CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	CentroidAlifold(seed)		Vsfold5
MCC	0.684	>	0.548
Average MCC ± 95% Confidence Intervals	0.631 ± 0.062	>	0.591 ± 0.093
Sensitivity	0.533	<	0.556
Positive Predictive Value	0.883	>	0.549
Total TP	768	<	801
Total TN	142428	>	141838
Total FP	199	<	821
Total FP CONTRA	41	<	207
Total FP INCONS	61	<	452
Total FP COMP	97	<	162
Total FN	673	>	640
P-value	3.56938820447e-08

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Performance plots

Comparison of performance of CentroidAlifold(seed) and Vsfold5. 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 CentroidAlifold(seed) and Vsfold5).
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 CentroidAlifold(seed) and Vsfold5).
Comparison of average Matthews Correlation Coefficients (MCCs) for CentroidAlifold(seed) and Vsfold5. 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 CentroidAlifold(seed) and Vsfold5).

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

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

Total Base Pair Counts
Total TP	768
Total TN	142428
Total FP	199
Total FP CONTRA	41
Total FP INCONS	61
Total FP COMP	97
Total FN	673

Total Scores
MCC	0.684
Average MCC ± 95% Confidence Intervals	0.631 ± 0.062
Sensitivity	0.533
Positive Predictive Value	0.883
Nr of predictions	58

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2KE6_A	K10_TLS links to Rfam database...	0.44	0.44	0.47	8	450	10	0	9	1	10
2KUR_A	K10_TLS links to Rfam database...	0.77	0.74	0.82	14	450	4	0	3	1	5
2KUU_A	K10_TLS links to Rfam database...	0.88	0.83	0.94	15	431	3	0	1	2	3
2KUV_A	K10_TLS links to Rfam database...	0.46	0.47	0.50	9	421	9	0	9	0	10
2KUW_A	K10_TLS links to Rfam database...	0.44	0.44	0.47	8	453	10	0	9	1	10
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...	0.51	0.50	0.56	9	341	8	0	7	1	9
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...	0.47	0.22	1.00	2	1150	4	0	0	4	7
2WWQ_V	tRNA links to Rfam database...	0.56	0.32	1.00	6	1198	0	0	0	0	13
2XKV_B	Bacteria_small_SRP links to Rfam database...	0.67	0.73	0.62	8	1822	22	0	5	17	3
2XQD_Y	tRNA links to Rfam database...	0.48	0.24	1.00	5	1124	1	0	0	1	16
2XXA_G	Bacteria_small_SRP links to Rfam database...	0.83	0.74	0.93	26	2017	4	0	2	2	9
2ZZM_B	tRNA links to Rfam database...	0.00	0.00	0.00	0	1358	6	0	0	6	15
2ZZN_D	tRNA links to Rfam database...	0.52	0.27	1.00	6	978	0	0	0	0	16
3A2K_C	tRNA links to Rfam database...	0.52	0.27	1.00	6	1102	0	0	0	0	16
3A3A_A	tRNA-Sec links to Rfam database...	0.95	0.90	1.00	27	1473	0	0	0	0	3
3AKZ_H	tRNA links to Rfam database...	0.50	0.25	1.00	5	1122	1	0	0	1	15
3AMU_B	tRNA links to Rfam database...	0.51	0.26	1.00	5	1152	1	0	0	1	14
