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

  1. Overview

  2. Performance Plots

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

  4. Performance of Carnac(seed) - scored lower in this pairwise comparison

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


Overview

Metric NanoFolder Carnac(seed)
MCC 0.260 > 0.257
Average MCC ± 95% Confidence Intervals 0.367 ± 0.090 > 0.253 ± 0.116
Sensitivity 0.303 > 0.073
Positive Predictive Value 0.226 < 0.911
Total TP 636 > 153
Total TN 921237 < 923879
Total FP 2277 > 40
Total FP CONTRA 407 > 3
Total FP INCONS 1767 > 12
Total FP COMP 103 > 25
Total FN 1465 < 1948
P-value 0.339915559821

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Performance plots


  1. Comparison of performance of NanoFolder and Carnac(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 NanoFolder and Carnac(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 NanoFolder and Carnac(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for NanoFolder and Carnac(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 NanoFolder and Carnac(seed)).

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Performance of NanoFolder - scored higher in this pairwise comparison

1. Total counts & total scores for NanoFolder

Total Base Pair Counts
Total TP 636
Total TN 921237
Total FP 2277
Total FP CONTRA 407
Total FP INCONS 1767
Total FP COMP 103
Total FN 1465
Total Scores
MCC 0.260
Average MCC ± 95% Confidence Intervals 0.367 ± 0.090
Sensitivity 0.303
Positive Predictive Value 0.226
Nr of predictions 43

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
ASE_00191 0.36 0.43 0.30 26 29559 67 15 46 6 35
ASE_00196 0.49 0.57 0.42 43 31524 62 16 43 3 32
ASE_00417 0.32 0.36 0.28 36 54486 98 18 75 5 64
CRW_00671 0.18 0.21 0.16 24 62682 130 23 106 1 93
CRW_00672 0.36 0.43 0.31 48 72233 114 35 74 5 63
CRW_00674 0.16 0.19 0.14 23 83274 142 19 120 3 101
CRW_00676 0.11 0.14 0.09 16 93347 169 29 136 4 99
CRW_01603 0.41 0.46 0.38 17 7095 29 6 22 1 20
PDB_01051 -0.02 0.00 0.00 0 885 18 1 17 0 13
RFA_00416 0.94 1.00 0.88 15 1468 6 2 0 4 0
RFA_00434 0.84 1.00 0.71 15 1410 8 6 0 2 0
RFA_00436 0.86 1.00 0.75 15 1411 7 5 0 2 0
RFA_00442 0.94 1.00 0.88 15 1414 4 2 0 2 0
RFA_00446 0.85 0.93 0.78 14 1467 7 3 1 3 1
RFA_00604 0.42 0.54 0.33 19 13472 53 14 25 14 16
RFA_00620 0.16 0.23 0.11 9 21864 80 29 43 8 30
RFA_00664 -0.01 0.00 0.00 0 978 13 0 12 1 14
RFA_00674 0.12 0.14 0.13 2 1112 15 0 14 1 12
RFA_00675 0.28 0.29 0.29 4 976 10 1 9 0 10
RFA_00677 0.62 0.64 0.60 9 975 10 0 6 4 5
RFA_00684 0.74 0.71 0.77 10 977 5 2 1 2 4
RFA_00703 0.26 0.36 0.19 5 4252 32 5 16 11 9
RFA_00716 -0.02 0.00 0.00 0 929 17 0 17 0 14
RFA_00717 0.64 0.64 0.64 9 889 5 2 3 0 5
RFA_00730 0.38 0.42 0.36 5 889 10 3 6 1 7
RFA_00763 0.38 0.42 0.36 5 889 10 3 6 1 7
RFA_00765 0.39 0.42 0.38 5 890 9 2 6 1 7
RFA_00770 -0.01 0.00 0.00 0 1996 24 0 20 4 18
RFA_00773 0.93 1.00 0.86 18 1932 9 3 0 6 0
RFA_00808 0.83 1.00 0.70 16 1993 7 7 0 0 0
RFA_00816 0.00 0.00 0.00 0 23133 89 30 57 2 41
SRP_00144 0.05 0.06 0.05 6 46538 122 17 104 1 88
SRP_00197 0.12 0.14 0.11 14 49324 117 16 101 0 87
SRP_00198 0.07 0.08 0.06 8 50903 129 15 114 0 95
SRP_00200 0.41 0.47 0.35 17 6855 31 4 27 0 19
SRP_00273 0.36 0.40 0.33 16 6737 34 6 27 1 24
SRP_00276 0.19 0.22 0.18 24 50585 112 10 102 0 86
SRP_00278 0.33 0.36 0.30 38 45928 90 14 76 0 67
SRP_00285 0.38 0.43 0.35 13 3704 24 6 18 0 17
SRP_00308 0.14 0.17 0.12 15 36189 112 18 93 1 73
SRP_00322 0.22 0.25 0.21 27 48385 105 8 96 1 82
SRP_00332 0.12 0.14 0.11 15 50269 120 8 111 1 91
SRP_00338 0.52 0.56 0.49 20 5419 22 4 17 1 16

