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

  1. Overview

  2. Performance Plots

  3. Performance of Vsfold4 - scored higher in this pairwise comparison

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

  5. Compile and download dataset for Vsfold4 & Afold [.zip] - may take several seconds...


Overview

Metric Vsfold4 Afold
MCC 0.391 > 0.316
Average MCC ± 95% Confidence Intervals 0.409 ± 0.116 > 0.335 ± 0.112
Sensitivity 0.360 > 0.305
Positive Predictive Value 0.435 > 0.339
Total TP 282 > 239
Total TN 94592 > 94535
Total FP 373 < 489
Total FP CONTRA 37 < 45
Total FP INCONS 329 < 421
Total FP COMP 7 < 23
Total FN 502 < 545
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of Vsfold4 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 Vsfold4 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 Vsfold4 and Afold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Vsfold4 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 Vsfold4 and Afold).

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Performance of Vsfold4 - scored higher in this pairwise comparison

1. Total counts & total scores for Vsfold4

Total Base Pair Counts
Total TP 282
Total TN 94592
Total FP 373
Total FP CONTRA 37
Total FP INCONS 329
Total FP COMP 7
Total FN 502
Total Scores
MCC 0.391
Average MCC ± 95% Confidence Intervals 0.409 ± 0.116
Sensitivity 0.360
Positive Predictive Value 0.435
Nr of predictions 33

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2. Individual counts for Vsfold4 [ 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 - 0.46 0.35 0.64 7 769 4 0 4 0 13
PDB_00056 - -0.02 0.00 0.00 0 618 12 0 12 0 16
PDB_00123 - 0.35 0.33 0.38 12 4154 20 0 20 0 24
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 - 0.76 0.58 1.00 7 623 0 0 0 0 5
PDB_00352 - 0.89 0.79 1.00 15 1210 0 0 0 0 4
PDB_00447 - 0.28 0.23 0.34 10 7111 19 2 17 0 34
PDB_00571 0.87 0.80 0.95 20 3300 1 1 0 0 5
PDB_00713 - 0.47 0.43 0.53 9 1999 8 0 8 0 12
PDB_00716 0.17 0.17 0.18 4 2679 19 0 18 1 19
PDB_00828 0.86 0.74 1.00 20 2465 0 0 0 0 7
PDB_00829 0.86 0.75 1.00 18 2260 0 0 0 0 6
PDB_00874 - -0.01 0.00 0.00 0 936 10 0 10 0 20
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 3 0 2 1 2
PDB_01040 - 0.30 0.30 0.33 6 1110 12 0 12 0 14
PDB_01070 - 0.43 0.37 0.50 20 12680 20 0 20 0 34
PDB_01092 0.66 0.58 0.77 30 10114 10 2 7 1 22
PDB_01260 - 0.58 0.44 0.79 11 1816 3 0 3 0 14
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 9124 56 12 44 0 39
RFA_00632 0.36 0.36 0.37 10 4068 17 3 14 0 18
RFA_00636 0.58 0.57 0.59 16 3978 11 1 10 0 12
RFA_00767 -0.01 0.00 0.00 0 1878 13 1 12 0 18
RFA_00768 -0.01 0.00 0.00 0 1875 16 1 15 0 18
RFA_00769 0.50 0.50 0.50 9 1935 9 4 5 0 9
RFA_00770 -0.01 0.00 0.00 0 2003 15 2 11 2 18
RFA_00773 -0.01 0.00 0.00 0 1936 19 1 16 2 18
RFA_00808 0.62 0.56 0.69 9 2003 4 3 1 0 7
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.