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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric ProbKnot RNAshapes
MCC 0.459 > 0.416
Average MCC ± 95% Confidence Intervals 0.535 ± 0.084 > 0.494 ± 0.080
Sensitivity 0.440 > 0.395
Positive Predictive Value 0.487 > 0.448
Total TP 518 > 465
Total TN 158442 < 158467
Total FP 562 < 588
Total FP CONTRA 69 < 84
Total FP INCONS 477 < 490
Total FP COMP 16 > 14
Total FN 660 < 713
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of ProbKnot and RNAshapes. 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 ProbKnot and RNAshapes).

  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 ProbKnot and RNAshapes).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for ProbKnot and RNAshapes. 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 ProbKnot and RNAshapes).

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Performance of ProbKnot - scored higher in this pairwise comparison

1. Total counts & total scores for ProbKnot

Total Base Pair Counts
Total TP 518
Total TN 158442
Total FP 562
Total FP CONTRA 69
Total FP INCONS 477
Total FP COMP 16
Total FN 660
Total Scores
MCC 0.459
Average MCC ± 95% Confidence Intervals 0.535 ± 0.084
Sensitivity 0.440
Positive Predictive Value 0.487
Nr of predictions 53

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00005 0.78 0.79 0.79 11 932 3 0 3 0 3
PDB_00018 - 0.20 0.20 0.22 4 1017 14 2 12 0 16
PDB_00020 - 0.41 0.35 0.50 7 766 7 0 7 0 13
PDB_00041 - 0.70 0.50 1.00 6 624 0 0 0 0 6
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 4151 35 0 35 0 36
PDB_00124 - -0.02 0.00 0.00 0 488 8 2 6 0 10
PDB_00128 - 0.77 0.71 0.83 10 484 2 0 2 0 4
PDB_00134 - 0.79 0.63 1.00 5 373 0 0 0 0 3
PDB_00138 - 0.72 0.63 0.83 5 372 1 0 1 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 - 0.86 0.79 0.94 15 1209 1 0 1 0 4
PDB_00370 - 0.09 0.12 0.07 3 15183 41 8 31 2 22
PDB_00447 - 0.27 0.25 0.30 11 7103 26 6 20 0 33
PDB_00571 0.60 0.60 0.60 15 3296 10 6 4 0 10
PDB_00713 - 0.43 0.43 0.45 9 1996 12 0 11 1 12
PDB_00716 -0.01 0.00 0.00 0 2680 22 0 21 1 23
PDB_00804 - 0.28 0.28 0.28 14 15350 38 6 30 2 36
PDB_00828 0.86 0.78 0.95 21 2463 1 0 1 0 6
PDB_00829 0.86 0.75 1.00 18 2260 0 0 0 0 6
PDB_00842 - 1.00 1.00 1.00 8 370 0 0 0 0 0
PDB_00851 - 0.45 0.39 0.53 16 4723 14 0 14 0 25
PDB_00857 - 0.80 0.80 0.80 12 1066 3 0 3 0 3
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_00918 - 0.67 0.57 0.80 4 320 1 0 1 0 3
PDB_01009 0.54 0.57 0.52 12 2462 12 5 6 1 9
PDB_01020 0.86 0.74 1.00 17 2261 1 0 0 1 6
PDB_01040 - 0.30 0.30 0.32 6 1109 13 0 13 0 14
PDB_01059 - 1.00 1.00 1.00 7 224 0 0 0 0 0
PDB_01070 - 0.33 0.30 0.38 16 12678 27 2 24 1 38
PDB_01073 0.86 0.74 1.00 25 4346 1 0 0 1 9
PDB_01092 0.73 0.63 0.85 33 10114 8 1 5 2 19
PDB_01194 - 0.69 0.60 0.82 9 485 2 0 2 0 6
PDB_01201 - 0.98 0.95 1.00 21 1107 0 0 0 0 1
PDB_01203 - 0.74 0.68 0.81 13 1160 3 2 1 0 6
PDB_01250 - 0.22 0.20 0.25 8 12058 24 4 20 0 33
PDB_01260 - 0.53 0.48 0.60 12 1810 8 1 7 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 0.40 0.39 0.41 11 4068 16 0 16 0 17
RFA_00636 0.44 0.46 0.43 13 3975 17 0 17 0 15
RFA_00767 0.63 0.56 0.71 10 1877 4 0 4 0 8
RFA_00768 0.44 0.44 0.44 8 1873 11 1 9 1 10
RFA_00769 0.54 0.56 0.53 10 1934 9 4 5 0 8
RFA_00770 0.59 0.56 0.63 10 2000 9 0 6 3 8
RFA_00773 0.55 0.56 0.56 10 1935 8 3 5 0 8
RFA_00779 0.63 0.56 0.71 10 1939 4 3 1 0 8
RFA_00808 0.65 0.56 0.75 9 2004 3 0 3 0 7
RFA_00809 0.35 0.38 0.33 6 2127 12 1 11 0 10

