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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric PknotsRG ContextFold
MCC 0.531 > 0.447
Average MCC ± 95% Confidence Intervals 0.643 ± 0.104 > 0.507 ± 0.081
Sensitivity 0.525 > 0.407
Positive Predictive Value 0.544 > 0.499
Total TP 618 > 480
Total TN 158371 < 158545
Total FP 544 > 491
Total FP CONTRA 82 > 52
Total FP INCONS 435 > 429
Total FP COMP 27 > 10
Total FN 560 < 698
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of PknotsRG and ContextFold. 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 PknotsRG and ContextFold).

  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 PknotsRG and ContextFold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for PknotsRG and ContextFold. 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 PknotsRG and ContextFold).

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Performance of PknotsRG - scored higher in this pairwise comparison

1. Total counts & total scores for PknotsRG

Total Base Pair Counts
Total TP 618
Total TN 158371
Total FP 544
Total FP CONTRA 82
Total FP INCONS 435
Total FP COMP 27
Total FN 560
Total Scores
MCC 0.531
Average MCC ± 95% Confidence Intervals 0.643 ± 0.104
Sensitivity 0.525
Positive Predictive Value 0.544
Nr of predictions 53

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00005 1.00 1.00 1.00 14 932 0 0 0 0 0
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 - 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 - -0.01 0.00 0.00 0 4151 35 0 35 0 36
PDB_00124 - 0.86 0.90 0.82 9 485 2 2 0 0 1
PDB_00128 - 0.50 0.43 0.60 6 486 4 1 3 0 8
PDB_00134 - 0.94 1.00 0.89 8 369 1 1 0 0 0
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 - 0.89 0.79 1.00 15 1210 0 0 0 0 4
PDB_00370 - 0.09 0.12 0.07 3 15179 45 12 31 2 22
PDB_00447 - 0.97 1.00 0.94 44 7093 3 3 0 0 0
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 2675 27 1 25 1 23
PDB_00804 - 0.00 0.00 0.00 0 15346 56 10 44 2 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 - 1.00 1.00 1.00 8 370 0 0 0 0 0
PDB_00851 - 0.45 0.39 0.53 16 4723 14 0 14 0 25
PDB_00857 - 1.00 1.00 1.00 15 1066 0 0 0 0 0
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 - 0.93 1.00 0.88 7 317 1 1 0 0 0
PDB_01009 0.52 0.57 0.48 12 2460 13 5 8 0 9
PDB_01020 0.23 0.22 0.26 5 2259 14 2 12 0 18
PDB_01040 - 0.30 0.30 0.33 6 1110 12 0 12 0 14
PDB_01059 - 0.93 1.00 0.88 7 223 1 1 0 0 0
PDB_01070 - 0.14 0.13 0.15 7 12673 41 2 38 1 47
PDB_01073 0.75 0.65 0.88 22 4346 4 0 3 1 12
PDB_01092 0.71 0.67 0.74 35 10106 13 2 10 1 17
PDB_01194 - 0.73 0.60 0.90 9 486 1 1 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 0.10 4 12051 35 8 27 0 37
PDB_01260 - 0.41 0.36 0.47 9 1811 10 0 10 0 16
PDB_01281 - -0.03 0.00 0.00 0 366 12 0 12 0 14
PDB_01299 - 0.90 0.87 0.93 13 889 1 1 0 0 2
PDB_01309 - -0.01 0.00 0.00 0 9118 62 9 53 0 39
RFA_00632 0.88 0.89 0.86 25 4066 6 2 2 2 3
RFA_00636 0.95 0.96 0.93 27 3976 4 2 0 2 1
RFA_00767 1.00 1.00 1.00 18 1873 3 0 0 3 0
RFA_00768 1.00 1.00 1.00 18 1873 2 0 0 2 0
RFA_00769 0.97 1.00 0.95 18 1934 3 1 0 2 0
RFA_00770 0.88 0.78 1.00 14 2002 3 0 0 3 4
RFA_00773 0.97 1.00 0.95 18 1934 4 1 0 3 0
RFA_00779 0.97 0.94 1.00 17 1936 2 0 0 2 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 ContextFold - scored lower in this pairwise comparison

