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 RNAwolf - scored lower in this pairwise comparison

  5. Compile and download dataset for RNAshapes & RNAwolf [.zip] - may take several seconds...


Overview

Metric RNAshapes RNAwolf
MCC 0.416 > 0.362
Average MCC ± 95% Confidence Intervals 0.494 ± 0.080 > 0.397 ± 0.078
Sensitivity 0.395 > 0.353
Positive Predictive Value 0.448 > 0.380
Total TP 465 > 416
Total TN 158467 > 158411
Total FP 588 < 724
Total FP CONTRA 84 < 111
Total FP INCONS 490 < 568
Total FP COMP 14 < 45
Total FN 713 < 762
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of RNAshapes and RNAwolf. 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 RNAwolf).

  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 RNAwolf).

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

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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 465
Total TN 158467
Total FP 588
Total FP CONTRA 84
Total FP INCONS 490
Total FP COMP 14
Total FN 713
Total Scores
MCC 0.416
Average MCC ± 95% Confidence Intervals 0.494 ± 0.080
Sensitivity 0.395
Positive Predictive Value 0.448
Nr of predictions 53

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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_00005 0.88 0.79 1.00 11 935 0 0 0 0 3
PDB_00018 - 0.20 0.20 0.22 4 1017 14 2 12 0 16
PDB_00020 - 0.38 0.35 0.44 7 764 9 0 9 0 13
PDB_00041 - 0.70 0.50 1.00 6 624 0 0 0 0 6
PDB_00053 - 0.73 0.55 1.00 6 429 0 0 0 0 5
PDB_00056 - 0.93 0.88 1.00 14 616 0 0 0 0 2
PDB_00123 - -0.01 0.00 0.00 0 4151 35 0 35 0 36
PDB_00124 - 0.59 0.50 0.71 5 489 2 0 2 0 5
PDB_00128 - 0.80 0.71 0.91 10 485 1 0 1 0 4
PDB_00134 - 0.79 0.63 1.00 5 373 0 0 0 0 3
PDB_00138 - 0.79 0.63 1.00 5 373 0 0 0 0 3
PDB_00209 - 0.56 0.45 0.71 5 554 2 0 2 0 6
PDB_00243 - 0.63 0.58 0.70 7 620 3 0 3 0 5
PDB_00352 - 0.89 0.79 1.00 15 1210 0 0 0 0 4
PDB_00370 - 0.09 0.12 0.06 3 15178 44 12 32 0 22
PDB_00447 - 0.44 0.39 0.52 17 7107 16 6 10 0 27
PDB_00571 0.17 0.16 0.19 4 3300 17 6 11 0 21
PDB_00713 - 0.43 0.43 0.45 9 1996 11 0 11 0 12
PDB_00716 -0.01 0.00 0.00 0 2678 24 1 22 1 23
PDB_00804 - 0.19 0.20 0.18 10 15345 46 9 36 1 40
PDB_00828 0.88 0.78 1.00 21 2464 0 0 0 0 6
PDB_00829 0.86 0.75 1.00 18 2260 0 0 0 0 6
PDB_00842 - 0.79 0.63 1.00 5 373 0 0 0 0 3
PDB_00851 - 0.35 0.29 0.43 12 4725 16 0 16 0 29
PDB_00857 - 0.54 0.40 0.75 6 1073 2 0 2 0 9
PDB_00874 - 0.10 0.10 0.14 2 932 12 2 10 0 18
PDB_00886 - -0.01 0.00 0.00 0 4148 38 0 38 0 40
PDB_00918 - 0.75 0.57 1.00 4 321 0 0 0 0 3
PDB_01009 0.52 0.57 0.48 12 2460 13 5 8 0 9
PDB_01020 0.86 0.74 1.00 17 2261 1 0 0 1 6
PDB_01040 - 0.30 0.30 0.32 6 1109 13 0 13 0 14
PDB_01059 - 0.75 0.57 1.00 4 227 0 0 0 0 3
PDB_01070 - 0.42 0.37 0.49 20 12679 22 0 21 1 34
PDB_01073 0.52 0.47 0.57 16 4343 13 2 10 1 18
PDB_01092 0.54 0.50 0.58 26 10108 21 2 17 2 26
PDB_01194 - -0.02 0.00 0.00 0 488 8 0 8 0 15
PDB_01201 - 0.85 0.73 1.00 16 1112 0 0 0 0 6
PDB_01203 - 0.71 0.63 0.80 12 1161 3 2 1 0 7
PDB_01250 - 0.21 0.20 0.23 8 12055 28 5 22 1 33
PDB_01260 - 0.56 0.48 0.67 12 1812 6 0 6 0 13
PDB_01281 - -0.03 0.00 0.00 0 366 12 0 12 0 14
PDB_01299 - 0.74 0.67 0.83 10 891 2 1 1 0 5
PDB_01309 - 0.18 0.23 0.15 9 9119 52 13 39 0 30
RFA_00632 0.34 0.36 0.33 10 4065 20 2 18 0 18
RFA_00636 0.42 0.43 0.43 12 3977 16 2 14 0 16
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

