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)		HotKnots
MCC	0.793	>	0.588
Average MCC ± 95% Confidence Intervals	0.752 ± 0.129	>	0.579 ± 0.158
Sensitivity	0.776	>	0.634
Positive Predictive Value	0.815	>	0.554
Total TP	339	>	277
Total TN	41984	>	41900
Total FP	145	<	311
Total FP CONTRA	14	<	66
Total FP INCONS	63	<	157
Total FP COMP	68	<	88
Total FN	98	<	160
P-value	2.57237423209e-08

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Performance plots

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

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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	339
Total TN	41984
Total FP	145
Total FP CONTRA	14
Total FP INCONS	63
Total FP COMP	68
Total FN	98

Total Scores
MCC	0.793
Average MCC ± 95% Confidence Intervals	0.752 ± 0.129
Sensitivity	0.776
Positive Predictive Value	0.815
Nr of predictions	18

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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_8	5_8S_rRNA links to Rfam database...	0.34	0.37	0.32	7	4739	24	5	10	9	12
3J3F_7	5S_rRNA links to Rfam database...	0.93	0.92	0.94	33	2899	6	0	2	4	3
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
3ZEX_C	5_8S_rRNA links to Rfam database...	0.26	0.24	0.29	7	5350	20	1	16	3	22
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 HotKnots - scored lower in this pairwise comparison

1. Total counts & total scores for HotKnots

Total Base Pair Counts
Total TP	277
Total TN	41900
Total FP	311
Total FP CONTRA	66
Total FP INCONS	157
Total FP COMP	88
Total FN	160

Total Scores
MCC	0.588
Average MCC ± 95% Confidence Intervals	0.579 ± 0.158
Sensitivity	0.634
Positive Predictive Value	0.554
Nr of predictions	18

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2. Individual counts for HotKnots [ 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...	0.75	0.75	0.75	15	1092	8	0	5	3	5
3J20_0	tRNA links to Rfam database...	0.54	0.57	0.52	12	1196	12	3	8	1	9
3J2L_3	5S_rRNA links to Rfam database...	0.80	0.82	0.78	28	2984	12	1	7	4	6
3J3D_C	tRNA links to Rfam database...	0.33	0.37	0.32	7	946	15	3	12	0	12
3J3E_8	5_8S_rRNA links to Rfam database...	0.15	0.20	0.12	3	2717	33	7	15	11	12
3J3E_7	5S_rRNA links to Rfam database...	0.80	0.79	0.82	27	2708	11	1	5	5	7
3J3F_8	5_8S_rRNA links to Rfam database...	0.33	0.42	0.26	8	4730	43	11	12	20	11
3J3F_7	5S_rRNA links to Rfam database...	0.86	0.86	0.86	31	2898	8	1	4	3	5
3J3V_B	5S_rRNA links to Rfam database...	0.75	0.74	0.77	20	2630	17	0	6	11	7
3ZEX_D	5S_rRNA links to Rfam database...	0.90	0.86	0.94	30	2764	6	0	2	4	5
3ZEX_C	5_8S_rRNA links to Rfam database...	-0.01	0.00	0.00	0	5328	46	11	35	0	29
3ZND_W	tRNA links to Rfam database...	0.24	0.38	0.16	3	1172	24	9	7	8	5
4A1C_2	5_8S_rRNA links to Rfam database...	0.19	0.25	0.15	5	4483	42	12	16	14	15
4A1C_3	5S_rRNA links to Rfam database...	0.88	0.86	0.89	32	2727	7	0	4	3	5
4AOB_A	SAM links to Rfam database...	0.60	0.59	0.63	17	1410	11	4	6	1	12
4ENB_A	crcB links to Rfam database...	1.00	1.00	1.00	15	457	0	0	0	0	0
4ENC_A	crcB links to Rfam database...	0.97	1.00	0.94	15	480	1	1	0	0	0
4FRG_B	AdoCbl-variant links to Rfam database...	0.36	0.38	0.38	9	1178	15	2	13	0	15

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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 HotKnots - scored lower in this pairwise comparison

1. Total counts & total scores for HotKnots

2. Individual counts for HotKnots [ download as .csv ]