CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	PETfold_pre2.0(seed)		Multilign(20)
MCC	0.898	>	0.620
Average MCC ± 95% Confidence Intervals	0.857 ± 0.073	>	0.593 ± 0.158
Sensitivity	0.877	>	0.619
Positive Predictive Value	0.923	>	0.629
Total TP	334	>	236
Total TN	34008	>	33995
Total FP	97	<	191
Total FP CONTRA	10	<	40
Total FP INCONS	18	<	99
Total FP COMP	69	>	52
Total FN	47	<	145
P-value	1.29018360962e-08

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Performance plots

Comparison of performance of PETfold_pre2.0(seed) and Multilign(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 PETfold_pre2.0(seed) and Multilign(20)).
Comparison of performance of PETfold_pre2.0(seed) and Multilign(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 PETfold_pre2.0(seed) and Multilign(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 PETfold_pre2.0(seed) and Multilign(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 PETfold_pre2.0(seed) and Multilign(20)).
Comparison of average Matthews Correlation Coefficients (MCCs) for PETfold_pre2.0(seed) and Multilign(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 PETfold_pre2.0(seed) and Multilign(20)).
Comparison of average Matthews Correlation Coefficients (MCCs) for PETfold_pre2.0(seed) and Multilign(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 PETfold_pre2.0(seed) and Multilign(20)).

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Performance of PETfold_pre2.0(seed) - scored higher in this pairwise comparison

1. Total counts & total scores for PETfold_pre2.0(seed)

Total Base Pair Counts
Total TP	334
Total TN	34008
Total FP	97
Total FP CONTRA	10
Total FP INCONS	18
Total FP COMP	69
Total FN	47

Total Scores
MCC	0.898
Average MCC ± 95% Confidence Intervals	0.857 ± 0.073
Sensitivity	0.877
Positive Predictive Value	0.923
Nr of predictions	16

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2. Individual counts for PETfold_pre2.0(seed) [ download as .csv ]

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
3J20_1	tRNA links to Rfam database...	1.00	1.00	1.00	20	1092	2	0	0	2	0
3J20_0	tRNA links to Rfam database...	0.95	0.95	0.95	20	1198	2	1	0	1	1
3J2L_3	5S_rRNA links to Rfam database...	0.97	0.94	1.00	32	2988	5	0	0	5	2
3J3D_C	tRNA links to Rfam database...	0.90	0.95	0.86	18	947	4	3	0	1	1
3J3E_7	5S_rRNA links to Rfam database...	0.97	0.97	0.97	33	2707	6	0	1	5	1
3J3E_8	5_8S_rRNA links to Rfam database...	0.71	0.67	0.77	10	2729	8	1	2	5	5
3J3F_8	5_8S_rRNA links to Rfam database...	0.86	0.84	0.89	16	4743	13	2	0	11	3
3J3F_7	5S_rRNA links to Rfam database...	0.99	0.97	1.00	35	2899	4	0	0	4	1
3ZEX_D	5S_rRNA links to Rfam database...	0.96	0.94	0.97	33	2762	6	0	1	5	2
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...	1.00	1.00	1.00	37	2726	2	0	0	2	0
4A1C_2	5_8S_rRNA links to Rfam database...	0.79	0.75	0.83	15	4498	12	1	2	9	5
4AOB_A	SAM links to Rfam database...	0.85	0.79	0.92	23	1412	4	0	2	2	6
4ENB_A	crcB links to Rfam database...	0.61	0.53	0.73	8	461	5	1	2	2	7
4ENC_A	crcB links to Rfam database...	0.61	0.53	0.73	8	485	5	1	2	2	7
4FRG_B	AdoCbl-variant links to Rfam database...	0.87	0.83	0.91	20	1180	3	0	2	1	4

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

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

Total Base Pair Counts
Total TP	236
Total TN	33995
Total FP	191
Total FP CONTRA	40
Total FP INCONS	99
Total FP COMP	52
Total FN	145

Total Scores
MCC	0.620
Average MCC ± 95% Confidence Intervals	0.593 ± 0.158
Sensitivity	0.619
Positive Predictive Value	0.629
Nr of predictions	16

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
3J20_1	tRNA links to Rfam database...	1.00	1.00	1.00	20	1092	1	0	0	1	0
3J20_0	tRNA links to Rfam database...	0.68	0.71	0.65	15	1196	9	2	6	1	6
3J2L_3	5S_rRNA links to Rfam database...	0.80	0.79	0.82	27	2987	10	0	6	4	7
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...	0.77	0.76	0.79	26	2708	11	1	6	4	8
3J3E_8	5_8S_rRNA links to Rfam database...	-0.01	0.00	0.00	0	2720	22	8	14	0	15
3J3F_8	5_8S_rRNA links to Rfam database...	0.45	0.53	0.38	10	4735	30	7	9	14	9
3J3F_7	5S_rRNA links to Rfam database...	0.52	0.42	0.65	15	2911	9	0	8	1	21
3ZEX_D	5S_rRNA links to Rfam database...	0.88	0.83	0.94	29	2765	8	0	2	6	6
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...	0.88	0.86	0.89	32	2727	6	0	4	2	5
4A1C_2	5_8S_rRNA links to Rfam database...	0.20	0.25	0.16	5	4485	33	9	17	7	15
4AOB_A	SAM links to Rfam database...	0.59	0.55	0.64	16	1412	10	3	6	1	13
4ENB_A	crcB links to Rfam database...	0.39	0.33	0.50	5	462	6	0	5	1	10
4ENC_A	crcB links to Rfam database...	0.73	0.60	0.90	9	486	1	1	0	0	6
4FRG_B	AdoCbl-variant links to Rfam database...	0.13	0.13	0.17	3	1184	15	2	13	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 PETfold_pre2.0(seed) - scored higher in this pairwise comparison

1. Total counts & total scores for PETfold_pre2.0(seed)

2. Individual counts for PETfold_pre2.0(seed) [ download as .csv ]

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

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

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