CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	RNASampler(20)		Murlet(20)
MCC	0.765	>	0.704
Average MCC ± 95% Confidence Intervals	0.787 ± 0.078	>	0.706 ± 0.072
Sensitivity	0.671	>	0.596
Positive Predictive Value	0.875	>	0.837
Total TP	492	>	437
Total TN	77577	<	77617
Total FP	167	>	155
Total FP CONTRA	34	>	21
Total FP INCONS	36	<	64
Total FP COMP	97	>	70
Total FN	241	<	296
P-value	5.1503931209e-08

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Performance plots

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

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Performance of RNASampler(20) - scored higher in this pairwise comparison

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

Total Base Pair Counts
Total TP	492
Total TN	77577
Total FP	167
Total FP CONTRA	34
Total FP INCONS	36
Total FP COMP	97
Total FN	241

Total Scores
MCC	0.765
Average MCC ± 95% Confidence Intervals	0.787 ± 0.078
Sensitivity	0.671
Positive Predictive Value	0.875
Nr of predictions	28

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2. Individual counts for RNASampler(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...	1.00	1.00	1.00	10	164	0	0	0	0	0
2L94_A	HIV_FE links to Rfam database...	0.94	0.94	0.94	17	339	2	0	1	1	1
2WRQ_Y	tRNA links to Rfam database...	1.00	1.00	1.00	9	1143	14	0	0	14	0
2XKV_B	Bacteria_small_SRP links to Rfam database...	0.60	0.36	1.00	4	1831	2	0	0	2	7
2XQD_Y	tRNA links to Rfam database...	0.98	0.95	1.00	20	1109	1	0	0	1	1
2XXA_G	Bacteria_small_SRP links to Rfam database...	0.34	0.11	1.00	4	2041	0	0	0	0	31
3A2K_C	tRNA links to Rfam database...	0.98	0.95	1.00	21	1087	0	0	0	0	1
3AMU_B	tRNA links to Rfam database...	0.95	0.95	0.95	18	1138	4	0	1	3	1
3G4S_9	5S_rRNA links to Rfam database...	0.73	0.54	1.00	14	2722	4	0	0	4	12
3GX2_A	SAM links to Rfam database...	0.88	0.79	1.00	22	1427	1	0	0	1	6
3IVN_B	Purine links to Rfam database...	0.91	0.83	1.00	19	884	0	0	0	0	4
3IZ4_A	tmRNA links to Rfam database...	0.52	0.41	0.65	39	25476	26	15	6	5	56
3IZF_C	5S_rRNA links to Rfam database...	0.92	0.86	1.00	30	2610	2	0	0	2	5
3JYV_7	tRNA links to Rfam database...	0.97	0.95	1.00	19	1092	2	0	0	2	1
3JYX_3	5S_rRNA links to Rfam database...	0.70	0.60	0.82	9	2367	14	0	2	12	6
3JYX_4	5_8S_rRNA links to Rfam database...	0.61	0.83	0.45	10	4734	26	10	2	14	2
3LA5_A	Purine links to Rfam database...	0.89	0.80	1.00	20	934	0	0	0	0	5
3NPB_A	SAM links to Rfam database...	0.75	0.57	1.00	21	2257	5	0	0	5	16
3O58_2	5S_rRNA links to Rfam database...	0.93	0.87	1.00	27	2727	5	0	0	5	4
3O58_3	5_8S_rRNA links to Rfam database...	0.51	0.50	0.52	11	4743	19	5	5	9	11
3PDR_A	ykoK links to Rfam database...	0.84	0.76	0.93	38	4799	5	1	2	2	12
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...	0.81	0.69	0.95	20	1512	1	0	1	0	9
4A1C_3	5S_rRNA links to Rfam database...	0.90	0.81	1.00	30	2733	0	0	0	0	7
4A1C_2	5_8S_rRNA links to Rfam database...	0.24	0.25	0.24	5	4495	30	3	13	14	15
4AOB_A	SAM links to Rfam database...	0.70	0.59	0.85	17	1417	4	0	3	1	12
4ENB_A	crcB links to Rfam database...	0.68	0.47	1.00	7	465	0	0	0	0	8
4ENC_A	crcB links to Rfam database...	0.85	0.73	1.00	11	485	0	0	0	0	4

