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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric Contrafold CRWrnafold
MCC 0.458 > 0.374
Average MCC ± 95% Confidence Intervals 0.525 ± 0.083 > 0.450 ± 0.090
Sensitivity 0.435 > 0.351
Positive Predictive Value 0.491 > 0.407
Total TP 512 > 414
Total TN 158463 < 158490
Total FP 548 < 618
Total FP CONTRA 63 < 81
Total FP INCONS 468 < 521
Total FP COMP 17 > 16
Total FN 666 < 764
P-value 3.56938820447e-08

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Performance plots


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

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

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Performance of Contrafold - scored higher in this pairwise comparison

1. Total counts & total scores for Contrafold

Total Base Pair Counts
Total TP 512
Total TN 158463
Total FP 548
Total FP CONTRA 63
Total FP INCONS 468
Total FP COMP 17
Total FN 666
Total Scores
MCC 0.458
Average MCC ± 95% Confidence Intervals 0.525 ± 0.083
Sensitivity 0.435
Positive Predictive Value 0.491
Nr of predictions 53

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2. Individual counts for Contrafold [ 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 - 0.18 0.20 0.20 4 1015 16 2 14 0 16
PDB_00020 - 0.38 0.35 0.44 7 764 9 0 9 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 - 0.25 0.25 0.29 4 616 10 0 10 0 12
PDB_00123 - -0.01 0.00 0.00 0 4151 35 0 35 0 36
PDB_00124 - -0.02 0.00 0.00 0 486 10 2 8 0 10
PDB_00128 - 0.80 0.71 0.91 10 485 1 0 1 0 4
PDB_00134 - 0.79 0.63 1.00 5 373 0 0 0 0 3
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 - 0.63 0.58 0.70 7 620 3 0 3 0 5
PDB_00352 - 0.92 0.84 1.00 16 1209 0 0 0 0 3
PDB_00370 - 0.00 0.00 0.00 0 15185 40 4 36 0 25
PDB_00447 - 0.66 0.55 0.80 24 7110 6 6 0 0 20
PDB_00571 0.87 0.80 0.95 20 3300 1 1 0 0 5
PDB_00713 - 0.58 0.57 0.60 12 1996 8 1 7 0 9
PDB_00716 0.33 0.30 0.37 7 2682 13 0 12 1 16
PDB_00804 - 0.22 0.24 0.21 12 15342 46 10 36 0 38
PDB_00828 0.88 0.78 1.00 21 2464 1 0 0 1 6
PDB_00829 0.84 0.75 0.95 18 2259 1 0 1 0 6
PDB_00842 - 0.79 0.63 1.00 5 373 0 0 0 0 3
PDB_00851 - 0.44 0.39 0.50 16 4721 16 0 16 0 25
PDB_00857 - 0.73 0.60 0.90 9 1071 1 0 1 0 6
PDB_00874 - -0.02 0.00 0.00 0 928 19 0 18 1 20
PDB_00886 - -0.01 0.00 0.00 0 4146 40 0 40 0 40
PDB_00918 - 0.75 0.57 1.00 4 321 0 0 0 0 3
PDB_01009 0.46 0.52 0.41 11 2458 16 5 11 0 10
PDB_01020 0.81 0.74 0.89 17 2259 3 1 1 1 6
PDB_01040 - 0.29 0.30 0.30 6 1108 14 0 14 0 14
PDB_01059 - 0.75 0.57 1.00 4 227 0 0 0 0 3
PDB_01070 - 0.41 0.37 0.45 20 12676 24 0 24 0 34
PDB_01073 0.86 0.74 1.00 25 4346 1 0 0 1 9
PDB_01092 0.70 0.65 0.76 34 10108 14 2 9 3 18
PDB_01194 - -0.03 0.00 0.00 0 485 11 0 11 0 15
PDB_01201 - 0.85 0.73 1.00 16 1112 0 0 0 0 6
PDB_01203 - 0.70 0.68 0.72 13 1158 5 3 2 0 6
PDB_01250 - 0.17 0.15 0.21 6 12061 23 5 18 0 35
PDB_01260 - 0.64 0.56 0.74 14 1811 5 1 4 0 11
PDB_01281 - -0.04 0.00 0.00 0 364 14 0 14 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 9117 64 9 54 1 39
RFA_00632 0.38 0.39 0.37 11 4065 19 0 19 0 17
RFA_00636 0.60 0.64 0.56 18 3973 14 4 10 0 10
RFA_00767 0.74 0.56 1.00 10 1881 2 0 0 2 8
RFA_00768 0.45 0.44 0.47 8 1874 9 1 8 0 10
RFA_00769 0.54 0.56 0.53 10 1934 9 4 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 4 1 0 3 8
RFA_00779 0.68 0.56 0.83 10 1941 2 0 2 0 8
RFA_00808 0.68 0.56 0.82 9 2005 2 0 2 0 7
RFA_00809 0.40 0.38 0.43 6 2131 8 0 8 0 10

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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 414
Total TN 158490
Total FP 618
Total FP CONTRA 81
Total FP INCONS 521
Total FP COMP 16
Total FN 764
Total Scores
MCC 0.374
Average MCC ± 95% Confidence Intervals 0.450 ± 0.090
Sensitivity 0.351
Positive Predictive Value 0.407
Nr of predictions 53

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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_00370 - 0.00 0.00 0.00 0 15179 46 13 33 0 25
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_00804 - 0.00 0.00 0.00 0 15344 56 10 46 0 50
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_01070 - 0.27 0.26 0.29 14 12672 34 0 34 0 40
PDB_01073 0.52 0.47 0.59 16 4344 12 1 10 1 18
PDB_01092 0.68 0.62 0.76 32 10111 12 1 9 2 20
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_01250 - 0.15 0.15 0.16 6 12053 31 4 27 0 35
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_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.