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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric RNASLOpt RNAsubopt
MCC 0.458 > 0.394
Average MCC ± 95% Confidence Intervals 0.556 ± 0.082 > 0.488 ± 0.084
Sensitivity 0.419 > 0.378
Positive Predictive Value 0.508 > 0.419
Total TP 493 > 445
Total TN 158536 > 158444
Total FP 487 < 636
Total FP CONTRA 58 < 83
Total FP INCONS 419 < 534
Total FP COMP 10 < 19
Total FN 685 < 733
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of RNASLOpt and RNAsubopt. 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 RNASLOpt and RNAsubopt).

  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 RNASLOpt and RNAsubopt).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for RNASLOpt and RNAsubopt. 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 RNASLOpt and RNAsubopt).

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Performance of RNASLOpt - scored higher in this pairwise comparison

1. Total counts & total scores for RNASLOpt

Total Base Pair Counts
Total TP 493
Total TN 158536
Total FP 487
Total FP CONTRA 58
Total FP INCONS 419
Total FP COMP 10
Total FN 685
Total Scores
MCC 0.458
Average MCC ± 95% Confidence Intervals 0.556 ± 0.082
Sensitivity 0.419
Positive Predictive Value 0.508
Nr of predictions 53

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2. Individual counts for RNASLOpt [ 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 - 0.75 0.65 0.87 13 765 2 0 2 0 7
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 - 0.80 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 - 0.67 0.45 1.00 5 556 0 0 0 0 6
PDB_00243 - 0.76 0.58 1.00 7 623 0 0 0 0 5
PDB_00352 - 0.39 0.37 0.44 7 1209 9 0 9 0 12
PDB_00370 - 0.00 0.00 0.00 0 15188 37 15 22 0 25
PDB_00447 - 0.30 0.25 0.37 11 7110 19 4 15 0 33
PDB_00571 0.87 0.80 0.95 20 3300 1 1 0 0 5
PDB_00713 - 0.45 0.43 0.47 9 1997 10 0 10 0 12
PDB_00716 -0.01 0.00 0.00 0 2680 22 0 21 1 23
PDB_00804 - 0.00 0.00 0.00 0 15350 52 6 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 - 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 - 0.10 0.10 0.13 2 931 13 2 11 0 18
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 0.90 0.90 0.90 19 2464 5 0 2 3 2
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 0.30 0.36 16 12676 28 2 26 0 38
PDB_01073 0.56 0.47 0.67 16 4347 9 0 8 1 18
PDB_01092 0.74 0.63 0.87 33 10115 7 1 4 2 19
PDB_01194 - 0.77 0.60 1.00 9 487 0 0 0 0 6
PDB_01201 - 0.85 0.73 1.00 16 1112 0 0 0 0 6
PDB_01203 - 0.74 0.68 0.81 13 1160 3 2 1 0 6
PDB_01250 - 0.18 0.15 0.22 6 12063 21 5 16 0 35
PDB_01260 - 0.49 0.36 0.69 9 1817 4 0 4 0 16
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 0.59 0.57 0.62 16 4069 10 2 8 0 12
RFA_00636 0.65 0.64 0.67 18 3978 9 2 7 0 10
RFA_00767 0.63 0.56 0.71 10 1877 4 0 4 0 8
RFA_00768 0.61 0.56 0.67 10 1876 5 0 5 0 8
RFA_00769 0.59 0.56 0.63 10 1937 6 1 5 0 8
RFA_00770 0.47 0.39 0.58 7 2004 5 1 4 0 11
RFA_00773 0.59 0.56 0.63 10 1937 6 1 5 0 8
RFA_00779 0.74 0.56 1.00 10 1943 0 0 0 0 8
RFA_00808 0.75 0.56 1.00 9 2007 0 0 0 0 7
RFA_00809 0.40 0.38 0.43 6 2131 8 1 7 0 10

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Performance of RNAsubopt - scored lower in this pairwise comparison

1. Total counts & total scores for RNAsubopt

Total Base Pair Counts
Total TP 445
Total TN 158444
Total FP 636
Total FP CONTRA 83
Total FP INCONS 534
Total FP COMP 19
Total FN 733
Total Scores
MCC 0.394
Average MCC ± 95% Confidence Intervals 0.488 ± 0.084
Sensitivity 0.378
Positive Predictive Value 0.419
Nr of predictions 53

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2. Individual counts for RNAsubopt [ 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 - 0.92 0.84 1.00 16 1209 0 0 0 0 3
PDB_00370 - 0.09 0.12 0.07 3 15179 45 12 31 2 22
PDB_00447 - 0.44 0.39 0.50 17 7106 17 6 11 0 27
PDB_00571 0.21 0.20 0.23 5 3299 17 6 11 0 20
PDB_00713 - 0.43 0.43 0.45 9 1996 11 0 11 0 12
PDB_00716 -0.01 0.00 0.00 0 2678 24 1 22 1 23
PDB_00804 - 0.00 0.00 0.00 0 15344 58 10 46 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 - 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 - 0.67 0.60 0.75 9 1069 3 0 3 0 6
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 - 0.75 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 0.33 6 1110 12 0 12 0 14
PDB_01059 - 0.75 0.57 1.00 4 227 0 0 0 0 3
PDB_01070 - 0.19 0.19 0.20 10 12671 40 1 38 1 44
PDB_01073 0.52 0.47 0.57 16 4343 13 2 10 1 18
PDB_01092 0.66 0.60 0.74 31 10111 13 3 8 2 21
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 - 0.74 0.68 0.81 13 1160 3 2 1 0 6
PDB_01250 - 0.09 0.10 0.10 4 12048 38 4 34 0 37
PDB_01260 - 0.58 0.48 0.71 12 1813 5 1 4 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 0.31 0.32 0.30 9 4065 21 2 19 0 19
RFA_00636 0.42 0.43 0.43 12 3977 16 2 14 0 16
RFA_00767 0.63 0.56 0.71 10 1877 4 0 4 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 0.61 0.56 0.67 10 2001 8 0 5 3 8
RFA_00773 0.68 0.56 0.83 10 1941 5 1 1 3 8
RFA_00779 0.55 0.56 0.56 10 1935 8 3 5 0 8
RFA_00808 -0.01 0.00 0.00 0 2001 18 2 13 3 16
RFA_00809 0.36 0.38 0.35 6 2128 11 1 10 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.