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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric Pknots CRWrnafold
MCC 0.697 > 0.458
Average MCC ± 95% Confidence Intervals 0.757 ± 0.084 > 0.494 ± 0.094
Sensitivity 0.668 > 0.415
Positive Predictive Value 0.733 > 0.518
Total TP 583 > 362
Total TN 76803 < 76899
Total FP 237 < 351
Total FP CONTRA 31 < 40
Total FP INCONS 181 < 297
Total FP COMP 25 > 14
Total FN 290 < 511
P-value 3.56938820447e-08

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Performance plots


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

  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 Pknots and CRWrnafold).

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

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Performance of Pknots - scored higher in this pairwise comparison

1. Total counts & total scores for Pknots

Total Base Pair Counts
Total TP 583
Total TN 76803
Total FP 237
Total FP CONTRA 31
Total FP INCONS 181
Total FP COMP 25
Total FN 290
Total Scores
MCC 0.697
Average MCC ± 95% Confidence Intervals 0.757 ± 0.084
Sensitivity 0.668
Positive Predictive Value 0.733
Nr of predictions 46

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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_00005 1.00 1.00 1.00 14 932 0 0 0 0 0
PDB_00018 - 0.68 0.55 0.85 11 1022 2 2 0 0 9
PDB_00020 - 0.77 0.65 0.93 13 766 1 0 1 0 7
PDB_00041 - 1.00 1.00 1.00 12 618 0 0 0 0 0
PDB_00053 - 1.00 1.00 1.00 11 424 0 0 0 0 0
PDB_00056 - 0.93 0.88 1.00 14 616 0 0 0 0 2
PDB_00123 - -0.01 0.00 0.00 0 4153 33 0 33 0 36
PDB_00124 - 0.86 0.90 0.82 9 485 2 2 0 0 1
PDB_00128 - 0.80 0.71 0.91 10 485 1 0 1 0 4
PDB_00134 - 0.94 1.00 0.89 8 369 1 1 0 0 0
PDB_00138 - 0.94 1.00 0.89 8 369 1 1 0 0 0
PDB_00209 - 0.96 1.00 0.92 11 549 1 1 0 0 0
PDB_00243 - 1.00 1.00 1.00 12 618 0 0 0 0 0
PDB_00352 - 0.92 0.84 1.00 16 1209 0 0 0 0 3
PDB_00571 0.87 0.80 0.95 20 3300 1 1 0 0 5
PDB_00713 - 0.45 0.43 0.47 9 1997 10 0 10 0 12
PDB_00716 0.69 0.70 0.70 16 2678 8 0 7 1 7
PDB_00828 0.86 0.74 1.00 20 2465 2 0 0 2 7
PDB_00829 0.60 0.46 0.79 11 2264 5 0 3 2 13
PDB_00842 - 1.00 1.00 1.00 8 370 0 0 0 0 0
PDB_00851 - 0.44 0.39 0.50 16 4721 16 0 16 0 25
PDB_00857 - 1.00 1.00 1.00 15 1066 0 0 0 0 0
PDB_00874 - -0.02 0.00 0.00 0 930 16 0 16 0 20
PDB_00886 - 0.37 0.35 0.41 14 4152 20 0 20 0 26
PDB_00918 - 0.93 1.00 0.88 7 317 1 1 0 0 0
PDB_01009 0.90 0.90 0.90 19 2464 4 0 2 2 2
PDB_01020 0.86 0.74 1.00 17 2261 3 0 0 3 6
PDB_01040 - 0.30 0.30 0.33 6 1110 12 0 12 0 14
PDB_01059 - 0.93 1.00 0.88 7 223 1 1 0 0 0
PDB_01073 0.51 0.47 0.55 16 4342 14 2 11 1 18
PDB_01194 - 0.77 0.60 1.00 9 487 0 0 0 0 6
PDB_01201 - 0.85 0.73 1.00 16 1112 0 0 0 0 6
PDB_01203 - 0.95 0.95 0.95 18 1157 1 1 0 0 1
PDB_01260 - 0.65 0.64 0.67 16 1806 8 1 7 0 9
PDB_01281 - -0.03 0.00 0.00 0 366 12 0 12 0 14
PDB_01299 - 0.84 0.87 0.81 13 887 3 1 2 0 2
RFA_00632 0.40 0.43 0.39 12 4064 19 4 15 0 16
RFA_00636 0.80 0.86 0.75 24 3973 8 6 2 0 4
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

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Performance of CRWrnafold - scored lower in this pairwise comparison

1. Total counts & total scores for CRWrnafold

Total Base Pair Counts
Total TP 362
Total TN 76899
Total FP 351
Total FP CONTRA 40
Total FP INCONS 297
Total FP COMP 14
Total FN 511
Total Scores
MCC 0.458
Average MCC ± 95% Confidence Intervals 0.494 ± 0.094
Sensitivity 0.415
Positive Predictive Value 0.518
Nr of predictions 46

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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_00005 0.88 0.79 1.00 11 935 0 0 0 0 3
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_00041 - 0.70 0.50 1.00 6 624 0 0 0 0 6
PDB_00053 - 0.73 0.55 1.00 6 429 0 0 0 0 5
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_00124 - -0.02 0.00 0.00 0 488 8 2 6 0 10
PDB_00128 - 0.80 0.71 0.91 10 485 1 0 1 0 4
PDB_00134 - 0.66 0.63 0.71 5 371 2 0 2 0 3
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_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_00842 - 0.79 0.63 1.00 5 373 0 0 0 0 3
PDB_00851 - 0.42 0.39 0.47 16 4719 18 4 14 0 25
PDB_00857 - 0.77 0.60 1.00 9 1072 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_00918 - 0.56 0.43 0.75 3 321 1 1 0 0 4
PDB_01009 0.90 0.90 0.90 19 2464 4 0 2 2 2
PDB_01020 0.86 0.74 1.00 17 2261 1 0 0 1 6
PDB_01040 - 0.31 0.30 0.35 6 1111 11 0 11 0 14
PDB_01059 - 0.56 0.43 0.75 3 227 1 1 0 0 4
PDB_01073 0.52 0.47 0.59 16 4344 12 1 10 1 18
PDB_01194 - 0.44 0.33 0.63 5 488 3 1 2 0 10
PDB_01201 - 0.82 0.68 1.00 15 1113 0 0 0 0 7
PDB_01203 - 0.74 0.68 0.81 13 1160 3 2 1 0 6
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
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_00779 0.59 0.56 0.63 10 1937 6 3 3 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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Matthews Correlation Coeffient, Sensitivity and Positive Predictive Value have been calculated based on the paper by Gardener & Giegerich, 2004.