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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 HotKnots - scored lower in this pairwise comparison

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


Overview

Metric TurboFold(20) HotKnots
MCC 0.616 > 0.497
Average MCC ± 95% Confidence Intervals 0.618 ± 0.099 > 0.514 ± 0.128
Sensitivity 0.508 > 0.443
Positive Predictive Value 0.752 > 0.564
Total TP 372 > 325
Total TN 112809 > 112728
Total FP 168 < 295
Total FP CONTRA 11 < 25
Total FP INCONS 112 < 226
Total FP COMP 45 > 44
Total FN 361 < 408
P-value 5.06544643719e-08

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Performance plots


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

  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 HotKnots).

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

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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 HotKnots - scored lower in this pairwise comparison

1. Total counts & total scores for HotKnots

Total Base Pair Counts
Total TP 325
Total TN 112728
Total FP 295
Total FP CONTRA 25
Total FP INCONS 226
Total FP COMP 44
Total FN 408
Total Scores
MCC 0.497
Average MCC ± 95% Confidence Intervals 0.514 ± 0.128
Sensitivity 0.443
Positive Predictive Value 0.564
Nr of predictions 20

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2. Individual counts for HotKnots [ 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 0.45 0.40 0.52 12 2827 12 0 11 1 18
3J20_1 0.73 0.70 0.76 16 2905 7 0 5 2 7
3J2L_3 0.62 0.53 0.74 28 7837 12 0 10 2 25
3J3D_C 0.28 0.25 0.32 7 2753 15 1 14 0 21
3J3E_7 0.59 0.50 0.71 27 7102 11 1 10 0 27
3J3E_8 0.10 0.09 0.11 3 7476 33 2 22 9 30
3J3F_7 0.73 0.64 0.84 32 7222 7 0 6 1 18
3J3F_8 0.30 0.31 0.30 11 12209 40 3 23 14 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 0.78 0.67 0.92 33 6985 3 0 3 0 16
3ZEX_C 0.00 0.00 0.00 0 14150 46 6 40 0 52
3ZND_W 0.20 0.22 0.19 5 2977 22 1 20 1 18
4A1C_3 0.70 0.59 0.82 32 7101 7 1 6 0 22
4A1C_2 0.14 0.15 0.14 5 11745 42 6 25 11 28
4AOB_A 0.50 0.40 0.63 17 4344 11 2 8 1 25
4ENB_A 0.89 0.79 1.00 15 1260 0 0 0 0 4
4ENC_A 0.86 0.79 0.94 15 1310 1 1 0 0 4
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.