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(20)		RSpredict(20)
MCC	0.745	>	0.660
Average MCC ± 95% Confidence Intervals	0.741 ± 0.067	>	0.636 ± 0.095
Sensitivity	0.719	>	0.597
Positive Predictive Value	0.776	>	0.735
Total TP	720	>	598
Total TN	104535	<	104649
Total FP	409	>	341
Total FP CONTRA	83	<	84
Total FP INCONS	125	<	132
Total FP COMP	201	>	125
Total FN	281	<	403
P-value	3.56938820447e-08

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Performance plots

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

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

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

Total Base Pair Counts
Total TP	720
Total TN	104535
Total FP	409
Total FP CONTRA	83
Total FP INCONS	125
Total FP COMP	201
Total FN	281

Total Scores
MCC	0.745
Average MCC ± 95% Confidence Intervals	0.741 ± 0.067
Sensitivity	0.719
Positive Predictive Value	0.776
Nr of predictions	39

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2. Individual counts for MXScarna(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...	0.73	0.72	0.76	13	340	5	0	4	1	5
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	3	0	0	3	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...	0.88	0.86	0.91	30	2012	4	0	3	1	5
3A2K_C	tRNA links to Rfam database...	0.74	0.73	0.76	16	1087	6	1	4	1	6
3AMU_B	tRNA links to Rfam database...	1.00	1.00	1.00	19	1138	3	0	0	3	0
3GX2_A	SAM links to Rfam database...	0.81	0.79	0.85	22	1423	6	2	2	2	6
3IVN_B	Purine links to Rfam database...	0.81	0.74	0.89	17	884	2	2	0	0	6
3IZ4_A	tmRNA links to Rfam database...	0.58	0.54	0.63	51	25455	35	18	12	5	44
3IZF_C	5S_rRNA links to Rfam database...	0.87	0.89	0.86	31	2604	12	0	5	7	4
3J20_0	tRNA links to Rfam database...	0.93	0.90	0.95	19	1199	1	1	0	0	2
3J20_1	tRNA links to Rfam database...	0.97	0.95	1.00	19	1093	1	0	0	1	1
3J2L_3	5S_rRNA links to Rfam database...	0.67	0.65	0.71	22	2989	11	3	6	2	12
3J3D_C	tRNA links to Rfam database...	0.90	0.95	0.86	18	947	3	3	0	0	1
3J3E_7	5S_rRNA links to Rfam database...	0.80	0.82	0.78	28	2705	14	1	7	6	6
3J3E_8	5_8S_rRNA links to Rfam database...	0.21	0.20	0.23	3	2729	15	4	6	5	12
3J3F_7	5S_rRNA links to Rfam database...	0.82	0.83	0.81	30	2897	12	1	6	5	6
3J3F_8	5_8S_rRNA links to Rfam database...	0.48	0.53	0.43	10	4738	29	7	6	16	9
3JYV_7	tRNA links to Rfam database...	0.95	0.90	1.00	18	1093	2	0	0	2	2
3JYX_4	5_8S_rRNA links to Rfam database...	0.70	0.83	0.59	10	4739	32	5	2	25	2
3JYX_3	5S_rRNA links to Rfam database...	0.73	0.73	0.73	11	2363	26	0	4	22	4
3LA5_A	Purine links to Rfam database...	0.87	0.80	0.95	20	933	1	1	0	0	5
3NPB_A	SAM links to Rfam database...	0.77	0.73	0.82	27	2245	9	2	4	3	10
3O58_3	5_8S_rRNA links to Rfam database...	0.62	0.59	0.65	13	4744	18	5	2	11	9
3O58_2	5S_rRNA links to Rfam database...	0.92	0.90	0.93	28	2724	13	0	2	11	3
3PDR_A	ykoK links to Rfam database...	0.85	0.82	0.89	41	4794	9	2	3	4	9
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	6	2	1	7
3ZEX_D	5S_rRNA links to Rfam database...	0.85	0.83	0.88	29	2763	13	0	4	9	6
3ZEX_C	5_8S_rRNA links to Rfam database...	0.35	0.31	0.41	9	5352	15	3	10	2	20
3ZND_W	tRNA links to Rfam database...	0.58	0.75	0.46	6	1178	17	4	3	10	2
4A1C_3	5S_rRNA links to Rfam database...	0.80	0.78	0.83	29	2728	12	0	6	6	8
4A1C_2	5_8S_rRNA links to Rfam database...	0.22	0.25	0.21	5	4492	36	8	11	17	15
4AOB_A	SAM links to Rfam database...	0.68	0.69	0.69	20	1408	13	2	7	4	9
4ENB_A	crcB links to Rfam database...	0.29	0.13	0.67	2	469	1	0	1	0	13
4ENC_A	crcB links to Rfam database...	0.68	0.47	1.00	7	489	0	0	0	0	8
4FRG_B	AdoCbl-variant links to Rfam database...	0.65	0.58	0.74	14	1183	6	2	3	1	10

