CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	Alterna		RSpredict(seed)
MCC	0.655	>	0.435
Average MCC ± 95% Confidence Intervals	0.681 ± 0.099	>	0.366 ± 0.139
Sensitivity	0.587	>	0.264
Positive Predictive Value	0.737	>	0.729
Total TP	454	>	204
Total TN	69012	<	69348
Total FP	188	>	81
Total FP CONTRA	20	>	4
Total FP INCONS	142	>	72
Total FP COMP	26	>	5
Total FN	319	<	569
P-value	5.23657817852e-08

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Performance plots

Comparison of performance of Alterna and RSpredict(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 Alterna and RSpredict(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 Alterna and RSpredict(seed)).
Comparison of average Matthews Correlation Coefficients (MCCs) for Alterna and RSpredict(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 Alterna and RSpredict(seed)).

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Performance of Alterna - scored higher in this pairwise comparison

1. Total counts & total scores for Alterna

Total Base Pair Counts
Total TP	454
Total TN	69012
Total FP	188
Total FP CONTRA	20
Total FP INCONS	142
Total FP COMP	26
Total FN	319

Total Scores
MCC	0.655
Average MCC ± 95% Confidence Intervals	0.681 ± 0.099
Sensitivity	0.587
Positive Predictive Value	0.737
Nr of predictions	29

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2. Individual counts for Alterna [ 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...	0.95	0.91	1.00	10	396	0	0	0	0	1
2KE6_A	K10_TLS links to Rfam database...	0.92	0.89	0.94	17	1110	2	0	1	1	2
2KUR_A	K10_TLS links to Rfam database...	0.90	0.86	0.95	18	1109	1	0	1	0	3
2KUU_A	K10_TLS links to Rfam database...	0.87	0.81	0.94	17	1110	2	0	1	1	4
2KUV_A	K10_TLS links to Rfam database...	0.88	0.82	0.95	18	1109	1	0	1	0	4
2KUW_A	K10_TLS links to Rfam database...	0.95	0.90	1.00	19	1109	0	0	0	0	2
2KX8_A	7SK links to Rfam database...	0.88	0.83	0.94	15	845	1	0	1	0	3
2L1F_B	Gammaretro_CES links to Rfam database...	0.98	0.96	1.00	24	2121	0	0	0	0	1
2L1F_A	Gammaretro_CES links to Rfam database...	0.98	0.96	1.00	23	2057	0	0	0	0	1
2L94_A	HIV_FE links to Rfam database...	0.97	0.95	1.00	19	971	0	0	0	0	1
2LC8_A	GP_knot1 links to Rfam database...	0.46	0.40	0.53	8	1525	7	0	7	0	12
2WRQ_Y	tRNA links to Rfam database...	0.57	0.59	0.56	10	2832	13	5	3	5	7
2WWQ_V	tRNA links to Rfam database...	0.76	0.68	0.86	19	2904	5	0	3	2	9
2XKV_B	Bacteria_small_SRP links to Rfam database...	0.45	0.45	0.45	9	4540	25	0	11	14	11
2XQD_Y	tRNA links to Rfam database...	0.67	0.59	0.76	16	2829	5	0	5	0	11
2ZZM_B	tRNA links to Rfam database...	0.10	0.09	0.13	3	3463	20	2	18	0	29
2ZZN_D	tRNA links to Rfam database...	0.84	0.78	0.91	21	2462	2	0	2	0	6
3A2K_C	tRNA links to Rfam database...	0.44	0.43	0.46	12	2900	14	2	12	0	16
3A3A_A	tRNA-Sec links to Rfam database...	0.84	0.70	1.00	26	3629	0	0	0	0	11
3AKZ_H	tRNA links to Rfam database...	0.40	0.39	0.42	11	2675	15	4	11	0	17
3AMU_B	tRNA links to Rfam database...	0.64	0.59	0.70	16	2980	9	0	7	2	11
3GX2_A	SAM links to Rfam database...	0.47	0.40	0.57	16	4343	13	1	11	1	24
3IVN_B	Purine links to Rfam database...	0.74	0.61	0.90	19	2325	2	1	1	0	12
3J16_L	tRNA links to Rfam database...	0.63	0.53	0.76	16	2754	5	1	4	0	14
3JYV_7	tRNA links to Rfam database...	-0.01	0.00	0.00	0	2828	22	0	22	0	32
3LA5_A	Purine links to Rfam database...	0.78	0.62	1.00	21	2464	0	0	0	0	13
3RKF_A	Purine links to Rfam database...	0.69	0.56	0.86	19	2189	3	1	2	0	15
3SD1_A	THF links to Rfam database...	0.46	0.38	0.57	16	3888	12	1	11	0	26
3UZL_B	tRNA links to Rfam database...	0.52	0.43	0.64	16	3545	9	2	7	0	21

