CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	ProbKnot		Murlet(20)
MCC	0.578	>	0.570
Average MCC ± 95% Confidence Intervals	0.590 ± 0.087	>	0.565 ± 0.082
Sensitivity	0.516	>	0.415
Positive Predictive Value	0.653	<	0.787
Total TP	513	>	413
Total TN	203485	<	203746
Total FP	334	>	135
Total FP CONTRA	36	>	9
Total FP INCONS	237	>	103
Total FP COMP	61	>	23
Total FN	482	<	582
P-value	2.16681265449e-06

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Performance plots

Comparison of performance of ProbKnot and Murlet(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 ProbKnot and Murlet(20)).
Comparison of performance of ProbKnot and Murlet(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 ProbKnot and Murlet(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 ProbKnot and Murlet(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 ProbKnot and Murlet(20)).
Comparison of average Matthews Correlation Coefficients (MCCs) for ProbKnot and Murlet(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 ProbKnot and Murlet(20)).
Comparison of average Matthews Correlation Coefficients (MCCs) for ProbKnot and Murlet(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 ProbKnot and Murlet(20)).

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Performance of ProbKnot - scored higher in this pairwise comparison

1. Total counts & total scores for ProbKnot

Total Base Pair Counts
Total TP	513
Total TN	203485
Total FP	334
Total FP CONTRA	36
Total FP INCONS	237
Total FP COMP	61
Total FN	482

Total Scores
MCC	0.578
Average MCC ± 95% Confidence Intervals	0.590 ± 0.087
Sensitivity	0.516
Positive Predictive Value	0.653
Nr of predictions	24

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2L94_A	HIV_FE links to Rfam database...	0.97	0.95	1.00	19	971	0	0	0	0	1
2XKV_B	Bacteria_small_SRP links to Rfam database...	0.51	0.50	0.53	10	4541	24	0	9	15	10
2XQD_Y	tRNA links to Rfam database...	0.90	0.81	1.00	22	2828	1	0	0	1	5
2XXA_G	Bacteria_small_SRP links to Rfam database...	0.26	0.24	0.29	10	5116	25	1	24	0	32
3AMU_B	tRNA links to Rfam database...	0.65	0.59	0.73	16	2981	8	0	6	2	11
3IZ4_A	tmRNA links to Rfam database...	0.52	0.46	0.60	61	70774	46	6	35	5	71
3IZF_C	5S_rRNA links to Rfam database...	0.72	0.61	0.85	33	6864	6	0	6	0	21
3J20_0	tRNA links to Rfam database...	0.45	0.40	0.52	12	2827	12	0	11	1	18
3J20_1	tRNA links to Rfam database...	0.71	0.70	0.73	16	2904	7	0	6	1	7
3J2L_3	5S_rRNA links to Rfam database...	0.60	0.49	0.74	26	7840	11	0	9	2	27
3NPB_A	SAM links to Rfam database...	0.72	0.61	0.85	28	6988	8	1	4	3	18
3O58_3	5_8S_rRNA links to Rfam database...	0.31	0.34	0.29	12	12362	41	4	25	12	23
3O58_2	5S_rRNA links to Rfam database...	0.76	0.76	0.76	29	7222	10	3	6	1	9
3PDR_A	ykoK links to Rfam database...	0.74	0.64	0.85	46	12826	10	1	7	2	26
3RKF_A	Purine links to Rfam database...	0.73	0.59	0.91	20	2189	2	1	1	0	14
3SD1_A	THF links to Rfam database...	0.55	0.48	0.65	20	3885	11	2	9	0	22
3ZEX_C	5_8S_rRNA links to Rfam database...	0.38	0.31	0.47	16	14162	21	2	16	3	36
3ZEX_D	5S_rRNA links to Rfam database...	0.77	0.67	0.89	33	6984	4	0	4	0	16
4A1C_3	5S_rRNA links to Rfam database...	0.73	0.61	0.87	33	7102	6	1	4	1	21
4A1C_2	5_8S_rRNA links to Rfam database...	0.13	0.15	0.12	5	11738	49	7	31	11	28
4AOB_A	SAM links to Rfam database...	0.50	0.40	0.63	17	4344	11	2	8	1	25
4ENB_A	crcB links to Rfam database...	0.73	0.58	0.92	11	1263	1	1	0	0	8
4ENC_A	crcB links to Rfam database...	0.45	0.42	0.50	8	1310	8	1	7	0	11
4FRG_B	AdoCbl-variant links to Rfam database...	0.37	0.31	0.45	10	3464	12	3	9	0	22

