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

  1. Overview

  2. Performance Plots

  3. Performance of PPfold(20) - scored higher in this pairwise comparison

  4. Performance of Carnac(seed) - scored lower in this pairwise comparison

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


Overview

Metric PPfold(20) Carnac(seed)
MCC 0.732 > 0.317
Average MCC ± 95% Confidence Intervals 0.622 ± 0.078 > 0.317 ± 0.086
Sensitivity 0.596 > 0.111
Positive Predictive Value 0.900 < 0.907
Total TP 1560 > 291
Total TN 821115 < 822527
Total FP 304 > 70
Total FP CONTRA 4 = 4
Total FP INCONS 169 > 26
Total FP COMP 131 > 40
Total FN 1059 < 2328
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of PPfold(20) and Carnac(seed). 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 PPfold(20) and Carnac(seed)).

  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 PPfold(20) and Carnac(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for PPfold(20) and Carnac(seed). 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 PPfold(20) and Carnac(seed)).

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Performance of PPfold(20) - scored higher in this pairwise comparison

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

Total Base Pair Counts
Total TP 1560
Total TN 821115
Total FP 304
Total FP CONTRA 4
Total FP INCONS 169
Total FP COMP 131
Total FN 1059
Total Scores
MCC 0.732
Average MCC ± 95% Confidence Intervals 0.622 ± 0.078
Sensitivity 0.596
Positive Predictive Value 0.900
Nr of predictions 80

