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

  1. Overview

  2. Performance Plots

  3. Performance of RNAalifold(seed) - scored higher in this pairwise comparison

  4. Performance of Multilign(20) - scored lower in this pairwise comparison

  5. Compile and download dataset for RNAalifold(seed) & Multilign(20) [.zip] - may take several seconds...


Overview

Metric RNAalifold(seed) Multilign(20)
MCC 0.612 > 0.583
Average MCC ± 95% Confidence Intervals 0.591 ± 0.048 > 0.536 ± 0.066
Sensitivity 0.394 < 0.435
Positive Predictive Value 0.955 > 0.787
Total TP 1173 < 1293
Total TN 443857 > 443443
Total FP 96 < 534
Total FP CONTRA 10 < 47
Total FP INCONS 45 < 302
Total FP COMP 41 < 185
Total FN 1802 > 1682
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of RNAalifold(seed) and Multilign(20). 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 RNAalifold(seed) and Multilign(20)).

  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 RNAalifold(seed) and Multilign(20)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for RNAalifold(seed) and Multilign(20). 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 RNAalifold(seed) and Multilign(20)).

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Performance of RNAalifold(seed) - scored higher in this pairwise comparison

1. Total counts & total scores for RNAalifold(seed)

Total Base Pair Counts
Total TP 1173
Total TN 443857
Total FP 96
Total FP CONTRA 10
Total FP INCONS 45
Total FP COMP 41
Total FN 1802
Total Scores
MCC 0.612
Average MCC ± 95% Confidence Intervals 0.591 ± 0.048
Sensitivity 0.394
Positive Predictive Value 0.955
Nr of predictions 128

