CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	RNAalifold(seed)		PPfold(seed)
MCC	0.588	>	0.425
Average MCC ± 95% Confidence Intervals	0.587 ± 0.096	>	0.388 ± 0.137
Sensitivity	0.386	>	0.213
Positive Predictive Value	0.901	>	0.852
Total TP	282	>	156
Total TN	101279	<	101409
Total FP	40	>	34
Total FP CONTRA	0	<	6
Total FP INCONS	31	>	21
Total FP COMP	9	>	7
Total FN	449	<	575
P-value	3.56938820447e-08

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Performance plots

Comparison of performance of RNAalifold(seed) and PPfold(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 RNAalifold(seed) and PPfold(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 RNAalifold(seed) and PPfold(seed)).
Comparison of average Matthews Correlation Coefficients (MCCs) for RNAalifold(seed) and PPfold(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 RNAalifold(seed) and PPfold(seed)).

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

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

Total Base Pair Counts
Total TP	282
Total TN	101279
Total FP	40
Total FP CONTRA	0
Total FP INCONS	31
Total FP COMP	9
Total FN	449

Total Scores
MCC	0.588
Average MCC ± 95% Confidence Intervals	0.587 ± 0.096
Sensitivity	0.386
Positive Predictive Value	0.901
Nr of predictions	31

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
RFA_00390	Hammerhead_3 links to Rfam database...	0.93	0.87	1.00	13	1418	1	0	0	1	2
RFA_00416	Hammerhead_3 links to Rfam database...	0.93	0.87	1.00	13	1472	1	0	0	1	2
RFA_00433	Hammerhead_3 links to Rfam database...	0.93	0.87	1.00	13	1418	1	0	0	1	2
RFA_00654	Vimentin3 links to Rfam database...	0.52	0.44	0.62	8	2402	5	0	5	0	10
RFA_00658	Hammerhead_1 links to Rfam database...	0.00	0.00	0.00	0	1128	0	0	0	0	14
RFA_00664	Hammerhead_1 links to Rfam database...	0.00	0.00	0.00	0	990	0	0	0	0	14
RFA_00708	Hammerhead_1 links to Rfam database...	0.00	0.00	0.00	0	1035	0	0	0	0	14
RFA_00749	s2m links to Rfam database...	1.00	1.00	1.00	12	891	0	0	0	0	0
RFA_00764	s2m links to Rfam database...	1.00	1.00	1.00	12	891	0	0	0	0	0
RFA_00765	s2m links to Rfam database...	1.00	1.00	1.00	12	891	0	0	0	0	0
RFA_00767	Corona_pk3 links to Rfam database...	0.65	0.56	0.77	10	1878	3	0	3	0	8
RFA_00768	Corona_pk3 links to Rfam database...	0.65	0.56	0.77	10	1878	3	0	3	0	8
RFA_00769	Corona_pk3 links to Rfam database...	0.65	0.56	0.77	10	1940	3	0	3	0	8
RFA_00770	Corona_pk3 links to Rfam database...	0.65	0.56	0.77	10	2003	3	0	3	0	8
RFA_00773	Corona_pk3 links to Rfam database...	0.65	0.56	0.77	10	1940	3	0	3	0	8
RFA_00779	Corona_pk3 links to Rfam database...	0.65	0.56	0.77	10	1940	3	0	3	0	8
RFA_00808	RydC links to Rfam database...	0.75	0.56	1.00	9	2007	0	0	0	0	7
RFA_00809	RydC links to Rfam database...	0.50	0.38	0.67	6	2136	3	0	3	0	10
SRP_00020	Bacteria_small_SRP links to Rfam database...	0.52	0.27	1.00	9	5556	0	0	0	0	24
SRP_00058	Bacteria_small_SRP links to Rfam database...	0.51	0.26	1.00	9	5769	0	0	0	0	25
SRP_00084	Bacteria_small_SRP links to Rfam database...	0.51	0.26	1.00	9	5451	0	0	0	0	25
SRP_00105	Bacteria_small_SRP links to Rfam database...	0.51	0.26	1.00	9	5556	0	0	0	0	25
SRP_00134	Bacteria_large_SRP links to Rfam database...	0.70	0.62	0.78	18	5972	9	0	5	4	11
SRP_00141	Bacteria_small_SRP links to Rfam database...	0.44	0.20	1.00	8	6320	1	0	0	1	33
SRP_00231	Bacteria_small_SRP links to Rfam database...	0.51	0.26	1.00	9	5451	0	0	0	0	25
SRP_00273	Bacteria_small_SRP links to Rfam database...	0.47	0.23	1.00	9	6777	0	0	0	0	31
SRP_00274	Bacteria_small_SRP links to Rfam database...	0.49	0.24	1.00	9	6894	0	0	0	0	29
SRP_00285	Bacteria_small_SRP links to Rfam database...	0.55	0.30	1.00	9	3732	0	0	0	0	21
SRP_00338	Bacteria_small_SRP links to Rfam database...	0.50	0.25	1.00	9	5451	0	0	0	0	27
SRP_00341	Bacteria_small_SRP links to Rfam database...	0.51	0.26	1.00	8	4745	1	0	0	1	23
SRP_00357	Bacteria_small_SRP links to Rfam database...	0.50	0.25	1.00	9	5347	0	0	0	0	27