3GX2_A	SAM links to Rfam database...	0.92	0.86	1.00	24	1425	1	0	0	1	4
3IVN_B	Purine links to Rfam database...	0.86	0.83	0.90	19	882	2	2	0	0	4
3IYQ_A	tmRNA links to Rfam database...	0.56	0.55	0.57	28	22391	30	19	2	9	23
3IZ4_A	tmRNA links to Rfam database...	0.58	0.43	0.77	41	25483	17	12	0	5	54
3IZF_C	5S_rRNA links to Rfam database...	0.67	0.46	1.00	16	2624	0	0	0	0	19
3J16_L	tRNA links to Rfam database...	0.53	0.29	1.00	6	1153	0	0	0	0	15
3J20_1	tRNA links to Rfam database...	0.54	0.30	1.00	6	1106	0	0	0	0	14
3J20_0	tRNA links to Rfam database...	0.53	0.29	1.00	6	1213	0	0	0	0	15
3J2L_3	5S_rRNA links to Rfam database...	0.66	0.44	1.00	15	3005	2	0	0	2	19
3J3D_C	tRNA links to Rfam database...	0.56	0.32	1.00	6	962	0	0	0	0	13
3J3E_8	5_8S_rRNA links to Rfam database...	0.39	0.20	0.75	3	2738	1	1	0	0	12
3J3E_7	5S_rRNA links to Rfam database...	0.68	0.50	0.94	17	2723	2	0	1	1	17
3J3F_8	5_8S_rRNA links to Rfam database...	0.62	0.47	0.82	9	4750	4	2	0	2	10
3J3F_7	5S_rRNA links to Rfam database...	0.68	0.47	1.00	17	2917	1	0	0	1	19
3J3V_B	5S_rRNA links to Rfam database...	0.61	0.44	0.86	12	2642	7	0	2	5	15
3JYV_7	tRNA links to Rfam database...	0.50	0.25	1.00	5	1106	1	0	0	1	15
3JYX_4	5_8S_rRNA links to Rfam database...	0.91	0.83	1.00	10	4746	3	0	0	3	2
3JYX_3	5S_rRNA links to Rfam database...	0.65	0.53	0.80	8	2368	8	0	2	6	7
3LA5_A	Purine links to Rfam database...	0.87	0.80	0.95	20	933	1	1	0	0	5
3NPB_A	SAM links to Rfam database...	0.79	0.65	0.96	24	2253	5	0	1	4	13
3O58_2	5S_rRNA links to Rfam database...	0.72	0.52	1.00	16	2738	0	0	0	0	15
3O58_3	5_8S_rRNA links to Rfam database...	0.68	0.50	0.92	11	4752	2	1	0	1	11
3PDR_A	ykoK links to Rfam database...	0.93	0.88	0.98	44	4795	3	0	1	2	6
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...	0.85	0.76	0.96	22	1510	1	0	1	0	7
3UZL_B	tRNA links to Rfam database...	0.50	0.25	1.00	4	1289	2	0	0	2	12
3W3S_B	tRNA-Sec links to Rfam database...	0.80	0.70	0.92	23	1964	4	0	2	2	10
3ZEX_D	5S_rRNA links to Rfam database...	0.65	0.43	1.00	15	2781	3	0	0	3	20
3ZND_W	tRNA links to Rfam database...	0.00	0.00	0.00	0	1189	6	0	2	4	8
4A1C_2	5_8S_rRNA links to Rfam database...	0.60	0.40	0.89	8	4507	3	1	0	2	12
4A1C_3	5S_rRNA links to Rfam database...	0.66	0.43	1.00	16	2747	0	0	0	0	21
4AOB_A	SAM links to Rfam database...	0.89	0.79	1.00	23	1414	2	0	0	2	6
4ENB_A	crcB links to Rfam database...	0.72	0.53	1.00	8	464	0	0	0	0	7
4ENC_A	crcB links to Rfam database...	0.73	0.53	1.00	8	488	0	0	0	0	7
4FRG_B	AdoCbl-variant links to Rfam database...	0.81	0.71	0.94	17	1184	2	0	1	1	7
4FRN_A	AdoCbl-variant links to Rfam database...	0.80	0.71	0.91	20	1826	2	1	1	0	8
4JF2_A	preQ1-II links to Rfam database...	0.76	0.63	0.94	15	1066	1	1	0	0	9

