CompaRNA - on-line benchmarks of RNA structure prediction methods

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Metric	IPknot		Mastr(20)
MCC	0.712	>	0.616
Average MCC ± 95% Confidence Intervals	0.707 ± 0.119	>	0.523 ± 0.207
Sensitivity	0.678	>	0.493
Positive Predictive Value	0.756	<	0.779
Total TP	238	>	173
Total TN	27648	<	27741
Total FP	105	>	63
Total FP CONTRA	18	>	9
Total FP INCONS	59	>	40
Total FP COMP	28	>	14
Total FN	113	<	178
P-value	1.89649746203e-08

Comparison of performance of IPknot and Mastr(20). 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 IPknot and Mastr(20)).
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 IPknot and Mastr(20)).
Comparison of average Matthews Correlation Coefficients (MCCs) for IPknot and Mastr(20). 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 IPknot and Mastr(20)).

Total Scores
MCC	0.712
Average MCC ± 95% Confidence Intervals	0.707 ± 0.119
Sensitivity	0.678
Positive Predictive Value	0.756
Nr of predictions	14

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
3AMU_B	tRNA links to Rfam database...	0.81	0.79	0.83	15	1139	6	0	3	3	4
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...	0.54	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
3RKF_A	Purine links to Rfam database...	0.91	0.83	1.00	20	846	0	0	0	0	4
3SD1_A	THF links to Rfam database...	0.74	0.69	0.80	20	1508	5	0	5	0	9
3ZEX_C	5_8S_rRNA links to Rfam database...	0.51	0.34	0.77	10	5361	7	1	2	4	19
3ZEX_D	5S_rRNA links to Rfam database...	0.81	0.80	0.82	28	2762	10	0	6	4	7
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

Total Scores
MCC	0.616
Average MCC ± 95% Confidence Intervals	0.523 ± 0.207
Sensitivity	0.493
Positive Predictive Value	0.779
Nr of predictions	14

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
3AMU_B	tRNA links to Rfam database...	0.89	0.79	1.00	15	1142	2	0	0	2	4
3J20_1	tRNA links to Rfam database...	0.26	0.25	0.29	5	1095	12	1	11	0	15
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...	0.42	0.38	0.48	13	2993	16	2	12	2	21
3RKF_A	Purine links to Rfam database...	0.84	0.71	1.00	17	849	0	0	0	0	7
3SD1_A	THF links to Rfam database...	0.73	0.72	0.75	21	1505	7	4	3	0	8
3ZEX_C	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	5374	0	0	0	0	29
3ZEX_D	5S_rRNA links to Rfam database...	0.93	0.91	0.94	32	2762	7	0	2	5	3
4A1C_3	5S_rRNA links to Rfam database...	0.88	0.86	0.89	32	2727	7	0	4	3	5
4A1C_2	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	4516	0	0	0	0	20
4AOB_A	SAM links to Rfam database...	0.42	0.34	0.53	10	1418	10	1	8	1	19
4ENB_A	crcB links to Rfam database...	0.44	0.20	1.00	3	469	0	0	0	0	12
4ENC_A	crcB links to Rfam database...	0.57	0.33	1.00	5	491	0	0	0	0	10
4FRG_B	AdoCbl-variant links to Rfam database...	0.00	0.00	0.00	0	1202	0	0	0	0	24

Matthews Correlation Coeffient, Sensitivity and Positive Predictive Value have been calculated based on the paper by Gardener & Giegerich, 2004.