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	0.678	>	0.565
Average MCC ± 95% Confidence Intervals	0.653 ± 0.111	>	0.564 ± 0.123
Sensitivity	0.559	>	0.482
Positive Predictive Value	0.826	>	0.668
Total TP	355	>	306
Total TN	96569	>	96541
Total FP	102	<	178
Total FP CONTRA	4	<	18
Total FP INCONS	71	<	134
Total FP COMP	27	>	26
Total FN	280	<	329
P-value	2.22210847902e-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	355
Total TN	96569
Total FP	102
Total FP CONTRA	4
Total FP INCONS	71
Total FP COMP	27
Total FN	280

Total Scores
MCC	0.678
Average MCC ± 95% Confidence Intervals	0.653 ± 0.111
Sensitivity	0.559
Positive Predictive Value	0.826
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...	0.96	0.91	1.00	21	2905	0	0	0	0	2
3J20_0	tRNA links to Rfam database...	0.84	0.70	1.00	21	2829	0	0	0	0	9
3J2L_3	5S_rRNA links to Rfam database...	0.78	0.62	0.97	33	7841	3	0	1	2	20
3J3D_C	tRNA links to Rfam database...	0.80	0.68	0.95	19	2755	1	0	1	0	9
3J3E_8	5_8S_rRNA links to Rfam database...	0.32	0.21	0.50	7	7489	11	0	7	4	26
3J3E_7	5S_rRNA links to Rfam database...	0.74	0.63	0.87	34	7101	5	1	4	0	20
3J3F_7	5S_rRNA links to Rfam database...	0.78	0.68	0.89	34	7222	5	1	3	1	16
3J3F_8	5_8S_rRNA links to Rfam database...	0.30	0.25	0.38	9	12222	22	0	15	7	27
3J3V_B	5S_rRNA links to Rfam database...	0.65	0.51	0.83	29	6986	6	1	5	0	28
3ZEX_D	5S_rRNA links to Rfam database...	0.81	0.71	0.92	35	6983	3	0	3	0	14
3ZND_W	tRNA links to Rfam database...	0.47	0.43	0.53	10	2984	11	0	9	2	13
4A1C_2	5_8S_rRNA links to Rfam database...	0.19	0.15	0.25	5	11761	25	0	15	10	28
4A1C_3	5S_rRNA links to Rfam database...	0.82	0.69	0.97	37	7102	1	0	1	0	17
4AOB_A	SAM links to Rfam database...	0.74	0.60	0.93	25	4344	3	0	2	1	17
4ENB_A	crcB links to Rfam database...	0.61	0.42	0.89	8	1266	1	0	1	0	11
4ENC_A	crcB links to Rfam database...	0.55	0.42	0.73	8	1315	3	0	3	0	11
4FRG_B	AdoCbl-variant links to Rfam database...	0.75	0.63	0.91	20	3464	2	1	1	0	12

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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	306
Total TN	96541
Total FP	178
Total FP CONTRA	18
Total FP INCONS	134
Total FP COMP	26
Total FN	329

Total Scores
MCC	0.565
Average MCC ± 95% Confidence Intervals	0.564 ± 0.123
Sensitivity	0.482
Positive Predictive Value	0.668
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...	0.96	0.91	1.00	21	2905	0	0	0	0	2
3J20_0	tRNA links to Rfam database...	0.35	0.37	0.34	11	2818	22	3	18	1	19
3J2L_3	5S_rRNA links to Rfam database...	0.73	0.62	0.87	33	7837	7	0	5	2	20
3J3D_C	tRNA links to Rfam database...	0.68	0.61	0.77	17	2753	5	0	5	0	11
3J3E_8	5_8S_rRNA links to Rfam database...	0.05	0.03	0.08	1	7490	16	1	11	4	32
3J3E_7	5S_rRNA links to Rfam database...	0.64	0.54	0.76	29	7102	9	0	9	0	25
3J3F_7	5S_rRNA links to Rfam database...	0.65	0.58	0.74	29	7221	10	1	9	0	21
3J3F_8	5_8S_rRNA links to Rfam database...	0.33	0.33	0.33	12	12210	33	4	20	9	24
3J3V_B	5S_rRNA links to Rfam database...	0.51	0.37	0.72	21	6992	8	1	7	0	36
3ZEX_D	5S_rRNA links to Rfam database...	0.75	0.65	0.86	32	6984	5	0	5	0	17
3ZND_W	tRNA links to Rfam database...	0.47	0.39	0.56	9	2987	10	0	7	3	14
4A1C_2	5_8S_rRNA links to Rfam database...	0.16	0.15	0.18	5	11753	29	5	18	6	28
4A1C_3	5S_rRNA links to Rfam database...	0.68	0.56	0.83	30	7104	6	0	6	0	24
4AOB_A	SAM links to Rfam database...	0.71	0.50	1.00	21	4350	1	0	0	1	21
4ENB_A	crcB links to Rfam database...	0.76	0.58	1.00	11	1264	0	0	0	0	8
4ENC_A	crcB links to Rfam database...	0.76	0.58	1.00	11	1315	0	0	0	0	8
4FRG_B	AdoCbl-variant links to Rfam database...	0.41	0.41	0.43	13	3456	17	3	14	0	19

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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 ]