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_01484 0.88 0.79 0.97 31 7471 2 0 1 1 8
CRW_01499 0.72 0.66 0.79 27 7967 8 0 7 1 14
CRW_01603 0.93 0.86 1.00 32 7108 2 0 0 2 5
PDB_00012 1.00 1.00 1.00 7 399 2 0 0 2 0
PDB_00213 0.84 0.71 1.00 29 5021 0 0 0 0 12
PDB_00553 0.60 0.36 1.00 4 461 0 0 0 0 7
PDB_00810 0.80 0.65 1.00 11 1070 0 0 0 0 6
PDB_01050 0.52 0.38 0.71 5 623 3 0 2 1 8
PDB_01152 0.84 0.71 1.00 10 551 0 0 0 0 4
RFA_00389 0.97 0.93 1.00 14 1417 2 0 0 2 1
RFA_00390 0.97 0.93 1.00 14 1417 1 0 0 1 1
RFA_00391 0.97 0.93 1.00 14 1417 2 0 0 2 1
RFA_00409 0.97 0.93 1.00 14 1417 2 0 0 2 1
RFA_00416 0.97 0.93 1.00 14 1471 2 0 0 2 1
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 0.97 0.93 1.00 14 1417 1 0 0 1 1
RFA_00440 1.00 1.00 1.00 15 1470 1 0 0 1 0
RFA_00442 1.00 1.00 1.00 15 1416 1 0 0 1 0
RFA_00587 0.97 0.93 1.00 14 4837 3 0 0 3 1
RFA_00599 0.86 0.80 0.93 89 101379 16 3 4 9 22
RFA_00601 0.77 0.68 0.89 77 99148 20 1 9 10 37
RFA_00658 0.00 0.00 0.00 0 1127 1 0 1 0 14
RFA_00664 0.00 0.00 0.00 0 989 1 0 1 0 14
RFA_00667 0.00 0.00 0.00 0 989 1 0 1 0 14
RFA_00668 0.00 0.00 0.00 0 989 1 0 1 0 14
RFA_00672 -0.01 0.00 0.00 0 899 4 0 4 0 13
RFA_00673 0.00 0.00 0.00 0 1127 1 0 1 0 14
RFA_00674 -0.01 0.00 0.00 0 1124 4 0 4 0 14
RFA_00675 0.00 0.00 0.00 0 989 1 0 1 0 14
RFA_00677 0.00 0.00 0.00 0 989 1 0 1 0 14
RFA_00678 0.00 0.00 0.00 0 945 1 0 1 0 14
RFA_00680 0.31 0.14 0.67 2 1125 1 0 1 0 12
RFA_00704 0.00 0.00 0.00 0 989 1 0 1 0 14
RFA_00707 -0.01 0.00 0.00 0 1032 3 0 3 0 14
RFA_00715 0.00 0.00 0.00 0 945 1 0 1 0 14
RFA_00717 0.00 0.00 0.00 0 902 1 0 1 0 14
RFA_00730 0.78 0.75 0.82 9 892 2 0 2 0 3
RFA_00731 0.78 0.75 0.82 9 892 2 0 2 0 3
RFA_00733 0.78 0.75 0.82 9 892 2 0 2 0 3
RFA_00734 0.78 0.75 0.82 9 892 2 0 2 0 3
RFA_00736 0.78 0.75 0.82 9 892 2 0 2 0 3
RFA_00737 0.78 0.75 0.82 9 892 3 0 2 1 3
RFA_00745 0.96 0.92 1.00 11 935 0 0 0 0 1
RFA_00749 0.78 0.75 0.82 9 892 2 0 2 0 3
RFA_00758 0.78 0.75 0.82 9 892 3 0 2 1 3
RFA_00762 0.78 0.75 0.82 9 892 2 0 2 0 3
RFA_00763 0.96 0.92 1.00 11 892 1 0 0 1 1
RFA_00764 0.96 0.92 1.00 11 892 1 0 0 1 1
RFA_00765 0.78 0.75 0.82 9 892 2 0 2 0 3
RFA_00786 0.95 0.91 1.00 29 5021 0 0 0 0 3
RFA_00791 0.90 0.88 0.93 28 5121 2 0 2 0 4
RFA_00792 0.89 0.84 0.93 27 5021 2 0 2 0 5
RFA_00801 0.89 0.84 0.93 27 5021 2 0 2 0 5
SPR_00273 0.95 0.95 0.95 20 2829 1 0 1 0 1
SPR_00721 1.00 1.00 1.00 21 2905 0 0 0 0 0
SRP_00011 0.78 0.73 0.84 76 46269 22 0 15 7 28
SRP_00015 0.81 0.75 0.87 74 46275 21 0 11 10 25
SRP_00020 0.55 0.30 1.00 10 5555 0 0 0 0 23
SRP_00058 0.40 0.21 0.78 7 5769 3 0 2 1 27
SRP_00084 0.39 0.18 0.86 6 5453 1 0 1 0 28
SRP_00105 0.42 0.18 1.00 6 5559 0 0 0 0 28
SRP_00134 0.49 0.24 1.00 7 5988 0 0 0 0 22
SRP_00141 0.35 0.12 1.00 5 6323 1 0 0 1 36
SRP_00152 0.85 0.80 0.90 82 45662 20 0 9 11 21
SRP_00178 0.85 0.78 0.93 80 45667 17 0 6 11 22
SRP_00179 0.86 0.80 0.92 84 45965 15 0 7 8 21
SRP_00181 0.80 0.74 0.86 75 45969 21 0 12 9 27
SRP_00182 0.89 0.84 0.93 85 45965 13 0 6 7 16
SRP_00184 0.83 0.79 0.87 79 45965 24 0 12 12 21
SRP_00188 0.85 0.81 0.89 64 31053 13 0 8 5 15
SRP_00200 0.41 0.17 1.00 6 6897 0 0 0 0 30
SRP_00231 0.39 0.18 0.86 6 5453 1 0 1 0 28
SRP_00273 0.48 0.25 0.91 10 6775 1 0 1 0 30
SRP_00274 0.40 0.16 1.00 6 6897 0 0 0 0 32
SRP_00308 0.29 0.13 0.69 11 36299 5 0 5 0 77
SRP_00338 0.41 0.17 1.00 6 5454 0 0 0 0 30
SRP_00341 0.44 0.19 1.00 6 4747 0 0 0 0 25
SRP_00357 0.41 0.17 1.00 6 5350 0 0 0 0 30
SRP_00367 0.41 0.17 1.00 6 6780 0 0 0 0 29

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Performance of Carnac(seed) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP 291
Total TN 822527
Total FP 70
Total FP CONTRA 4
Total FP INCONS 26
Total FP COMP 40
Total FN 2328
Total Scores
MCC 0.317
Average MCC ± 95% Confidence Intervals 0.317 ± 0.086
Sensitivity 0.111
Positive Predictive Value 0.907
Nr of predictions 80