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

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

Total Base Pair Counts
Total TP	156
Total TN	101409
Total FP	34
Total FP CONTRA	6
Total FP INCONS	21
Total FP COMP	7
Total FN	575

Total Scores
MCC	0.425
Average MCC ± 95% Confidence Intervals	0.388 ± 0.137
Sensitivity	0.213
Positive Predictive Value	0.852
Nr of predictions	31

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
RFA_00390	Hammerhead_3 links to Rfam database...	1.00	1.00	1.00	15	1416	1	0	0	1	0
RFA_00416	Hammerhead_3 links to Rfam database...	1.00	1.00	1.00	15	1470	1	0	0	1	0
RFA_00433	Hammerhead_3 links to Rfam database...	1.00	1.00	1.00	15	1416	2	0	0	2	0
RFA_00654	Vimentin3 links to Rfam database...	0.23	0.17	0.33	3	2406	6	0	6	0	15
RFA_00658	Hammerhead_1 links to Rfam database...	0.38	0.14	1.00	2	1126	1	0	0	1	12
RFA_00664	Hammerhead_1 links to Rfam database...	0.38	0.14	1.00	2	988	1	0	0	1	12
RFA_00708	Hammerhead_1 links to Rfam database...	0.38	0.14	1.00	2	1033	1	0	0	1	12
RFA_00749	s2m links to Rfam database...	0.78	0.75	0.82	9	892	2	0	2	0	3
RFA_00764	s2m links to Rfam database...	0.78	0.75	0.82	9	892	2	0	2	0	3
RFA_00765	s2m links to Rfam database...	0.78	0.75	0.82	9	892	2	0	2	0	3
RFA_00767	Corona_pk3 links to Rfam database...	0.68	0.56	0.83	10	1879	2	1	1	0	8
RFA_00768	Corona_pk3 links to Rfam database...	0.68	0.56	0.83	10	1879	2	1	1	0	8
RFA_00769	Corona_pk3 links to Rfam database...	0.68	0.56	0.83	10	1941	2	1	1	0	8
RFA_00770	Corona_pk3 links to Rfam database...	0.68	0.56	0.83	10	2004	2	1	1	0	8
RFA_00773	Corona_pk3 links to Rfam database...	0.68	0.56	0.83	10	1941	2	1	1	0	8
RFA_00779	Corona_pk3 links to Rfam database...	0.68	0.56	0.83	10	1941	2	1	1	0	8
RFA_00808	RydC links to Rfam database...	0.75	0.56	1.00	9	2007	0	0	0	0	7
RFA_00809	RydC links to Rfam database...	0.50	0.38	0.67	6	2136	3	0	3	0	10
SRP_00020	Bacteria_small_SRP links to Rfam database...	0.00	0.00	0.00	0	5565	0	0	0	0	33
SRP_00058	Bacteria_small_SRP links to Rfam database...	0.00	0.00	0.00	0	5778	0	0	0	0	34
SRP_00084	Bacteria_small_SRP links to Rfam database...	0.00	0.00	0.00	0	5460	0	0	0	0	34
SRP_00105	Bacteria_small_SRP links to Rfam database...	0.00	0.00	0.00	0	5565	0	0	0	0	34
SRP_00134	Bacteria_large_SRP links to Rfam database...	0.00	0.00	0.00	0	5995	0	0	0	0	29
SRP_00141	Bacteria_small_SRP links to Rfam database...	0.00	0.00	0.00	0	6328	0	0	0	0	41
SRP_00231	Bacteria_small_SRP links to Rfam database...	0.00	0.00	0.00	0	5460	0	0	0	0	34
SRP_00273	Bacteria_small_SRP links to Rfam database...	0.00	0.00	0.00	0	6786	0	0	0	0	40
SRP_00274	Bacteria_small_SRP links to Rfam database...	0.00	0.00	0.00	0	6903	0	0	0	0	38
SRP_00285	Bacteria_small_SRP links to Rfam database...	0.00	0.00	0.00	0	3741	0	0	0	0	30
SRP_00338	Bacteria_small_SRP links to Rfam database...	0.00	0.00	0.00	0	5460	0	0	0	0	36
SRP_00341	Bacteria_small_SRP links to Rfam database...	0.00	0.00	0.00	0	4753	0	0	0	0	31
SRP_00357	Bacteria_small_SRP links to Rfam database...	0.00	0.00	0.00	0	5356	0	0	0	0	36

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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 RNAalifold(seed) - scored higher in this pairwise comparison

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

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

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

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

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