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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric CRWrnafold Afold
MCC 0.350 > 0.316
Average MCC ± 95% Confidence Intervals 0.389 ± 0.118 > 0.335 ± 0.112
Sensitivity 0.329 > 0.305
Positive Predictive Value 0.383 > 0.339
Total TP 258 > 239
Total TN 94567 > 94535
Total FP 429 < 489
Total FP CONTRA 39 < 45
Total FP INCONS 376 < 421
Total FP COMP 14 < 23
Total FN 526 < 545
P-value 3.56938820447e-08

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Performance plots


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

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

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Performance of CRWrnafold - scored higher in this pairwise comparison

1. Total counts & total scores for CRWrnafold

Total Base Pair Counts
Total TP 258
Total TN 94567
Total FP 429
Total FP CONTRA 39
Total FP INCONS 376
Total FP COMP 14
Total FN 526
Total Scores
MCC 0.350
Average MCC ± 95% Confidence Intervals 0.389 ± 0.118
Sensitivity 0.329
Positive Predictive Value 0.383
Nr of predictions 33

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00018 - 0.21 0.20 0.25 4 1019 12 2 10 0 16
PDB_00020 - 0.42 0.35 0.54 7 767 6 0 6 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 4155 31 0 31 0 36
PDB_00138 - 0.79 0.63 1.00 5 373 0 0 0 0 3
PDB_00209 - 0.68 0.55 0.86 6 554 1 1 0 0 5
PDB_00243 - 0.76 0.58 1.00 7 623 0 0 0 0 5
PDB_00352 - 0.39 0.37 0.44 7 1209 9 0 9 0 12
PDB_00447 - -0.01 0.00 0.00 0 7110 30 6 24 0 44
PDB_00571 0.85 0.76 0.95 19 3301 1 1 0 0 6
PDB_00713 - -0.01 0.00 0.00 0 1998 19 1 17 1 21
PDB_00716 -0.01 0.00 0.00 0 2680 22 0 21 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 - 0.10 0.10 0.13 2 931 13 2 11 0 18
PDB_00886 - -0.01 0.00 0.00 0 4152 34 0 34 0 40
PDB_01009 0.90 0.90 0.90 19 2464 4 0 2 2 2
PDB_01040 - 0.31 0.30 0.35 6 1111 11 0 11 0 14
PDB_01070 - 0.27 0.26 0.29 14 12672 34 0 34 0 40
PDB_01092 0.68 0.62 0.76 32 10111 12 1 9 2 20
PDB_01260 - 0.44 0.36 0.56 9 1814 7 0 7 0 16
PDB_01281 - -0.03 0.00 0.00 0 366 12 0 12 0 14
PDB_01299 - -0.01 0.00 0.00 0 894 9 2 7 0 15
PDB_01309 - -0.01 0.00 0.00 0 9122 58 7 51 0 39
RFA_00632 0.37 0.36 0.38 10 4069 19 0 16 3 18
RFA_00636 0.51 0.50 0.52 14 3978 13 3 10 0 14
RFA_00767 0.59 0.56 0.63 10 1875 6 3 3 0 8
RFA_00768 0.47 0.44 0.50 8 1875 8 1 7 0 10
RFA_00769 0.54 0.56 0.53 10 1934 9 4 5 0 8
RFA_00770 -0.01 0.00 0.00 0 2002 17 1 13 3 18
RFA_00773 0.59 0.56 0.63 10 1937 6 1 5 0 8
RFA_00808 -0.01 0.00 0.00 0 2000 18 2 14 2 16
RFA_00809 0.40 0.38 0.43 6 2131 8 1 7 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.