CompaRNA - on-line benchmarks of RNA structure prediction methods

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Metric	Pknots		RNAshapes
MCC	0.676	>	0.672
Average MCC ± 95% Confidence Intervals	0.678 ± 0.115	>	0.641 ± 0.118
Sensitivity	0.693	>	0.663
Positive Predictive Value	0.668	<	0.692
Total TP	407	>	389
Total TN	37377	<	37424
Total FP	248	>	226
Total FP CONTRA	65	>	44
Total FP INCONS	137	>	129
Total FP COMP	46	<	53
Total FN	180	<	198
P-value	0.0709819156009

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

Total Scores
MCC	0.676
Average MCC ± 95% Confidence Intervals	0.678 ± 0.115
Sensitivity	0.693
Positive Predictive Value	0.668
Nr of predictions	26

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
2KRL_A	-	0.79	0.83	0.76	19	1999	13	5	1	7	4
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
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
3NPB_A	SAM links to Rfam database...	0.84	0.81	0.88	30	2244	9	0	4	5	7
3O58_3	5_8S_rRNA links to Rfam database...	0.32	0.45	0.24	10	4722	39	18	14	7	12
3PDR_A	ykoK links to Rfam database...	0.64	0.64	0.65	32	4791	19	4	13	2	18
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
3U4M_B	-	0.33	0.36	0.32	8	1251	17	4	13	0	14
4A1C_2	5_8S_rRNA links to Rfam database...	0.33	0.40	0.29	8	4488	36	9	11	16	12
4AOB_A	SAM links to Rfam database...	0.19	0.21	0.21	6	1409	23	3	19	1	23
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

Total Scores
MCC	0.672
Average MCC ± 95% Confidence Intervals	0.641 ± 0.118
Sensitivity	0.663
Positive Predictive Value	0.692
Nr of predictions	26

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2KFC_A	-	-0.03	0.00	0.00	0	229	7	1	6	0	8
2KRL_A	-	0.91	0.87	0.95	20	2003	9	1	0	8	3
2LC8_A	GP_knot1 links to Rfam database...	0.64	0.61	0.69	11	512	5	0	5	0	7
2RP0_A	-	0.84	0.71	1.00	5	111	0	0	0	0	2
2ZZN_D	tRNA links to Rfam database...	0.77	0.77	0.77	17	962	5	1	4	0	5
3A2K_C	tRNA links to Rfam database...	0.47	0.50	0.46	11	1084	13	3	10	0	11
3A3A_A	tRNA-Sec links to Rfam database...	0.84	0.80	0.89	24	1473	3	0	3	0	6
3ADB_C	-	0.71	0.70	0.74	23	1788	8	0	8	0	10
3GCA_A	-	0.84	0.71	1.00	5	153	0	0	0	0	2
3GX2_A	SAM links to Rfam database...	0.91	0.89	0.93	25	1422	3	1	1	1	3
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...	0.83	0.79	0.88	22	1447	3	1	2	0	6
3J0L_a	-	0.18	0.18	0.22	2	402	8	3	4	1	9
3JYV_7	tRNA links to Rfam database...	-0.02	0.00	0.00	0	1092	20	1	18	1	20
3LA5_A	Purine links to Rfam database...	0.89	0.80	1.00	20	934	0	0	0	0	5
3NKB_B	-	0.75	0.74	0.78	14	717	6	0	4	2	5
3NPB_A	SAM links to Rfam database...	0.84	0.76	0.93	28	2248	5	1	1	3	9
3O58_3	5_8S_rRNA links to Rfam database...	0.41	0.50	0.34	11	4732	38	6	15	17	11
3PDR_A	ykoK links to Rfam database...	0.80	0.80	0.80	40	4790	12	3	7	2	10
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...	0.77	0.76	0.79	22	1505	6	4	2	0	7
3U4M_B	-	0.49	0.55	0.46	12	1250	14	3	11	0	10
4A1C_2	5_8S_rRNA links to Rfam database...	0.19	0.25	0.16	5	4484	41	11	16	14	15
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...	0.85	0.73	1.00	11	461	2	0	0	2	4
4ENC_A	crcB links to Rfam database...	0.37	0.33	0.45	5	485	7	0	6	1	10

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