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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric MXScarna(seed) RNASampler(seed)
MCC 0.738 > 0.629
Average MCC ± 95% Confidence Intervals 0.726 ± 0.044 > 0.470 ± 0.066
Sensitivity 0.703 > 0.468
Positive Predictive Value 0.777 < 0.847
Total TP 1609 > 1072
Total TN 695510 < 696315
Total FP 861 > 320
Total FP CONTRA 91 > 57
Total FP INCONS 371 > 137
Total FP COMP 399 > 126
Total FN 680 < 1217
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of MXScarna(seed) and RNASampler(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 MXScarna(seed) and RNASampler(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 MXScarna(seed) and RNASampler(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for MXScarna(seed) and RNASampler(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 MXScarna(seed) and RNASampler(seed)).

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

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

Total Base Pair Counts
Total TP 1609
Total TN 695510
Total FP 861
Total FP CONTRA 91
Total FP INCONS 371
Total FP COMP 399
Total FN 680
Total Scores
MCC 0.738
Average MCC ± 95% Confidence Intervals 0.726 ± 0.044
Sensitivity 0.703
Positive Predictive Value 0.777
Nr of predictions 98

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00005 0.59 0.36 1.00 5 941 0 0 0 0 9
PDB_00012 1.00 1.00 1.00 7 399 3 0 0 3 0
PDB_00213 0.81 0.73 0.91 30 5017 3 0 3 0 11
PDB_00553 0.90 0.82 1.00 9 456 0 0 0 0 2
PDB_00716 -0.01 0.00 0.00 0 2681 21 1 19 1 23
PDB_00810 0.77 0.65 0.92 11 1069 2 0 1 1 6
PDB_01050 0.78 0.62 1.00 8 622 2 0 0 2 5
PDB_01051 0.64 0.54 0.78 7 894 5 0 2 3 6
PDB_01092 0.70 0.63 0.79 33 10111 12 2 7 3 19
PDB_01152 0.85 0.79 0.92 11 549 1 0 1 0 3
RFA_00390 0.97 0.93 1.00 14 1417 1 0 0 1 1
RFA_00416 0.97 0.93 1.00 14 1471 1 0 0 1 1
RFA_00433 1.00 1.00 1.00 15 1416 1 0 0 1 0
RFA_00587 1.00 1.00 1.00 15 4836 19 0 0 19 0
RFA_00603 0.74 0.74 0.74 26 13495 17 3 6 8 9
RFA_00604 0.72 0.63 0.81 22 13503 13 3 2 8 13
RFA_00605 0.26 0.23 0.30 8 15198 22 5 14 3 27
RFA_00606 0.53 0.51 0.56 20 21285 25 4 12 9 19
RFA_00607 0.77 0.72 0.81 26 17734 16 1 5 10 10
RFA_00609 0.67 0.65 0.69 24 17920 19 2 9 8 13
RFA_00610 0.76 0.76 0.76 28 17168 19 1 8 10 9
RFA_00611 0.75 0.74 0.76 26 13007 13 4 4 5 9
RFA_00613 0.76 0.71 0.81 25 12849 11 4 2 5 10
RFA_00615 0.75 0.74 0.76 26 13332 15 4 4 7 9
RFA_00620 0.20 0.18 0.23 7 21915 33 7 16 10 32
RFA_00626 0.89 0.87 0.92 76 56533 29 2 5 22 11
RFA_00627 0.83 0.79 0.87 69 56874 36 1 9 26 18
RFA_00628 0.85 0.81 0.89 70 57212 38 2 7 29 16
RFA_00630 0.82 0.78 0.86 68 56874 33 2 9 22 19
RFA_00632 0.25 0.25 0.27 7 4069 19 1 18 0 21
RFA_00636 0.35 0.36 0.36 10 3977 18 2 16 0 18
RFA_00642 0.56 0.50 0.64 9 2912 7 0 5 2 9
RFA_00643 0.69 0.61 0.79 11 2197 5 0 3 2 7
RFA_00644 0.69 0.61 0.79 11 2687 5 0 3 2 7
RFA_00645 0.30 0.28 0.33 5 2400 11 0 10 1 13
