CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	CentroidAlifold(seed)		RDfolder
MCC	0.594	>	0.504
Average MCC ± 95% Confidence Intervals	0.517 ± 0.102	>	0.509 ± 0.121
Sensitivity	0.369	<	0.407
Positive Predictive Value	0.963	>	0.635
Total TP	262	<	289
Total TN	67315	>	67132
Total FP	15	<	177
Total FP CONTRA	1	<	14
Total FP INCONS	9	<	152
Total FP COMP	5	<	11
Total FN	448	>	421
P-value	5.10776592382e-08

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Performance plots

Comparison of performance of CentroidAlifold(seed) and RDfolder. 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 CentroidAlifold(seed) and RDfolder).
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 CentroidAlifold(seed) and RDfolder).
Comparison of average Matthews Correlation Coefficients (MCCs) for CentroidAlifold(seed) and RDfolder. 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 CentroidAlifold(seed) and RDfolder).

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

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

Total Base Pair Counts
Total TP	262
Total TN	67315
Total FP	15
Total FP CONTRA	1
Total FP INCONS	9
Total FP COMP	5
Total FN	448

Total Scores
MCC	0.594
Average MCC ± 95% Confidence Intervals	0.517 ± 0.102
Sensitivity	0.369
Positive Predictive Value	0.963
Nr of predictions	24

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2KX8_A	7SK links to Rfam database...	0.00	0.00	0.00	0	861	0	0	0	0	18
2LC8_A	GP_knot1 links to Rfam database...	0.00	0.00	0.00	0	1540	0	0	0	0	20
2WRQ_Y	tRNA links to Rfam database...	0.24	0.12	0.50	2	2846	4	0	2	2	15
2WWQ_V	tRNA links to Rfam database...	0.46	0.21	1.00	6	2920	0	0	0	0	22
2XQD_Y	tRNA links to Rfam database...	0.47	0.22	1.00	6	2844	0	0	0	0	21
2ZZM_B	tRNA links to Rfam database...	0.14	0.06	0.33	2	3480	4	0	4	0	30
2ZZN_D	tRNA links to Rfam database...	0.47	0.22	1.00	6	2479	0	0	0	0	21
3A2K_C	tRNA links to Rfam database...	0.46	0.21	1.00	6	2920	0	0	0	0	22
3A3A_A	tRNA-Sec links to Rfam database...	0.85	0.73	1.00	27	3628	0	0	0	0	10
3AKZ_H	tRNA links to Rfam database...	0.46	0.21	1.00	6	2695	0	0	0	0	22
3AMU_B	tRNA links to Rfam database...	0.47	0.22	1.00	6	2997	0	0	0	0	21
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...	0.78	0.65	0.95	20	2325	1	1	0	0	11
3J16_L	tRNA links to Rfam database...	0.45	0.20	1.00	6	2769	0	0	0	0	24
3J20_0	tRNA links to Rfam database...	0.45	0.20	1.00	6	2844	0	0	0	0	24
3J3D_C	tRNA links to Rfam database...	0.46	0.21	1.00	6	2769	0	0	0	0	22
3JYV_7	tRNA links to Rfam database...	0.43	0.19	1.00	6	2844	0	0	0	0	26
3LA5_A	Purine links to Rfam database...	0.78	0.62	1.00	21	2464	0	0	0	0	13
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...	0.71	0.52	0.96	22	3893	1	0	1	0	20
3W3S_B	tRNA-Sec links to Rfam database...	0.74	0.60	0.92	24	4727	3	0	2	1	16
4AOB_A	SAM links to Rfam database...	0.75	0.57	1.00	24	4347	1	0	0	1	18
4ENB_A	crcB links to Rfam database...	0.65	0.42	1.00	8	1267	0	0	0	0	11
4ENC_A	crcB links to Rfam database...	0.65	0.42	1.00	8	1318	0	0	0	0	11

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Performance of RDfolder - scored lower in this pairwise comparison

1. Total counts & total scores for RDfolder

Total Base Pair Counts
Total TP	289
Total TN	67132
Total FP	177
Total FP CONTRA	14
Total FP INCONS	152
Total FP COMP	11
Total FN	421

Total Scores
MCC	0.504
Average MCC ± 95% Confidence Intervals	0.509 ± 0.121
Sensitivity	0.407
Positive Predictive Value	0.635
Nr of predictions	24

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2KX8_A	7SK links to Rfam database...	0.88	0.78	1.00	14	847	0	0	0	0	4
2LC8_A	GP_knot1 links to Rfam database...	-0.01	0.00	0.00	0	1526	14	2	12	0	20
2WRQ_Y	tRNA links to Rfam database...	0.57	0.59	0.56	10	2832	12	5	3	4	7
2WWQ_V	tRNA links to Rfam database...	0.64	0.50	0.82	14	2909	4	0	3	1	14
2XQD_Y	tRNA links to Rfam database...	0.88	0.78	1.00	21	2829	0	0	0	0	6
2ZZM_B	tRNA links to Rfam database...	0.10	0.09	0.13	3	3462	21	1	20	0	29
2ZZN_D	tRNA links to Rfam database...	0.84	0.78	0.91	21	2462	2	0	2	0	6
3A2K_C	tRNA links to Rfam database...	0.86	0.75	1.00	21	2905	0	0	0	0	7
3A3A_A	tRNA-Sec links to Rfam database...	0.53	0.41	0.71	15	3634	6	0	6	0	22
3AKZ_H	tRNA links to Rfam database...	0.48	0.43	0.55	12	2679	11	1	9	1	16
3AMU_B	tRNA links to Rfam database...	0.18	0.15	0.22	4	2985	16	2	12	2	23
3GX2_A	SAM links to Rfam database...	0.50	0.40	0.64	16	4346	10	1	8	1	24
3IVN_B	Purine links to Rfam database...	0.78	0.61	1.00	19	2327	0	0	0	0	12
3J16_L	tRNA links to Rfam database...	0.22	0.17	0.31	5	2759	11	0	11	0	25
3J20_0	tRNA links to Rfam database...	0.73	0.57	0.94	17	2832	2	0	1	1	13
3J3D_C	tRNA links to Rfam database...	0.72	0.61	0.85	17	2755	3	0	3	0	11
3JYV_7	tRNA links to Rfam database...	-0.01	0.00	0.00	0	2830	20	0	20	0	32
3LA5_A	Purine links to Rfam database...	0.78	0.62	1.00	21	2464	0	0	0	0	13
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...	0.30	0.17	0.54	7	3903	6	0	6	0	35
3W3S_B	tRNA-Sec links to Rfam database...	0.27	0.23	0.33	9	4726	18	1	17	0	31
4AOB_A	SAM links to Rfam database...	0.35	0.26	0.48	11	4348	13	1	11	1	31
4ENB_A	crcB links to Rfam database...	0.43	0.32	0.60	6	1265	4	0	4	0	13
4ENC_A	crcB links to Rfam database...	0.43	0.32	0.60	6	1316	4	0	4	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 CentroidAlifold(seed) - scored higher in this pairwise comparison

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

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

Performance of RDfolder - scored lower in this pairwise comparison

1. Total counts & total scores for RDfolder

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