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Table of contents:

  1. Overview

  2. Performance Plots

  3. Performance of RSpredict(20) - scored higher in this pairwise comparison

  4. Performance of PPfold(seed) - scored lower in this pairwise comparison

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


Overview

Metric RSpredict(20) PPfold(seed)
MCC 0.784 > 0.453
Average MCC ± 95% Confidence Intervals 0.771 ± 0.111 > 0.289 ± 0.172
Sensitivity 0.671 > 0.224
Positive Predictive Value 0.917 < 0.923
Total TP 465 > 155
Total TN 132759 < 133098
Total FP 56 > 29
Total FP CONTRA 1 > 0
Total FP INCONS 41 > 13
Total FP COMP 14 < 16
Total FN 228 < 538
P-value 5.19332990918e-08

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Performance plots


  1. Comparison of performance of RSpredict(20) and PPfold(seed). 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 RSpredict(20) and PPfold(seed)).

  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 RSpredict(20) and PPfold(seed)).

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

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

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

Total Base Pair Counts
Total TP 465
Total TN 132759
Total FP 56
Total FP CONTRA 1
Total FP INCONS 41
Total FP COMP 14
Total FN 228
Total Scores
MCC 0.784
Average MCC ± 95% Confidence Intervals 0.771 ± 0.111
Sensitivity 0.671
Positive Predictive Value 0.917
Nr of predictions 24

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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
RFA_00390 1.00 1.00 1.00 15 1416 3 0 0 3 0
RFA_00416 0.87 0.87 0.87 13 1470 5 0 2 3 2
RFA_00433 1.00 1.00 1.00 15 1416 3 0 0 3 0
RFA_00658 0.69 0.64 0.75 9 1116 4 0 3 1 5
RFA_00664 0.64 0.57 0.73 8 979 4 0 3 1 6
RFA_00749 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00764 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00765 0.91 0.83 1.00 10 893 0 0 0 0 2
SPR_00277 0.95 0.95 0.95 20 2905 1 0 1 0 1
SPR_00721 0.95 0.95 0.95 20 2905 1 0 1 0 1
SPR_01157 0.79 0.71 0.88 15 2758 3 0 2 1 6
SRP_00020 0.90 0.85 0.97 28 5536 1 0 1 0 5
SRP_00058 0.91 0.85 0.97 29 5748 1 0 1 0 5
SRP_00084 0.84 0.74 0.96 25 5434 1 0 1 0 9
SRP_00105 0.00 0.00 0.00 0 5561 4 0 4 0 34
SRP_00134 0.71 0.69 0.74 20 5968 8 0 7 1 9
SRP_00141 0.72 0.56 0.92 23 6303 2 0 2 0 18
SRP_00182 0.79 0.70 0.89 71 45976 10 0 9 1 30
SRP_00231 0.95 0.91 1.00 31 5429 0 0 0 0 3
SRP_00273 0.79 0.65 0.96 26 6759 1 0 1 0 14
SRP_00274 0.84 0.71 1.00 27 6876 0 0 0 0 11
SRP_00338 0.56 0.36 0.87 13 5445 2 0 2 0 23
SRP_00341 0.00 0.00 0.00 0 4751 2 1 1 0 31
SRP_00357 0.87 0.75 1.00 27 5329 0 0 0 0 9

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Performance of PPfold(seed) - scored lower in this pairwise comparison

1. Total counts & total scores for PPfold(seed)

Total Base Pair Counts
Total TP 155
Total TN 133098
Total FP 29
Total FP CONTRA 0
Total FP INCONS 13
Total FP COMP 16
Total FN 538
Total Scores
MCC 0.453
Average MCC ± 95% Confidence Intervals 0.289 ± 0.172
Sensitivity 0.224
Positive Predictive Value 0.923
Nr of predictions 24

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
RFA_00390 1.00 1.00 1.00 15 1416 1 0 0 1 0
RFA_00416 1.00 1.00 1.00 15 1470 1 0 0 1 0
RFA_00433 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00658 0.38 0.14 1.00 2 1126 1 0 0 1 12
RFA_00664 0.38 0.14 1.00 2 988 1 0 0 1 12
RFA_00749 0.78 0.75 0.82 9 892 2 0 2 0 3
RFA_00764 0.78 0.75 0.82 9 892 2 0 2 0 3
RFA_00765 0.78 0.75 0.82 9 892 2 0 2 0 3
SPR_00277 0.00 0.00 0.00 0 2926 0 0 0 0 21
SPR_00721 0.00 0.00 0.00 0 2926 0 0 0 0 21
SPR_01157 0.00 0.00 0.00 0 2775 0 0 0 0 21
SRP_00020 0.00 0.00 0.00 0 5565 0 0 0 0 33
SRP_00058 0.00 0.00 0.00 0 5778 0 0 0 0 34
SRP_00084 0.00 0.00 0.00 0 5460 0 0 0 0 34
SRP_00105 0.00 0.00 0.00 0 5565 0 0 0 0 34
SRP_00134 0.00 0.00 0.00 0 5995 0 0 0 0 29
SRP_00141 0.00 0.00 0.00 0 6328 0 0 0 0 41
SRP_00182 0.85 0.78 0.92 79 45970 17 0 7 10 22
SRP_00231 0.00 0.00 0.00 0 5460 0 0 0 0 34
SRP_00273 0.00 0.00 0.00 0 6786 0 0 0 0 40
SRP_00274 0.00 0.00 0.00 0 6903 0 0 0 0 38
SRP_00338 0.00 0.00 0.00 0 5460 0 0 0 0 36
SRP_00341 0.00 0.00 0.00 0 4753 0 0 0 0 31
SRP_00357 0.00 0.00 0.00 0 5356 0 0 0 0 36

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