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2. Individual counts for RNAalifold(seed) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00012 0.65 0.43 1.00 3 403 0 0 0 0 4
PDB_00213 0.60 0.49 0.74 20 5023 7 0 7 0 21
PDB_00553 0.52 0.27 1.00 3 462 0 0 0 0 8
PDB_00741 0.68 0.47 1.00 8 695 0 0 0 0 9
PDB_00810 0.84 0.71 1.00 12 1069 0 0 0 0 5
PDB_00828 0.70 0.59 0.84 16 2466 3 2 1 0 11
PDB_00829 0.75 0.67 0.84 16 2259 3 2 1 0 8
PDB_00876 0.59 0.40 0.89 8 981 1 0 1 0 12
PDB_01020 0.73 0.65 0.83 15 2260 4 2 1 1 8
PDB_01050 0.55 0.31 1.00 4 626 1 0 0 1 9
PDB_01073 0.80 0.65 1.00 22 4349 1 0 0 1 12
PDB_01114 0.77 0.59 1.00 16 2834 0 0 0 0 11
PDB_01152 0.80 0.71 0.91 10 550 1 0 1 0 4
PDB_01236 0.76 0.57 1.00 31 11597 2 0 0 2 23
RFA_00389 0.93 0.87 1.00 13 1418 1 0 0 1 2
RFA_00390 0.93 0.87 1.00 13 1418 1 0 0 1 2
RFA_00391 0.93 0.87 1.00 13 1418 1 0 0 1 2
RFA_00396 0.93 0.87 1.00 13 1418 1 0 0 1 2
RFA_00402 0.93 0.87 1.00 13 1418 1 0 0 1 2
RFA_00409 0.93 0.87 1.00 13 1418 1 0 0 1 2
RFA_00416 0.93 0.87 1.00 13 1472 1 0 0 1 2
RFA_00433 0.93 0.87 1.00 13 1418 1 0 0 1 2
RFA_00434 0.93 0.87 1.00 13 1418 1 0 0 1 2
RFA_00436 0.93 0.87 1.00 13 1418 1 0 0 1 2
RFA_00440 0.93 0.87 1.00 13 1472 1 0 0 1 2
RFA_00442 0.93 0.87 1.00 13 1418 1 0 0 1 2
RFA_00444 0.93 0.87 1.00 13 1527 1 0 0 1 2
RFA_00583 0.68 0.47 1.00 7 4943 0 0 0 0 8
RFA_00584 0.68 0.47 1.00 7 2919 0 0 0 0 8
RFA_00585 0.68 0.47 1.00 7 4844 0 0 0 0 8
RFA_00586 0.68 0.47 1.00 7 3909 0 0 0 0 8
RFA_00587 0.68 0.47 1.00 7 4844 0 0 0 0 8
RFA_00588 0.68 0.47 1.00 7 4553 0 0 0 0 8
RFA_00589 0.63 0.40 1.00 6 4365 0 0 0 0 9
RFA_00594 0.68 0.47 1.00 7 2768 0 0 0 0 8
RFA_00596 0.58 0.33 1.00 5 5990 0 0 0 0 10
RFA_00658 0.00 0.00 0.00 0 1128 0 0 0 0 14
RFA_00664 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00667 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00668 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00672 0.00 0.00 0.00 0 903 0 0 0 0 13
RFA_00673 0.00 0.00 0.00 0 1128 0 0 0 0 14
RFA_00674 0.00 0.00 0.00 0 1128 0 0 0 0 14
RFA_00675 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00677 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00678 0.00 0.00 0.00 0 946 0 0 0 0 14
RFA_00680 0.00 0.00 0.00 0 1128 0 0 0 0 14
RFA_00704 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00707 0.00 0.00 0.00 0 1035 0 0 0 0 14
RFA_00715 0.00 0.00 0.00 0 946 0 0 0 0 14
RFA_00717 0.00 0.00 0.00 0 903 0 0 0 0 14
RFA_00730 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00731 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00733 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00734 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00736 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00737 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00745 1.00 1.00 1.00 12 934 0 0 0 0 0
