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(20)		CentroidHomfold‑LAST
MCC	0.828	>	0.697
Average MCC ± 95% Confidence Intervals	0.781 ± 0.122	>	0.678 ± 0.138
Sensitivity	0.814	>	0.706
Positive Predictive Value	0.847	>	0.694
Total TP	332	>	288
Total TN	36634	>	36611
Total FP	125	<	196
Total FP CONTRA	13	<	41
Total FP INCONS	47	<	86
Total FP COMP	65	<	69
Total FN	76	<	120
P-value	3.39090039918e-08

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Performance plots

Comparison of performance of PETfold_pre2.0(20) and CentroidHomfold-LAST. 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(20) and CentroidHomfold‑LAST).
Comparison of performance of PETfold_pre2.0(20) and CentroidHomfold-LAST. 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(20) and CentroidHomfold‑LAST).
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(20) and CentroidHomfold‑LAST).
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(20) and CentroidHomfold‑LAST).
Comparison of average Matthews Correlation Coefficients (MCCs) for PETfold_pre2.0(20) and CentroidHomfold-LAST. 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(20) and CentroidHomfold‑LAST).
Comparison of average Matthews Correlation Coefficients (MCCs) for PETfold_pre2.0(20) and CentroidHomfold-LAST. 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(20) and CentroidHomfold‑LAST).

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Performance of PETfold_pre2.0(20) - scored higher in this pairwise comparison

1. Total counts & total scores for PETfold_pre2.0(20)

Total Base Pair Counts
Total TP	332
Total TN	36634
Total FP	125
Total FP CONTRA	13
Total FP INCONS	47
Total FP COMP	65
Total FN	76

Total Scores
MCC	0.828
Average MCC ± 95% Confidence Intervals	0.781 ± 0.122
Sensitivity	0.814
Positive Predictive Value	0.847
Nr of predictions	17

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2. Individual counts for PETfold_pre2.0(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...	0.95	0.95	0.95	20	1198	1	1	0	0	1
3J2L_3	5S_rRNA links to Rfam database...	0.97	0.94	1.00	32	2988	4	0	0	4	2
3J3D_C	tRNA links to Rfam database...	0.87	0.89	0.85	17	948	3	3	0	0	2
3J3E_8	5_8S_rRNA links to Rfam database...	0.48	0.47	0.50	7	2728	11	2	5	4	8
3J3E_7	5S_rRNA links to Rfam database...	0.94	0.94	0.94	32	2707	7	0	2	5	2
3J3F_7	5S_rRNA links to Rfam database...	0.93	0.92	0.94	33	2899	6	0	2	4	3
3J3F_8	5_8S_rRNA links to Rfam database...	0.34	0.37	0.32	7	4739	24	5	10	9	12
3J3V_B	5S_rRNA links to Rfam database...	0.90	0.89	0.92	24	2630	11	0	2	9	3
3ZEX_D	5S_rRNA links to Rfam database...	0.93	0.91	0.94	32	2762	6	0	2	4	3
3ZND_W	tRNA links to Rfam database...	0.67	0.75	0.60	6	1181	15	0	4	11	2
4A1C_2	5_8S_rRNA links to Rfam database...	0.25	0.25	0.25	5	4496	25	2	13	10	15
4A1C_3	5S_rRNA links to Rfam database...	1.00	1.00	1.00	37	2726	1	0	0	1	0
4AOB_A	SAM links to Rfam database...	0.87	0.83	0.92	24	1411	4	0	2	2	5
4ENB_A	crcB links to Rfam database...	0.68	0.53	0.89	8	463	1	0	1	0	7
4ENC_A	crcB links to Rfam database...	0.61	0.53	0.73	8	485	3	0	3	0	7
4FRG_B	AdoCbl-variant links to Rfam database...	0.89	0.83	0.95	20	1181	2	0	1	1	4

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Performance of CentroidHomfold‑LAST - scored lower in this pairwise comparison

1. Total counts & total scores for CentroidHomfold‑LAST

Total Base Pair Counts
Total TP	288
Total TN	36611
Total FP	196
Total FP CONTRA	41
Total FP INCONS	86
Total FP COMP	69
Total FN	120

Total Scores
MCC	0.697
Average MCC ± 95% Confidence Intervals	0.678 ± 0.138
Sensitivity	0.706
Positive Predictive Value	0.694
Nr of predictions	17

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2. Individual counts for CentroidHomfold‑LAST [ 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...	0.41	0.52	0.34	11	1187	22	7	14	1	10
3J2L_3	5S_rRNA links to Rfam database...	0.94	0.94	0.94	32	2986	8	0	2	6	2
3J3D_C	tRNA links to Rfam database...	0.73	0.79	0.68	15	946	7	3	4	0	4
3J3E_8	5_8S_rRNA links to Rfam database...	0.07	0.07	0.09	1	2731	16	4	6	6	14
3J3E_7	5S_rRNA links to Rfam database...	0.85	0.85	0.85	29	2707	9	0	5	4	5
3J3F_7	5S_rRNA links to Rfam database...	0.79	0.81	0.78	29	2897	10	1	7	2	7
3J3F_8	5_8S_rRNA links to Rfam database...	0.36	0.47	0.27	9	4728	36	11	13	12	10
3J3V_B	5S_rRNA links to Rfam database...	0.72	0.67	0.78	18	2633	11	1	4	6	9
3ZEX_D	5S_rRNA links to Rfam database...	0.86	0.83	0.91	29	2764	8	0	3	5	6
3ZND_W	tRNA links to Rfam database...	0.75	0.75	0.75	6	1183	13	0	2	11	2
4A1C_2	5_8S_rRNA links to Rfam database...	0.24	0.25	0.24	5	4495	29	8	8	13	15
4A1C_3	5S_rRNA links to Rfam database...	0.80	0.78	0.83	29	2728	7	0	6	1	8
4AOB_A	SAM links to Rfam database...	0.85	0.72	1.00	21	1416	1	0	0	1	8
4ENB_A	crcB links to Rfam database...	0.85	0.73	1.00	11	461	0	0	0	0	4
4ENC_A	crcB links to Rfam database...	0.85	0.73	1.00	11	485	0	0	0	0	4
4FRG_B	AdoCbl-variant links to Rfam database...	0.43	0.50	0.40	12	1172	18	6	12	0	12

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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(20) - scored higher in this pairwise comparison

1. Total counts & total scores for PETfold_pre2.0(20)

2. Individual counts for PETfold_pre2.0(20) [ download as .csv ]

Performance of CentroidHomfold‑LAST - scored lower in this pairwise comparison

1. Total counts & total scores for CentroidHomfold‑LAST

2. Individual counts for CentroidHomfold‑LAST [ download as .csv ]