CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	Cylofold		MCFold
MCC	0.771	>	0.294
Average MCC ± 95% Confidence Intervals	0.806 ± 0.075	>	0.298 ± 0.084
Sensitivity	0.749	>	0.323
Positive Predictive Value	0.799	>	0.284
Total TP	621	>	268
Total TN	70710	>	70543
Total FP	172	<	718
Total FP CONTRA	29	<	86
Total FP INCONS	127	<	590
Total FP COMP	16	<	42
Total FN	208	<	561
P-value	3.56938820447e-08

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Performance plots

Comparison of performance of Cylofold and MCFold. 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 Cylofold and MCFold).
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 Cylofold and MCFold).
Comparison of average Matthews Correlation Coefficients (MCCs) for Cylofold and MCFold. 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 Cylofold and MCFold).

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Performance of Cylofold - scored higher in this pairwise comparison

1. Total counts & total scores for Cylofold

Total Base Pair Counts
Total TP	621
Total TN	70710
Total FP	172
Total FP CONTRA	29
Total FP INCONS	127
Total FP COMP	16
Total FN	208

Total Scores
MCC	0.771
Average MCC ± 95% Confidence Intervals	0.806 ± 0.075
Sensitivity	0.749
Positive Predictive Value	0.799
Nr of predictions	44

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
PDB_00005	Tymo_tRNA-like links to Rfam database...	0.78	0.79	0.79	11	932	3	0	3	0	3
PDB_00018	-	0.90	0.90	0.90	18	1015	2	2	0	0	2
PDB_00020	-	0.79	0.75	0.83	15	762	3	0	3	0	5
PDB_00041	-	1.00	1.00	1.00	12	618	0	0	0	0	0
PDB_00053	-	1.00	1.00	1.00	11	424	0	0	0	0	0
PDB_00056	-	0.93	0.88	1.00	14	616	0	0	0	0	2
PDB_00123	-	0.94	0.94	0.94	34	4150	2	2	0	0	2
PDB_00124	-	0.86	0.90	0.82	9	485	2	2	0	0	1
PDB_00128	-	0.78	0.79	0.79	11	482	3	0	3	0	3
PDB_00134	-	0.94	1.00	0.89	8	369	1	1	0	0	0
PDB_00138	-	0.94	1.00	0.89	8	369	1	1	0	0	0
PDB_00209	-	0.96	1.00	0.92	11	549	1	1	0	0	0
PDB_00243	-	1.00	1.00	1.00	12	618	0	0	0	0	0
PDB_00352	-	0.90	0.95	0.86	18	1204	3	2	1	0	1
PDB_00571	tRNA links to Rfam database...	0.87	0.80	0.95	20	3300	1	1	0	0	5
PDB_00713	-	0.24	0.24	0.26	5	1997	14	0	14	0	16
PDB_00716	HDV_ribozyme links to Rfam database...	0.68	0.70	0.67	16	2677	9	0	8	1	7
PDB_00828	Purine links to Rfam database...	0.88	0.78	1.00	21	2464	0	0	0	0	6
PDB_00829	Purine links to Rfam database...	0.43	0.42	0.45	10	2256	12	0	12	0	14
PDB_00842	-	1.00	1.00	1.00	8	370	0	0	0	0	0
PDB_00851	-	0.45	0.39	0.53	16	4723	14	0	14	0	25
PDB_00857	-	1.00	1.00	1.00	15	1066	0	0	0	0	0
PDB_00874	-	0.21	0.20	0.25	4	930	12	0	12	0	16
PDB_00886	-	0.34	0.35	0.35	14	4146	26	0	26	0	26
PDB_00918	-	0.93	1.00	0.88	7	317	1	1	0	0	0
PDB_01009	tRNA links to Rfam database...	0.90	0.90	0.90	19	2464	5	0	2	3	2
PDB_01020	Purine links to Rfam database...	0.86	0.74	1.00	17	2261	1	0	0	1	6
PDB_01040	-	1.00	1.00	1.00	20	1108	0	0	0	0	0
PDB_01059	-	0.88	1.00	0.78	7	222	2	2	0	0	0
PDB_01073	SAM links to Rfam database...	0.75	0.65	0.88	22	4346	4	2	1	1	12
PDB_01194	-	0.97	0.93	1.00	14	482	0	0	0	0	1
PDB_01201	-	0.95	0.91	1.00	20	1108	0	0	0	0	2
PDB_01203	-	0.74	0.68	0.81	13	1160	3	2	1	0	6
PDB_01260	-	0.41	0.36	0.47	9	1811	10	0	10	0	16
PDB_01281	-	-0.03	0.00	0.00	0	366	12	0	12	0	14
PDB_01299	-	0.90	0.87	0.93	13	889	1	1	0	0	2
RFA_00636	HDV_ribozyme links to Rfam database...	0.78	0.82	0.74	23	3974	8	7	1	0	5
RFA_00767	Corona_pk3 links to Rfam database...	1.00	1.00	1.00	18	1873	4	0	0	4	0
RFA_00768	Corona_pk3 links to Rfam database...	1.00	1.00	1.00	18	1873	0	0	0	0	0
RFA_00769	Corona_pk3 links to Rfam database...	0.97	1.00	0.95	18	1934	1	1	0	0	0
RFA_00770	Corona_pk3 links to Rfam database...	0.88	0.78	1.00	14	2002	3	0	0	3	4
RFA_00773	Corona_pk3 links to Rfam database...	0.97	1.00	0.95	18	1934	4	1	0	3	0
RFA_00779	Corona_pk3 links to Rfam database...	0.97	0.94	1.00	17	1936	0	0	0	0	1
RFA_00809	RydC links to Rfam database...	0.79	0.81	0.76	13	2128	4	0	4	0	3

