CompaRNA - on-line benchmarks of RNA structure prediction methods
Home

Methods
Datasets
Rankings
RNA 2D Atlas

Help
FAQ

Contact us
RSS feeds
Twitter

Table of contents:

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric MaxExpect PknotsRG
MCC 0.648 > 0.524
Average MCC ± 95% Confidence Intervals 0.630 ± 0.113 > 0.600 ± 0.127
Sensitivity 0.660 > 0.552
Positive Predictive Value 0.637 > 0.498
Total TP 953 > 798
Total TN 1567351 > 1567246
Total FP 673 < 910
Total FP CONTRA 180 < 212
Total FP INCONS 364 < 592
Total FP COMP 129 > 106
Total FN 492 < 647
P-value 5.10776592382e-08

^top




Performance plots


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

  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 PknotsRG).

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

^top





Performance of MaxExpect - scored higher in this pairwise comparison

1. Total counts & total scores for MaxExpect

Total Base Pair Counts
Total TP 953
Total TN 1567351
Total FP 673
Total FP CONTRA 180
Total FP INCONS 364
Total FP COMP 129
Total FN 492
Total Scores
MCC 0.648
Average MCC ± 95% Confidence Intervals 0.630 ± 0.113
Sensitivity 0.660
Positive Predictive Value 0.637
Nr of predictions 24

^top



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
2KRL_A - 0.91 0.87 0.95 20 2003 9 1 0 8 3
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
3IYQ_A 0.24 0.33 0.17 17 22342 96 41 40 15 34
3IZ4_A 0.61 0.61 0.62 58 25442 42 14 22 6 37
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
3KIY_A - 0.67 0.68 0.66 531 1485073 336 81 195 60 255
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 0.77 0.73 0.82 27 2245 10 0 6 4 10
3O58_3 0.40 0.50 0.33 11 4731 36 8 14 14 11
3PDR_A 0.92 0.90 0.94 45 4792 5 1 2 2 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
3U4M_B - 0.58 0.59 0.59 13 1254 9 2 7 0 9
4A1C_2 0.19 0.25 0.16 5 4484 41 10 17 14 15
4AOB_A 0.60 0.59 0.63 17 1410 11 4 6 1 12
4ENB_A 0.85 0.73 1.00 11 461 0 0 0 0 4
4ENC_A 0.36 0.33 0.42 5 484 8 0 7 1 10

^top



Performance of PknotsRG - scored lower in this pairwise comparison

1. Total counts & total scores for PknotsRG

Total Base Pair Counts
Total TP 798
Total TN 1567246
Total FP 910
Total FP CONTRA 212
Total FP INCONS 592
Total FP COMP 106
Total FN 647
Total Scores
MCC 0.524
Average MCC ± 95% Confidence Intervals 0.600 ± 0.127
Sensitivity 0.552
Positive Predictive Value 0.498
Nr of predictions 24

^top



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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KRL_A - 0.85 0.87 0.83 20 2000 12 4 0 8 3
2LC8_A 0.66 0.61 0.73 11 513 4 2 2 0 7
3A2K_C 0.47 0.50 0.46 11 1084 13 3 10 0 11
3ADB_C - 0.35 0.36 0.36 12 1786 21 1 20 0 21
3GX2_A 0.80 0.79 0.81 22 1422 6 2 3 1 6
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3IWN_A 0.21 0.21 0.24 6 1447 19 1 18 0 22
3IYQ_A 0.24 0.33 0.17 17 22340 94 45 38 11 34
3IZ4_A 0.56 0.60 0.52 57 25426 57 25 28 4 38
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
3KIY_A - 0.47 0.50 0.45 393 1485010 525 91 386 48 393
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 0.93 0.86 1.00 32 2246 4 0 0 4 5
3O58_3 0.41 0.50 0.34 11 4732 35 6 15 14 11
3PDR_A 0.90 0.90 0.90 45 4790 7 2 3 2 5
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.73 0.72 0.75 21 1505 7 4 3 0 8
3U4M_B - 0.49 0.55 0.46 12 1250 14 3 11 0 10
4A1C_2 0.18 0.25 0.14 5 4480 43 11 20 12 15
4AOB_A 0.60 0.59 0.63 17 1410 11 4 6 1 12
4ENB_A 1.00 1.00 1.00 15 457 0 0 0 0 0
4ENC_A 0.97 1.00 0.94 15 480 1 1 0 0 0

^top


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