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Performance of Vsfold5 - scored lower in this pairwise comparison

1. Total counts & total scores for Vsfold5

Total Base Pair Counts
Total TP	801
Total TN	141838
Total FP	821
Total FP CONTRA	207
Total FP INCONS	452
Total FP COMP	162
Total FN	640

Total Scores
MCC	0.548
Average MCC ± 95% Confidence Intervals	0.591 ± 0.093
Sensitivity	0.556
Positive Predictive Value	0.549
Nr of predictions	58

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2. Individual counts for Vsfold5 [ download as .csv ]

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
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...	0.97	0.94	1.00	15	356	0	0	0	0	1
2L1F_A	Gammaretro_CES links to Rfam database...	0.70	0.61	0.82	14	746	3	0	3	0	9
2L1F_B	Gammaretro_CES links to Rfam database...	0.71	0.63	0.83	15	773	3	0	3	0	9
2L94_A	HIV_FE links to Rfam database...	0.97	0.94	1.00	17	340	1	0	0	1	1
2LC8_A	GP_knot1 links to Rfam database...	-0.03	0.00	0.00	0	515	13	0	13	0	18
2WRQ_Y	tRNA links to Rfam database...	0.94	0.89	1.00	8	1144	13	0	0	13	1
2WWQ_V	tRNA links to Rfam database...	0.78	0.74	0.82	14	1187	4	1	2	1	5
2XKV_B	Bacteria_small_SRP links to Rfam database...	-0.01	0.00	0.00	0	1803	32	17	15	0	11
2XQD_Y	tRNA links to Rfam database...	0.95	0.90	1.00	19	1110	1	0	0	1	2
2XXA_G	Bacteria_small_SRP links to Rfam database...	-0.02	0.00	0.00	0	2014	31	2	29	0	35
2ZZM_B	tRNA links to Rfam database...	0.17	0.20	0.16	3	1339	25	4	12	9	12
2ZZN_D	tRNA links to Rfam database...	0.95	0.95	0.95	21	962	1	1	0	0	1
3A2K_C	tRNA links to Rfam database...	0.95	0.91	1.00	20	1088	0	0	0	0	2
3A3A_A	tRNA-Sec links to Rfam database...	0.95	0.90	1.00	27	1473	0	0	0	0	3
3AKZ_H	tRNA links to Rfam database...	0.97	0.95	1.00	19	1108	1	0	0	1	1
3AMU_B	tRNA links to Rfam database...	0.77	0.79	0.75	15	1137	8	0	5	3	4
3GX2_A	SAM links to Rfam database...	0.61	0.57	0.67	16	1425	9	0	8	1	12
3IVN_B	Purine links to Rfam database...	0.88	0.78	1.00	18	885	0	0	0	0	5
3IYQ_A	tmRNA links to Rfam database...	0.30	0.37	0.24	19	22361	71	36	24	11	32
3IZ4_A	tmRNA links to Rfam database...	0.31	0.31	0.33	29	25448	65	14	45	6	66
3IZF_C	5S_rRNA links to Rfam database...	0.85	0.83	0.88	29	2607	5	0	4	1	6
3J16_L	tRNA links to Rfam database...	0.98	0.95	1.00	20	1139	0	0	0	0	1
3J20_1	tRNA links to Rfam database...	0.75	0.75	0.75	15	1092	7	0	5	2	5
3J20_0	tRNA links to Rfam database...	0.76	0.76	0.76	16	1198	6	3	2	1	5
3J2L_3	5S_rRNA links to Rfam database...	0.70	0.71	0.71	24	2986	13	3	7	3	10
3J3D_C	tRNA links to Rfam database...	0.63	0.68	0.59	13	946	9	3	6	0	6
3J3E_8	5_8S_rRNA links to Rfam database...	0.10	0.13	0.08	2	2718	31	10	12	9	13
3J3E_7	5S_rRNA links to Rfam database...	0.60	0.59	0.63	20	2709	13	1	11	1	14
3J3F_8	5_8S_rRNA links to Rfam database...	0.36	0.47	0.27	9	4728	38	13	11	14	10
3J3F_7	5S_rRNA links to Rfam database...	0.25	0.25	0.26	9	2900	25	4	21	0	27
3J3V_B	5S_rRNA links to Rfam database...	0.18	0.19	0.19	5	2629	28	7	15	6	22
3JYV_7	tRNA links to Rfam database...	-0.02	0.00	0.00	0	1092	19	4	15	0	20
3JYX_4	5_8S_rRNA links to Rfam database...	0.63	0.83	0.48	10	4735	32	9	2	21	2
3JYX_3	5S_rRNA links to Rfam database...	0.12	0.13	0.11	2	2360	20	6	10	4	13
3LA5_A	Purine links to Rfam database...	-0.02	0.00	0.00	0	938	16	0	16	0	25
3NPB_A	SAM links to Rfam database...	0.62	0.54	0.71	20	2250	10	1	7	2	17
3O58_2	5S_rRNA links to Rfam database...	0.50	0.52	0.50	16	2722	19	3	13	3	15
3O58_3	5_8S_rRNA links to Rfam database...	0.51	0.59	0.45	13	4735	28	11	5	12	9
3PDR_A	ykoK links to Rfam database...	0.69	0.64	0.74	32	4797	13	3	8	2	18
3RKF_A	Purine links to Rfam database...	0.90	0.92	0.88	22	841	3	3	0	0	2
3SD1_A	THF links to Rfam database...	0.13	0.14	0.15	4	1507	22	5	17	0	25
3UZL_B	tRNA links to Rfam database...	0.24	0.31	0.20	5	1268	20	9	11	0	11
3W3S_B	tRNA-Sec links to Rfam database...	0.83	0.85	0.82	28	1955	7	2	4	1	5
3ZEX_D	5S_rRNA links to Rfam database...	0.09	0.09	0.12	3	2771	24	5	17	2	32
3ZND_W	tRNA links to Rfam database...	0.58	0.75	0.46	6	1178	17	4	3	10	2
4A1C_2	5_8S_rRNA links to Rfam database...	0.33	0.40	0.28	8	4487	37	8	13	16	12
4A1C_3	5S_rRNA links to Rfam database...	0.29	0.30	0.31	11	2727	26	4	21	1	26
4AOB_A	SAM links to Rfam database...	0.21	0.21	0.25	6	1413	19	2	16	1	23
4ENB_A	crcB links to Rfam database...	1.00	1.00	1.00	15	457	0	0	0	0	0
4ENC_A	crcB links to Rfam database...	0.97	1.00	0.94	15	480	1	1	0	0	0
4FRG_B	AdoCbl-variant links to Rfam database...	0.60	0.58	0.64	14	1180	8	3	5	0	10
4FRN_A	AdoCbl-variant links to Rfam database...	0.15	0.14	0.17	4	1825	19	3	16	0	24
4JF2_A	preQ1-II links to Rfam database...	0.96	1.00	0.92	24	1056	2	2	0	0	0

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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 CentroidAlifold(seed) - scored higher in this pairwise comparison

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

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

Performance of Vsfold5 - scored lower in this pairwise comparison

1. Total counts & total scores for Vsfold5

2. Individual counts for Vsfold5 [ download as .csv ]