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

  1. Overview

  2. Performance Plots

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

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

  5. Compile and download dataset for Sfold & Vsfold4 [.zip] - may take several seconds...


Overview

Metric Sfold Vsfold4
MCC 0.425 > 0.423
Average MCC ± 95% Confidence Intervals 0.503 ± 0.086 > 0.477 ± 0.087
Sensitivity 0.377 < 0.380
Positive Predictive Value 0.488 > 0.479
Total TP 444 < 448
Total TN 158596 > 158571
Total FP 477 < 501
Total FP CONTRA 54 < 59
Total FP INCONS 412 < 428
Total FP COMP 11 < 14
Total FN 734 > 730
P-value 0.326486874811

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Performance plots


  1. Comparison of performance of Sfold 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 Sfold 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 Sfold and Vsfold4).

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

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Performance of Sfold - scored higher in this pairwise comparison

1. Total counts & total scores for Sfold

Total Base Pair Counts
Total TP 444
Total TN 158596
Total FP 477
Total FP CONTRA 54
Total FP INCONS 412
Total FP COMP 11
Total FN 734
Total Scores
MCC 0.425
Average MCC ± 95% Confidence Intervals 0.503 ± 0.086
Sensitivity 0.377
Positive Predictive Value 0.488
Nr of predictions 53

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2. Individual counts for Sfold [ 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 - 0.20 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 - 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 - 0.59 0.50 0.71 5 489 2 0 2 0 5
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 - 0.79 0.63 1.00 5 373 0 0 0 0 3
PDB_00209 - 0.56 0.45 0.71 5 554 2 0 2 0 6
PDB_00243 - 0.71 0.58 0.88 7 622 1 0 1 0 5
PDB_00352 - 0.89 0.79 1.00 15 1210 0 0 0 0 4
PDB_00370 - 0.00 0.00 0.00 0 15225 0 0 0 0 25
PDB_00447 - 0.26 0.07 1.00 3 7137 0 0 0 0 41
PDB_00571 0.21 0.20 0.24 5 3300 16 6 10 0 20
PDB_00713 - 0.56 0.43 0.75 9 2004 3 0 3 0 12
PDB_00716 -0.01 0.00 0.00 0 2678 24 1 22 1 23
PDB_00804 - 0.19 0.20 0.18 10 15344 46 10 36 0 40
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 - 0.45 0.39 0.53 16 4723 14 0 14 0 25
PDB_00857 - 0.77 0.60 1.00 9 1072 0 0 0 0 6
PDB_00874 - 0.05 0.05 0.08 1 933 12 2 10 0 19
PDB_00886 - -0.01 0.00 0.00 0 4148 38 0 38 0 40
PDB_00918 - 0.75 0.57 1.00 4 321 0 0 0 0 3
PDB_01009 0.46 0.52 0.41 11 2458 16 5 11 0 10
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 - 0.75 0.57 1.00 4 227 0 0 0 0 3
PDB_01070 - 0.33 0.26 0.44 14 12688 18 0 18 0 40
PDB_01073 0.80 0.65 1.00 22 4349 1 0 0 1 12
PDB_01092 0.76 0.63 0.92 33 10117 5 0 3 2 19
PDB_01194 - -0.02 0.00 0.00 0 488 8 0 8 0 15
PDB_01201 - 0.85 0.73 1.00 16 1112 0 0 0 0 6
PDB_01203 - 0.71 0.63 0.80 12 1161 3 2 1 0 7
PDB_01250 - 0.13 0.10 0.17 4 12066 20 3 17 0 37
PDB_01260 - 0.64 0.48 0.86 12 1816 2 0 2 0 13
PDB_01281 - -0.03 0.00 0.00 0 366 12 0 12 0 14
PDB_01299 - 0.74 0.67 0.83 10 891 2 1 1 0 5
PDB_01309 - -0.01 0.00 0.00 0 9118 62 9 53 0 39
RFA_00632 0.24 0.25 0.25 7 4067 21 2 19 0 21
RFA_00636 0.40 0.39 0.41 11 3978 16 2 14 0 17
RFA_00767 0.74 0.56 1.00 10 1881 0 0 0 0 8
RFA_00768 0.48 0.44 0.53 8 1876 7 1 6 0 10
RFA_00769 0.52 0.56 0.50 10 1933 10 4 6 0 8
RFA_00770 0.68 0.56 0.83 10 2004 5 0 2 3 8
RFA_00773 0.57 0.56 0.59 10 1936 7 1 6 0 8
RFA_00779 0.68 0.56 0.83 10 1941 2 0 2 0 8
RFA_00808 -0.01 0.00 0.00 0 2000 19 2 14 3 16
RFA_00809 0.37 0.38 0.38 6 2129 10 1 9 0 10

