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

  1. Overview

  2. Performance Plots

  3. Performance of PPfold(seed) - scored higher in this pairwise comparison

  4. Performance of Vsfold4 - scored lower in this pairwise comparison

  5. Compile and download dataset for PPfold(seed) & Vsfold4 [.zip] - may take several seconds...


Overview

Metric PPfold(seed) Vsfold4
MCC 0.380 > 0.333
Average MCC ± 95% Confidence Intervals 0.300 ± 0.117 < 0.392 ± 0.117
Sensitivity 0.170 < 0.305
Positive Predictive Value 0.852 > 0.372
Total TP 156 < 279
Total TN 127505 > 126939
Total FP 34 < 507
Total FP CONTRA 6 < 55
Total FP INCONS 21 < 415
Total FP COMP 7 < 37
Total FN 759 > 636
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of PPfold(seed) and Vsfold4. 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 PPfold(seed) and Vsfold4).

  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 PPfold(seed) and Vsfold4).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for PPfold(seed) and Vsfold4. 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 PPfold(seed) and Vsfold4).

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Performance of PPfold(seed) - scored higher in this pairwise comparison

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

Total Base Pair Counts
Total TP 156
Total TN 127505
Total FP 34
Total FP CONTRA 6
Total FP INCONS 21
Total FP COMP 7
Total FN 759
Total Scores
MCC 0.380
Average MCC ± 95% Confidence Intervals 0.300 ± 0.117
Sensitivity 0.170
Positive Predictive Value 0.852
Nr of predictions 40

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_01001 0.00 0.00 0.00 0 2145 0 0 0 0 18
RFA_00390 1.00 1.00 1.00 15 1416 1 0 0 1 0
RFA_00416 1.00 1.00 1.00 15 1470 1 0 0 1 0
RFA_00433 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00654 0.23 0.17 0.33 3 2406 6 0 6 0 15
RFA_00658 0.38 0.14 1.00 2 1126 1 0 0 1 12
RFA_00664 0.38 0.14 1.00 2 988 1 0 0 1 12
RFA_00708 0.38 0.14 1.00 2 1033 1 0 0 1 12
RFA_00749 0.78 0.75 0.82 9 892 2 0 2 0 3
RFA_00764 0.78 0.75 0.82 9 892 2 0 2 0 3
RFA_00765 0.78 0.75 0.82 9 892 2 0 2 0 3
RFA_00767 0.68 0.56 0.83 10 1879 2 1 1 0 8
RFA_00768 0.68 0.56 0.83 10 1879 2 1 1 0 8
RFA_00769 0.68 0.56 0.83 10 1941 2 1 1 0 8
RFA_00770 0.68 0.56 0.83 10 2004 2 1 1 0 8
RFA_00773 0.68 0.56 0.83 10 1941 2 1 1 0 8
RFA_00779 0.68 0.56 0.83 10 1941 2 1 1 0 8
RFA_00808 0.75 0.56 1.00 9 2007 0 0 0 0 7
RFA_00809 0.50 0.38 0.67 6 2136 3 0 3 0 10
SPR_00020 0.00 0.00 0.00 0 2701 0 0 0 0 20
SPR_00137 0.00 0.00 0.00 0 2926 0 0 0 0 21
SPR_00277 0.00 0.00 0.00 0 2926 0 0 0 0 21
SPR_00394 0.00 0.00 0.00 0 3655 0 0 0 0 21
SPR_00402 0.00 0.00 0.00 0 2556 0 0 0 0 21
SPR_00721 0.00 0.00 0.00 0 2926 0 0 0 0 21
SPR_00816 0.00 0.00 0.00 0 3486 0 0 0 0 20
SPR_01157 0.00 0.00 0.00 0 2775 0 0 0 0 21
SRP_00020 0.00 0.00 0.00 0 5565 0 0 0 0 33
SRP_00058 0.00 0.00 0.00 0 5778 0 0 0 0 34
SRP_00084 0.00 0.00 0.00 0 5460 0 0 0 0 34
SRP_00105 0.00 0.00 0.00 0 5565 0 0 0 0 34
SRP_00134 0.00 0.00 0.00 0 5995 0 0 0 0 29
SRP_00141 0.00 0.00 0.00 0 6328 0 0 0 0 41
SRP_00231 0.00 0.00 0.00 0 5460 0 0 0 0 34
SRP_00273 0.00 0.00 0.00 0 6786 0 0 0 0 40
SRP_00274 0.00 0.00 0.00 0 6903 0 0 0 0 38
SRP_00285 0.00 0.00 0.00 0 3741 0 0 0 0 30
SRP_00338 0.00 0.00 0.00 0 5460 0 0 0 0 36
SRP_00341 0.00 0.00 0.00 0 4753 0 0 0 0 31
SRP_00357 0.00 0.00 0.00 0 5356 0 0 0 0 36