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

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

Total Base Pair Counts
Total TP	413
Total TN	203746
Total FP	135
Total FP CONTRA	9
Total FP INCONS	103
Total FP COMP	23
Total FN	582

Total Scores
MCC	0.570
Average MCC ± 95% Confidence Intervals	0.565 ± 0.082
Sensitivity	0.415
Positive Predictive Value	0.787
Nr of predictions	24

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2L94_A	HIV_FE links to Rfam database...	0.53	0.50	0.59	10	973	7	0	7	0	10
2XKV_B	Bacteria_small_SRP links to Rfam database...	0.45	0.20	1.00	4	4556	3	0	0	3	16
2XQD_Y	tRNA links to Rfam database...	0.80	0.70	0.90	19	2829	2	0	2	0	8
2XXA_G	Bacteria_small_SRP links to Rfam database...	0.41	0.17	1.00	7	5144	0	0	0	0	35
3AMU_B	tRNA links to Rfam database...	0.77	0.67	0.90	18	2983	3	0	2	1	9
3IZ4_A	tmRNA links to Rfam database...	0.40	0.24	0.65	32	70827	21	1	16	4	100
3IZF_C	5S_rRNA links to Rfam database...	0.71	0.56	0.91	30	6870	4	0	3	1	24
3J20_0	tRNA links to Rfam database...	0.58	0.47	0.74	14	2831	5	0	5	0	16
3J20_1	tRNA links to Rfam database...	0.68	0.57	0.81	13	2910	3	0	3	0	10
3J2L_3	5S_rRNA links to Rfam database...	0.69	0.49	0.96	26	7848	3	0	1	2	27
3NPB_A	SAM links to Rfam database...	0.55	0.35	0.89	16	7003	2	1	1	0	30
3O58_3	5_8S_rRNA links to Rfam database...	0.33	0.23	0.47	8	12386	12	2	7	3	27
3O58_2	5S_rRNA links to Rfam database...	0.89	0.82	0.97	31	7228	2	0	1	1	7
3PDR_A	ykoK links to Rfam database...	0.70	0.53	0.93	38	12839	3	0	3	0	34
3RKF_A	Purine links to Rfam database...	0.68	0.47	1.00	16	2195	0	0	0	0	18
3SD1_A	THF links to Rfam database...	0.68	0.57	0.83	24	3887	5	1	4	0	18
3ZEX_C	5_8S_rRNA links to Rfam database...	0.34	0.23	0.50	12	14172	15	1	11	3	40
3ZEX_D	5S_rRNA links to Rfam database...	0.77	0.65	0.91	32	6986	3	0	3	0	17
4A1C_3	5S_rRNA links to Rfam database...	0.59	0.41	0.85	22	7114	4	0	4	0	32
4A1C_2	5_8S_rRNA links to Rfam database...	0.17	0.15	0.20	5	11756	24	2	18	4	28
4AOB_A	SAM links to Rfam database...	0.72	0.55	0.96	23	4347	2	0	1	1	19
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...	0.51	0.26	1.00	5	1321	0	0	0	0	14
4FRG_B	AdoCbl-variant links to Rfam database...	0.17	0.13	0.25	4	3470	12	1	11	0	28

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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 ProbKnot - scored higher in this pairwise comparison

1. Total counts & total scores for ProbKnot

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

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

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

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