CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	Sfold		Murlet(seed)
MCC	0.787	>	0.620
Average MCC ± 95% Confidence Intervals	0.793 ± 0.089	>	0.616 ± 0.071
Sensitivity	0.759	>	0.442
Positive Predictive Value	0.822	<	0.879
Total TP	448	>	261
Total TN	39002	<	39250
Total FP	165	>	49
Total FP CONTRA	27	>	4
Total FP INCONS	70	>	32
Total FP COMP	68	>	13
Total FN	142	<	329
P-value	5.19332990918e-08

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Performance plots

Comparison of performance of Sfold and Murlet(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 Sfold and Murlet(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 Sfold and Murlet(seed)).
Comparison of average Matthews Correlation Coefficients (MCCs) for Sfold and Murlet(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 Sfold and Murlet(seed)).

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Performance of Sfold - scored higher in this pairwise comparison

1. Total counts & total scores for Sfold

Total Base Pair Counts
Total TP	448
Total TN	39002
Total FP	165
Total FP CONTRA	27
Total FP INCONS	70
Total FP COMP	68
Total FN	142

Total Scores
MCC	0.787
Average MCC ± 95% Confidence Intervals	0.793 ± 0.089
Sensitivity	0.759
Positive Predictive Value	0.822
Nr of predictions	26

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2. Individual counts for Sfold [ download as .csv ]

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...	1.00	1.00	1.00	10	164	0	0	0	0	0
2KE6_A	K10_TLS links to Rfam database...	0.94	0.94	0.94	17	449	2	0	1	1	1
2KUR_A	K10_TLS links to Rfam database...	0.95	0.95	0.95	18	448	1	0	1	0	1
2KUU_A	K10_TLS links to Rfam database...	0.94	0.94	0.94	17	429	2	0	1	1	1
2KUV_A	K10_TLS links to Rfam database...	0.94	0.95	0.95	18	420	1	0	1	0	1
2KUW_A	K10_TLS links to Rfam database...	0.94	0.94	0.94	17	452	2	0	1	1	1
2L1F_A	Gammaretro_CES links to Rfam database...	1.00	1.00	1.00	23	740	0	0	0	0	0
2L1F_B	Gammaretro_CES links to Rfam database...	1.00	1.00	1.00	24	767	0	0	0	0	0
2L94_A	HIV_FE links to Rfam database...	1.00	1.00	1.00	18	339	1	0	0	1	0
2LC8_A	GP_knot1 links to Rfam database...	0.46	0.39	0.58	7	516	5	0	5	0	11
2XKV_B	Bacteria_small_SRP links to Rfam database...	0.64	0.73	0.57	8	1821	25	0	6	19	3
2XXA_G	Bacteria_small_SRP links to Rfam database...	0.37	0.34	0.41	12	2016	18	1	16	1	23
3A3A_A	tRNA-Sec links to Rfam database...	0.97	0.93	1.00	28	1472	0	0	0	0	2
3GX2_A	SAM links to Rfam database...	0.86	0.79	0.96	22	1426	2	1	0	1	6
3IVN_B	Purine links to Rfam database...	0.91	0.83	1.00	19	884	0	0	0	0	4
3JYX_4	5_8S_rRNA links to Rfam database...	0.68	0.83	0.56	10	4738	23	7	1	15	2
3LA5_A	Purine links to Rfam database...	0.91	0.84	1.00	21	933	0	0	0	0	4
3NPB_A	SAM links to Rfam database...	0.85	0.78	0.94	29	2247	7	0	2	5	8
3O58_3	5_8S_rRNA links to Rfam database...	0.51	0.50	0.52	11	4743	18	2	8	8	11
3PDR_A	ykoK links to Rfam database...	0.82	0.80	0.85	40	4793	9	2	5	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...	0.78	0.72	0.84	21	1508	4	2	2	0	8
4A1C_2	5_8S_rRNA links to Rfam database...	0.21	0.25	0.19	5	4489	34	8	14	12	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	0	0	0	0	4
4ENC_A	crcB links to Rfam database...	0.57	0.33	1.00	5	491	0	0	0	0	10

