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 0.616 > 0.503
Average MCC ± 95% Confidence Intervals 0.618 ± 0.099 > 0.508 ± 0.109
Sensitivity 0.508 > 0.443
Positive Predictive Value 0.752 > 0.576
Total TP 372 > 325
Total TN 112809 > 112740
Total FP 168 < 286
Total FP CONTRA 11 < 20
Total FP INCONS 112 < 219
Total FP COMP 45 < 47
Total FN 361 < 408
P-value 5.02343278931e-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 372
Total TN 112809
Total FP 168
Total FP CONTRA 11
Total FP INCONS 112
Total FP COMP 45
Total FN 361
Total Scores
MCC 0.616
Average MCC ± 95% Confidence Intervals 0.618 ± 0.099
Sensitivity 0.508
Positive Predictive Value 0.752
Nr of predictions 20

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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
3AMU_B 0.70 0.59 0.84 16 2984 5 0 3 2 11
3J20_0 0.66 0.57 0.77 17 2828 6 0 5 1 13
3J20_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J2L_3 0.74 0.58 0.94 31 7842 5 0 2 3 22
3J3D_C 0.82 0.71 0.95 20 2754 1 0 1 0 8
3J3E_7 0.65 0.54 0.78 29 7103 8 1 7 0 25
3J3E_8 0.17 0.15 0.21 5 7479 28 2 17 9 28
3J3F_7 0.79 0.68 0.92 34 7223 4 0 3 1 16
3J3F_8 0.38 0.36 0.39 13 12213 34 2 18 14 23
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.59 0.48 0.74 20 3889 7 1 6 0 22
3ZEX_D 0.76 0.63 0.91 31 6987 3 0 3 0 18
3ZEX_C 0.39 0.27 0.56 14 14171 14 2 9 3 38
3ZND_W 0.43 0.39 0.47 9 2984 12 1 9 2 14
4A1C_3 0.69 0.57 0.84 31 7103 6 0 6 0 23
4A1C_2 0.18 0.15 0.21 5 11757 28 0 19 9 28
4AOB_A 0.56 0.40 0.77 17 4349 6 1 4 1 25
4ENB_A 0.69 0.47 1.00 9 1266 0 0 0 0 10
4ENC_A 0.65 0.47 0.90 9 1316 1 1 0 0 10
4FRG_B 0.81 0.66 1.00 21 3465 0 0 0 0 11

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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 325
Total TN 112740
Total FP 286
Total FP CONTRA 20
Total FP INCONS 219
Total FP COMP 47
Total FN 408
Total Scores
MCC 0.503
Average MCC ± 95% Confidence Intervals 0.508 ± 0.109
Sensitivity 0.443
Positive Predictive Value 0.576
Nr of predictions 20

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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
3AMU_B 0.70 0.59 0.84 16 2984 5 0 3 2 11
3J20_0 0.43 0.40 0.48 12 2825 14 0 13 1 18
3J20_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J2L_3 0.59 0.51 0.69 27 7836 14 0 12 2 26
3J3D_C 0.60 0.54 0.68 15 2753 7 0 7 0 13
3J3E_7 0.48 0.41 0.58 22 7102 16 1 15 0 32
3J3E_8 0.17 0.15 0.19 5 7477 29 2 19 8 28
3J3F_7 0.68 0.58 0.81 29 7224 7 1 6 0 21
3J3F_8 0.30 0.31 0.30 11 12209 39 3 23 13 25
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.64 0.52 0.79 22 3888 6 1 5 0 20
3ZEX_D 0.76 0.63 0.91 31 6987 3 0 3 0 18
3ZEX_C 0.23 0.21 0.25 11 14152 41 1 32 8 41
3ZND_W 0.20 0.22 0.19 5 2977 22 1 20 1 18
4A1C_3 0.68 0.57 0.82 31 7102 7 1 6 0 23
4A1C_2 0.14 0.15 0.14 5 11746 41 5 25 11 28
4AOB_A 0.50 0.40 0.63 17 4344 11 2 8 1 25
4ENB_A 0.70 0.58 0.85 11 1262 2 1 1 0 8
4ENC_A 0.32 0.26 0.42 5 1314 7 1 6 0 14
4FRG_B 0.32 0.28 0.38 9 3462 15 0 15 0 23

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