1. Total counts & total scores for ContextFold

Total Base Pair Counts
Total TP 480
Total TN 158545
Total FP 491
Total FP CONTRA 52
Total FP INCONS 429
Total FP COMP 10
Total FN 698
Total Scores
MCC 0.447
Average MCC ± 95% Confidence Intervals 0.507 ± 0.081
Sensitivity 0.407
Positive Predictive Value 0.499
Nr of predictions 53

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00005 0.42 0.36 0.50 5 936 5 0 5 0 9
PDB_00018 - 0.22 0.20 0.27 4 1020 11 2 9 0 16
PDB_00020 - 0.41 0.35 0.50 7 766 7 0 7 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 - 0.70 0.50 1.00 5 491 0 0 0 0 5
PDB_00128 - 0.75 0.57 1.00 8 488 0 0 0 0 6
PDB_00134 - 0.57 0.50 0.67 4 372 2 0 2 0 4
PDB_00138 - -0.02 0.00 0.00 0 372 6 1 5 0 8
PDB_00209 - 0.67 0.45 1.00 5 556 0 0 0 0 6
PDB_00243 - 0.50 0.42 0.63 5 622 3 0 3 0 7
PDB_00352 - 0.92 0.84 1.00 16 1209 0 0 0 0 3
PDB_00370 - 0.12 0.16 0.10 4 15185 36 7 29 0 21
PDB_00447 - -0.01 0.00 0.00 0 7108 32 8 24 0 44
PDB_00571 0.85 0.76 0.95 19 3301 1 1 0 0 6
PDB_00713 - 0.42 0.38 0.47 8 1999 9 0 9 0 13
PDB_00716 -0.01 0.00 0.00 0 2687 14 0 14 0 23
PDB_00804 - 0.86 0.84 0.88 42 15352 8 0 6 2 8
PDB_00828 0.86 0.74 1.00 20 2465 0 0 0 0 7
PDB_00829 0.86 0.75 1.00 18 2260 0 0 0 0 6
PDB_00842 - 0.72 0.63 0.83 5 372 1 0 1 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 - -0.02 0.00 0.00 0 929 17 0 17 0 20
PDB_00886 - -0.01 0.00 0.00 0 4151 35 0 35 0 40
PDB_00918 - 0.67 0.57 0.80 4 320 1 0 1 0 3
PDB_01009 0.90 0.90 0.90 19 2464 3 0 2 1 2
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 - 0.17 0.15 0.21 8 12682 30 0 30 0 46
PDB_01073 0.48 0.44 0.54 15 4343 13 2 11 0 19
PDB_01092 0.70 0.63 0.77 33 10110 12 1 9 2 19
PDB_01194 - 0.77 0.60 1.00 9 487 0 0 0 0 6
PDB_01201 - 0.53 0.41 0.69 9 1115 4 0 4 0 13
PDB_01203 - 0.77 0.68 0.87 13 1161 2 2 0 0 6
PDB_01250 - 0.22 0.20 0.24 8 12057 26 3 22 1 33
PDB_01260 - 0.52 0.36 0.75 9 1818 3 0 3 0 16
PDB_01281 - -0.03 0.00 0.00 0 366 12 0 12 0 14
PDB_01299 - 0.73 0.60 0.90 9 893 3 1 0 2 6
PDB_01309 - -0.01 0.00 0.00 0 9120 60 9 51 0 39
RFA_00632 0.25 0.25 0.26 7 4068 20 1 19 0 21
RFA_00636 0.52 0.43 0.63 12 3986 7 0 7 0 16
RFA_00767 0.59 0.56 0.63 10 1875 6 3 3 0 8
RFA_00768 0.61 0.56 0.67 10 1876 5 2 3 0 8
RFA_00769 0.55 0.56 0.56 10 1935 8 4 4 0 8
RFA_00770 0.61 0.56 0.67 10 2001 5 2 3 0 8
RFA_00773 0.59 0.56 0.63 10 1937 6 1 5 0 8
RFA_00779 0.61 0.56 0.67 10 1938 5 2 3 0 8
RFA_00808 0.58 0.44 0.78 7 2007 2 0 2 0 9
RFA_00809 0.39 0.31 0.50 5 2135 6 0 5 1 11

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Matthews Correlation Coeffient, Sensitivity and Positive Predictive Value have been calculated based on the paper by Gardener & Giegerich, 2004.