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 Fold - scored lower in this pairwise comparison

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


Overview

Metric CentroidFold Fold
MCC 0.482 > 0.453
Average MCC ± 95% Confidence Intervals 0.548 ± 0.084 > 0.528 ± 0.080
Sensitivity 0.430 < 0.431
Positive Predictive Value 0.548 > 0.485
Total TP 507 < 508
Total TN 158581 > 158458
Total FP 427 < 557
Total FP CONTRA 53 < 71
Total FP INCONS 365 < 469
Total FP COMP 9 < 17
Total FN 671 > 670
P-value 3.56938820447e-08

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Performance plots


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

  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 Fold).

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

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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 Fold - scored lower in this pairwise comparison

1. Total counts & total scores for Fold

Total Base Pair Counts
Total TP 508
Total TN 158458
Total FP 557
Total FP CONTRA 71
Total FP INCONS 469
Total FP COMP 17
Total FN 670
Total Scores
MCC 0.453
Average MCC ± 95% Confidence Intervals 0.528 ± 0.080
Sensitivity 0.431
Positive Predictive Value 0.485
Nr of predictions 53

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2. Individual counts for Fold [ 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 - 0.75 0.65 0.87 13 765 2 0 2 0 7
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 - 0.39 0.37 0.44 7 1209 9 0 9 0 12
PDB_00370 - 0.09 0.12 0.07 3 15179 45 12 31 2 22
PDB_00447 - 0.27 0.25 0.30 11 7103 26 6 20 0 33
PDB_00571 0.85 0.76 0.95 19 3301 1 1 0 0 6
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 - 0.31 0.32 0.31 16 15348 38 6 30 2 34
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 - 0.45 0.39 0.53 16 4723 14 0 14 0 25
PDB_00857 - 0.67 0.60 0.75 9 1069 3 0 3 0 6
PDB_00874 - 0.09 0.10 0.11 2 928 16 2 14 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 0.46 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 - 0.68 0.63 0.74 34 12674 12 0 12 0 20
PDB_01073 0.86 0.74 1.00 25 4346 1 0 0 1 9
PDB_01092 0.73 0.63 0.85 33 10114 8 0 6 2 19
PDB_01194 - 0.77 0.60 1.00 9 487 0 0 0 0 6
PDB_01201 - 0.82 0.68 1.00 15 1113 0 0 0 0 7
PDB_01203 - 0.71 0.63 0.80 12 1161 3 2 1 0 7
PDB_01250 - 0.10 0.10 0.12 4 12056 30 7 23 0 37
PDB_01260 - 0.58 0.48 0.71 12 1813 5 1 4 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 0.39 0.39 0.39 11 4067 17 2 15 0 17
RFA_00636 0.42 0.43 0.43 12 3977 16 2 14 0 16
RFA_00767 0.44 0.44 0.44 8 1873 10 1 9 0 10
RFA_00768 0.45 0.44 0.47 8 1874 10 1 8 1 10
RFA_00769 0.55 0.56 0.56 10 1935 8 3 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 3 1 0 2 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 2000 18 2 14 2 16
RFA_00809 0.37 0.38 0.38 6 2129 10 1 9 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.