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Table of contents:

  1. Overview

  2. Performance Plots

  3. Performance of PETfold_pre2.0(seed) - scored higher in this pairwise comparison

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

  5. Compile and download dataset for PETfold_pre2.0(seed) & HotKnots [.zip] - may take several seconds...


Overview

Metric PETfold_pre2.0(seed) HotKnots
MCC 0.722 > 0.504
Average MCC ± 95% Confidence Intervals 0.699 ± 0.062 > 0.513 ± 0.106
Sensitivity 0.595 > 0.450
Positive Predictive Value 0.879 > 0.570
Total TP 547 > 414
Total TN 135398 > 135294
Total FP 106 < 355
Total FP CONTRA 8 < 33
Total FP INCONS 67 < 279
Total FP COMP 31 < 43
Total FN 372 < 505
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of PETfold_pre2.0(seed) 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 PETfold_pre2.0(seed) and HotKnots).

  2. Comparison of performance of PETfold_pre2.0(seed) 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 PETfold_pre2.0(seed) and HotKnots).

  3. 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 PETfold_pre2.0(seed) and HotKnots).

  4. 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 PETfold_pre2.0(seed) and HotKnots).

  5. Comparison of average Matthews Correlation Coefficients (MCCs) for PETfold_pre2.0(seed) 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 PETfold_pre2.0(seed) and HotKnots).

  6. Comparison of average Matthews Correlation Coefficients (MCCs) for PETfold_pre2.0(seed) 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 PETfold_pre2.0(seed) and HotKnots).

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Performance of PETfold_pre2.0(seed) - scored higher in this pairwise comparison

1. Total counts & total scores for PETfold_pre2.0(seed)

Total Base Pair Counts
Total TP 547
Total TN 135398
Total FP 106
Total FP CONTRA 8
Total FP INCONS 67
Total FP COMP 31
Total FN 372
Total Scores
MCC 0.722
Average MCC ± 95% Confidence Intervals 0.699 ± 0.062
Sensitivity 0.595
Positive Predictive Value 0.879
Nr of predictions 25

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2. Individual counts for PETfold_pre2.0(seed) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.40 0.30 0.55 6 1529 5 0 5 0 14
3J16_L 0.82 0.70 0.95 21 2753 1 0 1 0 9
3J20_1 0.96 0.91 1.00 21 2905 1 0 0 1 2
3J20_0 0.84 0.70 1.00 21 2829 1 0 0 1 9
3J2L_3 0.77 0.62 0.94 33 7840 4 0 2 2 20
3J3D_C 0.82 0.71 0.95 20 2754 2 0 1 1 8
3J3E_8 0.43 0.30 0.63 10 7487 8 0 6 2 23
3J3E_7 0.78 0.67 0.92 36 7101 3 0 3 0 18
3J3F_7 0.85 0.74 0.97 37 7222 2 0 1 1 13
3J3F_8 0.63 0.53 0.76 19 12221 10 0 6 4 17
3J3V_B 0.76 0.61 0.95 35 6984 3 0 2 1 22
3UZL_B 0.72 0.54 0.95 20 3549 2 1 0 1 17
3W1K_J 0.80 0.68 0.93 26 4158 3 1 1 1 12
3W3S_B 0.78 0.65 0.93 26 4725 4 0 2 2 14
3ZEX_D 0.82 0.73 0.92 36 6982 3 0 3 0 13
3ZEX_C 0.53 0.37 0.76 19 14171 10 1 5 4 33
3ZND_W 0.47 0.43 0.53 10 2984 12 0 9 3 13
4A1C_2 0.57 0.45 0.71 15 11760 12 0 6 6 18
4A1C_3 0.83 0.70 0.97 38 7101 1 0 1 0 16
4AOB_A 0.72 0.57 0.92 24 4345 3 0 2 1 18
4ENB_A 0.50 0.42 0.62 8 1262 5 1 4 0 11
4ENC_A 0.50 0.42 0.62 8 1313 5 1 4 0 11
4FRG_B 0.74 0.63 0.87 20 3463 3 1 2 0 12
4FRN_A 0.73 0.61 0.88 22 5126 3 2 1 0 14
4JF2_A 0.72 0.52 1.00 16 2834 0 0 0 0 15

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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 414
Total TN 135294
Total FP 355
Total FP CONTRA 33
Total FP INCONS 279
Total FP COMP 43
Total FN 505
Total Scores
MCC 0.504
Average MCC ± 95% Confidence Intervals 0.513 ± 0.106
Sensitivity 0.450
Positive Predictive Value 0.570
Nr of predictions 25

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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
2LC8_A 0.61 0.55 0.69 11 1524 5 0 5 0 9
3J16_L 0.26 0.23 0.30 7 2752 16 1 15 0 23
3J20_1 0.73 0.70 0.76 16 2905 7 0 5 2 7
3J20_0 0.45 0.40 0.52 12 2827 12 0 11 1 18
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_8 0.10 0.09 0.11 3 7476 33 2 22 9 30
3J3E_7 0.59 0.50 0.71 27 7102 11 1 10 0 27
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
3J3V_B 0.54 0.44 0.68 25 6984 12 1 11 0 32
3UZL_B 0.48 0.38 0.61 14 3547 9 0 9 0 23
3W1K_J 0.87 0.79 0.97 30 4155 1 1 0 0 8
3W3S_B 0.55 0.50 0.61 20 4720 14 1 12 1 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_2 0.14 0.15 0.14 5 11745 42 6 25 11 28
4A1C_3 0.70 0.59 0.82 32 7101 7 1 6 0 22
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
4FRN_A 0.52 0.44 0.62 16 5125 10 2 8 0 20
4JF2_A 0.81 0.77 0.86 24 2822 4 3 1 0 7

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