CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	RNAsubopt		RSpredict(seed)
MCC	0.573	>	0.292
Average MCC ± 95% Confidence Intervals	0.569 ± 0.111	>	0.235 ± 0.106
Sensitivity	0.610	>	0.158
Positive Predictive Value	0.546	<	0.551
Total TP	499	>	129
Total TN	99664	<	100344
Total FP	520	>	117
Total FP CONTRA	155	>	24
Total FP INCONS	260	>	81
Total FP COMP	105	>	12
Total FN	319	<	689
P-value	5.19332990918e-08

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Performance plots

Comparison of performance of RNAsubopt and RSpredict(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 RNAsubopt and RSpredict(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 RNAsubopt and RSpredict(seed)).
Comparison of average Matthews Correlation Coefficients (MCCs) for RNAsubopt and RSpredict(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 RNAsubopt and RSpredict(seed)).

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Performance of RNAsubopt - scored higher in this pairwise comparison

1. Total counts & total scores for RNAsubopt

Total Base Pair Counts
Total TP	499
Total TN	99664
Total FP	520
Total FP CONTRA	155
Total FP INCONS	260
Total FP COMP	105
Total FN	319

Total Scores
MCC	0.573
Average MCC ± 95% Confidence Intervals	0.569 ± 0.111
Sensitivity	0.610
Positive Predictive Value	0.546
Nr of predictions	29

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2. Individual counts for RNAsubopt [ 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
2ZZN_D	tRNA links to Rfam database...	0.52	0.55	0.52	12	961	11	3	8	0	10
3A2K_C	tRNA links to Rfam database...	0.47	0.50	0.46	11	1084	13	3	10	0	11
3A3A_A	tRNA-Sec links to Rfam database...	0.97	0.93	1.00	28	1472	0	0	0	0	2
3GX2_A	SAM links to Rfam database...	0.53	0.54	0.54	15	1421	14	4	9	1	13
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...	0.28	0.39	0.20	20	22342	96	41	37	18	31
3IZ4_A	tmRNA links to Rfam database...	0.56	0.60	0.53	57	25429	54	26	24	4	38
3J20_0	tRNA links to Rfam database...	0.51	0.57	0.48	12	1194	14	2	11	1	9
3J3D_C	tRNA links to Rfam database...	0.65	0.74	0.58	14	944	10	5	5	0	5
3J3E_8	5_8S_rRNA links to Rfam database...	0.25	0.33	0.20	5	2717	32	7	13	12	10
3J3F_8	5_8S_rRNA links to Rfam database...	0.35	0.47	0.26	9	4726	42	13	13	16	10
3JYV_7	tRNA links to Rfam database...	-0.02	0.00	0.00	0	1090	21	4	17	0	20
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...	0.84	0.78	0.91	29	2246	8	0	3	5	8
3O58_3	5_8S_rRNA links to Rfam database...	0.41	0.50	0.34	11	4732	35	6	15	14	11
3PDR_A	ykoK links to Rfam database...	0.90	0.90	0.90	45	4790	7	2	3	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...	0.73	0.72	0.75	21	1505	7	4	3	0	8
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...	0.95	0.94	0.97	31	1957	2	0	1	1	2
3ZEX_C	5_8S_rRNA links to Rfam database...	0.30	0.34	0.26	10	5336	43	5	23	15	19
4A1C_2	5_8S_rRNA links to Rfam database...	0.18	0.25	0.14	5	4481	43	13	17	13	15
4AOB_A	SAM links to Rfam database...	0.62	0.62	0.64	18	1409	11	4	6	1	11
4ENB_A	crcB links to Rfam database...	0.85	0.73	1.00	11	461	2	0	0	2	4
4ENC_A	crcB links to Rfam database...	0.36	0.33	0.42	5	484	7	0	7	0	10
4FRG_B	AdoCbl-variant links to Rfam database...	0.36	0.38	0.38	9	1178	15	2	13	0	15
4FRN_A	AdoCbl-variant links to Rfam database...	0.58	0.57	0.59	16	1821	11	3	8	0	12
4JF2_A	preQ1-II links to Rfam database...	0.69	0.67	0.73	16	1060	6	4	2	0	8