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_01484 0.00 0.00 0.00 0 7503 0 0 0 0 39
CRW_01499 0.00 0.00 0.00 0 8001 0 0 0 0 41
CRW_01603 0.00 0.00 0.00 0 7140 0 0 0 0 37
PDB_00012 1.00 1.00 1.00 7 399 3 0 0 3 0
PDB_00213 0.58 0.34 1.00 14 5036 0 0 0 0 27
PDB_00553 0.79 0.64 1.00 7 458 0 0 0 0 4
PDB_00810 0.64 0.41 1.00 7 1074 0 0 0 0 10
PDB_01050 0.62 0.38 1.00 5 625 1 0 0 1 8
PDB_01152 0.88 0.79 1.00 11 550 0 0 0 0 3
RFA_00389 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00390 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00391 0.93 0.87 1.00 13 1418 2 0 0 2 2
RFA_00409 0.77 0.60 1.00 9 1422 1 0 0 1 6
RFA_00416 0.93 0.93 0.93 14 1470 4 0 1 3 1
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_00587 0.00 0.00 0.00 0 4851 0 0 0 0 15
RFA_00599 0.00 0.00 0.00 0 101475 0 0 0 0 111
RFA_00601 0.00 0.00 0.00 0 99235 0 0 0 0 114
RFA_00658 0.40 0.29 0.57 4 1121 5 0 3 2 10
RFA_00664 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00667 -0.01 0.00 0.00 0 985 5 1 4 0 14
RFA_00668 0.50 0.43 0.60 6 980 4 0 4 0 8
RFA_00672 0.00 0.00 0.00 0 903 0 0 0 0 13
RFA_00673 0.47 0.36 0.63 5 1120 4 0 3 1 9
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 0.53 0.43 0.67 6 981 4 0 3 1 8
RFA_00678 0.00 0.00 0.00 0 946 0 0 0 0 14
RFA_00680 0.84 0.71 1.00 10 1118 2 0 0 2 4
RFA_00704 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00707 0.53 0.29 1.00 4 1031 0 0 0 0 10
RFA_00715 -0.01 0.00 0.00 0 943 3 1 2 0 14
RFA_00717 0.00 0.00 0.00 0 903 0 0 0 0 14
RFA_00730 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00731 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00733 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00734 0.64 0.42 1.00 5 898 0 0 0 0 7
RFA_00736 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00737 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00745 0.64 0.42 1.00 5 941 1 0 0 1 7
RFA_00749 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00758 0.00 0.00 0.00 0 903 0 0 0 0 12
RFA_00762 0.64 0.42 1.00 5 898 0 0 0 0 7
RFA_00763 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00764 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00765 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00786 0.25 0.13 0.50 4 5042 4 1 3 0 28
RFA_00791 0.00 0.00 0.00 0 5151 0 0 0 0 32
RFA_00792 0.00 0.00 0.00 0 5046 4 1 3 0 32
RFA_00801 0.00 0.00 0.00 0 5050 0 0 0 0 32
SPR_00273 0.00 0.00 0.00 0 2850 0 0 0 0 21
SPR_00721 0.00 0.00 0.00 0 2926 0 0 0 0 21
SRP_00011 0.00 0.00 0.00 0 46360 0 0 0 0 104
SRP_00015 0.00 0.00 0.00 0 46360 0 0 0 0 99
SRP_00020 0.00 0.00 0.00 0 5565 0 0 0 0 33
SRP_00058 0.00 0.00 0.00 0 5778 0 0 0 0 34
SRP_00084 0.00 0.00 0.00 0 5460 0 0 0 0 34
SRP_00105 0.00 0.00 0.00 0 5565 0 0 0 0 34
SRP_00134 0.00 0.00 0.00 0 5995 0 0 0 0 29
SRP_00141 0.00 0.00 0.00 0 6328 0 0 0 0 41
SRP_00152 0.00 0.00 0.00 0 45753 0 0 0 0 103
SRP_00178 0.00 0.00 0.00 0 45753 0 0 0 0 102
SRP_00179 0.00 0.00 0.00 0 46056 0 0 0 0 105
SRP_00181 0.00 0.00 0.00 0 46056 0 0 0 0 102
SRP_00182 0.00 0.00 0.00 0 46056 0 0 0 0 101
SRP_00184 0.00 0.00 0.00 0 46056 0 0 0 0 100
SRP_00188 0.00 0.00 0.00 0 31125 0 0 0 0 79
SRP_00200 0.00 0.00 0.00 0 6903 0 0 0 0 36
SRP_00231 0.00 0.00 0.00 0 5460 0 0 0 0 34
SRP_00273 0.00 0.00 0.00 0 6786 0 0 0 0 40
SRP_00274 0.00 0.00 0.00 0 6903 0 0 0 0 38
SRP_00308 0.00 0.00 0.00 0 36315 0 0 0 0 88
SRP_00338 0.00 0.00 0.00 0 5460 0 0 0 0 36
SRP_00341 0.00 0.00 0.00 0 4753 0 0 0 0 31
SRP_00357 0.00 0.00 0.00 0 5356 0 0 0 0 36
SRP_00367 0.00 0.00 0.00 0 6786 0 0 0 0 35

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