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

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

Total Base Pair Counts
Total TP	598
Total TN	104649
Total FP	341
Total FP CONTRA	84
Total FP INCONS	132
Total FP COMP	125
Total FN	403

Total Scores
MCC	0.660
Average MCC ± 95% Confidence Intervals	0.636 ± 0.095
Sensitivity	0.597
Positive Predictive Value	0.735
Nr of predictions	39

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2. Individual counts for RSpredict(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...	0.89	0.80	1.00	8	166	0	0	0	0	2
2L94_A	HIV_FE links to Rfam database...	0.53	0.50	0.60	9	342	7	0	6	1	9
2WRQ_Y	tRNA links to Rfam database...	1.00	1.00	1.00	9	1143	12	0	0	12	0
2XKV_B	Bacteria_small_SRP links to Rfam database...	0.00	0.00	0.00	0	1831	4	1	3	0	11
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...	0.50	0.26	1.00	9	2036	0	0	0	0	26
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...	0.69	0.53	0.91	10	1146	2	0	1	1	9
3GX2_A	SAM links to Rfam database...	0.40	0.21	0.75	6	1441	2	1	1	0	22
3IVN_B	Purine links to Rfam database...	0.91	0.87	0.95	20	882	1	1	0	0	3
3IZ4_A	tmRNA links to Rfam database...	0.61	0.57	0.67	54	25455	38	13	14	11	41
3IZF_C	5S_rRNA links to Rfam database...	0.94	0.91	0.97	32	2607	4	0	1	3	3
3J20_0	tRNA links to Rfam database...	0.90	0.90	0.90	19	1198	3	1	1	1	2
3J20_1	tRNA links to Rfam database...	0.67	0.50	0.91	10	1101	2	0	1	1	10
3J2L_3	5S_rRNA links to Rfam database...	0.71	0.59	0.87	20	2997	6	0	3	3	14
3J3D_C	tRNA links to Rfam database...	0.82	0.84	0.80	16	948	4	3	1	0	3
3J3E_7	5S_rRNA links to Rfam database...	0.82	0.79	0.84	27	2709	7	0	5	2	7
3J3E_8	5_8S_rRNA links to Rfam database...	-0.01	0.00	0.00	0	2724	19	5	13	1	15
3J3F_7	5S_rRNA links to Rfam database...	0.94	0.94	0.94	34	2898	3	1	1	1	2
3J3F_8	5_8S_rRNA links to Rfam database...	0.42	0.47	0.38	9	4737	26	9	6	11	10
3JYV_7	tRNA links to Rfam database...	0.97	0.95	1.00	19	1092	2	0	0	2	1
3JYX_4	5_8S_rRNA links to Rfam database...	0.59	0.75	0.47	9	4737	33	9	1	23	3
3JYX_3	5S_rRNA links to Rfam database...	0.80	0.80	0.80	12	2363	16	0	3	13	3
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...	-0.01	0.00	0.00	0	2272	6	1	5	0	37
3O58_3	5_8S_rRNA links to Rfam database...	0.38	0.50	0.30	11	4727	29	15	11	3	11
3O58_2	5S_rRNA links to Rfam database...	0.93	0.94	0.94	29	2723	10	0	2	8	2
3PDR_A	ykoK links to Rfam database...	0.80	0.70	0.92	35	4802	5	1	2	2	15
3RKF_A	Purine links to Rfam database...	0.91	0.88	0.95	21	844	1	1	0	0	3
3SD1_A	THF links to Rfam database...	0.82	0.86	0.78	25	1501	7	5	2	0	4
3ZEX_D	5S_rRNA links to Rfam database...	0.88	0.83	0.94	29	2765	7	0	2	5	6
3ZEX_C	5_8S_rRNA links to Rfam database...	0.34	0.31	0.38	9	5350	19	3	12	4	20
3ZND_W	tRNA links to Rfam database...	0.47	0.38	0.60	3	1186	9	0	2	7	5
4A1C_3	5S_rRNA links to Rfam database...	0.60	0.49	0.75	18	2739	8	0	6	2	19
4A1C_2	5_8S_rRNA links to Rfam database...	0.25	0.30	0.21	6	4487	30	12	11	7	14
4AOB_A	SAM links to Rfam database...	0.33	0.21	0.55	6	1426	5	1	4	0	23
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...	0.51	0.40	0.67	6	487	3	0	3	0	9
4FRG_B	AdoCbl-variant links to Rfam database...	0.19	0.13	0.33	3	1193	6	1	5	0	21

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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(20) - scored higher in this pairwise comparison

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

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

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

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

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