CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	Vsfold4		Mastr(seed)
MCC	0.525	>	0.241
Average MCC ± 95% Confidence Intervals	0.583 ± 0.082	>	0.112 ± 0.081
Sensitivity	0.449	>	0.065
Positive Predictive Value	0.618	<	0.900
Total TP	807	>	117
Total TN	332302	<	333477
Total FP	563	>	15
Total FP CONTRA	57	>	0
Total FP INCONS	441	>	13
Total FP COMP	65	>	2
Total FN	990	<	1680
P-value	3.56938820447e-08

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Performance plots

Comparison of performance of Vsfold4 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 Vsfold4 and Mastr(seed)).
Comparison of performance of Vsfold4 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 Vsfold4 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 Vsfold4 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 Vsfold4 and Mastr(seed)).
Comparison of average Matthews Correlation Coefficients (MCCs) for Vsfold4 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 Vsfold4 and Mastr(seed)).
Comparison of average Matthews Correlation Coefficients (MCCs) for Vsfold4 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 Vsfold4 and Mastr(seed)).

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Performance of Vsfold4 - scored higher in this pairwise comparison

1. Total counts & total scores for Vsfold4

Total Base Pair Counts
Total TP	807
Total TN	332302
Total FP	563
Total FP CONTRA	57
Total FP INCONS	441
Total FP COMP	65
Total FN	990

Total Scores
MCC	0.525
Average MCC ± 95% Confidence Intervals	0.583 ± 0.082
Sensitivity	0.449
Positive Predictive Value	0.618
Nr of predictions	51

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2. Individual counts for Vsfold4 [ 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
2KX8_A	7SK links to Rfam database...	0.94	0.89	1.00	16	845	0	0	0	0	2
2L1F_B	Gammaretro_CES links to Rfam database...	0.68	0.56	0.82	14	2128	3	0	3	0	11
2L1F_A	Gammaretro_CES links to Rfam database...	0.66	0.54	0.81	13	2064	3	0	3	0	11
2L94_A	HIV_FE links to Rfam database...	0.92	0.85	1.00	17	973	0	0	0	0	3
2LC8_A	GP_knot1 links to Rfam database...	-0.01	0.00	0.00	0	1527	13	0	13	0	20
2WRQ_Y	tRNA links to Rfam database...	0.53	0.53	0.53	9	2833	12	5	3	4	8
2WWQ_V	tRNA links to Rfam database...	0.64	0.50	0.82	14	2909	4	0	3	1	14
2XKV_B	Bacteria_small_SRP links to Rfam database...	-0.01	0.00	0.00	0	4533	27	8	19	0	20
2XQD_Y	tRNA links to Rfam database...	0.86	0.74	1.00	20	2830	0	0	0	0	7
2XXA_G	Bacteria_small_SRP links to Rfam database...	-0.01	0.00	0.00	0	5122	29	1	28	0	42
