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

  1. Overview

  2. Performance Plots

  3. Performance of TurboFold(20) - scored higher in this pairwise comparison

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

  5. Compile and download dataset for TurboFold(20) & RNAshapes [.zip] - may take several seconds...


Overview

Metric TurboFold(20) RNAshapes
MCC 0.636 > 0.491
Average MCC ± 95% Confidence Intervals 0.647 ± 0.154 > 0.507 ± 0.155
Sensitivity 0.629 > 0.529
Positive Predictive Value 0.649 > 0.466
Total TP 163 > 137
Total TN 25335 > 25292
Total FP 132 < 218
Total FP CONTRA 32 < 49
Total FP INCONS 56 < 108
Total FP COMP 44 < 61
Total FN 96 < 122
P-value 1.08932646657e-08

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Performance plots


  1. Comparison of performance of TurboFold(20) and RNAshapes. 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 TurboFold(20) and RNAshapes).

  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 TurboFold(20) and RNAshapes).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for TurboFold(20) and RNAshapes. 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 TurboFold(20) and RNAshapes).

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Performance of TurboFold(20) - scored higher in this pairwise comparison

1. Total counts & total scores for TurboFold(20)

Total Base Pair Counts
Total TP 163
Total TN 25335
Total FP 132
Total FP CONTRA 32
Total FP INCONS 56
Total FP COMP 44
Total FN 96
Total Scores
MCC 0.636
Average MCC ± 95% Confidence Intervals 0.647 ± 0.154
Sensitivity 0.629
Positive Predictive Value 0.649
Nr of predictions 12

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2. Individual counts for TurboFold(20) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
3J20_0 0.74 0.76 0.73 16 1197 7 1 5 1 5
3J3D_C 0.90 0.95 0.86 18 947 3 3 0 0 1
3J3E_8 0.27 0.33 0.23 5 2720 28 6 11 11 10
3J3F_8 0.42 0.53 0.34 10 4732 37 9 10 18 9
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.71 0.69 0.74 20 1506 7 2 5 0 9
3ZEX_C 0.49 0.45 0.54 13 5350 15 2 9 4 16
4A1C_2 0.22 0.25 0.21 5 4492 28 6 13 9 15
4AOB_A 0.67 0.59 0.77 17 1415 6 2 3 1 12
4ENB_A 0.77 0.60 1.00 9 463 0 0 0 0 6
4ENC_A 0.73 0.60 0.90 9 486 1 1 0 0 6
4FRG_B 0.93 0.88 1.00 21 1181 0 0 0 0 3

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Performance of RNAshapes - scored lower in this pairwise comparison

1. Total counts & total scores for RNAshapes

Total Base Pair Counts
Total TP 137
Total TN 25292
Total FP 218
Total FP CONTRA 49
Total FP INCONS 108
Total FP COMP 61
Total FN 122
Total Scores
MCC 0.491
Average MCC ± 95% Confidence Intervals 0.507 ± 0.155
Sensitivity 0.529
Positive Predictive Value 0.466
Nr of predictions 12

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
3J20_0 0.51 0.57 0.48 12 1194 14 3 10 1 9
3J3D_C 0.63 0.68 0.59 13 946 9 3 6 0 6
3J3E_8 0.26 0.33 0.21 5 2718 29 6 13 10 10
3J3F_8 0.33 0.42 0.26 8 4730 42 11 12 19 11
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.77 0.76 0.79 22 1505 6 4 2 0 7
3ZEX_C 0.29 0.34 0.26 10 5335 42 5 24 13 19
4A1C_2 0.19 0.25 0.16 5 4484 41 11 16 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 2 0 0 2 4
4ENC_A 0.37 0.33 0.45 5 485 7 0 6 1 10
4FRG_B 0.36 0.38 0.38 9 1178 15 2 13 0 15

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