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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric RNAfold MCFold
MCC 0.417 > 0.290
Average MCC ± 95% Confidence Intervals 0.507 ± 0.089 > 0.295 ± 0.081
Sensitivity 0.391 > 0.320
Positive Predictive Value 0.455 > 0.276
Total TP 383 > 313
Total TN 106652 > 106359
Total FP 468 < 871
Total FP CONTRA 47 < 116
Total FP INCONS 411 < 705
Total FP COMP 10 < 50
Total FN 596 < 666
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of RNAfold and MCFold. 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 RNAfold and MCFold).

  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 RNAfold and MCFold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for RNAfold and MCFold. 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 RNAfold and MCFold).

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Performance of RNAfold - scored higher in this pairwise comparison

1. Total counts & total scores for RNAfold

Total Base Pair Counts
Total TP 383
Total TN 106652
Total FP 468
Total FP CONTRA 47
Total FP INCONS 411
Total FP COMP 10
Total FN 596
Total Scores
MCC 0.417
Average MCC ± 95% Confidence Intervals 0.507 ± 0.089
Sensitivity 0.391
Positive Predictive Value 0.455
Nr of predictions 48

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2. Individual counts for RNAfold [ 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 - 0.71 0.58 0.88 7 622 1 0 1 0 5
PDB_00352 - 0.89 0.79 1.00 15 1210 0 0 0 0 4
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_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 - 0.54 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 0.33 6 1110 12 0 12 0 14
PDB_01059 - 0.75 0.57 1.00 4 227 0 0 0 0 3
PDB_01070 - 0.14 0.13 0.16 7 12675 39 1 37 1 47
PDB_01073 0.75 0.65 0.88 22 4346 4 0 3 1 12
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 - 0.10 0.10 0.10 4 12051 35 3 32 0 37
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 - -0.01 0.00 0.00 0 9118 62 9 53 0 39
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 0.52 0.56 0.50 10 1933 10 4 6 0 8
RFA_00770 0.68 0.56 0.83 10 2004 5 0 2 3 8
RFA_00773 0.55 0.56 0.56 10 1935 8 2 6 0 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 18 2 13 3 16
RFA_00809 0.36 0.38 0.35 6 2128 11 1 10 0 10

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Performance of MCFold - scored lower in this pairwise comparison

1. Total counts & total scores for MCFold

Total Base Pair Counts
Total TP 313
Total TN 106359
Total FP 871
Total FP CONTRA 116
Total FP INCONS 705
Total FP COMP 50
Total FN 666
Total Scores
MCC 0.290
Average MCC ± 95% Confidence Intervals 0.295 ± 0.081
Sensitivity 0.320
Positive Predictive Value 0.276
Nr of predictions 48

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00005 0.76 0.79 0.73 11 931 6 2 2 2 3
PDB_00018 - 0.18 0.20 0.19 4 1014 17 2 15 0 16
PDB_00020 - 0.35 0.35 0.39 7 762 11 0 11 0 13
PDB_00041 - 0.23 0.25 0.23 3 617 12 0 10 2 9
PDB_00053 - 0.56 0.55 0.60 6 425 4 0 4 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 4143 43 4 39 0 36
PDB_00124 - -0.02 0.00 0.00 0 484 12 2 10 0 10
PDB_00128 - 0.77 0.71 0.83 10 484 2 0 2 0 4
PDB_00134 - 0.58 0.63 0.56 5 369 5 1 3 1 3
PDB_00138 - -0.02 0.00 0.00 0 369 11 0 9 2 8
PDB_00209 - -0.02 0.00 0.00 0 550 11 2 9 0 11
PDB_00243 - -0.02 0.00 0.00 0 615 15 1 14 0 12
PDB_00352 - 0.18 0.21 0.18 4 1203 18 1 17 0 15
PDB_00571 -0.01 0.00 0.00 0 3287 34 3 31 0 25
PDB_00713 - 0.21 0.24 0.21 5 1992 20 1 18 1 16
PDB_00716 0.22 0.26 0.19 6 2670 25 5 20 0 17
PDB_00828 0.34 0.37 0.33 10 2455 22 1 19 2 17
PDB_00829 0.25 0.29 0.23 7 2248 23 6 17 0 17
PDB_00842 - -0.02 0.00 0.00 0 369 10 0 9 1 8
PDB_00851 - 0.23 0.24 0.24 10 4711 32 0 32 0 31
PDB_00857 - -0.02 0.00 0.00 0 1062 19 6 13 0 15
PDB_00874 - -0.02 0.00 0.00 0 926 20 0 20 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 10 0 8 2 7
PDB_01009 0.43 0.52 0.35 11 2454 21 5 15 1 10
PDB_01020 0.29 0.30 0.29 7 2254 20 2 15 3 16
PDB_01040 - 0.28 0.30 0.29 6 1107 15 2 13 0 14
PDB_01059 - -0.03 0.00 0.00 0 223 8 2 6 0 7
PDB_01070 - 0.68 0.70 0.66 38 12662 22 2 18 2 16
PDB_01073 0.52 0.56 0.49 19 4332 22 1 19 2 15
PDB_01194 - 0.66 0.60 0.75 9 484 3 0 3 0 6
PDB_01201 - 0.75 0.68 0.83 15 1110 3 0 3 0 7
PDB_01203 - 0.73 0.74 0.74 14 1157 5 4 1 0 5
PDB_01250 - 0.00 0.00 0.00 0 12036 54 18 36 0 41
PDB_01260 - 0.55 0.56 0.56 14 1805 11 1 10 0 11
PDB_01281 - -0.04 0.00 0.00 0 365 13 0 13 0 14
PDB_01299 - 0.66 0.67 0.67 10 888 7 1 4 2 5
PDB_01309 - -0.01 0.00 0.00 0 9122 58 9 49 0 39
RFA_00636 0.36 0.39 0.34 11 3973 29 0 21 8 17
RFA_00767 0.36 0.44 0.31 8 1865 19 3 15 1 10
RFA_00768 0.36 0.44 0.31 8 1865 19 3 15 1 10
RFA_00769 0.45 0.50 0.41 9 1931 18 2 11 5 9
RFA_00770 -0.01 0.00 0.00 0 1992 29 2 22 5 18
RFA_00773 0.43 0.50 0.38 9 1929 16 4 11 1 9
RFA_00779 0.45 0.56 0.37 10 1926 17 7 10 0 8
RFA_00808 0.39 0.44 0.35 7 1996 19 1 12 6 9
RFA_00809 0.30 0.38 0.25 6 2121 18 6 12 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.