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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric ProbKnot RDfolder
MCC 0.566 > 0.412
Average MCC ± 95% Confidence Intervals 0.520 ± 0.153 > 0.364 ± 0.149
Sensitivity 0.506 > 0.317
Positive Predictive Value 0.643 > 0.549
Total TP 214 > 134
Total TN 35200 < 35289
Total FP 123 > 114
Total FP CONTRA 19 > 9
Total FP INCONS 100 < 101
Total FP COMP 4 = 4
Total FN 209 < 289
P-value 3.33194562506e-08

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Performance plots


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

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

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Performance of ProbKnot - scored higher in this pairwise comparison

1. Total counts & total scores for ProbKnot

Total Base Pair Counts
Total TP 214
Total TN 35200
Total FP 123
Total FP CONTRA 19
Total FP INCONS 100
Total FP COMP 4
Total FN 209
Total Scores
MCC 0.566
Average MCC ± 95% Confidence Intervals 0.520 ± 0.153
Sensitivity 0.506
Positive Predictive Value 0.643
Nr of predictions 17

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KX8_A 0.94 0.89 1.00 16 845 0 0 0 0 2
2LA5_A - 0.45 0.32 0.67 6 621 3 0 3 0 13
2LC8_A -0.01 0.00 0.00 0 1525 15 2 13 0 20
2XQD_Y 0.90 0.81 1.00 22 2828 1 0 0 1 5
3AKZ_H 0.73 0.75 0.72 21 2672 8 4 4 0 7
3AM1_B - 0.74 0.71 0.78 25 3208 7 1 6 0 10
3AMU_B 0.65 0.59 0.73 16 2981 8 0 6 2 11
3J0L_7 - -0.01 0.00 0.00 0 1212 13 0 13 0 17
3J0L_a - 0.55 0.50 0.62 8 1115 5 2 3 0 8
3J0L_g - -0.01 0.00 0.00 0 458 7 2 5 0 4
3J16_L 0.35 0.33 0.38 10 2749 16 1 15 0 20
3NKB_B - 0.59 0.54 0.67 14 1995 7 0 7 0 12
3RKF_A 0.73 0.59 0.91 20 2189 2 1 1 0 14
3SD1_A 0.55 0.48 0.65 20 3885 11 2 9 0 22
4AOB_A 0.50 0.40 0.63 17 4344 11 2 8 1 25
4ENB_A 0.73 0.58 0.92 11 1263 1 1 0 0 8
4ENC_A 0.45 0.42 0.50 8 1310 8 1 7 0 11

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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 134
Total TN 35289
Total FP 114
Total FP CONTRA 9
Total FP INCONS 101
Total FP COMP 4
Total FN 289
Total Scores
MCC 0.412
Average MCC ± 95% Confidence Intervals 0.364 ± 0.149
Sensitivity 0.317
Positive Predictive Value 0.549
Nr of predictions 17

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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
2KX8_A 0.88 0.78 1.00 14 847 0 0 0 0 4
2LA5_A - 0.46 0.26 0.83 5 624 1 0 1 0 14
2LC8_A -0.01 0.00 0.00 0 1526 14 2 12 0 20
2XQD_Y 0.88 0.78 1.00 21 2829 0 0 0 0 6
3AKZ_H 0.48 0.43 0.55 12 2679 11 1 9 1 16
3AM1_B - 0.47 0.43 0.54 15 3212 13 1 12 0 20
3AMU_B 0.18 0.15 0.22 4 2985 16 2 12 2 23
3J0L_7 - -0.01 0.00 0.00 0 1220 5 0 5 0 17
3J0L_a - -0.01 0.00 0.00 0 1124 4 1 3 0 16
3J0L_g - -0.01 0.00 0.00 0 462 3 1 2 0 4
3J16_L 0.22 0.17 0.31 5 2759 11 0 11 0 25
3NKB_B - 0.37 0.31 0.47 8 1999 9 0 9 0 18
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.30 0.17 0.54 7 3903 6 0 6 0 35
4AOB_A 0.35 0.26 0.48 11 4348 13 1 11 1 31
4ENB_A 0.43 0.32 0.60 6 1265 4 0 4 0 13
4ENC_A 0.43 0.32 0.60 6 1316 4 0 4 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.