RFA_00649 0.73 0.67 0.80 12 2130 5 0 3 2 6
RFA_00651 0.73 0.67 0.80 12 2065 5 0 3 2 6
RFA_00653 0.67 0.61 0.73 11 2130 6 0 4 2 7
RFA_00654 0.73 0.67 0.80 12 2400 5 0 3 2 6
RFA_00658 0.61 0.57 0.67 8 1116 5 0 4 1 6
RFA_00659 0.46 0.43 0.50 6 1116 7 0 6 1 8
RFA_00664 0.69 0.64 0.75 9 978 4 0 3 1 5
RFA_00667 0.69 0.64 0.75 9 978 4 0 3 1 5
RFA_00668 0.69 0.64 0.75 9 978 4 0 3 1 5
RFA_00672 0.72 0.69 0.75 9 891 4 0 3 1 4
RFA_00673 0.61 0.57 0.67 8 1116 5 0 4 1 6
RFA_00674 0.69 0.64 0.75 9 1116 4 0 3 1 5
RFA_00675 0.69 0.64 0.75 9 978 4 0 3 1 5
RFA_00677 0.69 0.64 0.75 9 978 4 0 3 1 5
RFA_00678 0.66 0.64 0.69 9 933 5 0 4 1 5
RFA_00680 0.61 0.57 0.67 8 1116 5 0 4 1 6
RFA_00684 0.66 0.64 0.69 9 977 5 0 4 1 5
RFA_00685 0.69 0.64 0.75 9 978 4 0 3 1 5
RFA_00695 0.62 0.57 0.67 8 7009 22 1 3 18 6
RFA_00703 0.62 0.57 0.67 8 4266 8 1 3 4 6
RFA_00704 0.69 0.64 0.75 9 978 4 0 3 1 5
RFA_00705 0.66 0.64 0.69 9 1022 5 0 4 1 5
RFA_00706 0.69 0.64 0.75 9 1023 4 0 3 1 5
RFA_00707 0.69 0.64 0.75 9 1023 4 0 3 1 5
RFA_00708 0.64 0.57 0.73 8 1024 4 0 3 1 6
RFA_00709 0.69 0.64 0.75 9 978 4 0 3 1 5
RFA_00710 0.69 0.64 0.75 9 978 4 0 3 1 5
RFA_00711 0.69 0.64 0.75 9 1023 4 0 3 1 5
RFA_00715 0.56 0.50 0.64 7 935 5 0 4 1 7
RFA_00716 0.48 0.43 0.55 6 935 6 0 5 1 8
RFA_00717 0.69 0.64 0.75 9 891 3 0 3 0 5
RFA_00730 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00731 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00733 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00734 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00736 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00737 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00745 1.00 1.00 1.00 12 934 1 0 0 1 0
RFA_00749 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00758 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00762 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00763 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00764 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00765 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00767 0.59 0.56 0.63 10 1875 6 2 4 0 8
RFA_00768 0.59 0.56 0.63 10 1875 6 2 4 0 8
RFA_00769 0.55 0.56 0.56 10 1935 8 3 5 0 8
RFA_00770 0.57 0.56 0.59 10 1999 7 2 5 0 8
RFA_00773 0.55 0.56 0.56 10 1935 8 3 5 0 8
RFA_00779 0.57 0.56 0.59 10 1936 7 2 5 0 8
RFA_00781 0.92 0.91 0.94 29 5019 3 2 0 1 3
RFA_00786 0.92 0.91 0.94 29 5019 3 2 0 1 3
RFA_00791 0.87 0.88 0.88 28 5119 5 2 2 1 4
RFA_00792 0.92 0.91 0.94 29 5019 3 2 0 1 3
RFA_00801 0.91 0.91 0.91 29 5018 4 2 1 1 3
RFA_00808 -0.01 0.00 0.00 0 2000 19 2 14 3 16
RFA_00809 0.30 0.31 0.29 5 2128 12 1 11 0 11
RFA_00814 0.95 0.93 0.97 38 25161 22 0 1 21 3
RFA_00815 0.96 0.93 1.00 38 24493 15 0 0 15 3
RFA_00816 0.96 0.93 1.00 38 23182 15 0 0 15 3
RFA_00817 0.94 0.88 1.00 36 21909 12 0 0 12 5
RFA_00818 0.64 0.68 0.61 28 20255 30 11 7 12 13
RFA_00819 0.94 0.90 0.97 37 27928 26 0 1 25 4

