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

  1. Overview

  2. Performance Plots

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

  4. Performance of RNAshapes - scored lower in this pairwise comparison

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


Overview

Metric CentroidFold RNAshapes
MCC 0.482 > 0.416
Average MCC ± 95% Confidence Intervals 0.548 ± 0.084 > 0.494 ± 0.080
Sensitivity 0.430 > 0.395
Positive Predictive Value 0.548 > 0.448
Total TP 507 > 465
Total TN 158581 > 158467
Total FP 427 < 588
Total FP CONTRA 53 < 84
Total FP INCONS 365 < 490
Total FP COMP 9 < 14
Total FN 671 < 713
P-value 3.56938820447e-08

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Performance plots


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

  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 CentroidFold and RNAshapes).

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

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Performance of CentroidFold - scored higher in this pairwise comparison

1. Total counts & total scores for CentroidFold

Total Base Pair Counts
Total TP 507
Total TN 158581
Total FP 427
Total FP CONTRA 53
Total FP INCONS 365
Total FP COMP 9
Total FN 671
Total Scores
MCC 0.482
Average MCC ± 95% Confidence Intervals 0.548 ± 0.084
Sensitivity 0.430
Positive Predictive Value 0.548
Nr of predictions 53

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2. Individual counts for CentroidFold [ 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 - -0.02 0.00 0.00 0 488 8 2 6 0 10
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 - 0.67 0.45 1.00 5 556 0 0 0 0 6
PDB_00243 - 0.63 0.58 0.70 7 620 3 0 3 0 5
PDB_00352 - 0.92 0.84 1.00 16 1209 0 0 0 0 3
PDB_00370 - 0.00 0.00 0.00 0 15219 6 0 6 0 25
PDB_00447 - 0.59 0.41 0.86 18 7119 3 3 0 0 26
PDB_00571 0.77 0.64 0.94 16 3304 1 1 0 0 9
PDB_00713 - 0.54 0.48 0.63 10 2000 6 1 5 0 11
PDB_00716 0.33 0.30 0.37 7 2682 13 0 12 1 16
PDB_00804 - 0.22 0.24 0.21 12 15342 46 10 36 0 38
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 - 0.44 0.39 0.50 16 4721 16 0 16 0 25
PDB_00857 - 0.77 0.60 1.00 9 1072 0 0 0 0 6
PDB_00874 - -0.02 0.00 0.00 0 929 17 0 17 0 20
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 0.46 0.52 0.41 11 2458 16 5 11 0 10
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 - 0.38 0.28 0.52 15 12691 14 0 14 0 39
PDB_01073 0.86 0.74 1.00 25 4346 1 0 0 1 9
PDB_01092 0.71 0.63 0.80 33 10112 10 1 7 2 19
PDB_01194 - -0.02 0.00 0.00 0 487 9 0 9 0 15
PDB_01201 - 0.85 0.73 1.00 16 1112 0 0 0 0 6
PDB_01203 - 0.72 0.68 0.76 13 1159 4 3 1 0 6
PDB_01250 - 0.18 0.15 0.22 6 12063 21 5 16 0 35
PDB_01260 - 0.64 0.48 0.86 12 1816 2 0 2 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 - -0.01 0.00 0.00 0 9118 62 9 53 0 39
RFA_00632 0.67 0.61 0.74 17 4072 6 1 5 0 11
RFA_00636 0.64 0.64 0.64 18 3977 10 4 6 0 10
RFA_00767 0.74 0.56 1.00 10 1881 0 0 0 0 8
RFA_00768 0.45 0.44 0.47 8 1874 9 1 8 0 10
RFA_00769 0.63 0.56 0.71 10 1939 4 3 1 0 8
RFA_00770 0.64 0.50 0.82 9 2005 4 0 2 2 9
RFA_00773 0.71 0.56 0.91 10 1942 3 1 0 2 8
RFA_00779 0.68 0.56 0.83 10 1941 2 0 2 0 8
RFA_00808 0.75 0.56 1.00 9 2007 0 0 0 0 7
RFA_00809 0.43 0.38 0.50 6 2133 6 0 6 0 10

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Performance of RNAshapes - scored lower 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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Matthews Correlation Coeffient, Sensitivity and Positive Predictive Value have been calculated based on the paper by Gardener & Giegerich, 2004.