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)		RNAalifold(20)
MCC	0.672	>	0.657
Average MCC ± 95% Confidence Intervals	0.661 ± 0.065	>	0.655 ± 0.074
Sensitivity	0.556	>	0.511
Positive Predictive Value	0.815	<	0.848
Total TP	515	>	474
Total TN	191392	<	191465
Total FP	176	>	118
Total FP CONTRA	28	>	20
Total FP INCONS	89	>	65
Total FP COMP	59	>	33
Total FN	412	<	453
P-value	7.51223576774e-08

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Performance plots

Comparison of performance of MXScarna(seed) and RNAalifold(20). 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 RNAalifold(20)).
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 RNAalifold(20)).
Comparison of average Matthews Correlation Coefficients (MCCs) for MXScarna(seed) and RNAalifold(20). 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 RNAalifold(20)).

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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	515
Total TN	191392
Total FP	176
Total FP CONTRA	28
Total FP INCONS	89
Total FP COMP	59
Total FN	412

Total Scores
MCC	0.672
Average MCC ± 95% Confidence Intervals	0.661 ± 0.065
Sensitivity	0.556
Positive Predictive Value	0.815
Nr of predictions	24

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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
2KDQ_B	mir-TAR links to Rfam database...	0.95	0.91	1.00	10	396	0	0	0	0	1
2WRQ_Y	tRNA links to Rfam database...	0.57	0.59	0.56	10	2832	11	5	3	3	7
2XQD_Y	tRNA links to Rfam database...	0.77	0.67	0.90	18	2830	2	0	2	0	9
3A2K_C	tRNA links to Rfam database...	0.84	0.71	1.00	20	2906	0	0	0	0	8
3AMU_B	tRNA links to Rfam database...	0.84	0.70	1.00	19	2984	1	0	0	1	8
3GX2_A	SAM links to Rfam database...	0.70	0.60	0.83	24	4342	6	0	5	1	16
3IVN_B	Purine links to Rfam database...	0.65	0.45	0.93	14	2331	1	1	0	0	17
3IZ4_A	tmRNA links to Rfam database...	0.69	0.55	0.88	72	70794	11	3	7	1	60
3IZF_C	5S_rRNA links to Rfam database...	0.67	0.57	0.79	31	6864	9	1	7	1	23
3JYV_7	tRNA links to Rfam database...	0.79	0.63	1.00	20	2830	0	0	0	0	12
3JYX_4	5_8S_rRNA links to Rfam database...	0.38	0.30	0.48	10	12225	21	3	8	10	23
3JYX_3	5S_rRNA links to Rfam database...	0.58	0.56	0.60	15	6303	21	1	9	11	12
3LA5_A	Purine links to Rfam database...	0.75	0.56	1.00	19	2466	0	0	0	0	15
3NPB_A	SAM links to Rfam database...	0.69	0.59	0.82	27	6988	9	2	4	3	19
3O58_2	5S_rRNA links to Rfam database...	0.79	0.79	0.79	30	7222	10	4	4	2	8
3O58_3	5_8S_rRNA links to Rfam database...	0.45	0.34	0.60	12	12383	19	2	6	11	23
3PDR_A	ykoK links to Rfam database...	0.73	0.63	0.87	45	12828	9	2	5	2	27
3RKF_A	Purine links to Rfam database...	0.72	0.53	1.00	18	2193	0	0	0	0	16
3SD1_A	THF links to Rfam database...	0.63	0.55	0.74	23	3885	8	1	7	0	19
4A1C_3	5S_rRNA links to Rfam database...	0.75	0.65	0.88	35	7100	5	1	4	0	19
4A1C_2	5_8S_rRNA links to Rfam database...	0.35	0.24	0.50	8	11765	20	1	7	12	25
4AOB_A	SAM links to Rfam database...	0.66	0.55	0.79	23	4342	7	0	6	1	19
4ENB_A	crcB links to Rfam database...	0.48	0.32	0.75	6	1267	2	0	2	0	13
4ENC_A	crcB links to Rfam database...	0.43	0.32	0.60	6	1316	4	1	3	0	13

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Performance of RNAalifold(20) - scored lower in this pairwise comparison

1. Total counts & total scores for RNAalifold(20)

Total Base Pair Counts
Total TP	474
Total TN	191465
Total FP	118
Total FP CONTRA	20
Total FP INCONS	65
Total FP COMP	33
Total FN	453

Total Scores
MCC	0.657
Average MCC ± 95% Confidence Intervals	0.655 ± 0.074
Sensitivity	0.511
Positive Predictive Value	0.848
Nr of predictions	24

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2. Individual counts for RNAalifold(20) [ 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...	0.60	0.36	1.00	4	402	0	0	0	0	7
2WRQ_Y	tRNA links to Rfam database...	0.57	0.59	0.56	10	2832	11	5	3	3	7
2XQD_Y	tRNA links to Rfam database...	0.88	0.78	1.00	21	2829	0	0	0	0	6
3A2K_C	tRNA links to Rfam database...	0.86	0.75	1.00	21	2905	0	0	0	0	7
3AMU_B	tRNA links to Rfam database...	0.86	0.74	1.00	20	2983	1	0	0	1	7
3GX2_A	SAM links to Rfam database...	0.77	0.60	1.00	24	4347	1	0	0	1	16
3IVN_B	Purine links to Rfam database...	0.74	0.58	0.95	18	2327	1	1	0	0	13
3IZ4_A	tmRNA links to Rfam database...	0.53	0.35	0.82	46	70820	15	4	6	5	86
3IZF_C	5S_rRNA links to Rfam database...	0.71	0.59	0.86	32	6866	5	1	4	0	22
3JYV_7	tRNA links to Rfam database...	0.81	0.66	1.00	21	2829	0	0	0	0	11
3JYX_4	5_8S_rRNA links to Rfam database...	0.39	0.30	0.50	10	12226	15	0	10	5	23
3JYX_3	5S_rRNA links to Rfam database...	0.60	0.52	0.70	14	6308	17	0	6	11	13
3LA5_A	Purine links to Rfam database...	0.75	0.56	1.00	19	2466	0	0	0	0	15
3NPB_A	SAM links to Rfam database...	0.68	0.48	0.96	22	6998	3	1	0	2	24
3O58_2	5S_rRNA links to Rfam database...	0.79	0.76	0.83	29	7225	7	3	3	1	9
3O58_3	5_8S_rRNA links to Rfam database...	0.37	0.26	0.53	9	12386	8	2	6	0	26
3PDR_A	ykoK links to Rfam database...	0.76	0.61	0.96	44	12834	3	0	2	1	28
3RKF_A	Purine links to Rfam database...	0.68	0.50	0.94	17	2193	1	0	1	0	17
3SD1_A	THF links to Rfam database...	0.70	0.60	0.83	25	3886	5	1	4	0	17
4A1C_3	5S_rRNA links to Rfam database...	0.74	0.57	0.97	31	7108	1	0	1	0	23
4A1C_2	5_8S_rRNA links to Rfam database...	0.17	0.15	0.19	5	11755	23	2	19	2	28
4AOB_A	SAM links to Rfam database...	0.72	0.52	1.00	22	4349	1	0	0	1	20
4ENB_A	crcB links to Rfam database...	0.46	0.21	1.00	4	1271	0	0	0	0	15
4ENC_A	crcB links to Rfam database...	0.56	0.32	1.00	6	1320	0	0	0	0	13

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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 RNAalifold(20) - scored lower in this pairwise comparison

1. Total counts & total scores for RNAalifold(20)

2. Individual counts for RNAalifold(20) [ download as .csv ]