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

  1. Overview

  2. Performance Plots

  3. Performance of TurboFold(seed) - scored higher in this pairwise comparison

  4. Performance of Pknots - scored lower in this pairwise comparison

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


Overview

Metric TurboFold(seed) Pknots
MCC 0.610 > 0.584
Average MCC ± 95% Confidence Intervals 0.598 ± 0.185 < 0.623 ± 0.212
Sensitivity 0.598 < 0.632
Positive Predictive Value 0.630 > 0.548
Total TP 177 < 187
Total TN 27052 > 26992
Total FP 148 < 209
Total FP CONTRA 36 < 52
Total FP INCONS 68 < 102
Total FP COMP 44 < 55
Total FN 119 > 109
P-value 3.67820377009e-05

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Performance plots


  1. Comparison of performance of TurboFold(seed) and Pknots. 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 TurboFold(seed) and Pknots).

  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 TurboFold(seed) and Pknots).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for TurboFold(seed) and Pknots. 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 TurboFold(seed) and Pknots).

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Performance of TurboFold(seed) - scored higher in this pairwise comparison

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

Total Base Pair Counts
Total TP 177
Total TN 27052
Total FP 148
Total FP CONTRA 36
Total FP INCONS 68
Total FP COMP 44
Total FN 119
Total Scores
MCC 0.610
Average MCC ± 95% Confidence Intervals 0.598 ± 0.185
Sensitivity 0.598
Positive Predictive Value 0.630
Nr of predictions 13

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A -0.03 0.00 0.00 0 513 15 3 12 0 18
3J3E_8 0.27 0.33 0.23 5 2720 28 6 11 11 10
3J3F_8 0.42 0.53 0.34 10 4732 35 9 10 16 9
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.71 0.69 0.74 20 1506 7 2 5 0 9
3W1K_J 0.97 0.97 0.97 30 1647 1 1 0 0 1
3ZEX_C 0.49 0.45 0.54 13 5350 15 2 9 4 16
4A1C_2 0.20 0.25 0.17 5 4486 37 9 16 12 15
4AOB_A 0.67 0.59 0.77 17 1415 6 2 3 1 12
4ENB_A 0.77 0.60 1.00 9 463 0 0 0 0 6
4ENC_A 0.73 0.60 0.90 9 486 1 1 0 0 6
4FRN_A 0.79 0.71 0.87 20 1825 3 1 2 0 8
4JF2_A 0.89 0.79 1.00 19 1063 0 0 0 0 5

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Performance of Pknots - scored lower in this pairwise comparison

1. Total counts & total scores for Pknots

Total Base Pair Counts
Total TP 187
Total TN 26992
Total FP 209
Total FP CONTRA 52
Total FP INCONS 102
Total FP COMP 55
Total FN 109
Total Scores
MCC 0.584
Average MCC ± 95% Confidence Intervals 0.623 ± 0.212
Sensitivity 0.632
Positive Predictive Value 0.548
Nr of predictions 13

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.83 0.83 0.83 15 510 3 2 1 0 3
3J3E_8 0.10 0.13 0.09 2 2720 33 5 15 13 13
3J3F_8 0.42 0.53 0.33 10 4731 37 10 10 17 9
3RKF_A 0.91 0.88 0.95 21 844 1 0 1 0 3
3SD1_A 0.78 0.76 0.81 22 1506 5 1 4 0 7
3W1K_J 0.97 0.97 0.97 30 1647 1 1 0 0 1
3ZEX_C 0.10 0.14 0.08 4 5322 54 13 35 6 25
4A1C_2 0.33 0.40 0.29 8 4488 36 9 11 16 12
4AOB_A 0.19 0.21 0.21 6 1409 23 3 19 1 23
4ENB_A 1.00 1.00 1.00 15 457 2 0 0 2 0
4ENC_A 0.97 1.00 0.94 15 480 1 1 0 0 0
4FRN_A 0.57 0.54 0.63 15 1824 9 3 6 0 13
4JF2_A 0.92 1.00 0.86 24 1054 4 4 0 0 0

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