CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	ContextFold		CentroidAlifold(seed)
MCC	0.805	>	0.762
Average MCC ± 95% Confidence Intervals	0.720 ± 0.112	>	0.617 ± 0.090
Sensitivity	0.784	>	0.625
Positive Predictive Value	0.827	<	0.929
Total TP	800	>	638
Total TN	473378	<	473658
Total FP	298	>	149
Total FP CONTRA	67	>	17
Total FP INCONS	100	>	32
Total FP COMP	131	>	100
Total FN	220	<	382
P-value	5.19332990918e-08

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Performance plots

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

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Performance of ContextFold - scored higher in this pairwise comparison

1. Total counts & total scores for ContextFold

Total Base Pair Counts
Total TP	800
Total TN	473378
Total FP	298
Total FP CONTRA	67
Total FP INCONS	100
Total FP COMP	131
Total FN	220

Total Scores
MCC	0.805
Average MCC ± 95% Confidence Intervals	0.720 ± 0.112
Sensitivity	0.784
Positive Predictive Value	0.827
Nr of predictions	26

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2. Individual counts for ContextFold [ 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...	0.58	0.56	0.63	10	512	6	0	6	0	8
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...	0.95	0.95	0.95	20	1198	2	1	0	1	1
3J20_1	tRNA links to Rfam database...	1.00	1.00	1.00	20	1092	1	0	0	1	0
3J20_2	SSU_rRNA_archaea links to Rfam database...	0.89	0.88	0.89	362	421963	88	15	28	45	50
3J2L_3	5S_rRNA links to Rfam database...	0.95	0.91	1.00	31	2989	4	0	0	4	3
3J3D_C	tRNA links to Rfam database...	0.79	0.79	0.79	15	949	4	3	1	0	4
3J3E_8	5_8S_rRNA links to Rfam database...	-0.01	0.00	0.00	0	2722	29	12	8	9	15
3J3E_7	5S_rRNA links to Rfam database...	0.94	0.88	1.00	30	2711	2	0	0	2	4
3J3F_7	5S_rRNA links to Rfam database...	0.96	0.92	1.00	33	2901	2	0	0	2	3
3J3F_8	5_8S_rRNA links to Rfam database...	0.36	0.42	0.31	8	4735	32	9	9	14	11
3J3V_B	5S_rRNA links to Rfam database...	0.98	0.96	1.00	26	2630	7	0	0	7	1
3UZL_B	tRNA links to Rfam database...	0.93	0.88	1.00	14	1279	7	0	0	7	2
3W1K_J	tRNA-Sec links to Rfam database...	0.90	0.87	0.93	27	1649	2	1	1	0	4
3W3S_B	tRNA-Sec links to Rfam database...	0.87	0.85	0.90	28	1958	4	0	3	1	5
3ZEX_C	5_8S_rRNA links to Rfam database...	0.44	0.41	0.48	12	5349	23	4	9	10	17
3ZEX_D	5S_rRNA links to Rfam database...	0.92	0.86	1.00	30	2766	4	0	0	4	5
3ZND_W	tRNA links to Rfam database...	0.26	0.38	0.19	3	1175	22	6	7	9	5
4A1C_3	5S_rRNA links to Rfam database...	0.96	0.92	1.00	34	2729	1	0	0	1	3
4A1C_2	5_8S_rRNA links to Rfam database...	0.26	0.25	0.28	5	4498	26	3	10	13	15
4AOB_A	SAM links to Rfam database...	0.62	0.59	0.68	17	1412	9	2	6	1	12
4ENB_A	crcB links to Rfam database...	0.77	0.60	1.00	9	463	0	0	0	0	6
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...	0.77	0.71	0.85	17	1182	3	2	1	0	7
4FRN_A	AdoCbl-variant links to Rfam database...	0.42	0.39	0.46	11	1824	13	6	7	0	17
4JF2_A	preQ1-II links to Rfam database...	0.57	0.50	0.67	12	1064	6	2	4	0	12

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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	638
Total TN	473658
Total FP	149
Total FP CONTRA	17
Total FP INCONS	32
Total FP COMP	100
Total FN	382

Total Scores
MCC	0.762
Average MCC ± 95% Confidence Intervals	0.617 ± 0.090
Sensitivity	0.625
Positive Predictive Value	0.929
Nr of predictions	26

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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_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
3J20_2	SSU_rRNA_archaea links to Rfam database...	0.88	0.85	0.92	349	421988	102	9	22	71	63
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_C	5_8S_rRNA links to Rfam database...	0.56	0.34	0.91	10	5363	3	1	0	2	19
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 ContextFold - scored higher in this pairwise comparison

1. Total counts & total scores for ContextFold

2. Individual counts for ContextFold [ 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 ]