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

  1. Overview

  2. Performance Plots

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

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

  5. Compile and download dataset for Sfold & Afold [.zip] - may take several seconds...


Overview

Metric Sfold Afold
MCC 0.379 > 0.316
Average MCC ± 95% Confidence Intervals 0.438 ± 0.110 > 0.335 ± 0.112
Sensitivity 0.347 > 0.305
Positive Predictive Value 0.424 > 0.339
Total TP 272 > 239
Total TN 94598 > 94535
Total FP 379 < 489
Total FP CONTRA 39 < 45
Total FP INCONS 331 < 421
Total FP COMP 9 < 23
Total FN 512 < 545
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of Sfold and Afold. 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 Sfold and Afold).

  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 Sfold and Afold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Sfold and Afold. 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 Sfold and Afold).

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Performance of Sfold - scored higher in this pairwise comparison

1. Total counts & total scores for Sfold

Total Base Pair Counts
Total TP 272
Total TN 94598
Total FP 379
Total FP CONTRA 39
Total FP INCONS 331
Total FP COMP 9
Total FN 512
Total Scores
MCC 0.379
Average MCC ± 95% Confidence Intervals 0.438 ± 0.110
Sensitivity 0.347
Positive Predictive Value 0.424
Nr of predictions 33

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00018 - 0.20 0.20 0.22 4 1017 14 2 12 0 16
PDB_00020 - 0.38 0.35 0.44 7 764 9 0 9 0 13
PDB_00056 - 0.93 0.88 1.00 14 616 0 0 0 0 2
PDB_00123 - -0.01 0.00 0.00 0 4151 35 0 35 0 36
PDB_00138 - 0.79 0.63 1.00 5 373 0 0 0 0 3
PDB_00209 - 0.56 0.45 0.71 5 554 2 0 2 0 6
PDB_00243 - 0.71 0.58 0.88 7 622 1 0 1 0 5
PDB_00352 - 0.89 0.79 1.00 15 1210 0 0 0 0 4
PDB_00447 - 0.26 0.07 1.00 3 7137 0 0 0 0 41
PDB_00571 0.21 0.20 0.24 5 3300 16 6 10 0 20
PDB_00713 - 0.56 0.43 0.75 9 2004 3 0 3 0 12
PDB_00716 -0.01 0.00 0.00 0 2678 24 1 22 1 23
PDB_00828 0.88 0.78 1.00 21 2464 0 0 0 0 6
PDB_00829 0.86 0.75 1.00 18 2260 0 0 0 0 6
PDB_00874 - 0.05 0.05 0.08 1 933 12 2 10 0 19
PDB_00886 - -0.01 0.00 0.00 0 4148 38 0 38 0 40
PDB_01009 0.46 0.52 0.41 11 2458 16 5 11 0 10
PDB_01040 - 0.30 0.30 0.32 6 1109 13 0 13 0 14
PDB_01070 - 0.33 0.26 0.44 14 12688 18 0 18 0 40
PDB_01092 0.76 0.63 0.92 33 10117 5 0 3 2 19
PDB_01260 - 0.64 0.48 0.86 12 1816 2 0 2 0 13
PDB_01281 - -0.03 0.00 0.00 0 366 12 0 12 0 14
PDB_01299 - 0.74 0.67 0.83 10 891 2 1 1 0 5
PDB_01309 - -0.01 0.00 0.00 0 9118 62 9 53 0 39
RFA_00632 0.24 0.25 0.25 7 4067 21 2 19 0 21
RFA_00636 0.40 0.39 0.41 11 3978 16 2 14 0 17
RFA_00767 0.74 0.56 1.00 10 1881 0 0 0 0 8
RFA_00768 0.48 0.44 0.53 8 1876 7 1 6 0 10
RFA_00769 0.52 0.56 0.50 10 1933 10 4 6 0 8
RFA_00770 0.68 0.56 0.83 10 2004 5 0 2 3 8
RFA_00773 0.57 0.56 0.59 10 1936 7 1 6 0 8
RFA_00808 -0.01 0.00 0.00 0 2000 19 2 14 3 16
RFA_00809 0.37 0.38 0.38 6 2129 10 1 9 0 10

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Performance of Afold - scored lower in this pairwise comparison

1. Total counts & total scores for Afold

Total Base Pair Counts
Total TP 239
Total TN 94535
Total FP 489
Total FP CONTRA 45
Total FP INCONS 421
Total FP COMP 23
Total FN 545
Total Scores
MCC 0.316
Average MCC ± 95% Confidence Intervals 0.335 ± 0.112
Sensitivity 0.305
Positive Predictive Value 0.339
Nr of predictions 33

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00018 - 0.20 0.20 0.22 4 1017 14 2 12 0 16
PDB_00020 - 0.38 0.35 0.44 7 764 9 0 9 0 13
PDB_00056 - -0.02 0.00 0.00 0 618 12 0 12 0 16
PDB_00123 - -0.01 0.00 0.00 0 4150 36 0 36 0 36
PDB_00138 - 0.72 0.63 0.83 5 372 1 0 1 0 3
PDB_00209 - -0.02 0.00 0.00 0 551 10 2 8 0 11
PDB_00243 - 0.67 0.58 0.78 7 621 3 0 2 1 5
PDB_00352 - 0.89 0.79 1.00 15 1210 0 0 0 0 4
PDB_00447 - 0.41 0.36 0.47 16 7106 18 6 12 0 28
PDB_00571 -0.01 0.00 0.00 0 3302 20 5 14 1 25
PDB_00713 - 0.24 0.24 0.25 5 1996 15 0 15 0 16
PDB_00716 -0.01 0.00 0.00 0 2677 25 1 23 1 23
PDB_00828 0.88 0.78 1.00 21 2464 0 0 0 0 6
PDB_00829 0.82 0.71 0.94 17 2260 1 0 1 0 7
PDB_00874 - -0.02 0.00 0.00 0 931 15 0 15 0 20
PDB_00886 - -0.01 0.00 0.00 0 4148 38 0 38 0 40
PDB_01009 0.52 0.57 0.48 12 2460 13 5 8 0 9
PDB_01040 - 0.30 0.30 0.32 6 1109 13 0 13 0 14
PDB_01070 - 0.31 0.30 0.33 16 12671 33 2 31 0 38
PDB_01092 0.69 0.60 0.79 31 10114 11 1 7 3 21
PDB_01260 - -0.01 0.00 0.00 0 1809 21 0 21 0 25
PDB_01281 - -0.03 0.00 0.00 0 366 12 0 12 0 14
PDB_01299 - -0.01 0.00 0.00 0 893 10 2 8 0 15
PDB_01309 - -0.01 0.00 0.00 0 9118 62 9 53 0 39
RFA_00632 0.40 0.39 0.41 11 4068 18 0 16 2 17
RFA_00636 0.42 0.43 0.43 12 3977 17 2 14 1 16
RFA_00767 0.63 0.56 0.71 10 1877 5 0 4 1 8
RFA_00768 0.48 0.44 0.53 8 1876 8 1 6 1 10
RFA_00769 0.55 0.56 0.56 10 1935 10 3 5 2 8
RFA_00770 0.68 0.56 0.83 10 2004 6 0 2 4 8
RFA_00773 0.71 0.56 0.91 10 1942 5 1 0 4 8
RFA_00808 -0.01 0.00 0.00 0 2001 16 2 13 1 16
RFA_00809 0.36 0.38 0.35 6 2128 12 1 10 1 10

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