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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 448
Total TN 158571
Total FP 501
Total FP CONTRA 59
Total FP INCONS 428
Total FP COMP 14
Total FN 730
Total Scores
MCC 0.423
Average MCC ± 95% Confidence Intervals 0.477 ± 0.087
Sensitivity 0.380
Positive Predictive Value 0.479
Nr of predictions 53

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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_00005 0.84 0.71 1.00 10 936 0 0 0 0 4
PDB_00018 - 0.20 0.20 0.22 4 1017 14 2 12 0 16
PDB_00020 - 0.46 0.35 0.64 7 769 4 0 4 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 - -0.02 0.00 0.00 0 618 12 0 12 0 16
PDB_00123 - 0.35 0.33 0.38 12 4154 20 0 20 0 24
PDB_00124 - 0.59 0.50 0.71 5 489 2 0 2 0 5
PDB_00128 - 0.17 0.14 0.25 2 488 6 1 5 0 12
PDB_00134 - 0.79 0.63 1.00 5 373 0 0 0 0 3
PDB_00138 - 0.79 0.63 1.00 5 373 0 0 0 0 3
PDB_00209 - 0.56 0.45 0.71 5 554 2 0 2 0 6
PDB_00243 - 0.76 0.58 1.00 7 623 0 0 0 0 5
PDB_00352 - 0.89 0.79 1.00 15 1210 0 0 0 0 4
PDB_00370 - 0.00 0.00 0.00 0 15188 37 15 22 0 25
PDB_00447 - 0.28 0.23 0.34 10 7111 19 2 17 0 34
PDB_00571 0.87 0.80 0.95 20 3300 1 1 0 0 5
PDB_00713 - 0.47 0.43 0.53 9 1999 8 0 8 0 12
PDB_00716 0.17 0.17 0.18 4 2679 19 0 18 1 19
PDB_00804 - 0.41 0.38 0.45 19 15358 25 0 23 2 31
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 - 0.79 0.63 1.00 5 373 0 0 0 0 3
PDB_00851 - 0.56 0.44 0.72 18 4728 7 0 7 0 23
PDB_00857 - 0.77 0.60 1.00 9 1072 0 0 0 0 6
PDB_00874 - -0.01 0.00 0.00 0 936 10 0 10 0 20
PDB_00886 - -0.01 0.00 0.00 0 4152 34 0 34 0 40
PDB_00918 - 0.75 0.57 1.00 4 321 0 0 0 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 - 0.65 0.43 1.00 3 228 0 0 0 0 4
PDB_01070 - 0.43 0.37 0.50 20 12680 20 0 20 0 34
PDB_01073 0.55 0.47 0.64 16 4346 10 0 9 1 18
PDB_01092 0.66 0.58 0.77 30 10114 10 2 7 1 22
PDB_01194 - 0.44 0.33 0.63 5 488 3 1 2 0 10
PDB_01201 - 0.79 0.64 1.00 14 1114 0 0 0 0 8
PDB_01203 - 0.73 0.63 0.86 12 1162 2 2 0 0 7
PDB_01250 - 0.00 0.00 0.00 0 12061 32 1 28 3 41
PDB_01260 - 0.58 0.44 0.79 11 1816 3 0 3 0 14
PDB_01281 - -0.03 0.00 0.00 0 366 12 0 12 0 14
PDB_01299 - 0.74 0.67 0.83 10 891 2 1 1 0 5
PDB_01309 - -0.01 0.00 0.00 0 9124 56 12 44 0 39
RFA_00632 0.36 0.36 0.37 10 4068 17 3 14 0 18
RFA_00636 0.58 0.57 0.59 16 3978 11 1 10 0 12
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

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