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Performance of MCFold - scored lower in this pairwise comparison

1. Total counts & total scores for MCFold

Total Base Pair Counts
Total TP	268
Total TN	70543
Total FP	718
Total FP CONTRA	86
Total FP INCONS	590
Total FP COMP	42
Total FN	561

Total Scores
MCC	0.294
Average MCC ± 95% Confidence Intervals	0.298 ± 0.084
Sensitivity	0.323
Positive Predictive Value	0.284
Nr of predictions	44

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
PDB_00005	Tymo_tRNA-like links to Rfam database...	0.76	0.79	0.73	11	931	6	2	2	2	3
PDB_00018	-	0.18	0.20	0.19	4	1014	17	2	15	0	16
PDB_00020	-	0.35	0.35	0.39	7	762	11	0	11	0	13
PDB_00041	-	0.23	0.25	0.23	3	617	12	0	10	2	9
PDB_00053	-	0.56	0.55	0.60	6	425	4	0	4	0	5
PDB_00056	-	0.93	0.88	1.00	14	616	0	0	0	0	2
PDB_00123	-	-0.01	0.00	0.00	0	4143	43	4	39	0	36
PDB_00124	-	-0.02	0.00	0.00	0	484	12	2	10	0	10
PDB_00128	-	0.77	0.71	0.83	10	484	2	0	2	0	4
PDB_00134	-	0.58	0.63	0.56	5	369	5	1	3	1	3
PDB_00138	-	-0.02	0.00	0.00	0	369	11	0	9	2	8
PDB_00209	-	-0.02	0.00	0.00	0	550	11	2	9	0	11
PDB_00243	-	-0.02	0.00	0.00	0	615	15	1	14	0	12
PDB_00352	-	0.18	0.21	0.18	4	1203	18	1	17	0	15
PDB_00571	tRNA links to Rfam database...	-0.01	0.00	0.00	0	3287	34	3	31	0	25
PDB_00713	-	0.21	0.24	0.21	5	1992	20	1	18	1	16
PDB_00716	HDV_ribozyme links to Rfam database...	0.22	0.26	0.19	6	2670	25	5	20	0	17
PDB_00828	Purine links to Rfam database...	0.34	0.37	0.33	10	2455	22	1	19	2	17
PDB_00829	Purine links to Rfam database...	0.25	0.29	0.23	7	2248	23	6	17	0	17
PDB_00842	-	-0.02	0.00	0.00	0	369	10	0	9	1	8
PDB_00851	-	0.23	0.24	0.24	10	4711	32	0	32	0	31
PDB_00857	-	-0.02	0.00	0.00	0	1062	19	6	13	0	15
PDB_00874	-	-0.02	0.00	0.00	0	926	20	0	20	0	20
PDB_00886	-	-0.01	0.00	0.00	0	4143	43	4	39	0	40
PDB_00918	-	-0.02	0.00	0.00	0	317	10	0	8	2	7
PDB_01009	tRNA links to Rfam database...	0.43	0.52	0.35	11	2454	21	5	15	1	10
PDB_01020	Purine links to Rfam database...	0.29	0.30	0.29	7	2254	20	2	15	3	16
PDB_01040	-	0.28	0.30	0.29	6	1107	15	2	13	0	14
PDB_01059	-	-0.03	0.00	0.00	0	223	8	2	6	0	7
PDB_01073	SAM links to Rfam database...	0.52	0.56	0.49	19	4332	22	1	19	2	15
PDB_01194	-	0.66	0.60	0.75	9	484	3	0	3	0	6
PDB_01201	-	0.75	0.68	0.83	15	1110	3	0	3	0	7
PDB_01203	-	0.73	0.74	0.74	14	1157	5	4	1	0	5
PDB_01260	-	0.55	0.56	0.56	14	1805	11	1	10	0	11
PDB_01281	-	-0.04	0.00	0.00	0	365	13	0	13	0	14
PDB_01299	-	0.66	0.67	0.67	10	888	7	1	4	2	5
RFA_00636	HDV_ribozyme links to Rfam database...	0.36	0.39	0.34	11	3973	29	0	21	8	17
RFA_00767	Corona_pk3 links to Rfam database...	0.36	0.44	0.31	8	1865	19	3	15	1	10
RFA_00768	Corona_pk3 links to Rfam database...	0.36	0.44	0.31	8	1865	19	3	15	1	10
RFA_00769	Corona_pk3 links to Rfam database...	0.45	0.50	0.41	9	1931	18	2	11	5	9
RFA_00770	Corona_pk3 links to Rfam database...	-0.01	0.00	0.00	0	1992	29	2	22	5	18
RFA_00773	Corona_pk3 links to Rfam database...	0.43	0.50	0.38	9	1929	16	4	11	1	9
RFA_00779	Corona_pk3 links to Rfam database...	0.45	0.56	0.37	10	1926	17	7	10	0	8
RFA_00809	RydC links to Rfam database...	0.30	0.38	0.25	6	2121	18	6	12	0	10

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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 Cylofold - scored higher in this pairwise comparison

1. Total counts & total scores for Cylofold

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

Performance of MCFold - scored lower in this pairwise comparison

1. Total counts & total scores for MCFold

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