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Table of contents:

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric CMfinder(20) PPfold(seed)
MCC 0.711 > 0.453
Average MCC ± 95% Confidence Intervals 0.720 ± 0.099 > 0.289 ± 0.172
Sensitivity 0.563 > 0.224
Positive Predictive Value 0.901 < 0.923
Total TP 390 > 155
Total TN 132833 < 133098
Total FP 48 > 29
Total FP CONTRA 5 > 0
Total FP INCONS 38 > 13
Total FP COMP 5 < 16
Total FN 303 < 538
P-value 5.1503931209e-08

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Performance plots


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

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

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

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

Total Base Pair Counts
Total TP 390
Total TN 132833
Total FP 48
Total FP CONTRA 5
Total FP INCONS 38
Total FP COMP 5
Total FN 303
Total Scores
MCC 0.711
Average MCC ± 95% Confidence Intervals 0.720 ± 0.099
Sensitivity 0.563
Positive Predictive Value 0.901
Nr of predictions 24

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
RFA_00390 0.93 0.87 1.00 13 1418 1 0 0 1 2
RFA_00416 0.93 0.87 1.00 13 1472 1 0 0 1 2
RFA_00433 0.93 0.87 1.00 13 1418 1 0 0 1 2
RFA_00658 0.40 0.29 0.57 4 1121 4 0 3 1 10
RFA_00664 -0.01 0.00 0.00 0 985 5 0 5 0 14
RFA_00749 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00764 0.81 0.67 1.00 8 895 0 0 0 0 4
RFA_00765 0.91 0.83 1.00 10 893 0 0 0 0 2
SPR_00277 0.98 0.95 1.00 20 2906 0 0 0 0 1
SPR_00721 0.90 0.81 1.00 17 2909 0 0 0 0 4
SPR_01157 0.80 0.76 0.84 16 2756 4 0 3 1 5
SRP_00020 0.78 0.61 1.00 20 5545 0 0 0 0 13
SRP_00058 0.66 0.44 1.00 15 5763 0 0 0 0 19
SRP_00084 0.81 0.74 0.89 25 5432 3 1 2 0 9
SRP_00105 0.45 0.21 1.00 7 5558 0 0 0 0 27
SRP_00134 0.68 0.55 0.84 16 5976 3 0 3 0 13
SRP_00141 0.74 0.61 0.89 25 6300 3 1 2 0 16
SRP_00182 0.52 0.38 0.73 38 46004 14 0 14 0 63
SRP_00231 0.45 0.21 1.00 7 5453 0 0 0 0 27
SRP_00273 0.71 0.58 0.88 23 6760 3 1 2 0 17
SRP_00274 0.75 0.63 0.89 24 6876 3 1 2 0 14
SRP_00338 0.93 0.89 0.97 32 5427 1 0 1 0 4
SRP_00341 0.47 0.23 1.00 7 4746 0 0 0 0 24
SRP_00357 0.83 0.75 0.93 27 5327 2 1 1 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.