CompaRNA - on-line benchmarks of RNA structure prediction methods
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Table of contents:

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric RNAshapes PPfold(seed)
MCC 0.705 > 0.380
Average MCC ± 95% Confidence Intervals 0.664 ± 0.084 > 0.300 ± 0.117
Sensitivity 0.705 > 0.170
Positive Predictive Value 0.709 < 0.852
Total TP 645 > 156
Total TN 126778 < 127505
Total FP 310 > 34
Total FP CONTRA 53 > 6
Total FP INCONS 212 > 21
Total FP COMP 45 > 7
Total FN 270 < 759
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of RNAshapes 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 RNAshapes 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 RNAshapes and PPfold(seed)).

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

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Performance of RNAshapes - scored higher in this pairwise comparison

1. Total counts & total scores for RNAshapes

Total Base Pair Counts
Total TP 645
Total TN 126778
Total FP 310
Total FP CONTRA 53
Total FP INCONS 212
Total FP COMP 45
Total FN 270
Total Scores
MCC 0.705
Average MCC ± 95% Confidence Intervals 0.664 ± 0.084
Sensitivity 0.705
Positive Predictive Value 0.709
Nr of predictions 40

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2. Individual counts for RNAshapes [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_01001 0.52 0.56 0.50 10 2125 10 3 7 0 8
RFA_00390 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00416 0.93 0.93 0.93 14 1470 4 0 1 3 1
RFA_00433 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00654 0.27 0.28 0.28 5 2397 13 2 11 0 13
RFA_00658 0.59 0.50 0.70 7 1118 5 0 3 2 7
RFA_00664 -0.01 0.00 0.00 0 980 11 0 10 1 14
RFA_00708 0.40 0.29 0.57 4 1028 3 0 3 0 10
RFA_00749 0.69 0.67 0.73 8 892 4 1 2 1 4
RFA_00764 0.69 0.67 0.73 8 892 4 1 2 1 4
RFA_00765 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00767 0.63 0.56 0.71 10 1877 4 0 4 0 8
RFA_00768 0.48 0.44 0.53 8 1876 7 1 6 0 10
RFA_00769 0.54 0.56 0.53 10 1934 9 4 5 0 8
RFA_00770 0.61 0.56 0.67 10 2001 8 0 5 3 8
RFA_00773 0.71 0.56 0.91 10 1942 4 1 0 3 8
RFA_00779 0.55 0.56 0.56 10 1935 8 3 5 0 8
RFA_00808 -0.01 0.00 0.00 0 2001 15 2 13 0 16
RFA_00809 0.36 0.38 0.35 6 2128 11 1 10 0 10
SPR_00020 0.76 0.80 0.73 16 2679 9 2 4 3 4
SPR_00137 0.56 0.62 0.52 13 2901 15 4 8 3 8
SPR_00277 0.98 0.95 1.00 20 2906 0 0 0 0 1
SPR_00394 0.30 0.33 0.28 7 3630 20 8 10 2 14
SPR_00402 0.67 0.62 0.72 13 2538 5 0 5 0 8
SPR_00721 0.48 0.52 0.44 11 2901 14 3 11 0 10
SPR_00816 0.32 0.35 0.29 7 3462 20 5 12 3 13
SPR_01157 0.73 0.76 0.70 16 2752 8 0 7 1 5
SRP_00020 0.86 0.88 0.85 29 5531 5 1 4 0 4
SRP_00058 0.87 0.88 0.86 30 5743 9 1 4 4 4
SRP_00084 0.87 0.88 0.86 30 5425 5 1 4 0 4
SRP_00105 0.78 0.79 0.77 27 5530 10 1 7 2 7
SRP_00134 0.51 0.55 0.48 16 5962 23 3 14 6 13
SRP_00141 0.89 0.88 0.90 36 6288 5 1 3 1 5
SRP_00231 0.87 0.88 0.86 30 5425 5 1 4 0 4
SRP_00273 0.79 0.80 0.78 32 6745 10 1 8 1 8
SRP_00274 0.73 0.74 0.72 28 6864 11 1 10 0 10
SRP_00285 0.98 0.97 1.00 29 3712 0 0 0 0 1
SRP_00338 0.97 0.97 0.97 35 5424 1 0 1 0 1
SRP_00341 0.74 0.74 0.74 23 4722 8 0 8 0 8
SRP_00357 0.96 0.97 0.95 35 5319 2 1 1 0 1

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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 156
Total TN 127505
Total FP 34
Total FP CONTRA 6
Total FP INCONS 21
Total FP COMP 7
Total FN 759
Total Scores
MCC 0.380
Average MCC ± 95% Confidence Intervals 0.300 ± 0.117
Sensitivity 0.170
Positive Predictive Value 0.852
Nr of predictions 40

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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
PDB_01001 0.00 0.00 0.00 0 2145 0 0 0 0 18
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_00654 0.23 0.17 0.33 3 2406 6 0 6 0 15
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_00708 0.38 0.14 1.00 2 1033 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
RFA_00767 0.68 0.56 0.83 10 1879 2 1 1 0 8
RFA_00768 0.68 0.56 0.83 10 1879 2 1 1 0 8
RFA_00769 0.68 0.56 0.83 10 1941 2 1 1 0 8
RFA_00770 0.68 0.56 0.83 10 2004 2 1 1 0 8
RFA_00773 0.68 0.56 0.83 10 1941 2 1 1 0 8
RFA_00779 0.68 0.56 0.83 10 1941 2 1 1 0 8
RFA_00808 0.75 0.56 1.00 9 2007 0 0 0 0 7
RFA_00809 0.50 0.38 0.67 6 2136 3 0 3 0 10
SPR_00020 0.00 0.00 0.00 0 2701 0 0 0 0 20
SPR_00137 0.00 0.00 0.00 0 2926 0 0 0 0 21
SPR_00277 0.00 0.00 0.00 0 2926 0 0 0 0 21
SPR_00394 0.00 0.00 0.00 0 3655 0 0 0 0 21
SPR_00402 0.00 0.00 0.00 0 2556 0 0 0 0 21
SPR_00721 0.00 0.00 0.00 0 2926 0 0 0 0 21
SPR_00816 0.00 0.00 0.00 0 3486 0 0 0 0 20
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_00285 0.00 0.00 0.00 0 3741 0 0 0 0 30
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.