0.00	0	1152	0	0	0	0	9
2XXA_G	Bacteria_small_SRP links to Rfam database...	0.00	0.00	0.00	0	2045	0	0	0	0	35
2ZZM_B	tRNA links to Rfam database...	0.00	0.00	0.00	0	1358	0	0	0	0	15
2ZZN_D	tRNA links to Rfam database...	0.00	0.00	0.00	0	984	0	0	0	0	22
3A2K_C	tRNA links to Rfam database...	0.00	0.00	0.00	0	1108	0	0	0	0	22
3A3A_A	tRNA-Sec links to Rfam database...	0.00	0.00	0.00	0	1500	0	0	0	0	30
3AKZ_H	tRNA links to Rfam database...	0.00	0.00	0.00	0	1127	0	0	0	0	20
3G4S_9	5S_rRNA links to Rfam database...	0.00	0.00	0.00	0	2736	0	0	0	0	26
3IVN_B	Purine links to Rfam database...	0.00	0.00	0.00	0	903	0	0	0	0	23
3IYQ_A	tmRNA links to Rfam database...	0.00	0.00	0.00	0	22440	0	0	0	0	51
3IZ4_A	tmRNA links to Rfam database...	0.00	0.00	0.00	0	25536	0	0	0	0	95
3IZF_C	5S_rRNA links to Rfam database...	0.00	0.00	0.00	0	2640	0	0	0	0	35
3JYV_7	tRNA links to Rfam database...	0.00	0.00	0.00	0	1111	0	0	0	0	20
3JYX_4	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	4756	0	0	0	0	12
3JYX_3	5S_rRNA links to Rfam database...	0.00	0.00	0.00	0	2378	0	0	0	0	15
3LA5_A	Purine links to Rfam database...	0.00	0.00	0.00	0	954	0	0	0	0	25
3NPB_A	SAM links to Rfam database...	0.00	0.00	0.00	0	2278	0	0	0	0	37
3O58_2	5S_rRNA links to Rfam database...	0.00	0.00	0.00	0	2754	0	0	0	0	31
3O58_3	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	4764	0	0	0	0	22
3RKF_A	Purine links to Rfam database...	0.00	0.00	0.00	0	866	0	0	0	0	24
4A1C_2	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	4516	0	0	0	0	20
4ENB_A	crcB links to Rfam database...	0.00	0.00	0.00	0	472	0	0	0	0	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 Afold - scored higher in this pairwise comparison

1. Total counts & total scores for Afold

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

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

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

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