RFA_00749 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00758 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00762 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00763 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00764 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00765 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00786 0.68 0.63 0.74 20 5023 7 1 6 0 12
RFA_00791 0.68 0.63 0.74 20 5124 7 1 6 0 12
RFA_00792 0.68 0.63 0.74 20 5023 7 1 6 0 12
RFA_00801 0.68 0.63 0.74 20 5023 7 1 6 0 12
SRP_00020 0.52 0.27 1.00 9 5556 0 0 0 0 24
SRP_00038 0.49 0.24 1.00 8 5042 1 0 0 1 25
SRP_00042 0.56 0.32 1.00 8 3997 1 0 0 1 17
SRP_00046 0.53 0.28 1.00 9 4744 0 0 0 0 23
SRP_00051 0.52 0.27 1.00 8 5452 1 0 0 1 22
SRP_00054 0.50 0.25 1.00 8 5557 1 0 0 1 24
SRP_00057 0.51 0.26 1.00 9 6319 0 0 0 0 26
SRP_00058 0.51 0.26 1.00 9 5769 0 0 0 0 25
SRP_00072 0.52 0.28 1.00 8 6320 1 0 0 1 21
SRP_00074 0.52 0.28 1.00 8 6547 1 0 0 1 21
SRP_00077 0.46 0.22 1.00 8 6662 1 0 0 1 29
SRP_00081 0.54 0.29 1.00 9 5556 0 0 0 0 22
SRP_00084 0.51 0.26 1.00 9 5451 0 0 0 0 25
SRP_00094 0.61 0.38 1.00 9 4086 0 0 0 0 15
SRP_00095 0.60 0.36 1.00 9 3996 0 0 0 0 16
SRP_00098 0.49 0.24 1.00 9 6432 0 0 0 0 28
SRP_00107 0.65 0.42 1.00 8 3647 1 0 0 1 11
SRP_00121 0.56 0.32 1.00 8 4270 1 0 0 1 17
SRP_00128 0.50 0.25 1.00 9 6777 0 0 0 0 27
SRP_00132 0.56 0.31 1.00 9 4842 0 0 0 0 20
SRP_00134 0.70 0.62 0.78 18 5972 9 0 5 4 11
SRP_00141 0.44 0.20 1.00 8 6320 1 0 0 1 33
SRP_00161 0.60 0.36 1.00 8 2842 1 0 0 1 14
SRP_00162 0.62 0.39 1.00 9 2917 0 0 0 0 14
SRP_00163 0.55 0.31 1.00 8 3478 1 0 0 1 18
SRP_00164 0.51 0.26 1.00 9 6894 0 0 0 0 26
SRP_00170 0.56 0.32 1.00 8 4087 1 0 0 1 17
SRP_00194 0.38 0.24 0.63 5 3232 3 0 3 0 16
SRP_00209 0.58 0.33 1.00 9 4647 0 0 0 0 18
SRP_00213 0.60 0.36 1.00 9 4177 0 0 0 0 16
SRP_00215 0.56 0.32 1.00 8 3232 0 0 0 0 17
SRP_00227 0.54 0.29 1.00 9 5142 0 0 0 0 22
SRP_00231 0.51 0.26 1.00 9 5451 0 0 0 0 25
SRP_00243 0.54 0.29 1.00 9 5142 0 0 0 0 22
SRP_00244 0.45 0.21 1.00 8 6895 1 0 0 1 31
SRP_00250 0.50 0.25 1.00 9 6777 0 0 0 0 27
SRP_00251 0.50 0.25 1.00 9 7012 0 0 0 0 27
SRP_00266 0.49 0.28 0.89 8 4647 1 0 1 0 21
SRP_00268 0.58 0.33 1.00 9 4177 0 0 0 0 18
SRP_00269 0.52 0.27 1.00 9 5041 0 0 0 0 24
SRP_00270 0.51 0.26 1.00 8 4648 1 0 0 1 23
SRP_00271 0.61 0.38 1.00 9 3231 0 0 0 0 15
SRP_00273 0.47 0.23 1.00 9 6777 0 0 0 0 31
SRP_00274 0.49 0.24 1.00 9 6894 0 0 0 0 29
SRP_00303 0.53 0.28 1.00 9 6661 0 0 0 0 23
SRP_00310 0.62 0.39 1.00 9 2917 0 0 0 0 14
SRP_00312 0.54 0.30 1.00 8 4178 1 0 0 1 19
SRP_00318 0.62 0.39 1.00 9 2994 0 0 0 0 14
SRP_00325 0.52 0.27 1.00 9 4362 0 0 0 0 24
SRP_00333 0.51 0.26 1.00 9 5142 0 0 0 0 25
SRP_00338 0.50 0.25 1.00 9 5451 0 0 0 0 27
SRP_00341 0.51 0.26 1.00 8 4745 1 0 0 1 23
SRP_00342 0.60 0.36 1.00 9 3996 0 0 0 0 16
SRP_00350 0.58 0.33 1.00 9 3907 0 0 0 0 18
SRP_00356 0.52 0.27 1.00 8 5042 1 0 0 1 22
SRP_00357 0.50 0.25 1.00 9 5347 0 0 0 0 27
SRP_00358 0.51 0.26 1.00 9 6319 0 0 0 0 26
SRP_00367 0.51 0.26 1.00 9 6777 0 0 0 0 26
SRP_00369 0.51 0.26 1.00 9 5769 0 0 0 0 26
SRP_00383 0.58 0.33 1.00 8 3232 1 0 0 1 16

