CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	MXScarna(seed)		MaxExpect
MCC	0.732	>	0.600
Average MCC ± 95% Confidence Intervals	0.645 ± 0.095	>	0.590 ± 0.115
Sensitivity	0.692	>	0.615
Positive Predictive Value	0.776	>	0.586
Total TP	802	>	713
Total TN	518461	>	518278
Total FP	417	<	659
Total FP CONTRA	93	<	148
Total FP INCONS	138	<	355
Total FP COMP	186	>	156
Total FN	357	<	446
P-value	5.23657817852e-08

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Performance plots

Comparison of performance of MXScarna(seed) and MaxExpect. 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 MXScarna(seed) and MaxExpect).
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 MXScarna(seed) and MaxExpect).
Comparison of average Matthews Correlation Coefficients (MCCs) for MXScarna(seed) and MaxExpect. 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 MXScarna(seed) and MaxExpect).

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

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

Total Base Pair Counts
Total TP	802
Total TN	518461
Total FP	417
Total FP CONTRA	93
Total FP INCONS	138
Total FP COMP	186
Total FN	357

Total Scores
MCC	0.732
Average MCC ± 95% Confidence Intervals	0.645 ± 0.095
Sensitivity	0.692
Positive Predictive Value	0.776
Nr of predictions	27

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2. Individual counts for MXScarna(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...	-0.03	0.00	0.00	0	518	12	0	10	2	18
3A2K_C	tRNA links to Rfam database...	0.95	0.91	1.00	20	1088	0	0	0	0	2
3GX2_A	SAM links to Rfam database...	0.83	0.82	0.85	23	1422	7	2	2	3	5
3IVN_B	Purine links to Rfam database...	0.69	0.57	0.87	13	888	2	2	0	0	10
3IYQ_A	tmRNA links to Rfam database...	0.44	0.47	0.41	24	22382	49	21	13	15	27
3IZ4_A	tmRNA links to Rfam database...	0.73	0.64	0.82	61	25462	22	12	1	9	34
3J20_2	SSU_rRNA_archaea links to Rfam database...	0.83	0.82	0.84	337	421969	147	14	48	85	75
3J20_0	tRNA links to Rfam database...	0.90	0.86	0.95	18	1200	1	1	0	0	3
3J3E_8	5_8S_rRNA links to Rfam database...	0.23	0.20	0.27	3	2731	14	3	5	6	12
3J3F_8	5_8S_rRNA links to Rfam database...	0.48	0.47	0.50	9	4743	21	5	4	12	10
3JYV_7	tRNA links to Rfam database...	0.95	0.90	1.00	18	1093	2	0	0	2	2
3LA5_A	Purine links to Rfam database...	0.82	0.72	0.95	18	935	1	1	0	0	7
3NPB_A	SAM links to Rfam database...	0.76	0.70	0.84	26	2247	10	2	3	5	11
3O58_3	5_8S_rRNA links to Rfam database...	0.54	0.50	0.58	11	4745	20	5	3	12	11
3PDR_A	ykoK links to Rfam database...	0.87	0.88	0.86	44	4789	10	4	3	3	6
3RKF_A	Purine links to Rfam database...	0.86	0.75	1.00	18	848	0	0	0	0	6
3SD1_A	THF links to Rfam database...	0.74	0.76	0.73	22	1503	9	4	4	1	7
3W1K_J	tRNA-Sec links to Rfam database...	0.92	0.90	0.93	28	1648	3	1	1	1	3
3W3S_B	tRNA-Sec links to Rfam database...	0.74	0.70	0.79	23	1960	7	0	6	1	10
3ZEX_C	5_8S_rRNA links to Rfam database...	0.39	0.31	0.50	9	5356	21	3	6	12	20
4A1C_2	5_8S_rRNA links to Rfam database...	0.45	0.40	0.50	8	4500	20	4	4	12	12
4AOB_A	SAM links to Rfam database...	0.71	0.69	0.74	20	1410	10	2	5	3	9
4ENB_A	crcB links to Rfam database...	0.54	0.40	0.75	6	464	2	0	2	0	9
4ENC_A	crcB links to Rfam database...	0.48	0.40	0.60	6	486	4	1	3	0	9
4FRG_B	AdoCbl-variant links to Rfam database...	0.49	0.42	0.59	10	1185	8	2	5	1	14
4FRN_A	AdoCbl-variant links to Rfam database...	0.70	0.68	0.73	19	1822	7	3	4	0	9
4JF2_A	preQ1-II links to Rfam database...	0.41	0.33	0.53	8	1067	8	1	6	1	16

