CompaRNA - on-line benchmarks of RNA structure prediction methods
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Table of contents:

  1. Overview

  2. Performance Plots

  3. Performance of IPknot - scored higher in this pairwise comparison

  4. Performance of CentroidAlifold(seed) - scored lower in this pairwise comparison

  5. Compile and download dataset for IPknot & CentroidAlifold(seed) [.zip] - may take several seconds...


Overview

Metric IPknot CentroidAlifold(seed)
MCC 0.590 > 0.583
Average MCC ± 95% Confidence Intervals 0.592 ± 0.130 > 0.531 ± 0.147
Sensitivity 0.471 > 0.347
Positive Predictive Value 0.747 < 0.984
Total TP 168 > 124
Total TN 42683 < 42782
Total FP 65 > 5
Total FP CONTRA 7 > 0
Total FP INCONS 50 > 2
Total FP COMP 8 > 3
Total FN 189 < 233
P-value 0.017418519964

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Performance plots


  1. Comparison of performance of IPknot and CentroidAlifold(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 IPknot and CentroidAlifold(seed)).

  2. 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 IPknot and CentroidAlifold(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for IPknot and CentroidAlifold(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 IPknot and CentroidAlifold(seed)).

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Performance of IPknot - scored higher in this pairwise comparison

1. Total counts & total scores for IPknot

Total Base Pair Counts
Total TP 168
Total TN 42683
Total FP 65
Total FP CONTRA 7
Total FP INCONS 50
Total FP COMP 8
Total FN 189
Total Scores
MCC 0.590
Average MCC ± 95% Confidence Intervals 0.592 ± 0.130
Sensitivity 0.471
Positive Predictive Value 0.747
Nr of predictions 11

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.40 0.30 0.55 6 1529 5 1 4 0 14
3AMU_B 0.70 0.59 0.84 16 2984 5 0 3 2 11
3J16_L 0.75 0.57 1.00 17 2758 0 0 0 0 13
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.61 0.48 0.80 20 3891 5 0 5 0 22
3UZL_B 0.72 0.54 0.95 20 3549 1 0 1 0 17
4A1C_3 0.69 0.57 0.84 31 7103 6 1 5 0 23
4A1C_2 0.17 0.15 0.19 5 11755 26 4 17 5 28
4AOB_A 0.42 0.33 0.54 14 4345 13 1 11 1 28
4ENB_A 0.76 0.58 1.00 11 1264 0 0 0 0 8
4ENC_A 0.52 0.42 0.67 8 1314 4 0 4 0 11

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

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

Total Base Pair Counts
Total TP 124
Total TN 42782
Total FP 5
Total FP CONTRA 0
Total FP INCONS 2
Total FP COMP 3
Total FN 233
Total Scores
MCC 0.583
Average MCC ± 95% Confidence Intervals 0.531 ± 0.147
Sensitivity 0.347
Positive Predictive Value 0.984
Nr of predictions 11

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.00 0.00 0.00 0 1540 0 0 0 0 20
3AMU_B 0.47 0.22 1.00 6 2997 0 0 0 0 21
3J16_L 0.45 0.20 1.00 6 2769 0 0 0 0 24
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.71 0.52 0.96 22 3893 1 0 1 0 20
3UZL_B 0.40 0.16 1.00 6 3564 0 0 0 0 31
4A1C_3 0.54 0.30 1.00 16 7124 0 0 0 0 38
4A1C_2 0.46 0.24 0.89 8 11772 3 0 1 2 25
4AOB_A 0.75 0.57 1.00 24 4347 1 0 0 1 18
4ENB_A 0.65 0.42 1.00 8 1267 0 0 0 0 11
4ENC_A 0.65 0.42 1.00 8 1318 0 0 0 0 11

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