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(20)		ProbKnot
MCC	0.646	>	0.578
Average MCC ± 95% Confidence Intervals	0.642 ± 0.082	>	0.590 ± 0.087
Sensitivity	0.488	<	0.516
Positive Predictive Value	0.857	>	0.653
Total TP	486	<	513
Total TN	203704	>	203485
Total FP	102	<	334
Total FP CONTRA	15	<	36
Total FP INCONS	66	<	237
Total FP COMP	21	<	61
Total FN	509	>	482
P-value	5.23657817852e-08

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Performance plots

Comparison of performance of RNAalifold(20) and ProbKnot. 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(20) and ProbKnot).
Comparison of performance of RNAalifold(20) and ProbKnot. 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(20) and ProbKnot).
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(20) and ProbKnot).
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(20) and ProbKnot).
Comparison of average Matthews Correlation Coefficients (MCCs) for RNAalifold(20) and ProbKnot. 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(20) and ProbKnot).
Comparison of average Matthews Correlation Coefficients (MCCs) for RNAalifold(20) and ProbKnot. 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(20) and ProbKnot).

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Performance of RNAalifold(20) - scored higher in this pairwise comparison

1. Total counts & total scores for RNAalifold(20)

Total Base Pair Counts
Total TP	486
Total TN	203704
Total FP	102
Total FP CONTRA	15
Total FP INCONS	66
Total FP COMP	21
Total FN	509

Total Scores
MCC	0.646
Average MCC ± 95% Confidence Intervals	0.642 ± 0.082
Sensitivity	0.488
Positive Predictive Value	0.857
Nr of predictions	24

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2. Individual counts for RNAalifold(20) [ 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...	0.53	0.50	0.59	10	973	7	0	7	0	10
2XKV_B	Bacteria_small_SRP links to Rfam database...	0.45	0.20	1.00	4	4556	3	0	0	3	16
2XQD_Y	tRNA links to Rfam database...	0.88	0.78	1.00	21	2829	0	0	0	0	6
2XXA_G	Bacteria_small_SRP links to Rfam database...	0.41	0.17	1.00	7	5144	0	0	0	0	35
3AMU_B	tRNA links to Rfam database...	0.86	0.74	1.00	20	2983	1	0	0	1	7
3IZ4_A	tmRNA links to Rfam database...	0.53	0.35	0.82	46	70820	15	4	6	5	86
3IZF_C	5S_rRNA links to Rfam database...	0.71	0.59	0.86	32	6866	5	1	4	0	22
3J20_0	tRNA links to Rfam database...	0.84	0.70	1.00	21	2829	0	0	0	0	9
3J20_1	tRNA links to Rfam database...	0.96	0.91	1.00	21	2905	0	0	0	0	2
3J2L_3	5S_rRNA links to Rfam database...	0.69	0.47	1.00	25	7850	2	0	0	2	28
3NPB_A	SAM links to Rfam database...	0.68	0.48	0.96	22	6998	3	1	0	2	24
3O58_3	5_8S_rRNA links to Rfam database...	0.37	0.26	0.53	9	12386	8	2	6	0	26
3O58_2	5S_rRNA links to Rfam database...	0.79	0.76	0.83	29	7225	7	3	3	1	9
3PDR_A	ykoK links to Rfam database...	0.76	0.61	0.96	44	12834	3	0	2	1	28
3RKF_A	Purine links to Rfam database...	0.68	0.50	0.94	17	2193	1	0	1	0	17
3SD1_A	THF links to Rfam database...	0.70	0.60	0.83	25	3886	5	1	4	0	17
3ZEX_C	5_8S_rRNA links to Rfam database...	0.39	0.27	0.56	14	14171	14	1	10	3	38
3ZEX_D	5S_rRNA links to Rfam database...	0.80	0.69	0.92	34	6984	3	0	3	0	15
4A1C_3	5S_rRNA links to Rfam database...	0.74	0.57	0.97	31	7108	1	0	1	0	23
4A1C_2	5_8S_rRNA links to Rfam database...	0.17	0.15	0.19	5	11755	23	2	19	2	28
4AOB_A	SAM links to Rfam database...	0.72	0.52	1.00	22	4349	1	0	0	1	20
4ENB_A	crcB links to Rfam database...	0.46	0.21	1.00	4	1271	0	0	0	0	15
4ENC_A	crcB links to Rfam database...	0.56	0.32	1.00	6	1320	0	0	0	0	13
4FRG_B	AdoCbl-variant links to Rfam database...	0.73	0.53	1.00	17	3469	0	0	0	0	15

