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Table of contents:

  1. Overview

  2. Performance Plots

  3. Performance of IPknot - scored higher in this pairwise comparison

  4. Performance of RSpredict(20) - scored lower in this pairwise comparison

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


Overview

Metric IPknot RSpredict(20)
MCC 0.535 > 0.520
Average MCC ± 95% Confidence Intervals 0.536 ± 0.110 > 0.503 ± 0.111
Sensitivity 0.443 > 0.398
Positive Predictive Value 0.651 < 0.685
Total TP 325 > 292
Total TN 112805 < 112878
Total FP 209 > 154
Total FP CONTRA 16 < 17
Total FP INCONS 158 > 117
Total FP COMP 35 > 20
Total FN 408 < 441
P-value 1.92531153888e-07

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Performance plots


  1. Comparison of performance of IPknot and RSpredict(20). 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 IPknot and RSpredict(20)).

  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 IPknot and RSpredict(20)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for IPknot and RSpredict(20). 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 IPknot and RSpredict(20)).

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Performance of IPknot - scored higher in this pairwise comparison

1. Total counts & total scores for IPknot

Total Base Pair Counts
Total TP 325
Total TN 112805
Total FP 209
Total FP CONTRA 16
Total FP INCONS 158
Total FP COMP 35
Total FN 408
Total Scores
MCC 0.535
Average MCC ± 95% Confidence Intervals 0.536 ± 0.110
Sensitivity 0.443
Positive Predictive Value 0.651
Nr of predictions 20

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2. Individual counts for IPknot [ 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 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J2L_3 0.66 0.55 0.81 29 7839 9 0 7 2 24
3J3D_C 0.52 0.43 0.63 12 2756 7 0 7 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 7484 25 2 17 6 33
3J3F_7 0.67 0.60 0.75 30 7220 10 1 9 0 20
3J3F_8 0.33 0.33 0.33 12 12210 37 4 20 13 24
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.61 0.48 0.80 20 3891 5 0 5 0 22
3ZEX_D 0.72 0.63 0.82 31 6983 7 0 7 0 18
3ZEX_C 0.41 0.21 0.79 11 14182 6 1 2 3 41
3ZND_W 0.20 0.22 0.19 5 2977 23 1 20 2 18
4A1C_3 0.69 0.57 0.84 31 7103 6 1 5 0 23
4A1C_2 0.17 0.15 0.19 5 11755 26 4 17 5 28
4AOB_A 0.42 0.33 0.54 14 4345 13 1 11 1 28
4ENB_A 0.76 0.58 1.00 11 1264 0 0 0 0 8
4ENC_A 0.52 0.42 0.67 8 1314 4 0 4 0 11
4FRG_B 0.69 0.56 0.86 18 3465 3 1 2 0 14

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Performance of RSpredict(20) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP 292
Total TN 112878
Total FP 154
Total FP CONTRA 17
Total FP INCONS 117
Total FP COMP 20
Total FN 441
Total Scores
MCC 0.520
Average MCC ± 95% Confidence Intervals 0.503 ± 0.111
Sensitivity 0.398
Positive Predictive Value 0.685
Nr of predictions 20

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
3AMU_B 0.61 0.41 0.92 11 2991 1 0 1 0 16
3J20_0 0.80 0.67 0.95 20 2829 2 0 1 1 10
3J20_1 0.66 0.48 0.92 11 2914 1 0 1 0 12
3J2L_3 0.58 0.40 0.84 21 7850 5 0 4 1 32
3J3D_C 0.76 0.64 0.90 18 2755 2 0 2 0 10
3J3E_7 0.63 0.50 0.79 27 7106 7 1 6 0 27
3J3E_8 0.00 0.00 0.00 0 7484 19 4 15 0 33
3J3F_7 0.79 0.68 0.92 34 7223 3 0 3 0 16
3J3F_8 0.39 0.33 0.46 12 12220 23 2 12 9 24
3RKF_A 0.77 0.62 0.95 21 2189 1 0 1 0 13
3SD1_A 0.68 0.60 0.78 25 3884 7 1 6 0 17
3ZEX_D 0.76 0.65 0.89 32 6985 4 1 3 0 17
3ZEX_C 0.26 0.19 0.36 10 14168 18 2 16 0 42
3ZND_W 0.34 0.22 0.56 5 2994 7 0 4 3 18
4A1C_3 0.48 0.33 0.69 18 7114 8 0 8 0 36
4A1C_2 0.19 0.18 0.20 6 11751 30 6 18 6 27
4AOB_A 0.28 0.14 0.55 6 4360 5 0 5 0 36
4ENB_A 0.48 0.32 0.75 6 1267 2 0 2 0 13
4ENC_A 0.45 0.32 0.67 6 1317 3 0 3 0 13
4FRG_B 0.17 0.09 0.33 3 3477 6 0 6 0 29

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