CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	ProbKnot		Carnac(seed)
MCC	0.651	>	0.486
Average MCC ± 95% Confidence Intervals	0.660 ± 0.126	>	0.095 ± 0.114
Sensitivity	0.663	>	0.253
Positive Predictive Value	0.640	<	0.934
Total TP	662	>	253
Total TN	467425	<	468188
Total FP	509	>	57
Total FP CONTRA	93	>	6
Total FP INCONS	279	>	12
Total FP COMP	137	>	39
Total FN	337	<	746
P-value	5.06544643719e-08

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Performance plots

Comparison of performance of ProbKnot and Carnac(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 ProbKnot and Carnac(seed)).
Comparison of performance of ProbKnot and Carnac(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 ProbKnot and Carnac(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 ProbKnot and Carnac(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 ProbKnot and Carnac(seed)).
Comparison of average Matthews Correlation Coefficients (MCCs) for ProbKnot and Carnac(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 ProbKnot and Carnac(seed)).
Comparison of average Matthews Correlation Coefficients (MCCs) for ProbKnot and Carnac(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 ProbKnot and Carnac(seed)).

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Performance of ProbKnot - scored higher in this pairwise comparison

1. Total counts & total scores for ProbKnot

Total Base Pair Counts
Total TP	662
Total TN	467425
Total FP	509
Total FP CONTRA	93
Total FP INCONS	279
Total FP COMP	137
Total FN	337

Total Scores
MCC	0.651
Average MCC ± 95% Confidence Intervals	0.660 ± 0.126
Sensitivity	0.663
Positive Predictive Value	0.640
Nr of predictions	23

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2L1F_B	Gammaretro_CES links to Rfam database...	1.00	1.00	1.00	24	767	0	0	0	0	0
2L1F_A	Gammaretro_CES links to Rfam database...	1.00	1.00	1.00	23	740	0	0	0	0	0
2L94_A	HIV_FE links to Rfam database...	1.00	1.00	1.00	18	339	1	0	0	1	0
2LC8_A	GP_knot1 links to Rfam database...	-0.03	0.00	0.00	0	513	15	3	12	0	18
2XKV_B	Bacteria_small_SRP links to Rfam database...	0.64	0.73	0.57	8	1821	26	0	6	20	3
2XXA_G	Bacteria_small_SRP links to Rfam database...	0.25	0.26	0.26	9	2011	26	1	24	1	26
3IZF_C	5S_rRNA links to Rfam database...	0.90	0.91	0.89	32	2604	7	0	4	3	3
3J20_2	SSU_rRNA_archaea links to Rfam database...	0.61	0.61	0.60	253	421947	227	32	136	59	159
3NPB_A	SAM links to Rfam database...	0.79	0.73	0.87	27	2247	9	0	4	5	10
3O58_2	5S_rRNA links to Rfam database...	0.91	0.94	0.88	29	2721	10	0	4	6	2
3O58_3	5_8S_rRNA links to Rfam database...	0.38	0.50	0.29	11	4726	42	10	17	15	11
3PDR_A	ykoK links to Rfam database...	0.88	0.92	0.85	46	4786	10	5	3	2	4
3RKF_A	Purine links to Rfam database...	0.87	0.83	0.91	20	844	2	2	0	0	4
3SD1_A	THF links to Rfam database...	0.66	0.69	0.65	20	1502	11	6	5	0	9
3W3S_B	tRNA-Sec links to Rfam database...	0.98	0.97	1.00	32	1957	1	0	0	1	1
3ZEX_C	5_8S_rRNA links to Rfam database...	0.48	0.52	0.45	15	5341	22	4	14	4	14
4A1C_3	5S_rRNA links to Rfam database...	0.88	0.86	0.89	32	2727	7	0	4	3	5
4A1C_2	5_8S_rRNA links to Rfam database...	0.17	0.25	0.13	5	4477	49	13	21	15	15
4AOB_A	SAM links to Rfam database...	0.60	0.59	0.63	17	1410	11	4	6	1	12
4ENB_A	crcB links to Rfam database...	0.81	0.73	0.92	11	460	1	1	0	0	4
4ENC_A	crcB links to Rfam database...	0.52	0.53	0.53	8	481	8	0	7	1	7
4FRG_B	AdoCbl-variant links to Rfam database...	0.38	0.38	0.41	9	1180	13	6	7	0	15
4FRN_A	AdoCbl-variant links to Rfam database...	0.49	0.46	0.54	13	1824	11	6	5	0	15

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

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

Total Base Pair Counts
Total TP	253
Total TN	468188
Total FP	57
Total FP CONTRA	6
Total FP INCONS	12
Total FP COMP	39
Total FN	746

Total Scores
MCC	0.486
Average MCC ± 95% Confidence Intervals	0.095 ± 0.114
Sensitivity	0.253
Positive Predictive Value	0.934
Nr of predictions	23

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2L1F_B	Gammaretro_CES links to Rfam database...	0.00	0.00	0.00	0	791	0	0	0	0	24
2L1F_A	Gammaretro_CES links to Rfam database...	0.00	0.00	0.00	0	763	0	0	0	0	23
2L94_A	HIV_FE links to Rfam database...	1.00	1.00	1.00	18	339	1	0	0	1	0
2LC8_A	GP_knot1 links to Rfam database...	0.47	0.22	1.00	4	524	0	0	0	0	14
2XKV_B	Bacteria_small_SRP links to Rfam database...	0.00	0.00	0.00	0	1835	0	0	0	0	11
2XXA_G	Bacteria_small_SRP links to Rfam database...	0.00	0.00	0.00	0	2045	0	0	0	0	35
3IZF_C	5S_rRNA links to Rfam database...	0.00	0.00	0.00	0	2640	0	0	0	0	35
3J20_2	SSU_rRNA_archaea links to Rfam database...	0.72	0.56	0.93	231	422119	56	6	12	38	181
3NPB_A	SAM links to Rfam database...	0.00	0.00	0.00	0	2278	0	0	0	0	37
3O58_2	5S_rRNA links to Rfam database...	0.00	0.00	0.00	0	2754	0	0	0	0	31
3O58_3	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	4764	0	0	0	0	22
3PDR_A	ykoK links to Rfam database...	0.00	0.00	0.00	0	4840	0	0	0	0	50
3RKF_A	Purine links to Rfam database...	0.00	0.00	0.00	0	866	0	0	0	0	24
3SD1_A	THF links to Rfam database...	0.00	0.00	0.00	0	1533	0	0	0	0	29
3W3S_B	tRNA-Sec links to Rfam database...	0.00	0.00	0.00	0	1989	0	0	0	0	33
3ZEX_C	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	5374	0	0	0	0	29
4A1C_3	5S_rRNA links to Rfam database...	0.00	0.00	0.00	0	2763	0	0	0	0	37
4A1C_2	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	4516	0	0	0	0	20
4AOB_A	SAM links to Rfam database...	0.00	0.00	0.00	0	1437	0	0	0	0	29
4ENB_A	crcB links to Rfam database...	0.00	0.00	0.00	0	472	0	0	0	0	15
4ENC_A	crcB links to Rfam database...	0.00	0.00	0.00	0	496	0	0	0	0	15
4FRG_B	AdoCbl-variant links to Rfam database...	0.00	0.00	0.00	0	1202	0	0	0	0	24
4FRN_A	AdoCbl-variant links to Rfam database...	0.00	0.00	0.00	0	1848	0	0	0	0	28

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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 ProbKnot - scored higher in this pairwise comparison

1. Total counts & total scores for ProbKnot

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

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

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

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