CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	CentroidAlifold(seed)		RNASLOpt
MCC	0.666	>	0.591
Average MCC ± 95% Confidence Intervals	0.606 ± 0.091	>	0.590 ± 0.115
Sensitivity	0.475	<	0.579
Positive Predictive Value	0.941	>	0.613
Total TP	289	<	352
Total TN	51670	>	51403
Total FP	47	<	305
Total FP CONTRA	8	<	71
Total FP INCONS	10	<	151
Total FP COMP	29	<	83
Total FN	319	>	256
P-value	5.02343278931e-08

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Performance plots

Comparison of performance of CentroidAlifold(seed) and RNASLOpt. 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(seed) and RNASLOpt).
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(seed) and RNASLOpt).
Comparison of average Matthews Correlation Coefficients (MCCs) for CentroidAlifold(seed) and RNASLOpt. 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(seed) and RNASLOpt).

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Performance of CentroidAlifold(seed) - scored higher in this pairwise comparison

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

Total Base Pair Counts
Total TP	289
Total TN	51670
Total FP	47
Total FP CONTRA	8
Total FP INCONS	10
Total FP COMP	29
Total FN	319

Total Scores
MCC	0.666
Average MCC ± 95% Confidence Intervals	0.606 ± 0.091
Sensitivity	0.475
Positive Predictive Value	0.941
Nr of predictions	25

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2LC8_A	GP_knot1 links to Rfam database...	0.00	0.00	0.00	0	528	0	0	0	0	18
3J16_L	tRNA links to Rfam database...	0.53	0.29	1.00	6	1153	0	0	0	0	15
3J20_1	tRNA links to Rfam database...	0.54	0.30	1.00	6	1106	0	0	0	0	14
3J20_0	tRNA links to Rfam database...	0.53	0.29	1.00	6	1213	0	0	0	0	15
3J2L_3	5S_rRNA links to Rfam database...	0.66	0.44	1.00	15	3005	2	0	0	2	19
3J3D_C	tRNA links to Rfam database...	0.56	0.32	1.00	6	962	0	0	0	0	13
3J3E_8	5_8S_rRNA links to Rfam database...	0.39	0.20	0.75	3	2738	1	1	0	0	12
3J3E_7	5S_rRNA links to Rfam database...	0.68	0.50	0.94	17	2723	2	0	1	1	17
3J3F_7	5S_rRNA links to Rfam database...	0.68	0.47	1.00	17	2917	1	0	0	1	19
3J3F_8	5_8S_rRNA links to Rfam database...	0.62	0.47	0.82	9	4750	4	2	0	2	10
3J3V_B	5S_rRNA links to Rfam database...	0.61	0.44	0.86	12	2642	7	0	2	5	15
3UZL_B	tRNA links to Rfam database...	0.50	0.25	1.00	4	1289	2	0	0	2	12
3W1K_J	tRNA-Sec links to Rfam database...	0.86	0.81	0.93	25	1651	2	1	1	0	6
3W3S_B	tRNA-Sec links to Rfam database...	0.80	0.70	0.92	23	1964	4	0	2	2	10
3ZEX_D	5S_rRNA links to Rfam database...	0.65	0.43	1.00	15	2781	3	0	0	3	20
3ZEX_C	5_8S_rRNA links to Rfam database...	0.56	0.34	0.91	10	5363	3	1	0	2	19
3ZND_W	tRNA links to Rfam database...	0.00	0.00	0.00	0	1189	6	0	2	4	8
4A1C_2	5_8S_rRNA links to Rfam database...	0.60	0.40	0.89	8	4507	3	1	0	2	12
4A1C_3	5S_rRNA links to Rfam database...	0.66	0.43	1.00	16	2747	0	0	0	0	21
4AOB_A	SAM links to Rfam database...	0.89	0.79	1.00	23	1414	2	0	0	2	6
4ENB_A	crcB links to Rfam database...	0.72	0.53	1.00	8	464	0	0	0	0	7
4ENC_A	crcB links to Rfam database...	0.73	0.53	1.00	8	488	0	0	0	0	7
4FRG_B	AdoCbl-variant links to Rfam database...	0.81	0.71	0.94	17	1184	2	0	1	1	7
4FRN_A	AdoCbl-variant links to Rfam database...	0.80	0.71	0.91	20	1826	2	1	1	0	8
4JF2_A	preQ1-II links to Rfam database...	0.76	0.63	0.94	15	1066	1	1	0	0	9

