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

  1. Overview

  2. Performance Plots

  3. Performance of Vsfold5 - scored higher in this pairwise comparison

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

  5. Compile and download dataset for Vsfold5 & RDfolder [.zip] - may take several seconds...


Overview

Metric Vsfold5 RDfolder
MCC 0.576 > 0.549
Average MCC ± 95% Confidence Intervals 0.600 ± 0.176 > 0.543 ± 0.164
Sensitivity 0.547 > 0.487
Positive Predictive Value 0.626 < 0.640
Total TP 226 > 201
Total TN 17927 < 17974
Total FP 138 > 115
Total FP CONTRA 24 > 22
Total FP INCONS 111 > 91
Total FP COMP 3 > 2
Total FN 187 < 212
P-value 4.17906639633e-07

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Performance plots


  1. Comparison of performance of Vsfold5 and RDfolder. 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 Vsfold5 and RDfolder).

  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 Vsfold5 and RDfolder).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Vsfold5 and RDfolder. 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 Vsfold5 and RDfolder).

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Performance of Vsfold5 - scored higher in this pairwise comparison

1. Total counts & total scores for Vsfold5

Total Base Pair Counts
Total TP 226
Total TN 17927
Total FP 138
Total FP CONTRA 24
Total FP INCONS 111
Total FP COMP 3
Total FN 187
Total Scores
MCC 0.576
Average MCC ± 95% Confidence Intervals 0.600 ± 0.176
Sensitivity 0.547
Positive Predictive Value 0.626
Nr of predictions 20

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2. Individual counts for Vsfold5 [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KFC_A - 0.77 0.88 0.70 7 226 3 2 1 0 1
2LC8_A -0.03 0.00 0.00 0 515 13 0 13 0 18
2RP0_A - 0.84 0.71 1.00 5 111 0 0 0 0 2
2ZZN_D 0.95 0.95 0.95 21 962 1 1 0 0 1
3A2K_C 0.95 0.91 1.00 20 1088 0 0 0 0 2
3A3A_A 0.95 0.90 1.00 27 1473 0 0 0 0 3
3ADB_C - 0.72 0.61 0.87 20 1796 3 0 3 0 13
3GCA_A - 0.84 0.71 1.00 5 153 0 0 0 0 2
3GX2_A 0.61 0.57 0.67 16 1425 9 0 8 1 12
3IVN_B 0.88 0.78 1.00 18 885 0 0 0 0 5
3IWN_A 0.26 0.25 0.30 7 1449 16 2 14 0 21
3J0L_a - 0.39 0.36 0.44 4 402 6 4 1 1 7
3JYV_7 -0.02 0.00 0.00 0 1092 19 4 15 0 20
3LA5_A -0.02 0.00 0.00 0 938 16 0 16 0 25
3NKB_B - 0.69 0.74 0.67 14 714 7 0 7 0 5
3RKF_A 0.90 0.92 0.88 22 841 3 3 0 0 2
3SD1_A 0.13 0.14 0.15 4 1507 22 5 17 0 25
4AOB_A 0.21 0.21 0.25 6 1413 19 2 16 1 23
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

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Performance of RDfolder - scored lower in this pairwise comparison

1. Total counts & total scores for RDfolder

Total Base Pair Counts
Total TP 201
Total TN 17974
Total FP 115
Total FP CONTRA 22
Total FP INCONS 91
Total FP COMP 2
Total FN 212
Total Scores
MCC 0.549
Average MCC ± 95% Confidence Intervals 0.543 ± 0.164
Sensitivity 0.487
Positive Predictive Value 0.640
Nr of predictions 20

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KFC_A - 0.79 0.63 1.00 5 231 0 0 0 0 3
2LC8_A -0.03 0.00 0.00 0 514 14 3 11 0 18
2RP0_A - 0.84 0.71 1.00 5 111 0 0 0 0 2
2ZZN_D 0.93 0.95 0.91 21 961 2 2 0 0 1
3A2K_C 0.98 0.95 1.00 21 1087 0 0 0 0 1
3A3A_A 0.59 0.50 0.71 15 1479 6 0 6 0 15
3ADB_C - 0.48 0.45 0.54 15 1791 13 1 12 0 18
3GCA_A - 0.84 0.71 1.00 5 153 0 0 0 0 2
3GX2_A 0.60 0.57 0.64 16 1424 10 2 7 1 12
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3IWN_A -0.01 0.00 0.00 0 1462 10 1 9 0 28
3J0L_a - -0.02 0.00 0.00 0 407 4 3 1 0 11
3JYV_7 -0.02 0.00 0.00 0 1091 20 4 16 0 20
3LA5_A 0.91 0.84 1.00 21 933 0 0 0 0 4
3NKB_B - 0.43 0.42 0.47 8 718 9 2 7 0 11
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.35 0.24 0.54 7 1520 6 1 5 0 22
4AOB_A 0.42 0.38 0.48 11 1414 13 3 9 1 18
4ENB_A 0.48 0.40 0.60 6 462 4 0 4 0 9
4ENC_A 0.48 0.40 0.60 6 486 4 0 4 0 9

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