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Performance of Vsfold4 - scored lower in this pairwise comparison

1. Total counts & total scores for Vsfold4

Total Base Pair Counts
Total TP 279
Total TN 126939
Total FP 507
Total FP CONTRA 55
Total FP INCONS 415
Total FP COMP 37
Total FN 636
Total Scores
MCC 0.333
Average MCC ± 95% Confidence Intervals 0.392 ± 0.117
Sensitivity 0.305
Positive Predictive Value 0.372
Nr of predictions 40

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2. Individual counts for Vsfold4 [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_01001 -0.01 0.00 0.00 0 2133 12 0 12 0 18
RFA_00390 0.93 0.87 1.00 13 1418 2 0 0 2 2
RFA_00416 0.97 0.93 1.00 14 1471 3 0 0 3 1
RFA_00433 0.97 0.93 1.00 14 1417 2 0 0 2 1
RFA_00654 0.54 0.44 0.67 8 2403 5 1 3 1 10
RFA_00658 0.40 0.29 0.57 4 1121 5 0 3 2 10
RFA_00664 -0.01 0.00 0.00 0 980 11 0 10 1 14
RFA_00708 0.40 0.29 0.57 4 1028 4 0 3 1 10
RFA_00749 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00764 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_00767 -0.01 0.00 0.00 0 1878 13 1 12 0 18
RFA_00768 -0.01 0.00 0.00 0 1875 16 1 15 0 18
RFA_00769 0.50 0.50 0.50 9 1935 9 4 5 0 9
RFA_00770 -0.01 0.00 0.00 0 2003 15 2 11 2 18
RFA_00773 -0.01 0.00 0.00 0 1936 19 1 16 2 18
RFA_00779 0.65 0.56 0.77 10 1940 3 2 1 0 8
RFA_00808 0.62 0.56 0.69 9 2003 4 3 1 0 7
RFA_00809 0.40 0.38 0.43 6 2131 8 1 7 0 10
SPR_00020 0.82 0.80 0.84 16 2682 4 1 2 1 4
SPR_00137 0.83 0.81 0.85 17 2906 8 0 3 5 4
SPR_00277 0.98 0.95 1.00 20 2906 0 0 0 0 1
SPR_00394 0.75 0.71 0.79 15 3636 9 0 4 5 6
SPR_00402 0.78 0.76 0.80 16 2536 5 0 4 1 5
SPR_00721 0.68 0.67 0.70 14 2906 6 2 4 0 7
SPR_00816 0.32 0.35 0.29 7 3462 20 5 12 3 13
SPR_01157 0.98 0.95 1.00 20 2755 0 0 0 0 1
SRP_00020 -0.01 0.00 0.00 0 5537 28 3 25 0 33
SRP_00058 -0.01 0.00 0.00 0 5748 30 3 27 0 34
SRP_00084 -0.01 0.00 0.00 0 5437 23 1 22 0 34
SRP_00105 -0.01 0.00 0.00 0 5533 32 2 30 0 34
SRP_00134 0.16 0.17 0.16 5 5964 29 4 22 3 24
SRP_00141 0.55 0.49 0.63 20 6296 12 2 10 0 21
SRP_00231 -0.01 0.00 0.00 0 5435 25 4 21 0 34
SRP_00273 0.40 0.38 0.44 15 6752 19 3 16 0 25
SRP_00274 -0.01 0.00 0.00 0 6871 32 2 30 0 38
SRP_00285 -0.01 0.00 0.00 0 3719 22 2 20 0 30
SRP_00338 0.24 0.22 0.28 8 5431 21 2 19 0 28
SRP_00341 -0.01 0.00 0.00 0 4731 22 2 20 0 31
SRP_00357 -0.01 0.00 0.00 0 5330 26 1 25 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.