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Performance of RNAwolf - scored lower in this pairwise comparison

1. Total counts & total scores for RNAwolf

Total Base Pair Counts
Total TP 416
Total TN 158411
Total FP 724
Total FP CONTRA 111
Total FP INCONS 568
Total FP COMP 45
Total FN 762
Total Scores
MCC 0.362
Average MCC ± 95% Confidence Intervals 0.397 ± 0.078
Sensitivity 0.353
Positive Predictive Value 0.380
Nr of predictions 53

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00005 0.42 0.36 0.50 5 936 6 0 5 1 9
PDB_00018 - 0.18 0.15 0.25 3 1023 9 2 7 0 17
PDB_00020 - 0.39 0.35 0.47 7 765 8 0 8 0 13
PDB_00041 - 0.61 0.50 0.75 6 622 2 0 2 0 6
PDB_00053 - 0.73 0.55 1.00 6 429 0 0 0 0 5
PDB_00056 - -0.02 0.00 0.00 0 615 15 0 15 0 16
PDB_00123 - 0.31 0.33 0.30 12 4146 28 4 24 0 24
PDB_00124 - -0.02 0.00 0.00 0 485 11 2 9 0 10
PDB_00128 - 0.84 0.71 1.00 10 486 0 0 0 0 4
PDB_00134 - 0.72 0.63 0.83 5 372 3 0 1 2 3
PDB_00138 - -0.02 0.00 0.00 0 371 7 0 7 0 8
PDB_00209 - 0.74 0.55 1.00 6 555 0 0 0 0 5
PDB_00243 - 0.54 0.42 0.71 5 623 2 0 2 0 7
PDB_00352 - 0.67 0.58 0.79 11 1211 3 0 3 0 8
PDB_00370 - 0.34 0.48 0.25 12 15177 42 23 13 6 13
PDB_00447 - 0.22 0.20 0.25 9 7104 27 2 25 0 35
PDB_00571 0.89 0.84 0.95 21 3299 2 1 0 1 4
PDB_00713 - 0.28 0.24 0.33 5 2001 11 0 10 1 16
PDB_00716 0.68 0.57 0.81 13 2685 3 0 3 0 10
PDB_00804 - 0.23 0.24 0.22 12 15345 53 6 37 10 38
PDB_00828 0.85 0.81 0.88 22 2460 3 1 2 0 5
PDB_00829 0.78 0.75 0.82 18 2256 4 1 3 0 6
PDB_00842 - 0.72 0.63 0.83 5 372 1 0 1 0 3
PDB_00851 - 0.34 0.34 0.35 14 4713 26 0 26 0 27
PDB_00857 - 0.57 0.60 0.56 9 1065 7 0 7 0 6
PDB_00874 - -0.02 0.00 0.00 0 928 18 0 18 0 20
PDB_00886 - -0.01 0.00 0.00 0 4143 43 4 39 0 40
PDB_00918 - -0.02 0.00 0.00 0 317 8 0 8 0 7
PDB_01009 0.45 0.52 0.39 11 2457 18 6 11 1 10
PDB_01020 0.84 0.83 0.86 19 2256 5 1 2 2 4
PDB_01040 - 0.24 0.25 0.25 5 1108 15 1 14 0 15
PDB_01059 - -0.03 0.00 0.00 0 226 5 1 4 0 7
PDB_01070 - 0.00 0.00 0.00 0 12665 55 8 47 0 54
PDB_01073 0.17 0.18 0.17 6 4336 29 3 26 0 28
PDB_01092 0.43 0.38 0.49 20 10112 23 2 19 2 32
PDB_01194 - 0.61 0.53 0.73 8 485 3 0 3 0 7
PDB_01201 - 0.75 0.68 0.83 15 1110 3 0 3 0 7
PDB_01203 - -0.01 0.00 0.00 0 1165 11 0 11 0 19
PDB_01250 - 0.45 0.44 0.46 18 12051 21 11 10 0 23
PDB_01260 - -0.01 0.00 0.00 0 1809 21 0 21 0 25
PDB_01281 - -0.04 0.00 0.00 0 365 13 0 13 0 14
PDB_01299 - 0.65 0.53 0.80 8 893 2 0 2 0 7
PDB_01309 - 0.26 0.31 0.22 12 9126 42 14 28 0 27
RFA_00632 0.25 0.25 0.27 7 4069 22 1 18 3 21
RFA_00636 0.40 0.39 0.41 11 3978 19 1 15 3 17
RFA_00767 0.48 0.44 0.53 8 1876 8 1 6 1 10
RFA_00768 0.50 0.44 0.57 8 1877 8 1 5 2 10
RFA_00769 0.41 0.44 0.38 8 1932 13 3 10 0 10
RFA_00770 0.51 0.50 0.53 9 1999 12 2 6 4 9
RFA_00773 0.42 0.39 0.47 7 1938 12 1 7 4 11
RFA_00779 0.26 0.28 0.26 5 1934 14 6 8 0 13
RFA_00808 0.68 0.56 0.82 9 2005 2 2 0 0 7
RFA_00809 0.47 0.38 0.60 6 2135 6 0 4 2 10

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