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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric RNAsubopt Afold
MCC 0.567 > 0.564
Average MCC ± 95% Confidence Intervals 0.582 ± 0.155 > 0.572 ± 0.153
Sensitivity 0.600 < 0.604
Positive Predictive Value 0.542 > 0.533
Total TP 329 < 331
Total TN 73165 > 73151
Total FP 335 < 350
Total FP CONTRA 104 < 106
Total FP INCONS 174 < 184
Total FP COMP 57 < 60
Total FN 219 > 217
P-value 0.00183945888045

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Performance plots


  1. Comparison of performance of RNAsubopt and Afold. 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 RNAsubopt and Afold).

  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 RNAsubopt and Afold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for RNAsubopt and Afold. 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 RNAsubopt and Afold).

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Performance of RNAsubopt - scored higher in this pairwise comparison

1. Total counts & total scores for RNAsubopt

Total Base Pair Counts
Total TP 329
Total TN 73165
Total FP 335
Total FP CONTRA 104
Total FP INCONS 174
Total FP COMP 57
Total FN 219
Total Scores
MCC 0.567
Average MCC ± 95% Confidence Intervals 0.582 ± 0.155
Sensitivity 0.600
Positive Predictive Value 0.542
Nr of predictions 21

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KFC_A - -0.03 0.00 0.00 0 229 7 1 6 0 8
2LC8_A -0.03 0.00 0.00 0 513 15 3 12 0 18
2RP0_A - 0.84 0.71 1.00 5 111 0 0 0 0 2
2ZZN_D 0.52 0.55 0.52 12 961 11 3 8 0 10
3A2K_C 0.47 0.50 0.46 11 1084 13 3 10 0 11
3A3A_A 0.97 0.93 1.00 28 1472 0 0 0 0 2
3ADB_C - 0.98 0.97 1.00 32 1787 0 0 0 0 1
3GCA_A - 0.84 0.71 1.00 5 153 0 0 0 0 2
3IVN_B 0.88 0.78 1.00 18 885 0 0 0 0 5
3IWN_A 0.69 0.68 0.70 19 1445 9 1 7 1 9
3IYQ_A 0.28 0.39 0.20 20 22342 96 41 37 18 31
3IZ4_A 0.56 0.60 0.53 57 25429 54 26 24 4 38
3JYV_7 -0.02 0.00 0.00 0 1090 21 4 17 0 20
3LA5_A 0.91 0.84 1.00 21 933 0 0 0 0 4
3NKB_B - 0.66 0.68 0.65 13 715 7 0 7 0 6
3NPB_A 0.84 0.78 0.91 29 2246 8 0 3 5 8
3O58_3 0.41 0.50 0.34 11 4732 35 6 15 14 11
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3U4M_B - 0.49 0.55 0.46 12 1250 14 3 11 0 10
4A1C_2 0.18 0.25 0.14 5 4481 43 13 17 13 15
4ENB_A 0.85 0.73 1.00 11 461 2 0 0 2 4

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Performance of Afold - scored lower in this pairwise comparison

1. Total counts & total scores for Afold

Total Base Pair Counts
Total TP 331
Total TN 73151
Total FP 350
Total FP CONTRA 106
Total FP INCONS 184
Total FP COMP 60
Total FN 217
Total Scores
MCC 0.564
Average MCC ± 95% Confidence Intervals 0.572 ± 0.153
Sensitivity 0.604
Positive Predictive Value 0.533
Nr of predictions 21

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KFC_A - -0.03 0.00 0.00 0 228 8 1 7 0 8
2LC8_A 0.64 0.61 0.69 11 512 6 0 5 1 7
2RP0_A - 0.76 0.71 0.83 5 110 1 0 1 0 2
2ZZN_D 0.91 0.91 0.91 20 962 3 2 0 1 2
3A2K_C 0.46 0.50 0.44 11 1083 14 3 11 0 11
3A3A_A 0.93 0.87 1.00 26 1474 0 0 0 0 4
3ADB_C - 0.85 0.85 0.85 28 1786 6 0 5 1 5
3GCA_A - -0.04 0.00 0.00 0 151 9 1 6 2 7
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3IWN_A 0.67 0.68 0.68 19 1444 9 1 8 0 9
3IYQ_A 0.23 0.33 0.17 17 22339 97 47 37 13 34
3IZ4_A 0.52 0.57 0.48 54 25423 63 27 32 4 41
3JYV_7 -0.02 0.00 0.00 0 1088 23 4 19 0 20
3LA5_A 0.91 0.84 1.00 21 933 0 0 0 0 4
3NKB_B - 0.69 0.74 0.67 14 714 7 0 7 0 5
3NPB_A 0.82 0.73 0.93 27 2249 6 0 2 4 10
3O58_3 0.41 0.50 0.34 11 4732 38 6 15 17 11
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3U4M_B - 0.49 0.55 0.46 12 1250 14 3 11 0 10
4A1C_2 0.19 0.25 0.15 5 4483 43 11 17 15 15
4ENB_A 0.81 0.73 0.92 11 460 3 0 1 2 4

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