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 MCFold - scored lower in this pairwise comparison

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


Overview

Metric McQFold MCFold
MCC 0.652 > 0.290
Average MCC ± 95% Confidence Intervals 0.729 ± 0.088 > 0.295 ± 0.081
Sensitivity 0.631 > 0.320
Positive Predictive Value 0.681 > 0.276
Total TP 618 > 313
Total TN 106585 > 106359
Total FP 308 < 871
Total FP CONTRA 44 < 116
Total FP INCONS 246 < 705
Total FP COMP 18 < 50
Total FN 361 < 666
P-value 3.56938820447e-08

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Performance plots


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

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

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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 618
Total TN 106585
Total FP 308
Total FP CONTRA 44
Total FP INCONS 246
Total FP COMP 18
Total FN 361
Total Scores
MCC 0.652
Average MCC ± 95% Confidence Intervals 0.729 ± 0.088
Sensitivity 0.631
Positive Predictive Value 0.681
Nr of predictions 48

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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_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_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_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_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 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.