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)		RSpredict(seed)
MCC	0.739	>	0.503
Average MCC ± 95% Confidence Intervals	0.663 ± 0.091	>	0.262 ± 0.111
Sensitivity	0.698	>	0.364
Positive Predictive Value	0.784	>	0.698
Total TP	845	>	441
Total TN	520900	<	521346
Total FP	421	>	265
Total FP CONTRA	93	>	41
Total FP INCONS	140	<	150
Total FP COMP	188	>	74
Total FN	366	<	770
P-value	5.23657817852e-08

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Performance plots

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

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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	845
Total TN	520900
Total FP	421
Total FP CONTRA	93
Total FP INCONS	140
Total FP COMP	188
Total FN	366

Total Scores
MCC	0.739
Average MCC ± 95% Confidence Intervals	0.663 ± 0.091
Sensitivity	0.698
Positive Predictive Value	0.784
Nr of predictions	29

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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
2ZZN_D	tRNA links to Rfam database...	0.95	0.91	1.00	20	964	0	0	0	0	2
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...	0.84	0.77	0.92	23	1475	4	0	2	2	7
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 RSpredict(seed) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP	441
Total TN	521346
Total FP	265
Total FP CONTRA	41
Total FP INCONS	150
Total FP COMP	74
Total FN	770

Total Scores
MCC	0.503
Average MCC ± 95% Confidence Intervals	0.262 ± 0.111
Sensitivity	0.364
Positive Predictive Value	0.698
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_2	SSU_rRNA_archaea links to Rfam database...	0.77	0.76	0.78	312	421966	152	18	72	62	100
3J20_0	tRNA links to Rfam database...	-0.01	0.00	0.00	0	1215	4	0	4	0	21
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 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 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 ]