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 ProbKnot - scored lower in this pairwise comparison

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


Overview

Metric TurboFold(20) ProbKnot
MCC 0.616 > 0.502
Average MCC ± 95% Confidence Intervals 0.618 ± 0.099 > 0.499 ± 0.103
Sensitivity 0.508 > 0.441
Positive Predictive Value 0.752 > 0.578
Total TP 372 > 323
Total TN 112809 > 112745
Total FP 168 < 285
Total FP CONTRA 11 < 28
Total FP INCONS 112 < 208
Total FP COMP 45 < 49
Total FN 361 < 410
P-value 5.1503931209e-08

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Performance plots


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

  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 ProbKnot).

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

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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 ProbKnot - scored lower in this pairwise comparison

1. Total counts & total scores for ProbKnot

Total Base Pair Counts
Total TP 323
Total TN 112745
Total FP 285
Total FP CONTRA 28
Total FP INCONS 208
Total FP COMP 49
Total FN 410
Total Scores
MCC 0.502
Average MCC ± 95% Confidence Intervals 0.499 ± 0.103
Sensitivity 0.441
Positive Predictive Value 0.578
Nr of predictions 20

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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
3AMU_B 0.65 0.59 0.73 16 2981 8 0 6 2 11
3J20_0 0.45 0.40 0.52 12 2827 12 0 11 1 18
3J20_1 0.71 0.70 0.73 16 2904 7 0 6 1 7
3J2L_3 0.60 0.49 0.74 26 7840 11 0 9 2 27
3J3D_C 0.46 0.43 0.50 12 2751 12 1 11 0 16
3J3E_7 0.47 0.35 0.63 19 7110 11 0 11 0 35
3J3E_8 0.00 0.00 0.00 0 7476 37 3 24 10 33
3J3F_7 0.76 0.64 0.91 32 7225 3 0 3 0 18
3J3F_8 0.35 0.33 0.36 12 12213 35 3 18 14 24
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
3ZEX_D 0.77 0.67 0.89 33 6984 4 0 4 0 16
3ZEX_C 0.38 0.31 0.47 16 14162 21 2 16 3 36
3ZND_W 0.20 0.22 0.19 5 2977 24 1 20 3 18
4A1C_3 0.73 0.61 0.87 33 7102 6 1 4 1 21
4A1C_2 0.13 0.15 0.12 5 11738 49 7 31 11 28
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
4FRG_B 0.37 0.31 0.45 10 3464 12 3 9 0 22

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