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Performance of Murlet(seed) - scored lower in this pairwise comparison

1. Total counts & total scores for Murlet(seed)

Total Base Pair Counts
Total TP	261
Total TN	39250
Total FP	49
Total FP CONTRA	4
Total FP INCONS	32
Total FP COMP	13
Total FN	329

Total Scores
MCC	0.620
Average MCC ± 95% Confidence Intervals	0.616 ± 0.071
Sensitivity	0.442
Positive Predictive Value	0.879
Nr of predictions	26

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2. Individual counts for Murlet(seed) [ download as .csv ]

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...	0.54	0.30	1.00	3	171	0	0	0	0	7
2KE6_A	K10_TLS links to Rfam database...	0.67	0.56	0.83	10	455	2	0	2	0	8
2KUR_A	K10_TLS links to Rfam database...	0.65	0.53	0.83	10	455	2	0	2	0	9
2KUU_A	K10_TLS links to Rfam database...	0.67	0.56	0.83	10	435	2	0	2	0	8
2KUV_A	K10_TLS links to Rfam database...	0.91	0.84	1.00	16	423	0	0	0	0	3
2KUW_A	K10_TLS links to Rfam database...	0.88	0.83	0.94	15	454	2	0	1	1	3
2L1F_A	Gammaretro_CES links to Rfam database...	0.83	0.78	0.90	18	743	2	0	2	0	5
2L1F_B	Gammaretro_CES links to Rfam database...	0.82	0.75	0.90	18	771	2	0	2	0	6
2L94_A	HIV_FE links to Rfam database...	0.57	0.39	0.88	7	349	2	0	1	1	11
2LC8_A	GP_knot1 links to Rfam database...	-0.03	0.00	0.00	0	516	12	0	12	0	18
2XKV_B	Bacteria_small_SRP links to Rfam database...	0.60	0.36	1.00	4	1831	2	0	0	2	7
2XXA_G	Bacteria_small_SRP links to Rfam database...	0.41	0.17	1.00	6	2039	0	0	0	0	29
3A3A_A	tRNA-Sec links to Rfam database...	0.63	0.40	1.00	12	1488	0	0	0	0	18
3GX2_A	SAM links to Rfam database...	0.70	0.50	1.00	14	1435	1	0	0	1	14
3IVN_B	Purine links to Rfam database...	0.62	0.52	0.75	12	887	4	2	2	0	11
3JYX_4	5_8S_rRNA links to Rfam database...	0.50	0.25	1.00	3	4753	4	0	0	4	9
3LA5_A	Purine links to Rfam database...	0.67	0.56	0.82	14	937	3	1	2	0	11
3NPB_A	SAM links to Rfam database...	0.59	0.35	1.00	13	2265	2	0	0	2	24
3O58_3	5_8S_rRNA links to Rfam database...	0.52	0.27	1.00	6	4758	1	0	0	1	16
3PDR_A	ykoK links to Rfam database...	0.53	0.28	1.00	14	4826	0	0	0	0	36
3RKF_A	Purine links to Rfam database...	0.62	0.50	0.80	12	851	3	1	2	0	12
3SD1_A	THF links to Rfam database...	0.56	0.38	0.85	11	1520	2	0	2	0	18
4A1C_2	5_8S_rRNA links to Rfam database...	0.59	0.35	1.00	7	4509	0	0	0	0	13
4AOB_A	SAM links to Rfam database...	0.69	0.48	1.00	14	1423	1	0	0	1	15
4ENB_A	crcB links to Rfam database...	0.63	0.40	1.00	6	466	0	0	0	0	9
4ENC_A	crcB links to Rfam database...	0.63	0.40	1.00	6	490	0	0	0	0	9

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

Table of contents:

Overview

Performance plots

Performance of Sfold - scored higher in this pairwise comparison

1. Total counts & total scores for Sfold

2. Individual counts for Sfold [ download as .csv ]

Performance of Murlet(seed) - scored lower in this pairwise comparison

1. Total counts & total scores for Murlet(seed)

2. Individual counts for Murlet(seed) [ download as .csv ]