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Performance of RNAshapes - scored lower in this pairwise comparison

1. Total counts & total scores for RNAshapes

Total Base Pair Counts
Total TP 465
Total TN 158467
Total FP 588
Total FP CONTRA 84
Total FP INCONS 490
Total FP COMP 14
Total FN 713
Total Scores
MCC 0.416
Average MCC ± 95% Confidence Intervals 0.494 ± 0.080
Sensitivity 0.395
Positive Predictive Value 0.448
Nr of predictions 53

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2. Individual counts for RNAshapes [ 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 - 0.20 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_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 4151 35 0 35 0 36
PDB_00124 - 0.59 0.50 0.71 5 489 2 0 2 0 5
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 - 0.89 0.79 1.00 15 1210 0 0 0 0 4
PDB_00370 - 0.09 0.12 0.06 3 15178 44 12 32 0 22
PDB_00447 - 0.44 0.39 0.52 17 7107 16 6 10 0 27
PDB_00571 0.17 0.16 0.19 4 3300 17 6 11 0 21
PDB_00713 - 0.43 0.43 0.45 9 1996 11 0 11 0 12
PDB_00716 -0.01 0.00 0.00 0 2678 24 1 22 1 23
PDB_00804 - 0.19 0.20 0.18 10 15345 46 9 36 1 40
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 - 0.35 0.29 0.43 12 4725 16 0 16 0 29
PDB_00857 - 0.54 0.40 0.75 6 1073 2 0 2 0 9
PDB_00874 - 0.10 0.10 0.14 2 932 12 2 10 0 18
PDB_00886 - -0.01 0.00 0.00 0 4148 38 0 38 0 40
PDB_00918 - 0.75 0.57 1.00 4 321 0 0 0 0 3
PDB_01009 0.52 0.57 0.48 12 2460 13 5 8 0 9
PDB_01020 0.86 0.74 1.00 17 2261 1 0 0 1 6
PDB_01040 - 0.30 0.30 0.32 6 1109 13 0 13 0 14
PDB_01059 - 0.75 0.57 1.00 4 227 0 0 0 0 3
PDB_01070 - 0.42 0.37 0.49 20 12679 22 0 21 1 34
PDB_01073 0.52 0.47 0.57 16 4343 13 2 10 1 18
PDB_01092 0.54 0.50 0.58 26 10108 21 2 17 2 26
PDB_01194 - -0.02 0.00 0.00 0 488 8 0 8 0 15
PDB_01201 - 0.85 0.73 1.00 16 1112 0 0 0 0 6
PDB_01203 - 0.71 0.63 0.80 12 1161 3 2 1 0 7
PDB_01250 - 0.21 0.20 0.23 8 12055 28 5 22 1 33
PDB_01260 - 0.56 0.48 0.67 12 1812 6 0 6 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 - 0.18 0.23 0.15 9 9119 52 13 39 0 30
RFA_00632 0.34 0.36 0.33 10 4065 20 2 18 0 18
RFA_00636 0.42 0.43 0.43 12 3977 16 2 14 0 16
RFA_00767 0.63 0.56 0.71 10 1877 4 0 4 0 8
RFA_00768 0.48 0.44 0.53 8 1876 7 1 6 0 10
RFA_00769 0.54 0.56 0.53 10 1934 9 4 5 0 8
RFA_00770 0.61 0.56 0.67 10 2001 8 0 5 3 8
RFA_00773 0.71 0.56 0.91 10 1942 4 1 0 3 8
RFA_00779 0.55 0.56 0.56 10 1935 8 3 5 0 8
RFA_00808 -0.01 0.00 0.00 0 2001 15 2 13 0 16
RFA_00809 0.36 0.38 0.35 6 2128 11 1 10 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.