2ZZM_B	tRNA links to Rfam database...	0.21	0.19	0.24	6	3461	19	0	19	0	26
2ZZN_D	tRNA links to Rfam database...	0.86	0.78	0.95	21	2463	1	0	1	0	6
3A2K_C	tRNA links to Rfam database...	0.84	0.71	1.00	20	2906	0	0	0	0	8
3A3A_A	tRNA-Sec links to Rfam database...	0.85	0.73	1.00	27	3628	0	0	0	0	10
3AKZ_H	tRNA links to Rfam database...	0.67	0.57	0.80	16	2681	5	1	3	1	12
3AMU_B	tRNA links to Rfam database...	0.64	0.56	0.75	15	2983	7	0	5	2	12
3G4S_9	5S_rRNA links to Rfam database...	0.30	0.23	0.39	13	7348	20	1	19	0	44
3GX2_A	SAM links to Rfam database...	0.50	0.40	0.64	16	4346	10	0	9	1	24
3IVN_B	Purine links to Rfam database...	0.78	0.61	1.00	19	2327	0	0	0	0	12
3IYQ_A	tmRNA links to Rfam database...	0.29	0.29	0.29	27	60634	71	13	52	6	67
3IZ4_A	tmRNA links to Rfam database...	0.36	0.31	0.43	41	70780	59	7	48	4	91
3IZF_C	5S_rRNA links to Rfam database...	0.69	0.56	0.86	30	6868	5	0	5	0	24
3J16_L	tRNA links to Rfam database...	0.82	0.67	1.00	20	2755	0	0	0	0	10
3J20_1	tRNA links to Rfam database...	0.71	0.70	0.73	16	2904	6	0	6	0	7
3J20_0	tRNA links to Rfam database...	0.84	0.70	1.00	21	2829	1	0	0	1	9
3J2L_3	5S_rRNA links to Rfam database...	0.57	0.45	0.73	24	7842	12	1	8	3	29
3JYV_7	tRNA links to Rfam database...	-0.01	0.00	0.00	0	2831	19	0	19	0	32
3JYX_4	5_8S_rRNA links to Rfam database...	0.10	0.09	0.12	3	12220	33	2	21	10	30
3JYX_3	5S_rRNA links to Rfam database...	0.60	0.56	0.65	15	6305	11	4	4	3	12
3LA5_A	Purine links to Rfam database...	0.78	0.62	1.00	21	2464	0	0	0	0	13
3NPB_A	SAM links to Rfam database...	0.61	0.50	0.74	23	6990	9	0	8	1	23
3O58_3	5_8S_rRNA links to Rfam database...	0.09	0.09	0.10	3	12373	35	5	22	8	32
3O58_2	5S_rRNA links to Rfam database...	0.47	0.42	0.53	16	7230	16	3	11	2	22
3PDR_A	ykoK links to Rfam database...	0.57	0.44	0.74	32	12837	13	0	11	2	40
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...	0.19	0.17	0.24	7	3887	22	1	21	0	35
3UZL_B	tRNA links to Rfam database...	0.53	0.41	0.71	15	3549	6	1	5	0	22
3W3S_B	tRNA-Sec links to Rfam database...	0.67	0.58	0.79	23	4724	7	0	6	1	17
3ZEX_D	5S_rRNA links to Rfam database...	0.55	0.45	0.69	22	6989	10	0	10	0	27
4A1C_3	5S_rRNA links to Rfam database...	0.26	0.22	0.32	12	7103	25	2	23	0	42
4A1C_2	5_8S_rRNA links to Rfam database...	0.28	0.24	0.33	8	11757	28	0	16	12	25
4AOB_A	SAM links to Rfam database...	0.42	0.33	0.54	14	4345	13	1	11	1	28
4ENB_A	crcB links to Rfam database...	0.76	0.58	1.00	11	1264	0	0	0	0	8
4ENC_A	crcB links to Rfam database...	0.69	0.47	1.00	9	1317	0	0	0	0	10
4FRG_B	AdoCbl-variant links to Rfam database...	0.56	0.47	0.68	15	3464	7	1	6	0	17

