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 0.711 > 0.628
Average MCC ± 95% Confidence Intervals 0.724 ± 0.109 > 0.634 ± 0.131
Sensitivity 0.662 > 0.632
Positive Predictive Value 0.768 > 0.630
Total TP 284 > 271
Total TN 55534 > 55474
Total FP 135 < 221
Total FP CONTRA 16 < 45
Total FP INCONS 70 < 114
Total FP COMP 49 < 62
Total FN 145 < 158
P-value 5.10776592382e-08

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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 284
Total TN 55534
Total FP 135
Total FP CONTRA 16
Total FP INCONS 70
Total FP COMP 49
Total FN 145
Total Scores
MCC 0.711
Average MCC ± 95% Confidence Intervals 0.724 ± 0.109
Sensitivity 0.662
Positive Predictive Value 0.768
Nr of predictions 25

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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
PDB_00012 1.00 1.00 1.00 7 399 3 0 0 3 0
RFA_00390 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00416 1.00 1.00 1.00 15 1470 2 0 0 2 0
RFA_00433 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00587 1.00 1.00 1.00 15 4836 11 0 0 11 0
RFA_00636 0.42 0.43 0.43 12 3977 16 2 14 0 16
RFA_00654 0.44 0.33 0.60 6 2405 5 1 3 1 12
RFA_00658 0.59 0.50 0.70 7 1118 5 0 3 2 7
RFA_00664 -0.01 0.00 0.00 0 980 11 0 10 1 14
RFA_00703 0.67 0.64 0.69 9 4265 18 1 3 14 5
RFA_00708 0.40 0.29 0.57 4 1028 3 0 3 0 10
RFA_00749 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00764 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00765 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00767 0.74 0.56 1.00 10 1881 0 0 0 0 8
RFA_00768 0.74 0.56 1.00 10 1881 0 0 0 0 8
RFA_00769 0.55 0.56 0.56 10 1935 8 3 5 0 8
RFA_00770 0.68 0.56 0.83 10 2004 5 0 2 3 8
RFA_00773 0.71 0.56 0.91 10 1942 2 1 0 1 8
RFA_00779 0.71 0.56 0.91 10 1942 1 0 1 0 8
RFA_00808 0.75 0.56 1.00 9 2007 0 0 0 0 7
RFA_00809 0.38 0.38 0.40 6 2130 9 1 8 0 10
SRP_00134 0.61 0.66 0.58 19 5962 18 3 11 4 10
SRP_00137 0.75 0.84 0.68 21 4155 10 4 6 0 4
SRP_00285 0.95 0.93 0.97 28 3712 1 0 1 0 2

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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 271
Total TN 55474
Total FP 221
Total FP CONTRA 45
Total FP INCONS 114
Total FP COMP 62
Total FN 158
Total Scores
MCC 0.628
Average MCC ± 95% Confidence Intervals 0.634 ± 0.131
Sensitivity 0.632
Positive Predictive Value 0.630
Nr of predictions 25

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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
PDB_00012 1.00 1.00 1.00 7 399 3 0 0 3 0
RFA_00390 0.69 0.67 0.71 10 1417 6 0 4 2 5
RFA_00416 0.93 0.93 0.93 14 1470 5 0 1 4 1
RFA_00433 0.66 0.67 0.67 10 1416 7 0 5 2 5
RFA_00587 1.00 1.00 1.00 15 4836 13 0 0 13 0
RFA_00636 0.80 0.86 0.75 24 3973 8 6 2 0 4
RFA_00654 -0.01 0.00 0.00 0 2397 18 7 11 0 18
RFA_00658 0.33 0.29 0.40 4 1118 8 0 6 2 10
RFA_00664 -0.01 0.00 0.00 0 980 11 0 10 1 14
RFA_00703 0.39 0.43 0.35 6 4261 24 3 8 13 8
RFA_00708 0.35 0.29 0.44 4 1026 7 0 5 2 10
RFA_00749 0.41 0.42 0.42 5 891 8 2 5 1 7
RFA_00764 0.43 0.42 0.45 5 892 7 2 4 1 7
RFA_00765 0.60 0.58 0.64 7 892 5 0 4 1 5
RFA_00767 1.00 1.00 1.00 18 1873 4 0 0 4 0
RFA_00768 1.00 1.00 1.00 18 1873 3 0 0 3 0
RFA_00769 0.54 0.56 0.53 10 1934 9 4 5 0 8
RFA_00770 0.97 0.94 1.00 17 1999 3 0 0 3 1
RFA_00773 0.97 1.00 0.95 18 1934 4 1 0 3 0
RFA_00779 0.83 0.83 0.83 15 1935 4 1 2 1 3
RFA_00808 1.00 1.00 1.00 16 2000 0 0 0 0 0
RFA_00809 0.79 0.81 0.76 13 2128 4 0 4 0 3
SRP_00134 0.37 0.41 0.34 12 5960 26 9 14 3 17
SRP_00137 0.37 0.40 0.36 10 4158 18 8 10 0 15
SRP_00285 0.44 0.43 0.45 13 3712 16 2 14 0 17

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