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Performance of Multilign(20) - scored lower in this pairwise comparison

1. Total counts & total scores for Multilign(20)

Total Base Pair Counts
Total TP 1293
Total TN 443443
Total FP 534
Total FP CONTRA 47
Total FP INCONS 302
Total FP COMP 185
Total FN 1682
Total Scores
MCC 0.583
Average MCC ± 95% Confidence Intervals 0.536 ± 0.066
Sensitivity 0.435
Positive Predictive Value 0.787
Nr of predictions 128

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2. Individual counts for Multilign(20) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00012 1.00 1.00 1.00 7 399 3 0 0 3 0
PDB_00213 0.86 0.78 0.94 32 5016 2 0 2 0 9
PDB_00553 1.00 1.00 1.00 11 454 0 0 0 0 0
PDB_00741 0.87 0.76 1.00 13 690 0 0 0 0 4
PDB_00810 0.67 0.59 0.77 10 1068 3 0 3 0 7
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 2 0 0 2 6
PDB_00876 0.97 0.95 1.00 19 971 0 0 0 0 1
PDB_01020 0.86 0.74 1.00 17 2261 3 0 0 3 6
PDB_01050 0.92 0.85 1.00 11 619 2 0 0 2 2
PDB_01073 0.86 0.74 1.00 25 4346 1 0 0 1 9
PDB_01114 0.42 0.37 0.48 10 2829 11 1 10 0 17
PDB_01152 0.88 0.79 1.00 11 550 0 0 0 0 3
PDB_01236 0.88 0.81 0.96 44 11582 3 0 2 1 10
RFA_00389 0.70 0.60 0.82 9 1420 4 0 2 2 6
RFA_00390 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00391 0.57 0.47 0.70 7 1421 4 0 3 1 8
RFA_00396 0.97 0.93 1.00 14 1417 2 0 0 2 1
RFA_00402 1.00 1.00 1.00 15 1416 0 0 0 0 0
RFA_00409 0.70 0.60 0.82 9 1420 4 0 2 2 6
RFA_00416 1.00 1.00 1.00 15 1470 2 0 0 2 0
RFA_00433 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00434 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00436 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00440 1.00 1.00 1.00 15 1470 2 0 0 2 0
RFA_00442 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00444 1.00 1.00 1.00 15 1525 1 0 0 1 0
RFA_00583 0.51 0.53 0.50 8 4934 23 0 8 15 7
RFA_00584 0.87 0.87 0.87 13 2911 14 0 2 12 2
RFA_00585 0.93 0.93 0.93 14 4836 15 0 1 14 1
RFA_00586 0.97 0.93 1.00 14 3902 12 0 0 12 1
RFA_00587 0.93 0.93 0.93 14 4836 15 0 1 14 1
RFA_00588 1.00 1.00 1.00 15 4545 10 0 0 10 0
RFA_00589 1.00 1.00 1.00 15 4356 17 0 0 17 0
RFA_00594 0.83 0.80 0.86 12 2761 14 0 2 12 3
RFA_00596 0.74 0.67 0.83 10 5983 18 0 2 16 5
RFA_00658 0.00 0.00 0.00 0 1128 0 0 0 0 14
RFA_00664 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00667 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00668 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00672 0.00 0.00 0.00 0 903 0 0 0 0 13
RFA_00673 0.00 0.00 0.00 0 1128 0 0 0 0 14
RFA_00674 0.00 0.00 0.00 0 1128 0 0 0 0 14
RFA_00675 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00677 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00678 0.00 0.00 0.00 0 946 0 0 0 0 14
RFA_00680 0.00 0.00 0.00 0 1128 0 0 0 0 14
RFA_00704 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00707 0.00 0.00 0.00 0 1035 0 0 0 0 14
RFA_00715 0.00 0.00 0.00 0 946 0 0 0 0 14
RFA_00717 0.00 0.00 0.00 0 903 0 0 0 0 14
RFA_00730 0.69 0.67 0.73 8 892 4 1 2 1 4
RFA_00731 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00733 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00734 0.78 0.75 0.82 9 892 3 0 2 1 3
RFA_00736 0.69 0.67 0.73 8 892 4 1 2 1 4
RFA_00737 0.73 0.67 0.80 8 893 3 0 2 1 4
RFA_00745 0.69 0.67 0.73 8 935 4 1 2 1 4
