CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	MCFold		Mastr(seed)
MCC	0.557	>	0.297
Average MCC ± 95% Confidence Intervals	0.568 ± 0.083	>	0.120 ± 0.084
Sensitivity	0.608	>	0.103
Positive Predictive Value	0.521	<	0.869
Total TP	704	>	119
Total TN	87396	<	88610
Total FP	816	>	21
Total FP CONTRA	188	>	0
Total FP INCONS	459	>	18
Total FP COMP	169	>	3
Total FN	453	<	1038
P-value	3.56938820447e-08

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Performance plots

Comparison of performance of MCFold 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 MCFold 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 MCFold and Mastr(seed)).
Comparison of average Matthews Correlation Coefficients (MCCs) for MCFold 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 MCFold and Mastr(seed)).

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Performance of MCFold - scored higher in this pairwise comparison

1. Total counts & total scores for MCFold

Total Base Pair Counts
Total TP	704
Total TN	87396
Total FP	816
Total FP CONTRA	188
Total FP INCONS	459
Total FP COMP	169
Total FN	453

Total Scores
MCC	0.557
Average MCC ± 95% Confidence Intervals	0.568 ± 0.083
Sensitivity	0.608
Positive Predictive Value	0.521
Nr of predictions	51

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2. Individual counts for MCFold [ 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	1	0	0	1	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...	0.79	0.78	0.82	18	741	4	0	4	0	5
2L1F_B	Gammaretro_CES links to Rfam database...	0.80	0.79	0.83	19	768	4	0	4	0	5
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...	0.44	0.44	0.47	8	511	10	0	9	1	10
2WRQ_Y	tRNA links to Rfam database...	0.38	0.56	0.26	5	1133	21	8	6	7	4
2WWQ_V	tRNA links to Rfam database...	0.19	0.21	0.19	4	1183	20	3	14	3	15
2XKV_B	Bacteria_small_SRP links to Rfam database...	0.20	0.27	0.16	3	1816	30	4	12	14	8
2XQD_Y	tRNA links to Rfam database...	0.39	0.43	0.38	9	1105	18	2	13	3	12
2XXA_G	Bacteria_small_SRP links to Rfam database...	0.23	0.26	0.24	9	2007	30	1	28	1	26
2ZZN_D	tRNA links to Rfam database...	0.69	0.73	0.67	16	960	11	1	7	3	6
3A2K_C	tRNA links to Rfam database...	0.49	0.55	0.46	12	1082	14	3	11	0	10
3A3A_A	tRNA-Sec links to Rfam database...	0.98	0.97	1.00	29	1471	0	0	0	0	1
3AKZ_H	tRNA links to Rfam database...	0.46	0.50	0.43	10	1104	16	5	8	3	10
3AMU_B	tRNA links to Rfam database...	0.50	0.58	0.44	11	1132	15	4	10	1	8
3GX2_A	SAM links to Rfam database...	0.58	0.61	0.57	17	1419	15	1	12	2	11
3IVN_B	Purine links to Rfam database...	0.45	0.48	0.46	11	879	14	5	8	1	12
3IZF_C	5S_rRNA links to Rfam database...	0.92	0.94	0.89	33	2603	10	0	4	6	2
3J16_L	tRNA links to Rfam database...	0.54	0.57	0.52	12	1136	12	4	7	1	9
3J20_0	tRNA links to Rfam database...	0.66	0.71	0.63	15	1195	11	3	6	2	6
3J2L_3	5S_rRNA links to Rfam database...	0.77	0.79	0.75	27	2984	15	1	8	6	7
3J3D_C	tRNA links to Rfam database...	0.54	0.63	0.48	12	943	13	4	9	0	7
3J3E_8	5_8S_rRNA links to Rfam database...	0.15	0.20	0.12	3	2716	36	11	12	13	12
3J3E_7	5S_rRNA links to Rfam database...	0.55	0.56	0.54	19	2706	23	1	15	7	15
3J3F_7	5S_rRNA links to Rfam database...	0.88	0.89	0.86	32	2897	9	1	4	4	4
3J3F_8	5_8S_rRNA links to Rfam database...	0.14	0.21	0.10	4	4720	51	17	20	14	15
3JYV_7	tRNA links to Rfam database...	0.25	0.30	0.24	6	1086	20	8	11	1	14
3JYX_4	5_8S_rRNA links to Rfam database...	0.36	0.58	0.23	7	4725	37	19	5	13	5
3JYX_3	5S_rRNA links to Rfam database...	0.46	0.67	0.32	10	2347	28	15	6	7	5
3LA5_A	Purine links to Rfam database...	0.44	0.44	0.48	11	931	12	2	10	0	14
3O58_3	5_8S_rRNA links to Rfam database...	0.28	0.36	0.22	8	4727	39	14	15	10	14
3O58_2	5S_rRNA links to Rfam database...	0.25	0.29	0.23	9	2715	31	6	24	1	22
3PDR_A	ykoK links to Rfam database...	0.78	0.80	0.77	40	4788	14	5	7	2	10
3RKF_A	Purine links to Rfam database...	0.89	0.88	0.91	21	843	3	0	2	1	3
3SD1_A	THF links to Rfam database...	0.43	0.45	0.43	13	1503	17	1	16	0	16
3ZEX_D	5S_rRNA links to Rfam database...	0.23	0.26	0.23	9	2756	33	6	25	2	26
3ZEX_C	5_8S_rRNA links to Rfam database...	0.30	0.34	0.27	10	5337	28	6	21	1	19
3ZND_W	tRNA links to Rfam database...	0.23	0.38	0.15	3	1171	26	9	8	9	5
4A1C_3	5S_rRNA links to Rfam database...	0.86	0.86	0.86	32	2726	9	0	5	4	5
4A1C_2	5_8S_rRNA links to Rfam database...	0.18	0.25	0.14	5	4480	45	12	19	14	15
4ENB_A	crcB links to Rfam database...	0.78	0.73	0.85	11	459	4	0	2	2	4
4ENC_A	crcB links to Rfam database...	0.34	0.33	0.38	5	483	11	0	8	3	10
4FRG_B	AdoCbl-variant links to Rfam database...	0.35	0.38	0.35	9	1176	17	3	14	0	15
4FRN_A	AdoCbl-variant links to Rfam database...	0.09	0.11	0.10	3	1818	28	2	25	1	25
4JF2_A	preQ1-II links to Rfam database...	0.74	0.75	0.75	18	1058	7	1	5	1	6

