CompaRNA - on-line benchmarks of RNA structure prediction methods

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Metric	CentroidAlifold(20)		RNAshapes
MCC	0.695	>	0.558
Average MCC ± 95% Confidence Intervals	0.693 ± 0.065	>	0.557 ± 0.092
Sensitivity	0.540	>	0.487
Positive Predictive Value	0.897	>	0.643
Total TP	495	>	446
Total TN	191066	>	190924
Total FP	88	<	317
Total FP CONTRA	13	<	37
Total FP INCONS	44	<	211
Total FP COMP	31	<	69
Total FN	421	<	470
P-value	5.10776592382e-08

Comparison of performance of CentroidAlifold(20) 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 CentroidAlifold(20) 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 CentroidAlifold(20) and RNAshapes).
Comparison of average Matthews Correlation Coefficients (MCCs) for CentroidAlifold(20) 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 CentroidAlifold(20) and RNAshapes).

Total Scores
MCC	0.695
Average MCC ± 95% Confidence Intervals	0.693 ± 0.065
Sensitivity	0.540
Positive Predictive Value	0.897
Nr of predictions	23

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2WRQ_Y	tRNA links to Rfam database...	0.57	0.59	0.56	10	2832	11	5	3	3	7
2XQD_Y	tRNA links to Rfam database...	0.88	0.78	1.00	21	2829	0	0	0	0	6
3A2K_C	tRNA links to Rfam database...	0.86	0.75	1.00	21	2905	0	0	0	0	7
3AMU_B	tRNA links to Rfam database...	0.86	0.74	1.00	20	2983	1	0	0	1	7
3GX2_A	SAM links to Rfam database...	0.77	0.60	1.00	24	4347	1	0	0	1	16
3IVN_B	Purine links to Rfam database...	0.78	0.65	0.95	20	2325	1	1	0	0	11
3IZ4_A	tmRNA links to Rfam database...	0.58	0.39	0.88	51	70818	7	3	4	0	81
3IZF_C	5S_rRNA links to Rfam database...	0.75	0.61	0.92	33	6867	4	0	3	1	21
3JYV_7	tRNA links to Rfam database...	0.81	0.66	1.00	21	2829	0	0	0	0	11
3JYX_4	5_8S_rRNA links to Rfam database...	0.39	0.27	0.56	9	12230	9	0	7	2	24
3JYX_3	5S_rRNA links to Rfam database...	0.61	0.56	0.68	15	6306	20	0	7	13	12
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...	0.70	0.54	0.89	25	6993	5	1	2	2	21
3O58_3	5_8S_rRNA links to Rfam database...	0.54	0.31	0.92	11	12391	1	0	1	0	24
3O58_2	5S_rRNA links to Rfam database...	0.78	0.76	0.81	29	7224	9	2	5	2	9
3PDR_A	ykoK links to Rfam database...	0.76	0.63	0.94	45	12832	5	0	3	2	27
3RKF_A	Purine links to Rfam database...	0.72	0.53	1.00	18	2193	0	0	0	0	16
3SD1_A	THF links to Rfam database...	0.71	0.52	0.96	22	3893	1	0	1	0	20
4A1C_3	5S_rRNA links to Rfam database...	0.76	0.63	0.92	34	7103	4	0	3	1	20
4A1C_2	5_8S_rRNA links to Rfam database...	0.26	0.15	0.45	5	11770	8	1	5	2	28
4AOB_A	SAM links to Rfam database...	0.75	0.57	1.00	24	4347	1	0	0	1	18
4ENB_A	crcB links to Rfam database...	0.69	0.47	1.00	9	1266	0	0	0	0	10
4ENC_A	crcB links to Rfam database...	0.60	0.37	1.00	7	1319	0	0	0	0	12

Total Scores
MCC	0.558
Average MCC ± 95% Confidence Intervals	0.557 ± 0.092
Sensitivity	0.487
Positive Predictive Value	0.643
Nr of predictions	23

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2WRQ_Y	tRNA links to Rfam database...	0.59	0.59	0.59	10	2833	12	4	3	5	7
2XQD_Y	tRNA links to Rfam database...	0.64	0.56	0.75	15	2830	5	0	5	0	12
3A2K_C	tRNA links to Rfam database...	0.42	0.39	0.46	11	2902	13	2	11	0	17
3AMU_B	tRNA links to Rfam database...	0.70	0.59	0.84	16	2984	5	0	3	2	11
3GX2_A	SAM links to Rfam database...	0.76	0.63	0.93	25	4344	3	0	2	1	15
3IVN_B	Purine links to Rfam database...	0.78	0.61	1.00	19	2327	0	0	0	0	12
3IZ4_A	tmRNA links to Rfam database...	0.52	0.45	0.60	60	70776	45	6	34	5	72
3IZF_C	5S_rRNA links to Rfam database...	0.59	0.52	0.68	28	6862	13	1	12	0	26
3JYV_7	tRNA links to Rfam database...	-0.01	0.00	0.00	0	2830	20	0	20	0	32
3JYX_4	5_8S_rRNA links to Rfam database...	0.31	0.30	0.31	10	12214	35	5	17	13	23
3JYX_3	5S_rRNA links to Rfam database...	0.63	0.63	0.63	17	6301	21	1	9	11	10
3LA5_A	Purine links to Rfam database...	0.76	0.59	1.00	20	2465	0	0	0	0	14
3NPB_A	SAM links to Rfam database...	0.77	0.63	0.94	29	6990	4	1	1	2	17
3O58_3	5_8S_rRNA links to Rfam database...	0.34	0.34	0.34	12	12368	37	2	21	14	23
3O58_2	5S_rRNA links to Rfam database...	0.60	0.61	0.59	23	7221	18	4	12	2	15
3PDR_A	ykoK links to Rfam database...	0.67	0.56	0.80	40	12830	12	0	10	2	32
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...	0.64	0.52	0.79	22	3888	6	1	5	0	20
4A1C_3	5S_rRNA links to Rfam database...	0.68	0.57	0.82	31	7102	7	1	6	0	23
4A1C_2	5_8S_rRNA links to Rfam database...	0.14	0.15	0.14	5	11746	41	5	25	11	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...	0.70	0.58	0.85	11	1262	2	1	1	0	8
4ENC_A	crcB links to Rfam database...	0.32	0.26	0.42	5	1314	7	1	6	0	14

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