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 CMfinder(seed) - scored lower in this pairwise comparison

  5. Compile and download dataset for PknotsRG & CMfinder(seed) [.zip] - may take several seconds...


Overview

Metric PknotsRG CMfinder(seed)
MCC 0.544 > 0.363
Average MCC ± 95% Confidence Intervals 0.629 ± 0.121 > 0.399 ± 0.081
Sensitivity 0.551 > 0.184
Positive Predictive Value 0.539 < 0.716
Total TP 947 > 317
Total TN 1068828 < 1070143
Total FP 980 > 134
Total FP CONTRA 184 > 6
Total FP INCONS 627 > 120
Total FP COMP 169 > 8
Total FN 772 < 1402
P-value 5.19332990918e-08

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Performance plots


  1. Comparison of performance of PknotsRG and CMfinder(seed). 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 CMfinder(seed)).

  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 CMfinder(seed)).

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

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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 947
Total TN 1068828
Total FP 980
Total FP CONTRA 184
Total FP INCONS 627
Total FP COMP 169
Total FN 772
Total Scores
MCC 0.544
Average MCC ± 95% Confidence Intervals 0.629 ± 0.121
Sensitivity 0.551
Positive Predictive Value 0.539
Nr of predictions 26

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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
CRW_00013 0.16 0.17 0.15 19 103617 114 25 79 10 96
CRW_00016 0.64 0.62 0.66 74 77309 50 5 33 12 46
CRW_00610 0.49 0.49 0.49 40 36233 43 7 35 1 41
CRW_00613 0.64 0.59 0.69 46 34913 29 1 20 8 32
CRW_00614 0.09 0.11 0.07 6 121690 145 21 54 70 51
CRW_00618 0.11 0.11 0.10 7 56211 83 13 49 21 54
CRW_00633 0.50 0.48 0.52 51 63447 50 10 38 2 55
CRW_00634 0.56 0.60 0.52 56 64513 53 17 34 2 38
CRW_00670 0.75 0.74 0.77 89 70009 30 5 22 3 31
CRW_00671 0.77 0.76 0.78 89 62721 30 6 19 5 28
CRW_00672 0.53 0.55 0.52 61 72273 60 21 35 4 50
CRW_00674 0.52 0.52 0.52 65 83310 63 12 49 2 59
CRW_00676 0.56 0.60 0.52 69 93396 67 13 50 4 46
CRW_00692 0.43 0.46 0.41 41 68536 66 18 40 8 49
PDB_00005 1.00 1.00 1.00 14 932 0 0 0 0 0
PDB_00716 -0.01 0.00 0.00 0 2675 27 1 25 1 23
PDB_00827 0.50 0.46 0.55 37 26961 31 1 29 1 44
PDB_01092 0.71 0.67 0.74 35 10106 13 2 10 1 17
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_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 CMfinder(seed) - scored lower in this pairwise comparison

1. Total counts & total scores for CMfinder(seed)

Total Base Pair Counts
Total TP 317
Total TN 1070143
Total FP 134
Total FP CONTRA 6
Total FP INCONS 120
Total FP COMP 8
Total FN 1402
Total Scores
MCC 0.363
Average MCC ± 95% Confidence Intervals 0.399 ± 0.081
Sensitivity 0.184
Positive Predictive Value 0.716
Nr of predictions 26

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2. Individual counts for CMfinder(seed) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_00013 0.37 0.14 1.00 16 103724 0 0 0 0 99
CRW_00016 0.36 0.14 0.89 17 77402 2 0 2 0 103
CRW_00610 0.49 0.31 0.78 25 36283 7 1 6 0 56
CRW_00613 0.54 0.33 0.87 26 34950 4 0 4 0 52
CRW_00614 0.46 0.25 0.88 14 121755 9 0 2 7 43
CRW_00618 0.36 0.13 1.00 8 56272 0 0 0 0 53
CRW_00633 0.32 0.12 0.81 13 63530 3 1 2 0 93
CRW_00634 0.40 0.17 0.94 16 64603 1 0 1 0 78
CRW_00670 0.32 0.18 0.55 22 70085 18 0 18 0 98
CRW_00671 0.20 0.09 0.41 11 62808 16 0 16 0 106
CRW_00672 0.38 0.15 0.94 17 72372 1 0 1 0 94
CRW_00674 0.40 0.17 0.95 21 83414 1 0 1 0 103
CRW_00676 0.12 0.04 0.33 5 93513 10 1 9 0 110
CRW_00692 0.41 0.17 1.00 15 68620 0 0 0 0 75
PDB_00005 0.47 0.36 0.63 5 938 3 0 3 0 9
PDB_00716 -0.01 0.00 0.00 0 2688 13 0 13 0 23
PDB_00827 0.25 0.10 0.62 8 27015 5 0 5 0 73
PDB_01092 0.38 0.21 0.69 11 10137 6 0 5 1 41
RFA_00632 0.27 0.25 0.29 7 4071 17 0 17 0 21
RFA_00636 0.71 0.64 0.78 18 3982 5 2 3 0 10
RFA_00769 0.71 0.50 1.00 9 1944 0 0 0 0 9
RFA_00770 0.71 0.50 1.00 9 2007 0 0 0 0 9
RFA_00773 0.00 0.00 0.00 0 1949 4 0 4 0 18
RFA_00779 0.71 0.50 1.00 9 1944 0 0 0 0 9
RFA_00808 0.68 0.56 0.82 9 2005 2 0 2 0 7
RFA_00809 0.41 0.38 0.46 6 2132 7 1 6 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.