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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric McQFold Fold
MCC 0.594 > 0.453
Average MCC ± 95% Confidence Intervals 0.694 ± 0.092 > 0.528 ± 0.080
Sensitivity 0.583 > 0.431
Positive Predictive Value 0.611 > 0.485
Total TP 687 > 508
Total TN 158382 < 158458
Total FP 456 < 557
Total FP CONTRA 78 > 71
Total FP INCONS 359 < 469
Total FP COMP 19 > 17
Total FN 491 < 670
P-value 3.56938820447e-08

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Performance plots


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

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

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Performance of McQFold - scored higher in this pairwise comparison

1. Total counts & total scores for McQFold

Total Base Pair Counts
Total TP 687
Total TN 158382
Total FP 456
Total FP CONTRA 78
Total FP INCONS 359
Total FP COMP 19
Total FN 491
Total Scores
MCC 0.594
Average MCC ± 95% Confidence Intervals 0.694 ± 0.092
Sensitivity 0.583
Positive Predictive Value 0.611
Nr of predictions 53

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2. Individual counts for McQFold [ 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 - 0.19 0.20 0.21 4 1016 15 2 13 0 16
PDB_00020 - 0.75 0.65 0.87 13 765 2 0 2 0 7
PDB_00041 - 1.00 1.00 1.00 12 618 0 0 0 0 0
PDB_00053 - 1.00 1.00 1.00 11 424 0 0 0 0 0
PDB_00056 - 0.93 0.88 1.00 14 616 0 0 0 0 2
PDB_00123 - 0.33 0.33 0.33 12 4150 24 0 24 0 24
PDB_00124 - 0.86 0.90 0.82 9 485 2 2 0 0 1
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 - 0.94 1.00 0.89 8 369 1 1 0 0 0
PDB_00209 - 0.96 1.00 0.92 11 549 1 1 0 0 0
PDB_00243 - 1.00 1.00 1.00 12 618 0 0 0 0 0
PDB_00352 - 0.86 0.79 0.94 15 1209 1 0 1 0 4
PDB_00370 - 0.00 0.00 0.00 0 15181 44 13 31 0 25
PDB_00447 - 0.11 0.11 0.12 5 7097 38 7 31 0 39
PDB_00571 0.87 0.80 0.95 20 3300 1 1 0 0 5
PDB_00713 - 0.43 0.43 0.45 9 1996 11 0 11 0 12
PDB_00716 0.68 0.70 0.67 16 2677 9 0 8 1 7
PDB_00804 - 0.00 0.00 0.00 0 15344 56 10 46 0 50
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 - 0.49 0.44 0.56 18 4721 14 0 14 0 23
PDB_00857 - 1.00 1.00 1.00 15 1066 0 0 0 0 0
PDB_00874 - -0.02 0.00 0.00 0 928 18 0 18 0 20
PDB_00886 - -0.01 0.00 0.00 0 4147 39 0 39 0 40
PDB_00918 - 0.93 1.00 0.88 7 317 1 1 0 0 0
PDB_01009 0.90 0.90 0.90 19 2464 5 0 2 3 2
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 - 0.88 1.00 0.78 7 222 2 2 0 0 0
PDB_01070 - 0.78 0.70 0.86 38 12676 6 0 6 0 16
PDB_01073 0.52 0.47 0.57 16 4343 13 2 10 1 18
PDB_01092 0.81 0.75 0.89 39 10109 6 1 4 1 13
PDB_01194 - 0.89 0.87 0.93 13 482 1 1 0 0 2
PDB_01201 - 0.88 0.77 1.00 17 1111 0 0 0 0 5
PDB_01203 - 0.74 0.68 0.81 13 1160 3 2 1 0 6
PDB_01250 - 0.17 0.15 0.19 6 12059 25 5 20 0 35
PDB_01260 - 0.92 0.92 0.92 23 1805 2 1 1 0 2
PDB_01281 - -0.04 0.00 0.00 0 365 13 0 13 0 14
PDB_01299 - 0.71 0.67 0.77 10 890 3 1 2 0 5
PDB_01309 - 0.12 0.15 0.10 6 9122 56 12 40 4 33
RFA_00632 0.88 0.89 0.86 25 4066 4 3 1 0 3
RFA_00636 0.73 0.71 0.74 20 3978 7 5 2 0 8
RFA_00767 1.00 1.00 1.00 18 1873 0 0 0 0 0
RFA_00768 1.00 1.00 1.00 18 1873 0 0 0 0 0
RFA_00769 0.85 0.94 0.77 17 1931 5 4 1 0 1
RFA_00770 0.88 0.78 1.00 14 2002 4 0 0 4 4
RFA_00773 0.97 1.00 0.95 18 1934 5 1 0 4 0
RFA_00779 0.97 0.94 1.00 17 1936 0 0 0 0 1
RFA_00808 1.00 1.00 1.00 16 2000 0 0 0 0 0
RFA_00809 0.79 0.81 0.76 13 2128 4 0 4 0 3

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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.