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(20)		Carnac(20)
MCC	0.808	>	0.695
Average MCC ± 95% Confidence Intervals	0.783 ± 0.071	>	0.648 ± 0.091
Sensitivity	0.728	>	0.529
Positive Predictive Value	0.901	<	0.918
Total TP	741	>	539
Total TN	107123	<	107358
Total FP	197	>	120
Total FP CONTRA	32	>	11
Total FP INCONS	49	>	37
Total FP COMP	116	>	72
Total FN	277	<	479
P-value	5.23657817852e-08

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Performance plots

Comparison of performance of CentroidAlifold(20) and Carnac(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 CentroidAlifold(20) and Carnac(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 CentroidAlifold(20) and Carnac(20)).
Comparison of average Matthews Correlation Coefficients (MCCs) for CentroidAlifold(20) and Carnac(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 CentroidAlifold(20) and Carnac(20)).

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

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

Total Base Pair Counts
Total TP	741
Total TN	107123
Total FP	197
Total FP CONTRA	32
Total FP INCONS	49
Total FP COMP	116
Total FN	277

Total Scores
MCC	0.808
Average MCC ± 95% Confidence Intervals	0.783 ± 0.071
Sensitivity	0.728
Positive Predictive Value	0.901
Nr of predictions	39

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2. Individual counts for CentroidAlifold(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...	0.59	0.56	0.67	10	342	6	0	5	1	8
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...	0.60	0.36	1.00	4	1831	7	0	0	7	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...	0.44	0.20	1.00	7	2038	4	0	0	4	28
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...	1.00	1.00	1.00	19	1138	2	0	0	2	0
3GX2_A	SAM links to Rfam database...	0.92	0.86	1.00	24	1425	1	0	0	1	4
3IVN_B	Purine links to Rfam database...	0.86	0.83	0.90	19	882	2	2	0	0	4
3IZ4_A	tmRNA links to Rfam database...	0.67	0.52	0.88	49	25480	9	7	0	2	46
3IZF_C	5S_rRNA links to Rfam database...	0.91	0.89	0.94	31	2607	6	0	2	4	4
3J20_0	tRNA links to Rfam database...	0.95	0.95	0.95	20	1198	2	1	0	1	1
3J20_1	tRNA links to Rfam database...	1.00	1.00	1.00	20	1092	1	0	0	1	0
3J2L_3	5S_rRNA links to Rfam database...	0.94	0.88	1.00	30	2990	3	0	0	3	4
3J3D_C	tRNA links to Rfam database...	0.90	0.95	0.86	18	947	3	3	0	0	1
3J3E_8	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	2738	4	1	3	0	15
3J3E_7	5S_rRNA links to Rfam database...	0.80	0.82	0.78	28	2705	12	1	7	4	6
3J3F_8	5_8S_rRNA links to Rfam database...	0.44	0.37	0.54	7	4748	8	3	3	2	12
3J3F_7	5S_rRNA links to Rfam database...	0.94	0.94	0.94	34	2898	4	1	1	2	2
3J3V_B	5S_rRNA links to Rfam database...	0.86	0.81	0.92	22	2632	7	0	2	5	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...	0.80	0.80	0.80	12	2363	23	0	3	20	3
3JYX_4	5_8S_rRNA links to Rfam database...	0.67	0.75	0.60	9	4741	9	5	1	3	3
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	0.65	0.92	24	2252	6	1	1	4	13
3O58_3	5_8S_rRNA links to Rfam database...	0.64	0.45	0.91	10	4753	2	1	0	1	12
3O58_2	5S_rRNA links to Rfam database...	0.93	0.94	0.94	29	2723	9	0	2	7	2
3PDR_A	ykoK links to Rfam database...	0.92	0.90	0.94	45	4792	5	1	2	2	5
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...	0.85	0.76	0.96	22	1510	1	0	1	0	7
3ZEX_D	5S_rRNA links to Rfam database...	0.91	0.89	0.94	31	2763	6	0	2	4	4
3ZEX_C	5_8S_rRNA links to Rfam database...	0.44	0.31	0.64	9	5360	7	1	4	2	20
3ZND_W	tRNA links to Rfam database...	0.67	0.75	0.60	6	1181	16	0	4	12	2
4A1C_3	5S_rRNA links to Rfam database...	0.93	0.92	0.94	34	2727	4	0	2	2	3
4A1C_2	5_8S_rRNA links to Rfam database...	0.33	0.25	0.45	5	4505	8	3	3	2	15
4AOB_A	SAM links to Rfam database...	0.89	0.79	1.00	23	1414	2	0	0	2	6
4ENB_A	crcB links to Rfam database...	0.77	0.60	1.00	9	463	0	0	0	0	6
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...	0.81	0.71	0.94	17	1184	2	0	1	1	7