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Performance of ProbKnot - scored lower in this pairwise comparison

1. Total counts & total scores for ProbKnot

Total Base Pair Counts
Total TP	513
Total TN	203485
Total FP	334
Total FP CONTRA	36
Total FP INCONS	237
Total FP COMP	61
Total FN	482

Total Scores
MCC	0.578
Average MCC ± 95% Confidence Intervals	0.590 ± 0.087
Sensitivity	0.516
Positive Predictive Value	0.653
Nr of predictions	24

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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
2L94_A	HIV_FE links to Rfam database...	0.97	0.95	1.00	19	971	0	0	0	0	1
2XKV_B	Bacteria_small_SRP links to Rfam database...	0.51	0.50	0.53	10	4541	24	0	9	15	10
2XQD_Y	tRNA links to Rfam database...	0.90	0.81	1.00	22	2828	1	0	0	1	5
2XXA_G	Bacteria_small_SRP links to Rfam database...	0.26	0.24	0.29	10	5116	25	1	24	0	32
3AMU_B	tRNA links to Rfam database...	0.65	0.59	0.73	16	2981	8	0	6	2	11
3IZ4_A	tmRNA links to Rfam database...	0.52	0.46	0.60	61	70774	46	6	35	5	71
3IZF_C	5S_rRNA links to Rfam database...	0.72	0.61	0.85	33	6864	6	0	6	0	21
3J20_0	tRNA links to Rfam database...	0.45	0.40	0.52	12	2827	12	0	11	1	18
3J20_1	tRNA links to Rfam database...	0.71	0.70	0.73	16	2904	7	0	6	1	7
3J2L_3	5S_rRNA links to Rfam database...	0.60	0.49	0.74	26	7840	11	0	9	2	27
3NPB_A	SAM links to Rfam database...	0.72	0.61	0.85	28	6988	8	1	4	3	18
3O58_3	5_8S_rRNA links to Rfam database...	0.31	0.34	0.29	12	12362	41	4	25	12	23
3O58_2	5S_rRNA links to Rfam database...	0.76	0.76	0.76	29	7222	10	3	6	1	9
3PDR_A	ykoK links to Rfam database...	0.74	0.64	0.85	46	12826	10	1	7	2	26
3RKF_A	Purine links to Rfam database...	0.73	0.59	0.91	20	2189	2	1	1	0	14
3SD1_A	THF links to Rfam database...	0.55	0.48	0.65	20	3885	11	2	9	0	22
3ZEX_C	5_8S_rRNA links to Rfam database...	0.38	0.31	0.47	16	14162	21	2	16	3	36
3ZEX_D	5S_rRNA links to Rfam database...	0.77	0.67	0.89	33	6984	4	0	4	0	16
4A1C_3	5S_rRNA links to Rfam database...	0.73	0.61	0.87	33	7102	6	1	4	1	21
4A1C_2	5_8S_rRNA links to Rfam database...	0.13	0.15	0.12	5	11738	49	7	31	11	28
4AOB_A	SAM links to Rfam database...	0.50	0.40	0.63	17	4344	11	2	8	1	25
4ENB_A	crcB links to Rfam database...	0.73	0.58	0.92	11	1263	1	1	0	0	8
4ENC_A	crcB links to Rfam database...	0.45	0.42	0.50	8	1310	8	1	7	0	11
4FRG_B	AdoCbl-variant links to Rfam database...	0.37	0.31	0.45	10	3464	12	3	9	0	22

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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(20) - scored higher in this pairwise comparison

1. Total counts & total scores for RNAalifold(20)

2. Individual counts for RNAalifold(20) [ download as .csv ]

Performance of ProbKnot - scored lower in this pairwise comparison

1. Total counts & total scores for ProbKnot

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