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Performance of RNASLOpt - scored lower in this pairwise comparison

1. Total counts & total scores for RNASLOpt

Total Base Pair Counts
Total TP	352
Total TN	51403
Total FP	305
Total FP CONTRA	71
Total FP INCONS	151
Total FP COMP	83
Total FN	256

Total Scores
MCC	0.591
Average MCC ± 95% Confidence Intervals	0.590 ± 0.115
Sensitivity	0.579
Positive Predictive Value	0.613
Nr of predictions	25

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2LC8_A	GP_knot1 links to Rfam database...	0.48	0.39	0.64	7	517	4	0	4	0	11
3J16_L	tRNA links to Rfam database...	0.63	0.57	0.71	12	1142	5	0	5	0	9
3J20_1	tRNA links to Rfam database...	1.00	1.00	1.00	20	1092	1	0	0	1	0
3J20_0	tRNA links to Rfam database...	0.74	0.76	0.73	16	1197	7	3	3	1	5
3J2L_3	5S_rRNA links to Rfam database...	0.71	0.68	0.74	23	2989	11	0	8	3	11
3J3D_C	tRNA links to Rfam database...	0.90	0.95	0.86	18	947	3	3	0	0	1
3J3E_8	5_8S_rRNA links to Rfam database...	-0.01	0.00	0.00	0	2724	30	6	12	12	15
3J3E_7	5S_rRNA links to Rfam database...	0.61	0.56	0.68	19	2713	10	1	8	1	15
3J3F_7	5S_rRNA links to Rfam database...	0.21	0.22	0.22	8	2898	28	3	25	0	28
3J3F_8	5_8S_rRNA links to Rfam database...	0.39	0.47	0.32	9	4733	38	10	9	19	10
3J3V_B	5S_rRNA links to Rfam database...	0.60	0.59	0.62	16	2630	14	2	8	4	11
3UZL_B	tRNA links to Rfam database...	0.55	0.50	0.62	8	1280	9	1	4	4	8
3W1K_J	tRNA-Sec links to Rfam database...	0.93	0.90	0.97	28	1649	1	1	0	0	3
3W3S_B	tRNA-Sec links to Rfam database...	0.90	0.85	0.97	28	1960	2	0	1	1	5
3ZEX_D	5S_rRNA links to Rfam database...	0.86	0.74	1.00	26	2770	4	0	0	4	9
3ZEX_C	5_8S_rRNA links to Rfam database...	0.32	0.34	0.31	10	5342	36	8	14	14	19
3ZND_W	tRNA links to Rfam database...	0.26	0.38	0.19	3	1175	22	7	6	9	5
4A1C_2	5_8S_rRNA links to Rfam database...	0.30	0.40	0.24	8	4482	35	13	13	9	12
4A1C_3	5S_rRNA links to Rfam database...	0.79	0.73	0.87	27	2732	5	0	4	1	10
4AOB_A	SAM links to Rfam database...	0.31	0.28	0.38	8	1416	13	3	10	0	21
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...	0.73	0.60	0.90	9	486	1	1	0	0	6
4FRG_B	AdoCbl-variant links to Rfam database...	0.60	0.58	0.64	14	1180	8	3	5	0	10
4FRN_A	AdoCbl-variant links to Rfam database...	0.19	0.18	0.22	5	1825	18	6	12	0	23
4JF2_A	preQ1-II links to Rfam database...	0.89	0.79	1.00	19	1063	0	0	0	0	5

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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 CentroidAlifold(seed) - scored higher in this pairwise comparison

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

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

Performance of RNASLOpt - scored lower in this pairwise comparison

1. Total counts & total scores for RNASLOpt

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