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

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

Total Base Pair Counts
Total TP	539
Total TN	107358
Total FP	120
Total FP CONTRA	11
Total FP INCONS	37
Total FP COMP	72
Total FN	479

Total Scores
MCC	0.695
Average MCC ± 95% Confidence Intervals	0.648 ± 0.091
Sensitivity	0.529
Positive Predictive Value	0.918
Nr of predictions	39

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2. Individual counts for Carnac(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...	0.00	0.00	0.00	0	357	0	0	0	0	18
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...	0.43	0.18	1.00	2	1833	1	0	0	1	9
2XQD_Y	tRNA links to Rfam database...	0.87	0.76	1.00	16	1113	1	0	0	1	5
2XXA_G	Bacteria_small_SRP links to Rfam database...	0.29	0.09	1.00	3	2042	0	0	0	0	32
3A2K_C	tRNA links to Rfam database...	0.88	0.77	1.00	17	1091	0	0	0	0	5
3AMU_B	tRNA links to Rfam database...	0.79	0.79	0.79	15	1138	7	0	4	3	4
3GX2_A	SAM links to Rfam database...	0.68	0.46	1.00	13	1436	0	0	0	0	15
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	0.31	0.88	29	25503	4	3	1	0	66
3IZF_C	5S_rRNA links to Rfam database...	0.91	0.83	1.00	29	2611	2	0	0	2	6
3J20_0	tRNA links to Rfam database...	0.69	0.71	0.68	15	1197	8	1	6	1	6
3J20_1	tRNA links to Rfam database...	0.89	0.80	1.00	16	1096	1	0	0	1	4
3J2L_3	5S_rRNA links to Rfam database...	0.59	0.53	0.67	18	2993	11	0	9	2	16
3J3D_C	tRNA links to Rfam database...	0.90	0.95	0.86	18	947	3	3	0	0	1
3J3E_8	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	2742	0	0	0	0	15
3J3E_7	5S_rRNA links to Rfam database...	0.84	0.71	1.00	24	2717	1	0	0	1	10
3J3F_8	5_8S_rRNA links to Rfam database...	0.61	0.37	1.00	7	4754	2	0	0	2	12
3J3F_7	5S_rRNA links to Rfam database...	0.78	0.61	1.00	22	2912	0	0	0	0	14
3J3V_B	5S_rRNA links to Rfam database...	0.82	0.67	1.00	18	2638	3	0	0	3	9
3JYV_7	tRNA links to Rfam database...	0.81	0.70	0.93	14	1096	3	0	1	2	6
3JYX_3	5S_rRNA links to Rfam database...	0.83	0.80	0.86	12	2364	13	0	2	11	3
3JYX_4	5_8S_rRNA links to Rfam database...	0.76	0.58	1.00	7	4749	2	0	0	2	5
3LA5_A	Purine links to Rfam database...	0.91	0.84	1.00	21	933	0	0	0	0	4
3NPB_A	SAM links to Rfam database...	0.46	0.22	1.00	8	2270	3	0	0	3	29
3O58_3	5_8S_rRNA links to Rfam database...	0.60	0.36	1.00	8	4756	1	0	0	1	14
3O58_2	5S_rRNA links to Rfam database...	0.93	0.87	1.00	27	2727	2	0	0	2	4
3PDR_A	ykoK links to Rfam database...	0.75	0.58	0.97	29	4810	3	1	0	2	21
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...	0.72	0.55	0.94	16	1516	1	0	1	0	13
3ZEX_D	5S_rRNA links to Rfam database...	0.81	0.66	1.00	23	2773	3	0	0	3	12
3ZEX_C	5_8S_rRNA links to Rfam database...	0.37	0.21	0.67	6	5365	4	1	2	1	23
3ZND_W	tRNA links to Rfam database...	0.75	0.75	0.75	6	1183	13	0	2	11	2
4A1C_3	5S_rRNA links to Rfam database...	0.79	0.73	0.87	27	2732	5	0	4	1	10
4A1C_2	5_8S_rRNA links to Rfam database...	0.42	0.25	0.71	5	4509	3	0	2	1	15
4AOB_A	SAM links to Rfam database...	0.59	0.48	0.74	14	1418	6	2	3	1	15
4ENB_A	crcB links to Rfam database...	0.00	0.00	0.00	0	472	0	0	0	0	15
4ENC_A	crcB links to Rfam database...	0.00	0.00	0.00	0	496	0	0	0	0	15
4FRG_B	AdoCbl-variant links to Rfam database...	0.50	0.25	1.00	6	1196	0	0	0	0	18

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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(20) - scored higher in this pairwise comparison

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

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

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

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

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