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Performance of Carnac(seed) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP 153
Total TN 923879
Total FP 40
Total FP CONTRA 3
Total FP INCONS 12
Total FP COMP 25
Total FN 1948
Total Scores
MCC 0.257
Average MCC ± 95% Confidence Intervals 0.253 ± 0.116
Sensitivity 0.073
Positive Predictive Value 0.911
Nr of predictions 43

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
ASE_00191 0.00 0.00 0.00 0 29646 0 0 0 0 61
ASE_00196 0.00 0.00 0.00 0 31626 0 0 0 0 75
ASE_00417 0.00 0.00 0.00 0 54615 0 0 0 0 100
CRW_00671 0.00 0.00 0.00 0 62835 0 0 0 0 117
CRW_00672 0.00 0.00 0.00 0 72390 0 0 0 0 111
CRW_00674 0.00 0.00 0.00 0 83436 0 0 0 0 124
CRW_00676 0.00 0.00 0.00 0 93528 0 0 0 0 115
CRW_01603 0.00 0.00 0.00 0 7140 0 0 0 0 37
PDB_01051 0.00 0.00 0.00 0 903 0 0 0 0 13
RFA_00416 0.93 0.93 0.93 14 1470 4 0 1 3 1
RFA_00434 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00436 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00442 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00446 0.97 0.93 1.00 14 1471 2 0 0 2 1
RFA_00604 0.56 0.31 1.00 11 13519 6 0 0 6 24
RFA_00620 0.13 0.08 0.23 3 21932 11 2 8 1 36
RFA_00664 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00674 0.00 0.00 0.00 0 1128 0 0 0 0 14
RFA_00675 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00677 0.53 0.43 0.67 6 981 4 0 3 1 8
RFA_00684 0.84 0.71 1.00 10 980 1 0 0 1 4
RFA_00703 0.00 0.00 0.00 0 4278 0 0 0 0 14
RFA_00716 0.00 0.00 0.00 0 946 0 0 0 0 14
RFA_00717 0.00 0.00 0.00 0 903 0 0 0 0 14
RFA_00730 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00763 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00765 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00770 0.62 0.39 1.00 7 2009 0 0 0 0 11
RFA_00773 0.71 0.56 0.91 10 1942 1 1 0 0 8
RFA_00808 0.00 0.00 0.00 0 2016 0 0 0 0 16
RFA_00816 0.66 0.44 1.00 18 23202 2 0 0 2 23
SRP_00144 0.00 0.00 0.00 0 46665 0 0 0 0 94
SRP_00197 0.00 0.00 0.00 0 49455 0 0 0 0 101
SRP_00198 0.00 0.00 0.00 0 51040 0 0 0 0 103
SRP_00200 0.00 0.00 0.00 0 6903 0 0 0 0 36
SRP_00273 0.00 0.00 0.00 0 6786 0 0 0 0 40
SRP_00276 0.00 0.00 0.00 0 50721 0 0 0 0 110
SRP_00278 0.00 0.00 0.00 0 46056 0 0 0 0 105
SRP_00285 0.00 0.00 0.00 0 3741 0 0 0 0 30
SRP_00308 0.00 0.00 0.00 0 36315 0 0 0 0 88
SRP_00322 0.00 0.00 0.00 0 48516 0 0 0 0 109
SRP_00332 0.00 0.00 0.00 0 50403 0 0 0 0 106
SRP_00338 0.00 0.00 0.00 0 5460 0 0 0 0 36

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