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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	437
Total TN	77617
Total FP	155
Total FP CONTRA	21
Total FP INCONS	64
Total FP COMP	70
Total FN	296

Total Scores
MCC	0.704
Average MCC ± 95% Confidence Intervals	0.706 ± 0.072
Sensitivity	0.596
Positive Predictive Value	0.837
Nr of predictions	28

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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
2KDQ_B	mir-TAR links to Rfam database...	0.70	0.50	1.00	5	169	0	0	0	0	5
2L94_A	HIV_FE links to Rfam database...	0.51	0.50	0.56	9	341	8	0	7	1	9
2WRQ_Y	tRNA links to Rfam database...	0.63	0.67	0.60	6	1142	13	1	3	9	3
2XKV_B	Bacteria_small_SRP links to Rfam database...	0.60	0.36	1.00	4	1831	3	0	0	3	7
2XQD_Y	tRNA links to Rfam database...	0.88	0.86	0.90	18	1109	3	0	2	1	3
2XXA_G	Bacteria_small_SRP links to Rfam database...	0.44	0.20	1.00	7	2038	0	0	0	0	28
3A2K_C	tRNA links to Rfam database...	0.88	0.86	0.90	19	1087	2	0	2	0	3
3AMU_B	tRNA links to Rfam database...	0.89	0.89	0.89	17	1138	4	0	2	2	2
3G4S_9	5S_rRNA links to Rfam database...	0.85	0.77	0.95	20	2715	5	0	1	4	6
3GX2_A	SAM links to Rfam database...	0.73	0.54	1.00	15	1434	1	0	0	1	13
3IVN_B	Purine links to Rfam database...	0.80	0.65	1.00	15	888	0	0	0	0	8
3IZ4_A	tmRNA links to Rfam database...	0.46	0.33	0.66	31	25489	22	3	13	6	64
3IZF_C	5S_rRNA links to Rfam database...	0.88	0.83	0.94	29	2609	5	0	2	3	6
3JYV_7	tRNA links to Rfam database...	0.84	0.80	0.89	16	1093	4	0	2	2	4
3JYX_3	5S_rRNA links to Rfam database...	0.76	0.73	0.79	11	2364	14	0	3	11	4
3JYX_4	5_8S_rRNA links to Rfam database...	0.72	0.75	0.69	9	4743	15	3	1	11	3
3LA5_A	Purine links to Rfam database...	0.80	0.64	1.00	16	938	0	0	0	0	9
3NPB_A	SAM links to Rfam database...	0.65	0.43	1.00	16	2262	2	0	0	2	21
3O58_2	5S_rRNA links to Rfam database...	1.00	1.00	1.00	31	2723	2	0	0	2	0
3O58_3	5_8S_rRNA links to Rfam database...	0.37	0.32	0.44	7	4748	13	4	5	4	15
3PDR_A	ykoK links to Rfam database...	0.84	0.76	0.93	38	4799	3	1	2	0	12
3RKF_A	Purine links to Rfam database...	0.81	0.67	1.00	16	850	0	0	0	0	8
3SD1_A	THF links to Rfam database...	0.82	0.83	0.83	24	1504	5	4	1	0	5
4A1C_3	5S_rRNA links to Rfam database...	0.72	0.59	0.88	22	2738	4	0	3	1	15
4A1C_2	5_8S_rRNA links to Rfam database...	0.22	0.25	0.20	5	4491	24	5	15	4	15
4AOB_A	SAM links to Rfam database...	0.87	0.76	1.00	22	1415	3	0	0	3	7
4ENB_A	crcB links to Rfam database...	0.51	0.27	1.00	4	468	0	0	0	0	11
4ENC_A	crcB links to Rfam database...	0.57	0.33	1.00	5	491	0	0	0	0	10

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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 RNASampler(20) - scored higher in this pairwise comparison

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

2. Individual counts for RNASampler(20) [ 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 ]