CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	RNAalifold(20)		CentroidHomfold‑LAST
MCC	0.685	>	0.645
Average MCC ± 95% Confidence Intervals	0.674 ± 0.113	>	0.669 ± 0.127
Sensitivity	0.541	<	0.549
Positive Predictive Value	0.872	>	0.764
Total TP	258	<	262
Total TN	59875	>	59828
Total FP	44	<	93
Total FP CONTRA	3	<	11
Total FP INCONS	35	<	70
Total FP COMP	6	<	12
Total FN	219	>	215
P-value	2.36983135185e-08

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Performance plots

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

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

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

Total Base Pair Counts
Total TP	258
Total TN	59875
Total FP	44
Total FP CONTRA	3
Total FP INCONS	35
Total FP COMP	6
Total FN	219

Total Scores
MCC	0.685
Average MCC ± 95% Confidence Intervals	0.674 ± 0.113
Sensitivity	0.541
Positive Predictive Value	0.872
Nr of predictions	14

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2. Individual counts for RNAalifold(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...	0.53	0.50	0.59	10	973	7	0	7	0	10
3AMU_B	tRNA links to Rfam database...	0.86	0.74	1.00	20	2983	1	0	0	1	7
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...	0.69	0.47	1.00	25	7850	2	0	0	2	28
3RKF_A	Purine links to Rfam database...	0.68	0.50	0.94	17	2193	1	0	1	0	17
3SD1_A	THF links to Rfam database...	0.70	0.60	0.83	25	3886	5	1	4	0	17
3ZEX_D	5S_rRNA links to Rfam database...	0.80	0.69	0.92	34	6984	3	0	3	0	15
4A1C_3	5S_rRNA links to Rfam database...	0.74	0.57	0.97	31	7108	1	0	1	0	23
4A1C_2	5_8S_rRNA links to Rfam database...	0.17	0.15	0.19	5	11755	23	2	19	2	28
4AOB_A	SAM links to Rfam database...	0.72	0.52	1.00	22	4349	1	0	0	1	20
4ENB_A	crcB links to Rfam database...	0.46	0.21	1.00	4	1271	0	0	0	0	15
4ENC_A	crcB links to Rfam database...	0.56	0.32	1.00	6	1320	0	0	0	0	13
4FRG_B	AdoCbl-variant links to Rfam database...	0.73	0.53	1.00	17	3469	0	0	0	0	15

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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	262
Total TN	59828
Total FP	93
Total FP CONTRA	11
Total FP INCONS	70
Total FP COMP	12
Total FN	215

Total Scores
MCC	0.645
Average MCC ± 95% Confidence Intervals	0.669 ± 0.127
Sensitivity	0.549
Positive Predictive Value	0.764
Nr of predictions	14

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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
2L94_A	HIV_FE links to Rfam database...	0.92	0.90	0.95	18	971	1	0	1	0	2
3AMU_B	tRNA links to Rfam database...	0.82	0.70	0.95	19	2983	3	0	1	2	8
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
3RKF_A	Purine links to Rfam database...	0.72	0.53	1.00	18	2193	0	0	0	0	16
3SD1_A	THF links to Rfam database...	0.64	0.45	0.90	19	3895	2	0	2	0	23
3ZEX_D	5S_rRNA links to Rfam database...	0.75	0.65	0.86	32	6984	5	0	5	0	17
4A1C_3	5S_rRNA links to Rfam database...	0.68	0.56	0.83	30	7104	6	0	6	0	24
4A1C_2	5_8S_rRNA links to Rfam database...	0.16	0.15	0.18	5	11753	29	5	18	6	28
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 RNAalifold(20) - scored higher in this pairwise comparison

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

2. Individual counts for RNAalifold(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 ]