CompaRNA - on-line benchmarks of RNA structure prediction methods
Home

Methods
Datasets
Rankings
RNA 2D Atlas

Help
FAQ

Contact us
RSS feeds
Twitter

Table of contents:

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric UNAFold MCFold
MCC 0.423 > 0.290
Average MCC ± 95% Confidence Intervals 0.506 ± 0.087 > 0.295 ± 0.081
Sensitivity 0.394 > 0.320
Positive Predictive Value 0.463 > 0.276
Total TP 386 > 313
Total TN 106660 > 106359
Total FP 456 < 871
Total FP CONTRA 55 < 116
Total FP INCONS 392 < 705
Total FP COMP 9 < 50
Total FN 593 < 666
P-value 3.56938820447e-08

^top




Performance plots


  1. Comparison of performance of UNAFold and MCFold. 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 UNAFold and MCFold).

  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 UNAFold and MCFold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for UNAFold and MCFold. 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 UNAFold and MCFold).

^top





Performance of UNAFold - scored higher in this pairwise comparison

1. Total counts & total scores for UNAFold

Total Base Pair Counts
Total TP 386
Total TN 106660
Total FP 456
Total FP CONTRA 55
Total FP INCONS 392
Total FP COMP 9
Total FN 593
Total Scores
MCC 0.423
Average MCC ± 95% Confidence Intervals 0.506 ± 0.087
Sensitivity 0.394
Positive Predictive Value 0.463
Nr of predictions 48

^top



2. Individual counts for UNAFold [ 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 - 0.63 0.58 0.70 7 620 3 0 3 0 5
PDB_00352 - 0.89 0.79 1.00 15 1210 0 0 0 0 4
PDB_00571 0.21 0.20 0.24 5 3300 16 6 10 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 2677 24 5 19 0 23
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 - 0.54 0.40 0.75 6 1073 2 0 2 0 9
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 0.52 0.57 0.48 12 2460 13 5 8 0 9
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 - 0.31 0.30 0.33 16 12671 34 2 31 1 38
PDB_01073 0.52 0.47 0.57 16 4343 13 2 10 1 18
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 - 0.10 0.10 0.12 4 12056 30 7 23 0 37
PDB_01260 - 0.53 0.44 0.65 11 1813 6 0 6 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 9122 58 7 51 0 39
RFA_00636 0.43 0.43 0.44 12 3978 15 2 13 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 0.54 0.56 0.53 10 1934 9 4 5 0 8
RFA_00770 0.61 0.56 0.67 10 2001 8 0 5 3 8
RFA_00773 0.71 0.56 0.91 10 1942 4 1 0 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 15 2 13 0 16
RFA_00809 0.37 0.38 0.38 6 2129 10 1 9 0 10

^top



Performance of MCFold - scored lower in this pairwise comparison

1. Total counts & total scores for MCFold

Total Base Pair Counts
Total TP 313
Total TN 106359
Total FP 871
Total FP CONTRA 116
Total FP INCONS 705
Total FP COMP 50
Total FN 666
Total Scores
MCC 0.290
Average MCC ± 95% Confidence Intervals 0.295 ± 0.081
Sensitivity 0.320
Positive Predictive Value 0.276
Nr of predictions 48

^top



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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00005 0.76 0.79 0.73 11 931 6 2 2 2 3
PDB_00018 - 0.18 0.20 0.19 4 1014 17 2 15 0 16
PDB_00020 - 0.35 0.35 0.39 7 762 11 0 11 0 13
PDB_00041 - 0.23 0.25 0.23 3 617 12 0 10 2 9
PDB_00053 - 0.56 0.55 0.60 6 425 4 0 4 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 4143 43 4 39 0 36
PDB_00124 - -0.02 0.00 0.00 0 484 12 2 10 0 10
PDB_00128 - 0.77 0.71 0.83 10 484 2 0 2 0 4
PDB_00134 - 0.58 0.63 0.56 5 369 5 1 3 1 3
PDB_00138 - -0.02 0.00 0.00 0 369 11 0 9 2 8
PDB_00209 - -0.02 0.00 0.00 0 550 11 2 9 0 11
PDB_00243 - -0.02 0.00 0.00 0 615 15 1 14 0 12
PDB_00352 - 0.18 0.21 0.18 4 1203 18 1 17 0 15
PDB_00571 -0.01 0.00 0.00 0 3287 34 3 31 0 25
PDB_00713 - 0.21 0.24 0.21 5 1992 20 1 18 1 16
PDB_00716 0.22 0.26 0.19 6 2670 25 5 20 0 17
PDB_00828 0.34 0.37 0.33 10 2455 22 1 19 2 17
PDB_00829 0.25 0.29 0.23 7 2248 23 6 17 0 17
PDB_00842 - -0.02 0.00 0.00 0 369 10 0 9 1 8
PDB_00851 - 0.23 0.24 0.24 10 4711 32 0 32 0 31
PDB_00857 - -0.02 0.00 0.00 0 1062 19 6 13 0 15
PDB_00874 - -0.02 0.00 0.00 0 926 20 0 20 0 20
PDB_00886 - -0.01 0.00 0.00 0 4143 43 4 39 0 40
PDB_00918 - -0.02 0.00 0.00 0 317 10 0 8 2 7
PDB_01009 0.43 0.52 0.35 11 2454 21 5 15 1 10
PDB_01020 0.29 0.30 0.29 7 2254 20 2 15 3 16
PDB_01040 - 0.28 0.30 0.29 6 1107 15 2 13 0 14
PDB_01059 - -0.03 0.00 0.00 0 223 8 2 6 0 7
PDB_01070 - 0.68 0.70 0.66 38 12662 22 2 18 2 16
PDB_01073 0.52 0.56 0.49 19 4332 22 1 19 2 15
PDB_01194 - 0.66 0.60 0.75 9 484 3 0 3 0 6
PDB_01201 - 0.75 0.68 0.83 15 1110 3 0 3 0 7
PDB_01203 - 0.73 0.74 0.74 14 1157 5 4 1 0 5
PDB_01250 - 0.00 0.00 0.00 0 12036 54 18 36 0 41
PDB_01260 - 0.55 0.56 0.56 14 1805 11 1 10 0 11
PDB_01281 - -0.04 0.00 0.00 0 365 13 0 13 0 14
PDB_01299 - 0.66 0.67 0.67 10 888 7 1 4 2 5
PDB_01309 - -0.01 0.00 0.00 0 9122 58 9 49 0 39
RFA_00636 0.36 0.39 0.34 11 3973 29 0 21 8 17
RFA_00767 0.36 0.44 0.31 8 1865 19 3 15 1 10
RFA_00768 0.36 0.44 0.31 8 1865 19 3 15 1 10
RFA_00769 0.45 0.50 0.41 9 1931 18 2 11 5 9
RFA_00770 -0.01 0.00 0.00 0 1992 29 2 22 5 18
RFA_00773 0.43 0.50 0.38 9 1929 16 4 11 1 9
RFA_00779 0.45 0.56 0.37 10 1926 17 7 10 0 8
RFA_00808 0.39 0.44 0.35 7 1996 19 1 12 6 9
RFA_00809 0.30 0.38 0.25 6 2121 18 6 12 0 10

^top


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