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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 0.782 > 0.344
Average MCC ± 95% Confidence Intervals 0.770 ± 0.117 > 0.265 ± 0.172
Sensitivity 0.666 > 0.128
Positive Predictive Value 0.923 < 0.927
Total TP 394 > 76
Total TN 86783 < 87128
Total FP 46 > 12
Total FP CONTRA 1 > 0
Total FP INCONS 32 > 6
Total FP COMP 13 > 6
Total FN 198 < 516
P-value 4.98172311752e-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 394
Total TN 86783
Total FP 46
Total FP CONTRA 1
Total FP INCONS 32
Total FP COMP 13
Total FN 198
Total Scores
MCC 0.782
Average MCC ± 95% Confidence Intervals 0.770 ± 0.117
Sensitivity 0.666
Positive Predictive Value 0.923
Nr of predictions 23

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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_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 76
Total TN 87128
Total FP 12
Total FP CONTRA 0
Total FP INCONS 6
Total FP COMP 6
Total FN 516
Total Scores
MCC 0.344
Average MCC ± 95% Confidence Intervals 0.265 ± 0.172
Sensitivity 0.128
Positive Predictive Value 0.927
Nr of predictions 23

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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_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.