RFA_00749 0.69 0.67 0.73 8 892 4 1 2 1 4
RFA_00758 0.63 0.58 0.70 7 893 3 1 2 0 5
RFA_00762 0.69 0.67 0.73 8 892 3 0 3 0 4
RFA_00763 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00764 0.69 0.67 0.73 8 892 4 1 2 1 4
RFA_00765 0.91 0.83 1.00 10 893 1 0 0 1 2
RFA_00786 0.64 0.66 0.64 21 5017 12 2 10 0 11
RFA_00791 0.89 0.84 0.93 27 5122 3 0 2 1 5
RFA_00792 0.94 0.94 0.94 30 5018 4 0 2 2 2
RFA_00801 0.81 0.78 0.83 25 5020 6 0 5 1 7
SRP_00020 0.29 0.15 0.56 5 5556 4 0 4 0 28
SRP_00038 0.89 0.85 0.93 28 5020 2 0 2 0 5
SRP_00042 0.36 0.24 0.55 6 3994 6 1 4 1 19
SRP_00046 0.00 0.00 0.00 0 4753 0 0 0 0 32
SRP_00051 0.00 0.00 0.00 0 5450 10 0 10 0 30
SRP_00054 0.47 0.22 1.00 7 5558 0 0 0 0 25
SRP_00057 0.34 0.20 0.58 7 6316 5 1 4 0 28
SRP_00058 0.73 0.68 0.79 23 5749 6 1 5 0 11
SRP_00072 0.00 0.00 0.00 0 6318 10 0 10 0 29
SRP_00074 0.00 0.00 0.00 0 6543 12 0 12 0 29
SRP_00077 0.57 0.32 1.00 12 6658 0 0 0 0 25
SRP_00081 0.00 0.00 0.00 0 5555 10 2 8 0 31
SRP_00084 0.36 0.21 0.64 7 5449 4 0 4 0 27
SRP_00094 0.73 0.75 0.72 18 4070 7 1 6 0 6
SRP_00095 0.30 0.28 0.33 7 3984 14 4 10 0 18
SRP_00098 0.00 0.00 0.00 0 6430 11 1 10 0 37
SRP_00107 0.27 0.32 0.24 6 3630 21 4 15 2 13
SRP_00121 0.60 0.40 0.91 10 4267 1 0 1 0 15
SRP_00128 0.14 0.08 0.25 3 6774 9 0 9 0 33
SRP_00132 0.28 0.17 0.45 5 4840 7 0 6 1 24
SRP_00134 0.51 0.55 0.48 16 5962 23 3 14 6 13
SRP_00141 0.65 0.51 0.84 21 6303 4 1 3 0 20
SRP_00161 0.71 0.50 1.00 11 2839 0 0 0 0 11
SRP_00162 0.87 0.87 0.87 20 2903 4 0 3 1 3
SRP_00163 0.52 0.27 1.00 7 3479 0 0 0 0 19
SRP_00164 0.00 0.00 0.00 0 6892 11 2 9 0 35
SRP_00170 0.70 0.56 0.88 14 4079 3 1 1 1 11
SRP_00194 0.00 0.00 0.00 0 3240 0 0 0 0 21
SRP_00209 0.20 0.19 0.23 5 4634 17 4 13 0 22
SRP_00213 0.54 0.36 0.82 9 4175 2 0 2 0 16
SRP_00215 0.53 0.32 0.89 8 3231 1 0 1 0 17
SRP_00227 0.94 0.94 0.94 29 5120 2 1 1 0 2
SRP_00231 0.46 0.26 0.82 9 5449 2 0 2 0 25
SRP_00243 0.47 0.23 1.00 7 5144 0 0 0 0 24
SRP_00244 0.00 0.00 0.00 0 6892 11 1 10 0 39
SRP_00250 0.00 0.00 0.00 0 6786 0 0 0 0 36
SRP_00251 0.77 0.67 0.89 24 6994 3 1 2 0 12
SRP_00266 0.00 0.00 0.00 0 4656 0 0 0 0 29
SRP_00268 0.93 0.93 0.93 25 4159 2 1 1 0 2
SRP_00269 0.00 0.00 0.00 0 5043 7 1 6 0 33
SRP_00270 0.80 0.65 1.00 20 4636 0 0 0 0 11
SRP_00271 0.00 0.00 0.00 0 3240 0 0 0 0 24
SRP_00273 0.55 0.30 1.00 12 6774 0 0 0 0 28
SRP_00274 0.95 0.95 0.95 36 6865 2 1 1 0 2
SRP_00303 0.31 0.09 1.00 3 6667 0 0 0 0 29
SRP_00310 0.84 0.83 0.86 19 2904 4 0 3 1 4
SRP_00312 0.77 0.67 0.90 18 4166 2 1 1 0 9
SRP_00318 0.62 0.39 1.00 9 2994 0 0 0 0 14
SRP_00325 0.70 0.58 0.86 19 4349 3 0 3 0 14
SRP_00333 0.00 0.00 0.00 0 5151 0 0 0 0 34
SRP_00338 0.00 0.00 0.00 0 5460 0 0 0 0 36
SRP_00341 0.00 0.00 0.00 0 4741 12 3 9 0 31
SRP_00342 0.46 0.28 0.78 7 3996 4 0 2 2 18
SRP_00350 0.39 0.26 0.58 7 3904 5 0 5 0 20
SRP_00356 0.58 0.37 0.92 11 5038 1 0 1 0 19
SRP_00357 0.00 0.00 0.00 0 5356 0 0 0 0 36
SRP_00358 0.32 0.14 0.71 5 6321 2 1 1 0 30
SRP_00367 0.00 0.00 0.00 0 6775 11 1 10 0 35
SRP_00369 0.58 0.34 1.00 12 5766 0 0 0 0 23
SRP_00383 0.54 0.29 1.00 7 3233 0 0 0 0 17

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Matthews Correlation Coeffient, Sensitivity and Positive Predictive Value have been calculated based on the paper by Gardener & Giegerich, 2004.