CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	IPknot		Mastr(seed)
MCC	0.580	>	0.033
Average MCC ± 95% Confidence Intervals	0.580 ± 0.090	>	0.007 ± 0.014
Sensitivity	0.477	>	0.003
Positive Predictive Value	0.709	>	0.375
Total TP	488	>	3
Total TN	144462	<	145142
Total FP	236	>	5
Total FP CONTRA	20	>	0
Total FP INCONS	180	>	5
Total FP COMP	36	>	0
Total FN	534	<	1019
P-value	4.98172311752e-08

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Performance plots

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

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Performance of IPknot - scored higher in this pairwise comparison

1. Total counts & total scores for IPknot

Total Base Pair Counts
Total TP	488
Total TN	144462
Total FP	236
Total FP CONTRA	20
Total FP INCONS	180
Total FP COMP	36
Total FN	534

Total Scores
MCC	0.580
Average MCC ± 95% Confidence Intervals	0.580 ± 0.090
Sensitivity	0.477
Positive Predictive Value	0.709
Nr of predictions	28

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2LC8_A	GP_knot1 links to Rfam database...	0.40	0.30	0.55	6	1529	5	1	4	0	14
3AMU_B	tRNA links to Rfam database...	0.70	0.59	0.84	16	2984	5	0	3	2	11
3J16_L	tRNA links to Rfam database...	0.75	0.57	1.00	17	2758	0	0	0	0	13
3J20_1	tRNA links to Rfam database...	0.96	0.91	1.00	21	2905	0	0	0	0	2
3J20_0	tRNA links to Rfam database...	0.45	0.40	0.52	12	2827	12	0	11	1	18
3J2L_3	5S_rRNA links to Rfam database...	0.66	0.55	0.81	29	7839	9	0	7	2	24
3J3D_C	tRNA links to Rfam database...	0.52	0.43	0.63	12	2756	7	0	7	0	16
3J3E_7	5S_rRNA links to Rfam database...	0.47	0.35	0.63	19	7110	11	0	11	0	35
3J3E_8	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	7484	25	2	17	6	33
3J3F_8	5_8S_rRNA links to Rfam database...	0.33	0.33	0.33	12	12210	37	4	20	13	24
3J3F_7	5S_rRNA links to Rfam database...	0.67	0.60	0.75	30	7220	10	1	9	0	20
3J3V_B	5S_rRNA links to Rfam database...	0.40	0.30	0.55	17	6990	14	0	14	0	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...	0.61	0.48	0.80	20	3891	5	0	5	0	22
3UZL_B	tRNA links to Rfam database...	0.72	0.54	0.95	20	3549	1	0	1	0	17
3W1K_J	tRNA-Sec links to Rfam database...	0.87	0.79	0.97	30	4155	1	1	0	0	8
3W3S_B	tRNA-Sec links to Rfam database...	0.85	0.75	0.97	30	4722	2	0	1	1	10
3ZEX_D	5S_rRNA links to Rfam database...	0.72	0.63	0.82	31	6983	7	0	7	0	18
3ZEX_C	5_8S_rRNA links to Rfam database...	0.41	0.21	0.79	11	14182	6	1	2	3	41
3ZND_W	tRNA links to Rfam database...	0.20	0.22	0.19	5	2977	23	1	20	2	18
4A1C_3	5S_rRNA links to Rfam database...	0.69	0.57	0.84	31	7103	6	1	5	0	23
4A1C_2	5_8S_rRNA links to Rfam database...	0.17	0.15	0.19	5	11755	26	4	17	5	28
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...	0.52	0.42	0.67	8	1314	4	0	4	0	11
4FRG_B	AdoCbl-variant links to Rfam database...	0.69	0.56	0.86	18	3465	3	1	2	0	14
4FRN_A	AdoCbl-variant links to Rfam database...	0.69	0.56	0.87	20	5128	3	1	2	0	16
4JF2_A	preQ1-II links to Rfam database...	0.84	0.74	0.96	23	2826	1	1	0	0	8

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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	3
Total TN	145142
Total FP	5
Total FP CONTRA	0
Total FP INCONS	5
Total FP COMP	0
Total FN	1019

Total Scores
MCC	0.033
Average MCC ± 95% Confidence Intervals	0.007 ± 0.014
Sensitivity	0.003
Positive Predictive Value	0.375
Nr of predictions	28

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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
2LC8_A	GP_knot1 links to Rfam database...	0.00	0.00	0.00	0	1540	0	0	0	0	20
3AMU_B	tRNA links to Rfam database...	0.00	0.00	0.00	0	3003	0	0	0	0	27
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
3J3D_C	tRNA links to Rfam database...	0.00	0.00	0.00	0	2775	0	0	0	0	28
3J3E_7	5S_rRNA links to Rfam database...	0.00	0.00	0.00	0	7140	0	0	0	0	54
3J3E_8	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	7503	0	0	0	0	33
3J3F_8	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	12246	0	0	0	0	36
3J3F_7	5S_rRNA links to Rfam database...	0.00	0.00	0.00	0	7260	0	0	0	0	50
3J3V_B	5S_rRNA links to Rfam database...	0.00	0.00	0.00	0	7021	0	0	0	0	57
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
3W1K_J	tRNA-Sec links to Rfam database...	0.00	0.00	0.00	0	4186	0	0	0	0	38
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
3ZEX_C	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	14196	0	0	0	0	52
3ZND_W	tRNA links to Rfam database...	0.00	0.00	0.00	0	3003	0	0	0	0	23
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
4FRN_A	AdoCbl-variant links to Rfam database...	0.00	0.00	0.00	0	5151	0	0	0	0	36
4JF2_A	preQ1-II links to Rfam database...	0.19	0.10	0.38	3	2842	5	0	5	0	28

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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 IPknot - scored higher in this pairwise comparison

1. Total counts & total scores for IPknot

2. Individual counts for IPknot [ 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 ]