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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	117
Total TN	333477
Total FP	15
Total FP CONTRA	0
Total FP INCONS	13
Total FP COMP	2
Total FN	1680

Total Scores
MCC	0.241
Average MCC ± 95% Confidence Intervals	0.112 ± 0.081
Sensitivity	0.065
Positive Predictive Value	0.900
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	406	0	0	0	0	11
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...	0.79	0.71	0.88	15	1111	2	0	2	0	6
2KUU_A	K10_TLS links to Rfam database...	0.76	0.67	0.88	14	1112	3	0	2	1	7
2KUV_A	K10_TLS links to Rfam database...	0.77	0.68	0.88	15	1111	2	0	2	0	7
2KUW_A	K10_TLS links to Rfam database...	0.52	0.48	0.59	10	1111	7	0	7	0	11
2KX8_A	7SK links to Rfam database...	0.00	0.00	0.00	0	861	0	0	0	0	18
2L1F_B	Gammaretro_CES links to Rfam database...	0.98	0.96	1.00	24	2121	0	0	0	0	1
2L1F_A	Gammaretro_CES links to Rfam database...	0.98	0.96	1.00	23	2057	0	0	0	0	1
2L94_A	HIV_FE links to Rfam database...	0.00	0.00	0.00	0	990	0	0	0	0	20
2LC8_A	GP_knot1 links to Rfam database...	0.00	0.00	0.00	0	1540	0	0	0	0	20
2WRQ_Y	tRNA links to Rfam database...	0.00	0.00	0.00	0	2850	0	0	0	0	17
2WWQ_V	tRNA links to Rfam database...	0.00	0.00	0.00	0	2926	0	0	0	0	28
2XKV_B	Bacteria_small_SRP links to Rfam database...	0.00	0.00	0.00	0	4560	0	0	0	0	20
2XQD_Y	tRNA links to Rfam database...	0.00	0.00	0.00	0	2850	0	0	0	0	27
2XXA_G	Bacteria_small_SRP links to Rfam database...	0.00	0.00	0.00	0	5151	0	0	0	0	42
2ZZM_B	tRNA links to Rfam database...	0.00	0.00	0.00	0	3486	0	0	0	0	32
2ZZN_D	tRNA links to Rfam database...	0.00	0.00	0.00	0	2485	0	0	0	0	27
3A2K_C	tRNA links to Rfam database...	0.00	0.00	0.00	0	2926	0	0	0	0	28
3A3A_A	tRNA-Sec links to Rfam database...	0.00	0.00	0.00	0	3655	0	0	0	0	37
3AKZ_H	tRNA links to Rfam database...	0.00	0.00	0.00	0	2701	0	0	0	0	28
3AMU_B	tRNA links to Rfam database...	0.00	0.00	0.00	0	3003	0	0	0	0	27
3G4S_9	5S_rRNA links to Rfam database...	0.00	0.00	0.00	0	7381	0	0	0	0	57
3GX2_A	SAM links to Rfam database...	0.00	0.00	0.00	0	4371	0	0	0	0	40
3IVN_B	Purine links to Rfam database...	0.00	0.00	0.00	0	2346	0	0	0	0	31
3IYQ_A	tmRNA links to Rfam database...	0.00	0.00	0.00	0	60726	0	0	0	0	94
3IZ4_A	tmRNA links to Rfam database...	0.00	0.00	0.00	0	70876	0	0	0	0	132
3IZF_C	5S_rRNA links to Rfam database...	0.00	0.00	0.00	0	6903	0	0	0	0	54
3J16_L	tRNA links to Rfam database...	0.00	0.00	0.00	0	2775	0	0	0	0	30
3J20_1	tRNA links to Rfam database...	0.00	0.00	0.00	0	2926	0	0	0	0	23
3J20_0	tRNA links to Rfam database...	0.00	0.00	0.00	0	2850	0	0	0	0	30
3J2L_3	5S_rRNA links to Rfam database...	0.00	0.00	0.00	0	7875	0	0	0	0	53
3JYV_7	tRNA links to Rfam database...	0.00	0.00	0.00	0	2850	0	0	0	0	32
3JYX_4	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	12246	0	0	0	0	33
3JYX_3	5S_rRNA links to Rfam database...	0.00	0.00	0.00	0	6328	0	0	0	0	27
3LA5_A	Purine links to Rfam database...	0.00	0.00	0.00	0	2485	0	0	0	0	34
3NPB_A	SAM links to Rfam database...	0.00	0.00	0.00	0	7021	0	0	0	0	46
3O58_3	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	12403	0	0	0	0	35
3O58_2	5S_rRNA links to Rfam database...	0.00	0.00	0.00	0	7260	0	0	0	0	38
3PDR_A	ykoK links to Rfam database...	0.00	0.00	0.00	0	12880	0	0	0	0	72
3RKF_A	Purine links to Rfam database...	0.00	0.00	0.00	0	2211	0	0	0	0	34
3SD1_A	THF links to Rfam database...	0.00	0.00	0.00	0	3916	0	0	0	0	42
3UZL_B	tRNA links to Rfam database...	0.00	0.00	0.00	0	3570	0	0	0	0	37
3W3S_B	tRNA-Sec links to Rfam database...	0.00	0.00	0.00	0	4753	0	0	0	0	40
3ZEX_D	5S_rRNA links to Rfam database...	0.00	0.00	0.00	0	7021	0	0	0	0	49
4A1C_3	5S_rRNA links to Rfam database...	0.00	0.00	0.00	0	7140	0	0	0	0	54
4A1C_2	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	11781	0	0	0	0	33
4AOB_A	SAM links to Rfam database...	0.00	0.00	0.00	0	4371	0	0	0	0	42
4ENB_A	crcB links to Rfam database...	0.00	0.00	0.00	0	1275	0	0	0	0	19
4ENC_A	crcB links to Rfam database...	0.00	0.00	0.00	0	1326	0	0	0	0	19
4FRG_B	AdoCbl-variant links to Rfam database...	0.00	0.00	0.00	0	3486	0	0	0	0	32

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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 Vsfold4 - scored higher in this pairwise comparison

1. Total counts & total scores for Vsfold4

2. Individual counts for Vsfold4 [ 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 ]