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Performance of MaxExpect - scored lower in this pairwise comparison

1. Total counts & total scores for MaxExpect

Total Base Pair Counts
Total TP	713
Total TN	518278
Total FP	659
Total FP CONTRA	148
Total FP INCONS	355
Total FP COMP	156
Total FN	446

Total Scores
MCC	0.600
Average MCC ± 95% Confidence Intervals	0.590 ± 0.115
Sensitivity	0.615
Positive Predictive Value	0.586
Nr of predictions	27

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2. Individual counts for MaxExpect [ 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...	-0.03	0.00	0.00	0	513	15	3	12	0	18
3A2K_C	tRNA links to Rfam database...	0.47	0.50	0.46	11	1084	13	3	10	0	11
3GX2_A	SAM links to Rfam database...	0.93	0.89	0.96	25	1423	2	1	0	1	3
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...	0.24	0.33	0.17	17	22342	96	41	40	15	34
3IZ4_A	tmRNA links to Rfam database...	0.61	0.61	0.62	58	25442	42	14	22	6	37
3J20_2	SSU_rRNA_archaea links to Rfam database...	0.60	0.63	0.58	258	421926	239	28	156	55	154
3J20_0	tRNA links to Rfam database...	0.53	0.57	0.50	12	1195	13	2	10	1	9
3J3E_8	5_8S_rRNA links to Rfam database...	0.10	0.13	0.09	2	2719	32	5	16	11	13
3J3F_8	5_8S_rRNA links to Rfam database...	0.34	0.42	0.29	8	4733	39	10	10	19	11
3JYV_7	tRNA links to Rfam database...	0.48	0.45	0.53	9	1094	9	3	5	1	11
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...	0.77	0.73	0.82	27	2245	10	0	6	4	10
3O58_3	5_8S_rRNA links to Rfam database...	0.40	0.50	0.33	11	4731	36	8	14	14	11
3PDR_A	ykoK links to Rfam database...	0.92	0.90	0.94	45	4792	5	1	2	2	5
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...	0.70	0.69	0.71	20	1505	8	3	5	0	9
3W1K_J	tRNA-Sec links to Rfam database...	0.97	0.97	0.97	30	1647	1	1	0	0	1
3W3S_B	tRNA-Sec links to Rfam database...	0.97	0.94	1.00	31	1958	1	0	0	1	2
3ZEX_C	5_8S_rRNA links to Rfam database...	0.54	0.45	0.65	13	5354	17	2	5	10	16
4A1C_2	5_8S_rRNA links to Rfam database...	0.19	0.25	0.16	5	4484	41	10	17	14	15
4AOB_A	SAM links to Rfam database...	0.60	0.59	0.63	17	1410	11	4	6	1	12
4ENB_A	crcB links to Rfam database...	0.85	0.73	1.00	11	461	0	0	0	0	4
4ENC_A	crcB links to Rfam database...	0.36	0.33	0.42	5	484	8	0	7	1	10
4FRG_B	AdoCbl-variant links to Rfam database...	0.29	0.25	0.35	6	1185	11	4	7	0	18
4FRN_A	AdoCbl-variant links to Rfam database...	0.51	0.46	0.57	13	1825	10	5	5	0	15
4JF2_A	preQ1-II links to Rfam database...	0.89	0.79	1.00	19	1063	0	0	0	0	5

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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 MXScarna(seed) - scored higher in this pairwise comparison

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

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

Performance of MaxExpect - scored lower in this pairwise comparison

1. Total counts & total scores for MaxExpect

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