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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric MaxExpect Alterna
MCC 0.711 > 0.584
Average MCC ± 95% Confidence Intervals 0.667 ± 0.186 > 0.553 ± 0.176
Sensitivity 0.689 > 0.582
Positive Predictive Value 0.745 > 0.604
Total TP 193 > 163
Total TN 12630 > 12619
Total FP 70 < 110
Total FP CONTRA 18 < 26
Total FP INCONS 48 < 81
Total FP COMP 4 > 3
Total FN 87 < 117
P-value 1.91441904741e-08

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Performance plots


  1. Comparison of performance of MaxExpect and Alterna. 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 MaxExpect and Alterna).

  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 MaxExpect and Alterna).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for MaxExpect and Alterna. 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 MaxExpect and Alterna).

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Performance of MaxExpect - scored higher in this pairwise comparison

1. Total counts & total scores for MaxExpect

Total Base Pair Counts
Total TP 193
Total TN 12630
Total FP 70
Total FP CONTRA 18
Total FP INCONS 48
Total FP COMP 4
Total FN 87
Total Scores
MCC 0.711
Average MCC ± 95% Confidence Intervals 0.667 ± 0.186
Sensitivity 0.689
Positive Predictive Value 0.745
Nr of predictions 12

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A -0.03 0.00 0.00 0 513 15 3 12 0 18
3A2K_C 0.47 0.50 0.46 11 1084 13 3 10 0 11
3ADB_C - 0.86 0.85 0.88 28 1787 4 0 4 0 5
3GX2_A 0.93 0.89 0.96 25 1423 2 1 0 1 3
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3IWN_A 0.80 0.79 0.81 22 1445 6 1 4 1 6
3J0L_a - 0.39 0.36 0.44 4 402 6 4 1 1 7
3JYV_7 0.48 0.45 0.53 9 1094 9 3 5 1 11
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
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.70 0.69 0.71 20 1505 8 3 5 0 9

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Performance of Alterna - scored lower in this pairwise comparison

1. Total counts & total scores for Alterna

Total Base Pair Counts
Total TP 163
Total TN 12619
Total FP 110
Total FP CONTRA 26
Total FP INCONS 81
Total FP COMP 3
Total FN 117
Total Scores
MCC 0.584
Average MCC ± 95% Confidence Intervals 0.553 ± 0.176
Sensitivity 0.582
Positive Predictive Value 0.604
Nr of predictions 12

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.47 0.44 0.53 8 513 7 0 7 0 10
3A2K_C 0.49 0.55 0.46 12 1082 14 3 11 0 10
3ADB_C - 0.63 0.64 0.64 21 1786 12 1 11 0 12
3GX2_A 0.56 0.57 0.57 16 1421 13 4 8 1 12
3IVN_B 0.81 0.78 0.86 18 882 3 2 1 0 5
3IWN_A 0.81 0.79 0.85 22 1446 5 1 3 1 6
3J0L_a - 0.18 0.18 0.22 2 402 8 3 4 1 9
3JYV_7 -0.02 0.00 0.00 0 1089 22 4 18 0 20
3LA5_A 0.91 0.84 1.00 21 933 0 0 0 0 4
3NKB_B - 0.41 0.42 0.42 8 716 11 3 8 0 11
3RKF_A 0.82 0.79 0.86 19 844 3 1 2 0 5
3SD1_A 0.55 0.55 0.57 16 1505 12 4 8 0 13

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