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)		IPknot
MCC	0.866	>	0.710
Average MCC ± 95% Confidence Intervals	0.837 ± 0.059	>	0.659 ± 0.107
Sensitivity	0.841	>	0.700
Positive Predictive Value	0.892	>	0.722
Total TP	858	>	714
Total TN	473383	>	473356
Total FP	280	<	408
Total FP CONTRA	35	<	73
Total FP INCONS	69	<	202
Total FP COMP	176	>	133
Total FN	162	<	306
P-value	5.19332990918e-08

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Performance plots

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

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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	858
Total TN	473383
Total FP	280
Total FP CONTRA	35
Total FP INCONS	69
Total FP COMP	176
Total FN	162

Total Scores
MCC	0.866
Average MCC ± 95% Confidence Intervals	0.837 ± 0.059
Sensitivity	0.841
Positive Predictive Value	0.892
Nr of predictions	26

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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
2LC8_A	GP_knot1 links to Rfam database...	0.41	0.33	0.55	6	517	5	0	5	0	12
3J16_L	tRNA links to Rfam database...	1.00	1.00	1.00	21	1138	1	0	0	1	0
3J20_1	tRNA links to Rfam database...	1.00	1.00	1.00	20	1092	2	0	0	2	0
3J20_2	SSU_rRNA_archaea links to Rfam database...	0.86	0.86	0.86	356	421956	129	18	38	73	56
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_8	5_8S_rRNA links to Rfam database...	0.71	0.67	0.77	10	2729	8	1	2	5	5
3J3E_7	5S_rRNA links to Rfam database...	0.97	0.97	0.97	33	2707	6	0	1	5	1
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
3J3V_B	5S_rRNA links to Rfam database...	0.90	0.89	0.92	24	2630	14	0	2	12	3
3UZL_B	tRNA links to Rfam database...	0.93	0.88	1.00	14	1279	8	0	0	8	2
3W1K_J	tRNA-Sec links to Rfam database...	0.85	0.81	0.89	25	1650	4	2	1	1	6
3W3S_B	tRNA-Sec links to Rfam database...	0.80	0.73	0.89	24	1962	6	1	2	3	9
3ZEX_D	5S_rRNA links to Rfam database...	0.96	0.94	0.97	33	2762	6	0	1	5	2
3ZEX_C	5_8S_rRNA links to Rfam database...	0.70	0.59	0.85	17	5354	12	1	2	9	12
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
4FRN_A	AdoCbl-variant links to Rfam database...	0.83	0.79	0.88	22	1823	3	2	1	0	6
4JF2_A	preQ1-II links to Rfam database...	0.76	0.63	0.94	15	1066	1	1	0	0	9

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Performance of IPknot - scored lower in this pairwise comparison

1. Total counts & total scores for IPknot

Total Base Pair Counts
Total TP	714
Total TN	473356
Total FP	408
Total FP CONTRA	73
Total FP INCONS	202
Total FP COMP	133
Total FN	306

Total Scores
MCC	0.710
Average MCC ± 95% Confidence Intervals	0.659 ± 0.107
Sensitivity	0.700
Positive Predictive Value	0.722
Nr of predictions	26

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2LC8_A	GP_knot1 links to Rfam database...	0.41	0.33	0.55	6	517	5	1	4	0	12
3J16_L	tRNA links to Rfam database...	0.90	0.81	1.00	17	1142	0	0	0	0	4
3J20_1	tRNA links to Rfam database...	1.00	1.00	1.00	20	1092	1	0	0	1	0
3J20_2	SSU_rRNA_archaea links to Rfam database...	0.75	0.74	0.76	305	421966	159	17	80	62	107
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...	0.82	0.82	0.82	28	2986	10	0	6	4	6
3J3D_C	tRNA links to Rfam database...	0.52	0.53	0.53	10	949	9	3	6	0	9
3J3E_8	5_8S_rRNA links to Rfam database...	-0.01	0.00	0.00	0	2723	25	5	14	6	15
3J3E_7	5S_rRNA links to Rfam database...	0.60	0.56	0.66	19	2712	11	1	9	1	15
3J3F_8	5_8S_rRNA links to Rfam database...	0.36	0.47	0.28	9	4729	40	11	12	17	10
3J3F_7	5S_rRNA links to Rfam database...	0.81	0.83	0.79	30	2896	10	1	7	2	6
3J3V_B	5S_rRNA links to Rfam database...	0.54	0.56	0.54	15	2628	16	4	9	3	12
3UZL_B	tRNA links to Rfam database...	0.93	0.88	1.00	14	1279	7	0	0	7	2
3W1K_J	tRNA-Sec links to Rfam database...	0.97	0.97	0.97	30	1647	1	1	0	0	1
3W3S_B	tRNA-Sec links to Rfam database...	0.94	0.91	0.97	30	1958	2	0	1	1	3
3ZEX_D	5S_rRNA links to Rfam database...	0.81	0.80	0.82	28	2762	10	0	6	4	7
3ZEX_C	5_8S_rRNA links to Rfam database...	0.51	0.34	0.77	10	5361	7	1	2	4	19
3ZND_W	tRNA links to Rfam database...	0.24	0.38	0.16	3	1172	25	9	7	9	5
4A1C_3	5S_rRNA links to Rfam database...	0.83	0.81	0.86	30	2728	7	0	5	2	7
4A1C_2	5_8S_rRNA links to Rfam database...	0.23	0.25	0.22	5	4493	26	8	10	8	15
4AOB_A	SAM links to Rfam database...	0.50	0.48	0.54	14	1411	13	3	9	1	15
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...	0.59	0.53	0.67	8	484	4	0	4	0	7
4FRG_B	AdoCbl-variant links to Rfam database...	0.75	0.71	0.81	17	1181	4	3	1	0	7
4FRN_A	AdoCbl-variant links to Rfam database...	0.79	0.71	0.87	20	1825	3	1	2	0	8
4JF2_A	preQ1-II links to Rfam database...	0.96	0.96	0.96	23	1058	1	1	0	0	1

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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 IPknot - scored lower in this pairwise comparison

1. Total counts & total scores for IPknot

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