CompaRNA - on-line benchmarks of RNA structure prediction methods

CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Table of contents:

Overview

Performance Plots

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

Total counts & total scores
Individual counts

Performance of NanoFolder - scored lower in this pairwise comparison

Total counts & total scores
Individual counts

Compile and download dataset for CentroidAlifold(20) & NanoFolder [.zip] - may take several seconds...

Overview

Metric	CentroidAlifold(20)		NanoFolder
MCC	0.664	>	0.269
Average MCC ± 95% Confidence Intervals	0.620 ± 0.149	>	0.291 ± 0.118
Sensitivity	0.516	>	0.280
Positive Predictive Value	0.859	>	0.267
Total TP	286	>	155
Total TN	89055	>	88807
Total FP	57	<	463
Total FP CONTRA	2	<	52
Total FP INCONS	45	<	374
Total FP COMP	10	<	37
Total FN	268	<	399
P-value	1.72523032126e-08

Performance plots

Comparison of performance of CentroidAlifold(20) and NanoFolder. 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 CentroidAlifold(20) and NanoFolder).
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 CentroidAlifold(20) and NanoFolder).
Comparison of average Matthews Correlation Coefficients (MCCs) for CentroidAlifold(20) and NanoFolder. 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 CentroidAlifold(20) and NanoFolder).

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

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

Total Base Pair Counts
Total TP	286
Total TN	89055
Total FP	57
Total FP CONTRA	2
Total FP INCONS	45
Total FP COMP	10
Total FN	268

Total Scores
MCC	0.664
Average MCC ± 95% Confidence Intervals	0.620 ± 0.149
Sensitivity	0.516
Positive Predictive Value	0.859
Nr of predictions	14

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
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...	0.76	0.58	1.00	31	7844	2	0	0	2	22
3J3D_C	tRNA links to Rfam database...	0.82	0.71	0.95	20	2754	1	0	1	0	8
3J3E_7	5S_rRNA links to Rfam database...	0.64	0.56	0.75	30	7100	10	0	10	0	24
3J3E_8	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	7499	4	0	4	0	33
3J3F_8	5_8S_rRNA links to Rfam database...	0.39	0.25	0.60	9	12231	6	1	5	0	27
3J3F_7	5S_rRNA links to Rfam database...	0.79	0.68	0.92	34	7223	4	0	3	1	16
3J3V_B	5S_rRNA links to Rfam database...	0.66	0.47	0.93	27	6992	2	0	2	0	30
3ZEX_D	5S_rRNA links to Rfam database...	0.80	0.69	0.92	34	6984	3	0	3	0	15
3ZND_W	tRNA links to Rfam database...	0.47	0.43	0.53	10	2984	12	0	9	3	13
4A1C_3	5S_rRNA links to Rfam database...	0.76	0.63	0.92	34	7103	4	0	3	1	20
4A1C_2	5_8S_rRNA links to Rfam database...	0.26	0.15	0.45	5	11770	8	1	5	2	28
4AOB_A	SAM links to Rfam database...	0.75	0.57	1.00	24	4347	1	0	0	1	18
4ENC_A	crcB links to Rfam database...	0.60	0.37	1.00	7	1319	0	0	0	0	12

Performance of NanoFolder - scored lower in this pairwise comparison

1. Total counts & total scores for NanoFolder

Total Base Pair Counts
Total TP	155
Total TN	88807
Total FP	463
Total FP CONTRA	52
Total FP INCONS	374
Total FP COMP	37
Total FN	399

Total Scores
MCC	0.269
Average MCC ± 95% Confidence Intervals	0.291 ± 0.118
Sensitivity	0.280
Positive Predictive Value	0.267
Nr of predictions	14

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
3J20_1	tRNA links to Rfam database...	0.41	0.48	0.37	11	2896	19	5	14	0	12
3J2L_3	5S_rRNA links to Rfam database...	0.11	0.11	0.12	6	7824	46	3	42	1	47
3J3D_C	tRNA links to Rfam database...	0.70	0.71	0.69	20	2746	9	2	7	0	8
3J3E_7	5S_rRNA links to Rfam database...	0.35	0.33	0.37	18	7091	31	1	30	0	36
3J3E_8	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	7466	47	6	31	10	33
3J3F_8	5_8S_rRNA links to Rfam database...	0.27	0.33	0.22	12	12192	54	9	33	12	24
3J3F_7	5S_rRNA links to Rfam database...	0.17	0.18	0.17	9	7208	43	3	40	0	41
3J3V_B	5S_rRNA links to Rfam database...	0.24	0.23	0.27	13	6973	35	1	34	0	44
3ZEX_D	5S_rRNA links to Rfam database...	0.26	0.27	0.27	13	6972	36	1	35	0	36
3ZND_W	tRNA links to Rfam database...	0.18	0.22	0.17	5	2973	29	6	19	4	18
4A1C_3	5S_rRNA links to Rfam database...	0.48	0.46	0.51	25	7091	24	2	22	0	29
4A1C_2	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	11728	61	12	41	8	33
4AOB_A	SAM links to Rfam database...	0.33	0.29	0.39	12	4340	20	1	18	1	30
4ENC_A	crcB links to Rfam database...	0.57	0.58	0.58	11	1307	9	0	8	1	8

Matthews Correlation Coeffient, Sensitivity and Positive Predictive Value have been calculated based on the paper by Gardener & Giegerich, 2004.