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

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

Total Base Pair Counts
Total TP	204
Total TN	69348
Total FP	81
Total FP CONTRA	4
Total FP INCONS	72
Total FP COMP	5
Total FN	569

Total Scores
MCC	0.435
Average MCC ± 95% Confidence Intervals	0.366 ± 0.139
Sensitivity	0.264
Positive Predictive Value	0.729
Nr of predictions	29

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2. Individual counts for RSpredict(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...	0.85	0.73	1.00	8	398	0	0	0	0	3
2KE6_A	K10_TLS links to Rfam database...	0.83	0.74	0.93	14	1113	2	0	1	1	5
2KUR_A	K10_TLS links to Rfam database...	0.82	0.71	0.94	15	1112	1	0	1	0	6
2KUU_A	K10_TLS links to Rfam database...	0.79	0.67	0.93	14	1113	2	0	1	1	7
2KUV_A	K10_TLS links to Rfam database...	0.80	0.68	0.94	15	1112	1	0	1	0	7
2KUW_A	K10_TLS links to Rfam database...	0.73	0.62	0.87	13	1113	2	0	2	0	8
2KX8_A	7SK links to Rfam database...	0.00	0.00	0.00	0	860	1	0	1	0	18
2L1F_B	Gammaretro_CES links to Rfam database...	0.85	0.80	0.91	20	2123	2	0	2	0	5
2L1F_A	Gammaretro_CES links to Rfam database...	0.80	0.75	0.86	18	2059	3	0	3	0	6
2L94_A	HIV_FE links to Rfam database...	0.57	0.50	0.67	10	975	5	0	5	0	10
2LC8_A	GP_knot1 links to Rfam database...	-0.01	0.00	0.00	0	1527	13	0	13	0	20
2WRQ_Y	tRNA links to Rfam database...	0.00	0.00	0.00	0	2848	3	1	1	1	17
2WWQ_V	tRNA links to Rfam database...	0.00	0.00	0.00	0	2920	6	1	5	0	28
2XKV_B	Bacteria_small_SRP links to Rfam database...	0.28	0.20	0.40	4	4550	8	2	4	2	16
2XQD_Y	tRNA links to Rfam database...	0.00	0.00	0.00	0	2845	5	0	5	0	27
2ZZM_B	tRNA links to Rfam database...	0.00	0.00	0.00	0	3482	4	0	4	0	32
2ZZN_D	tRNA links to Rfam database...	0.43	0.19	1.00	5	2480	0	0	0	0	22
3A2K_C	tRNA links to Rfam database...	0.00	0.00	0.00	0	2924	2	0	2	0	28
3A3A_A	tRNA-Sec links to Rfam database...	0.48	0.30	0.79	11	3641	3	0	3	0	26
3AKZ_H	tRNA links to Rfam database...	0.00	0.00	0.00	0	2699	2	0	2	0	28
3AMU_B	tRNA links to Rfam database...	0.00	0.00	0.00	0	3001	2	0	2	0	27
3GX2_A	SAM links to Rfam database...	0.36	0.15	0.86	6	4364	1	0	1	0	34
3IVN_B	Purine links to Rfam database...	0.69	0.52	0.94	16	2329	1	0	1	0	15
3J16_L	tRNA links to Rfam database...	0.00	0.00	0.00	0	2774	1	0	1	0	30
3JYV_7	tRNA links to Rfam database...	0.00	0.00	0.00	0	2846	4	0	4	0	32
3LA5_A	Purine links to Rfam database...	0.70	0.50	1.00	17	2468	0	0	0	0	17
3RKF_A	Purine links to Rfam database...	0.71	0.53	0.95	18	2192	1	0	1	0	16
3SD1_A	THF links to Rfam database...	0.00	0.00	0.00	0	3916	0	0	0	0	42
3UZL_B	tRNA links to Rfam database...	0.00	0.00	0.00	0	3564	6	0	6	0	37

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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 Alterna - scored higher in this pairwise comparison

1. Total counts & total scores for Alterna

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

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

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

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