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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	119
Total TN	88610
Total FP	21
Total FP CONTRA	0
Total FP INCONS	18
Total FP COMP	3
Total FN	1038

Total Scores
MCC	0.297
Average MCC ± 95% Confidence Intervals	0.120 ± 0.084
Sensitivity	0.103
Positive Predictive Value	0.869
Nr of predictions	51

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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
2WWQ_V	tRNA links to Rfam database...	0.00	0.00	0.00	0	1204	0	0	0	0	19
2XKV_B	Bacteria_small_SRP links to Rfam database...	0.00	0.00	0.00	0	1835	0	0	0	0	11
2XQD_Y	tRNA links to Rfam database...	0.00	0.00	0.00	0	1129	0	0	0	0	21
2XXA_G	Bacteria_small_SRP links to Rfam database...	0.00	0.00	0.00	0	2045	0	0	0	0	35
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
3AMU_B	tRNA links to Rfam database...	0.00	0.00	0.00	0	1157	0	0	0	0	19
3GX2_A	SAM links to Rfam database...	0.00	0.00	0.00	0	1449	0	0	0	0	28
3IVN_B	Purine links to Rfam database...	0.00	0.00	0.00	0	903	0	0	0	0	23
3IZF_C	5S_rRNA links to Rfam database...	0.00	0.00	0.00	0	2640	0	0	0	0	35
3J16_L	tRNA links to Rfam database...	0.00	0.00	0.00	0	1159	0	0	0	0	21
3J20_0	tRNA links to Rfam database...	0.00	0.00	0.00	0	1219	0	0	0	0	21
3J2L_3	5S_rRNA links to Rfam database...	0.00	0.00	0.00	0	3020	0	0	0	0	34
3J3D_C	tRNA links to Rfam database...	0.00	0.00	0.00	0	968	0	0	0	0	19
3J3E_8	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	2742	0	0	0	0	15
3J3E_7	5S_rRNA links to Rfam database...	0.00	0.00	0.00	0	2741	0	0	0	0	34
3J3F_7	5S_rRNA links to Rfam database...	0.00	0.00	0.00	0	2934	0	0	0	0	36
3J3F_8	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	4761	0	0	0	0	19
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
3O58_3	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	4764	0	0	0	0	22
3O58_2	5S_rRNA links to Rfam database...	0.00	0.00	0.00	0	2754	0	0	0	0	31
3PDR_A	ykoK links to Rfam database...	0.00	0.00	0.00	0	4840	0	0	0	0	50
3RKF_A	Purine links to Rfam database...	0.00	0.00	0.00	0	866	0	0	0	0	24
3SD1_A	THF links to Rfam database...	0.00	0.00	0.00	0	1533	0	0	0	0	29
3ZEX_D	5S_rRNA links to Rfam database...	0.00	0.00	0.00	0	2796	0	0	0	0	35
3ZEX_C	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	5374	0	0	0	0	29
3ZND_W	tRNA links to Rfam database...	0.00	0.00	0.00	0	1191	0	0	0	0	8
4A1C_3	5S_rRNA links to Rfam database...	0.00	0.00	0.00	0	2763	0	0	0	0	37
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
4ENC_A	crcB links to Rfam database...	0.00	0.00	0.00	0	496	0	0	0	0	15
4FRG_B	AdoCbl-variant links to Rfam database...	0.00	0.00	0.00	0	1202	0	0	0	0	24
4FRN_A	AdoCbl-variant links to Rfam database...	0.00	0.00	0.00	0	1848	0	0	0	0	28
4JF2_A	preQ1-II links to Rfam database...	0.21	0.13	0.38	3	1074	5	0	5	0	21

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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 MCFold - scored higher in this pairwise comparison

1. Total counts & total scores for MCFold

2. Individual counts for MCFold [ 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 ]