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Performance of RSpredict(seed) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP	129
Total TN	100344
Total FP	117
Total FP CONTRA	24
Total FP INCONS	81
Total FP COMP	12
Total FN	689

Total Scores
MCC	0.292
Average MCC ± 95% Confidence Intervals	0.235 ± 0.106
Sensitivity	0.158
Positive Predictive Value	0.551
Nr of predictions	29

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2. Individual counts for RSpredict(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	515	13	0	13	0	18
2ZZN_D	tRNA links to Rfam database...	0.38	0.18	0.80	4	979	1	1	0	0	18
3A2K_C	tRNA links to Rfam database...	-0.01	0.00	0.00	0	1106	2	0	2	0	22
3A3A_A	tRNA-Sec links to Rfam database...	0.53	0.37	0.79	11	1486	3	0	3	0	19
3GX2_A	SAM links to Rfam database...	0.42	0.21	0.86	6	1442	1	0	1	0	22
3IVN_B	Purine links to Rfam database...	0.81	0.70	0.94	16	886	1	1	0	0	7
3IYQ_A	tmRNA links to Rfam database...	0.16	0.10	0.26	5	22421	21	10	4	7	46
3IZ4_A	tmRNA links to Rfam database...	0.26	0.11	0.63	10	25520	7	2	4	1	85
3J20_0	tRNA links to Rfam database...	-0.01	0.00	0.00	0	1215	4	0	4	0	21
3J3D_C	tRNA links to Rfam database...	-0.01	0.00	0.00	0	964	4	1	3	0	19
3J3E_8	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	2742	0	0	0	0	15
3J3F_8	5_8S_rRNA links to Rfam database...	0.19	0.11	0.33	2	4755	5	3	1	1	17
3JYV_7	tRNA links to Rfam database...	-0.01	0.00	0.00	0	1108	4	0	3	1	20
3LA5_A	Purine links to Rfam database...	0.82	0.68	1.00	17	937	0	0	0	0	8
3NPB_A	SAM links to Rfam database...	-0.01	0.00	0.00	0	2274	4	0	4	0	37
3O58_3	5_8S_rRNA links to Rfam database...	0.28	0.14	0.60	3	4759	2	0	2	0	19
3PDR_A	ykoK links to Rfam database...	0.00	0.00	0.00	0	4832	8	0	8	0	50
3RKF_A	Purine links to Rfam database...	0.84	0.75	0.95	18	847	1	1	0	0	6
3SD1_A	THF links to Rfam database...	0.00	0.00	0.00	0	1533	0	0	0	0	29
3W1K_J	tRNA-Sec links to Rfam database...	0.57	0.35	0.92	11	1666	1	0	1	0	20
3W3S_B	tRNA-Sec links to Rfam database...	0.45	0.36	0.57	12	1968	10	1	8	1	21
3ZEX_C	5_8S_rRNA links to Rfam database...	0.13	0.07	0.25	2	5366	6	2	4	0	27
4A1C_2	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	4512	5	2	2	1	20
4AOB_A	SAM links to Rfam database...	0.42	0.21	0.86	6	1430	1	0	1	0	23
4ENB_A	crcB links to Rfam database...	0.34	0.20	0.60	3	467	2	0	2	0	12
4ENC_A	crcB links to Rfam database...	0.34	0.20	0.60	3	491	2	0	2	0	12
4FRG_B	AdoCbl-variant links to Rfam database...	-0.01	0.00	0.00	0	1200	2	0	2	0	24
4FRN_A	AdoCbl-variant links to Rfam database...	0.00	0.00	0.00	0	1845	3	0	3	0	28
4JF2_A	preQ1-II links to Rfam database...	-0.01	0.00	0.00	0	1078	4	0	4	0	24

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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 RNAsubopt - scored higher in this pairwise comparison

1. Total counts & total scores for RNAsubopt

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

Performance of RSpredict(seed) - scored lower in this pairwise comparison

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

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