CompaRNA - on-line benchmarks of RNA structure prediction methods

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Metric	Pknots		RDfolder
MCC	0.729	>	0.569
Average MCC ± 95% Confidence Intervals	0.714 ± 0.116	>	0.577 ± 0.138
Sensitivity	0.733	>	0.510
Positive Predictive Value	0.736	>	0.653
Total TP	374	>	260
Total TN	22798	<	22908
Total FP	145	>	141
Total FP CONTRA	39	>	28
Total FP INCONS	95	<	110
Total FP COMP	11	>	3
Total FN	136	<	250
P-value	5.1503931209e-08

Comparison of performance of Pknots and RDfolder. 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 Pknots and RDfolder).
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 Pknots and RDfolder).
Comparison of average Matthews Correlation Coefficients (MCCs) for Pknots and RDfolder. 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 Pknots and RDfolder).

Total Scores
MCC	0.729
Average MCC ± 95% Confidence Intervals	0.714 ± 0.116
Sensitivity	0.733
Positive Predictive Value	0.736
Nr of predictions	25

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2KFC_A	-	0.17	0.25	0.17	2	224	10	3	7	0	6
2LC8_A	GP_knot1 links to Rfam database...	0.83	0.83	0.83	15	510	3	2	1	0	3
2RP0_A	-	0.87	1.00	0.78	7	107	2	2	0	0	0
2ZZN_D	tRNA links to Rfam database...	0.95	0.95	0.95	21	962	1	1	0	0	1
3A2K_C	tRNA links to Rfam database...	0.50	0.55	0.48	12	1083	13	3	10	0	10
3A3A_A	tRNA-Sec links to Rfam database...	0.97	0.93	1.00	28	1472	0	0	0	0	2
3ADB_C	-	0.98	0.97	1.00	32	1787	0	0	0	0	1
3GCA_A	-	0.66	0.57	0.80	4	153	3	0	1	2	3
3GX2_A	SAM links to Rfam database...	0.55	0.57	0.55	16	1420	14	4	9	1	12
3IVN_B	Purine links to Rfam database...	0.91	0.87	0.95	20	882	1	0	1	0	3
3IWN_A	c-di-GMP-I links to Rfam database...	0.22	0.21	0.25	6	1448	18	2	16	0	22
3J0L_a	-	0.35	0.36	0.36	4	400	8	3	4	1	7
3J20_0	tRNA links to Rfam database...	0.95	0.95	0.95	20	1198	2	1	0	1	1
3J3D_C	tRNA links to Rfam database...	0.46	0.53	0.42	10	944	14	5	9	0	9
3JYV_7	tRNA links to Rfam database...	0.97	0.95	1.00	19	1092	2	0	0	2	1
3LA5_A	Purine links to Rfam database...	0.94	0.88	1.00	22	932	0	0	0	0	3
3NKB_B	-	0.64	0.68	0.62	13	714	8	0	8	0	6
3RKF_A	Purine links to Rfam database...	0.91	0.88	0.95	21	844	1	0	1	0	3
3SD1_A	THF links to Rfam database...	0.78	0.76	0.81	22	1506	5	1	4	0	7
3W3S_B	tRNA-Sec links to Rfam database...	0.78	0.76	0.81	25	1958	7	1	5	1	8
4AOB_A	SAM links to Rfam database...	0.19	0.21	0.21	6	1409	23	3	19	1	23
4ATO_G	-	0.36	0.43	0.33	3	211	6	6	0	0	4
4ENB_A	crcB links to Rfam database...	1.00	1.00	1.00	15	457	2	0	0	2	0
4ENC_A	crcB links to Rfam database...	0.97	1.00	0.94	15	480	1	1	0	0	0
4JRC_A	-	0.94	0.94	0.94	16	605	1	1	0	0	1

Total Scores
MCC	0.569
Average MCC ± 95% Confidence Intervals	0.577 ± 0.138
Sensitivity	0.510
Positive Predictive Value	0.653
Nr of predictions	25

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2KFC_A	-	0.79	0.63	1.00	5	231	0	0	0	0	3
2LC8_A	GP_knot1 links to Rfam database...	-0.03	0.00	0.00	0	514	14	3	11	0	18
2RP0_A	-	0.84	0.71	1.00	5	111	0	0	0	0	2
2ZZN_D	tRNA links to Rfam database...	0.93	0.95	0.91	21	961	2	2	0	0	1
3A2K_C	tRNA links to Rfam database...	0.98	0.95	1.00	21	1087	0	0	0	0	1
3A3A_A	tRNA-Sec links to Rfam database...	0.59	0.50	0.71	15	1479	6	0	6	0	15
3ADB_C	-	0.48	0.45	0.54	15	1791	13	1	12	0	18
3GCA_A	-	0.84	0.71	1.00	5	153	0	0	0	0	2
3GX2_A	SAM links to Rfam database...	0.60	0.57	0.64	16	1424	10	2	7	1	12
3IVN_B	Purine links to Rfam database...	0.91	0.83	1.00	19	884	0	0	0	0	4
3IWN_A	c-di-GMP-I links to Rfam database...	-0.01	0.00	0.00	0	1462	10	1	9	0	28
3J0L_a	-	-0.02	0.00	0.00	0	407	4	3	1	0	11
3J20_0	tRNA links to Rfam database...	0.82	0.76	0.89	16	1201	3	1	1	1	5
3J3D_C	tRNA links to Rfam database...	0.76	0.79	0.75	15	948	5	3	2	0	4
3JYV_7	tRNA links to Rfam database...	-0.02	0.00	0.00	0	1091	20	4	16	0	20
3LA5_A	Purine links to Rfam database...	0.91	0.84	1.00	21	933	0	0	0	0	4
3NKB_B	-	0.43	0.42	0.47	8	718	9	2	7	0	11
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...	0.35	0.24	0.54	7	1520	6	1	5	0	22
3W3S_B	tRNA-Sec links to Rfam database...	0.29	0.27	0.33	9	1962	18	2	16	0	24
4AOB_A	SAM links to Rfam database...	0.42	0.38	0.48	11	1414	13	3	9	1	18
4ATO_G	-	0.75	0.57	1.00	4	216	0	0	0	0	3
4ENB_A	crcB links to Rfam database...	0.48	0.40	0.60	6	462	4	0	4	0	9
4ENC_A	crcB links to Rfam database...	0.48	0.40	0.60	6	486	4	0	4	0	9
4JRC_A	-	0.94	0.88	1.00	15	607	0	0	0	0	2

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