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

  1. Overview

  2. Performance Plots

  3. Performance of Vsfold4 - scored higher in this pairwise comparison

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

  5. Compile and download dataset for Vsfold4 & RDfolder [.zip] - may take several seconds...


Overview

Metric Vsfold4 RDfolder
MCC 0.654 > 0.569
Average MCC ± 95% Confidence Intervals 0.646 ± 0.129 > 0.577 ± 0.138
Sensitivity 0.620 > 0.510
Positive Predictive Value 0.705 > 0.653
Total TP 316 > 260
Total TN 22858 < 22908
Total FP 137 < 141
Total FP CONTRA 30 > 28
Total FP INCONS 102 < 110
Total FP COMP 5 > 3
Total FN 194 < 250
P-value 5.19332990918e-08

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Performance plots


  1. Comparison of performance of Vsfold4 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 Vsfold4 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 Vsfold4 and RDfolder).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Vsfold4 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 Vsfold4 and RDfolder).

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Performance of Vsfold4 - scored higher in this pairwise comparison

1. Total counts & total scores for Vsfold4

Total Base Pair Counts
Total TP 316
Total TN 22858
Total FP 137
Total FP CONTRA 30
Total FP INCONS 102
Total FP COMP 5
Total FN 194
Total Scores
MCC 0.654
Average MCC ± 95% Confidence Intervals 0.646 ± 0.129
Sensitivity 0.620
Positive Predictive Value 0.705
Nr of predictions 25

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2. Individual counts for Vsfold4 [ 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 0 515 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 - 0.95 0.91 1.00 30 1789 0 0 0 0 3
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 0 9 1 12
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3IWN_A 0.28 0.25 0.35 7 1452 13 2 11 0 21
3J0L_a - 0.39 0.36 0.44 4 402 6 4 1 1 7
3J20_0 0.95 0.95 0.95 20 1198 2 1 0 1 1
3J3D_C 0.48 0.53 0.45 10 946 12 4 8 0 9
3JYV_7 -0.02 0.00 0.00 0 1092 19 4 15 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
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.23 0.24 0.24 7 1504 22 5 17 0 22
3W3S_B 0.74 0.70 0.79 23 1960 7 1 5 1 10
4AOB_A 0.50 0.48 0.54 14 1411 13 3 9 1 15
4ATO_G - 0.38 0.43 0.38 3 212 5 5 0 0 4
4ENB_A 0.85 0.73 1.00 11 461 0 0 0 0 4
4ENC_A 0.77 0.60 1.00 9 487 0 0 0 0 6
4JRC_A - 0.34 0.29 0.42 5 610 7 0 7 0 12

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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 260
Total TN 22908
Total FP 141
Total FP CONTRA 28
Total FP INCONS 110
Total FP COMP 3
Total FN 250
Total Scores
MCC 0.569
Average MCC ± 95% Confidence Intervals 0.577 ± 0.138
Sensitivity 0.510
Positive Predictive Value 0.653
Nr of predictions 25

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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
3J20_0 0.82 0.76 0.89 16 1201 3 1 1 1 5
3J3D_C 0.76 0.79 0.75 15 948 5 3 2 0 4
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
3W3S_B 0.29 0.27 0.33 9 1962 18 2 16 0 24
4AOB_A 0.42 0.38 0.48 11 1414 13 3 9 1 18
4ATO_G - 0.75 0.57 1.00 4 216 0 0 0 0 3
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
4JRC_A - 0.94 0.88 1.00 15 607 0 0 0 0 2

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