CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	CentroidHomfold‑LAST		CentroidAlifold(seed)
MCC	0.714	>	0.670
Average MCC ± 95% Confidence Intervals	0.705 ± 0.113	>	0.611 ± 0.087
Sensitivity	0.708	>	0.486
Positive Predictive Value	0.727	<	0.931
Total TP	452	>	310
Total TN	48216	<	48505
Total FP	251	>	52
Total FP CONTRA	53	>	6
Total FP INCONS	117	>	17
Total FP COMP	81	>	29
Total FN	186	<	328
P-value	5.23657817852e-08

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Performance plots

Comparison of performance of CentroidHomfold-LAST and CentroidAlifold(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 CentroidHomfold‑LAST and CentroidAlifold(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 CentroidHomfold‑LAST and CentroidAlifold(seed)).
Comparison of average Matthews Correlation Coefficients (MCCs) for CentroidHomfold-LAST and CentroidAlifold(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 CentroidHomfold‑LAST and CentroidAlifold(seed)).

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Performance of CentroidHomfold‑LAST - scored higher in this pairwise comparison

1. Total counts & total scores for CentroidHomfold‑LAST

Total Base Pair Counts
Total TP	452
Total TN	48216
Total FP	251
Total FP CONTRA	53
Total FP INCONS	117
Total FP COMP	81
Total FN	186

Total Scores
MCC	0.714
Average MCC ± 95% Confidence Intervals	0.705 ± 0.113
Sensitivity	0.708
Positive Predictive Value	0.727
Nr of predictions	27

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2. Individual counts for CentroidHomfold‑LAST [ download as .csv ]

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2L94_A	HIV_FE links to Rfam database...	0.94	0.94	0.94	17	339	2	0	1	1	1
2LC8_A	GP_knot1 links to Rfam database...	-0.03	0.00	0.00	0	517	11	0	11	0	18
3AMU_B	tRNA links to Rfam database...	0.95	0.95	0.95	18	1138	4	0	1	3	1
3J16_L	tRNA links to Rfam database...	0.90	0.81	1.00	17	1142	0	0	0	0	4
3J20_0	tRNA links to Rfam database...	0.41	0.52	0.34	11	1187	22	7	14	1	10
3J20_1	tRNA links to Rfam database...	1.00	1.00	1.00	20	1092	1	0	0	1	0
3J2L_3	5S_rRNA links to Rfam database...	0.94	0.94	0.94	32	2986	8	0	2	6	2
3J3D_C	tRNA links to Rfam database...	0.73	0.79	0.68	15	946	7	3	4	0	4
3J3E_8	5_8S_rRNA links to Rfam database...	0.07	0.07	0.09	1	2731	16	4	6	6	14
3J3E_7	5S_rRNA links to Rfam database...	0.85	0.85	0.85	29	2707	9	0	5	4	5
3J3F_8	5_8S_rRNA links to Rfam database...	0.36	0.47	0.27	9	4728	36	11	13	12	10
3J3F_7	5S_rRNA links to Rfam database...	0.79	0.81	0.78	29	2897	10	1	7	2	7
3J3V_B	5S_rRNA links to Rfam database...	0.72	0.67	0.78	18	2633	11	1	4	6	9
3RKF_A	Purine links to Rfam database...	0.86	0.75	1.00	18	848	0	0	0	0	6
3SD1_A	THF links to Rfam database...	0.77	0.66	0.90	19	1512	2	1	1	0	10
3UZL_B	tRNA links to Rfam database...	0.93	0.88	1.00	14	1279	7	0	0	7	2
3W3S_B	tRNA-Sec links to Rfam database...	0.94	0.88	1.00	29	1960	1	0	0	1	4
3ZEX_D	5S_rRNA links to Rfam database...	0.86	0.83	0.91	29	2764	8	0	3	5	6
3ZND_W	tRNA links to Rfam database...	0.75	0.75	0.75	6	1183	13	0	2	11	2
4A1C_3	5S_rRNA links to Rfam database...	0.80	0.78	0.83	29	2728	7	0	6	1	8
4A1C_2	5_8S_rRNA links to Rfam database...	0.24	0.25	0.24	5	4495	29	8	8	13	15
4AOB_A	SAM links to Rfam database...	0.85	0.72	1.00	21	1416	1	0	0	1	8
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...	0.85	0.73	1.00	11	485	0	0	0	0	4
4FRG_B	AdoCbl-variant links to Rfam database...	0.43	0.50	0.40	12	1172	18	6	12	0	12
4FRN_A	AdoCbl-variant links to Rfam database...	0.37	0.46	0.32	13	1807	28	11	17	0	15
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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Performance of CentroidAlifold(seed) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP	310
Total TN	48505
Total FP	52
Total FP CONTRA	6
Total FP INCONS	17
Total FP COMP	29
Total FN	328

Total Scores
MCC	0.670
Average MCC ± 95% Confidence Intervals	0.611 ± 0.087
Sensitivity	0.486
Positive Predictive Value	0.931
Nr of predictions	27

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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
2L94_A	HIV_FE links to Rfam database...	0.51	0.50	0.56	9	341	8	0	7	1	9
2LC8_A	GP_knot1 links to Rfam database...	0.00	0.00	0.00	0	528	0	0	0	0	18
3AMU_B	tRNA links to Rfam database...	0.51	0.26	1.00	5	1152	1	0	0	1	14
3J16_L	tRNA links to Rfam database...	0.53	0.29	1.00	6	1153	0	0	0	0	15
3J20_0	tRNA links to Rfam database...	0.53	0.29	1.00	6	1213	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
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_8	5_8S_rRNA links to Rfam database...	0.62	0.47	0.82	9	4750	4	2	0	2	10
3J3F_7	5S_rRNA links to Rfam database...	0.68	0.47	1.00	17	2917	1	0	0	1	19
3J3V_B	5S_rRNA links to Rfam database...	0.61	0.44	0.86	12	2642	7	0	2	5	15
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...	0.85	0.76	0.96	22	1510	1	0	1	0	7
3UZL_B	tRNA links to Rfam database...	0.50	0.25	1.00	4	1289	2	0	0	2	12
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
3ZND_W	tRNA links to Rfam database...	0.00	0.00	0.00	0	1189	6	0	2	4	8
4A1C_3	5S_rRNA links to Rfam database...	0.66	0.43	1.00	16	2747	0	0	0	0	21
4A1C_2	5_8S_rRNA links to Rfam database...	0.60	0.40	0.89	8	4507	3	1	0	2	12
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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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 CentroidHomfold‑LAST - scored higher in this pairwise comparison

1. Total counts & total scores for CentroidHomfold‑LAST

2. Individual counts for CentroidHomfold‑LAST [ download as .csv ]

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

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

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