CompaRNA - on-line benchmarks of RNA structure prediction methods

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Metric	PknotsRG		RNAalifold(seed)
MCC	0.573	>	0.539
Average MCC ± 95% Confidence Intervals	0.654 ± 0.117	>	0.513 ± 0.102
Sensitivity	0.521	>	0.336
Positive Predictive Value	0.632	<	0.866
Total TP	413	>	266
Total TN	216043	<	216389
Total FP	281	>	53
Total FP CONTRA	52	>	12
Total FP INCONS	188	>	29
Total FP COMP	41	>	12
Total FN	379	<	526
P-value	2.9966815982e-08

Comparison of performance of PknotsRG and RNAalifold(seed). 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 PknotsRG and RNAalifold(seed)).
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 PknotsRG and RNAalifold(seed)).
Comparison of average Matthews Correlation Coefficients (MCCs) for PknotsRG and RNAalifold(seed). 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 PknotsRG and RNAalifold(seed)).

Total Scores
MCC	0.573
Average MCC ± 95% Confidence Intervals	0.654 ± 0.117
Sensitivity	0.521
Positive Predictive Value	0.632
Nr of predictions	19

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2KDQ_B	mir-TAR links to Rfam database...	0.95	0.91	1.00	10	396	0	0	0	0	1
2KX8_A	7SK links to Rfam database...	0.94	0.89	1.00	16	845	0	0	0	0	2
2LC8_A	GP_knot1 links to Rfam database...	0.63	0.55	0.73	11	1525	4	1	3	0	9
3A3A_A	tRNA-Sec links to Rfam database...	0.87	0.76	1.00	28	3627	0	0	0	0	9
3GX2_A	SAM links to Rfam database...	0.67	0.55	0.81	22	4344	6	0	5	1	18
3IVN_B	Purine links to Rfam database...	0.78	0.61	1.00	19	2327	0	0	0	0	12
3IYQ_A	tmRNA links to Rfam database...	0.31	0.33	0.28	31	60617	80	24	54	2	63
3IZ4_A	tmRNA links to Rfam database...	0.51	0.47	0.55	62	70763	52	10	41	1	70
3JYX_4	5_8S_rRNA links to Rfam database...	0.31	0.30	0.32	10	12215	33	5	16	12	23
3LA5_A	Purine links to Rfam database...	0.78	0.62	1.00	21	2464	0	0	0	0	13
3NPB_A	SAM links to Rfam database...	0.83	0.72	0.97	33	6987	3	0	1	2	13
3O58_3	5_8S_rRNA links to Rfam database...	0.34	0.34	0.34	12	12368	34	2	21	11	23
3PDR_A	ykoK links to Rfam database...	0.75	0.63	0.90	45	12830	7	1	4	2	27
3RKF_A	Purine links to Rfam database...	0.76	0.59	1.00	20	2191	0	0	0	0	14
3SD1_A	THF links to Rfam database...	0.61	0.50	0.75	21	3888	7	1	6	0	21
4A1C_2	5_8S_rRNA links to Rfam database...	0.14	0.15	0.13	5	11742	43	5	29	9	28
4AOB_A	SAM links to Rfam database...	0.50	0.40	0.63	17	4344	11	2	8	1	25
4ENB_A	crcB links to Rfam database...	0.89	0.79	1.00	15	1260	0	0	0	0	4
4ENC_A	crcB links to Rfam database...	0.86	0.79	0.94	15	1310	1	1	0	0	4

Total Scores
MCC	0.539
Average MCC ± 95% Confidence Intervals	0.513 ± 0.102
Sensitivity	0.336
Positive Predictive Value	0.866
Nr of predictions	19

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2KDQ_B	mir-TAR links to Rfam database...	0.52	0.27	1.00	3	403	0	0	0	0	8
2KX8_A	7SK links to Rfam database...	0.00	0.00	0.00	0	861	0	0	0	0	18
2LC8_A	GP_knot1 links to Rfam database...	-0.01	0.00	0.00	0	1528	12	0	12	0	20
3A3A_A	tRNA-Sec links to Rfam database...	0.71	0.51	1.00	19	3636	0	0	0	0	18
3GX2_A	SAM links to Rfam database...	0.74	0.55	1.00	22	4349	1	0	0	1	18
3IVN_B	Purine links to Rfam database...	0.61	0.48	0.79	15	2327	4	2	2	0	16
3IYQ_A	tmRNA links to Rfam database...	0.38	0.21	0.69	20	60697	13	5	4	4	74
3IZ4_A	tmRNA links to Rfam database...	0.42	0.21	0.85	28	70843	5	1	4	0	104
3JYX_4	5_8S_rRNA links to Rfam database...	0.46	0.21	1.00	7	12239	2	0	0	2	26
3LA5_A	Purine links to Rfam database...	0.63	0.47	0.84	16	2466	3	1	2	0	18
3NPB_A	SAM links to Rfam database...	0.66	0.48	0.92	22	6997	3	1	1	1	24
3O58_3	5_8S_rRNA links to Rfam database...	0.51	0.26	1.00	9	12394	0	0	0	0	26
3PDR_A	ykoK links to Rfam database...	0.68	0.46	1.00	33	12847	1	0	0	1	39
3RKF_A	Purine links to Rfam database...	0.63	0.47	0.84	16	2192	3	1	2	0	18
3SD1_A	THF links to Rfam database...	0.58	0.40	0.85	17	3896	3	1	2	0	25
4A1C_2	5_8S_rRNA links to Rfam database...	0.39	0.15	1.00	5	11776	2	0	0	2	28
4AOB_A	SAM links to Rfam database...	0.72	0.52	1.00	22	4349	1	0	0	1	20
4ENB_A	crcB links to Rfam database...	0.56	0.32	1.00	6	1269	0	0	0	0	13
4ENC_A	crcB links to Rfam database...	0.56	0.32	1.00	6	1320	0	0	0	0	13

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