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

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

Total Base Pair Counts
Total TP 1072
Total TN 696315
Total FP 320
Total FP CONTRA 57
Total FP INCONS 137
Total FP COMP 126
Total FN 1217
Total Scores
MCC 0.629
Average MCC ± 95% Confidence Intervals 0.470 ± 0.066
Sensitivity 0.468
Positive Predictive Value 0.847
Nr of predictions 98

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2. Individual counts for RNASampler(seed) [ 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_00012 1.00 1.00 1.00 7 399 3 0 0 3 0
PDB_00213 0.76 0.59 1.00 24 5026 0 0 0 0 17
PDB_00553 1.00 1.00 1.00 11 454 0 0 0 0 0
PDB_00716 0.50 0.39 0.64 9 2687 6 0 5 1 14
PDB_00810 0.42 0.18 1.00 3 1078 0 0 0 0 14
PDB_01050 0.92 0.85 1.00 11 619 2 0 0 2 2
PDB_01051 0.45 0.31 0.67 4 897 6 0 2 4 9
PDB_01092 0.72 0.62 0.84 32 10115 8 0 6 2 20
PDB_01152 0.84 0.71 1.00 10 551 0 0 0 0 4
RFA_00390 0.00 0.00 0.00 0 1431 0 0 0 0 15
RFA_00416 0.63 0.40 1.00 6 1479 1 0 0 1 9
RFA_00433 0.63 0.40 1.00 6 1425 1 0 0 1 9
RFA_00587 1.00 1.00 1.00 15 4836 5 0 0 5 0
RFA_00603 0.63 0.51 0.78 18 13507 8 3 2 3 17
RFA_00604 0.73 0.66 0.82 23 13502 14 4 1 9 12
RFA_00605 0.41 0.31 0.55 11 15205 11 1 8 2 24
RFA_00606 0.44 0.36 0.54 14 21295 18 7 5 6 25
RFA_00607 0.71 0.56 0.91 20 17744 9 0 2 7 16
RFA_00609 0.82 0.68 1.00 25 17930 6 0 0 6 12
RFA_00610 0.81 0.70 0.93 26 17177 9 0 2 7 11
RFA_00611 0.68 0.57 0.80 20 13016 8 3 2 3 15
RFA_00613 0.58 0.46 0.73 16 12858 6 4 2 0 19
RFA_00615 0.63 0.51 0.78 18 13343 5 3 2 0 17
RFA_00620 0.52 0.44 0.63 17 21918 15 2 8 5 22
RFA_00626 0.80 0.64 1.00 56 56560 5 0 0 5 31
RFA_00627 0.77 0.63 0.93 55 56894 8 0 4 4 32
RFA_00628 0.78 0.64 0.95 55 57233 12 0 3 9 31
RFA_00630 0.77 0.66 0.90 57 56890 15 0 6 9 30
RFA_00632 0.78 0.68 0.90 19 4074 2 1 1 0 9
RFA_00636 0.85 0.75 0.95 21 3983 1 1 0 0 7
RFA_00642 0.58 0.39 0.88 7 2918 1 0 1 0 11
RFA_00643 0.21 0.17 0.27 3 2200 8 0 8 0 15
RFA_00644 0.44 0.33 0.60 6 2691 4 1 3 0 12
RFA_00645 -0.01 0.00 0.00 0 2403 12 3 9 0 18
RFA_00649 0.44 0.33 0.60 6 2135 4 1 3 0 12
RFA_00651 0.33 0.22 0.50 4 2072 4 1 3 0 14
RFA_00653 -0.01 0.00 0.00 0 2133 12 3 9 0 18
RFA_00654 0.39 0.28 0.56 5 2406 4 1 3 0 13
RFA_00658 0.00 0.00 0.00 0 1128 0 0 0 0 14
RFA_00659 0.00 0.00 0.00 0 1128 0 0 0 0 14
RFA_00664 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00667 0.53 0.29 1.00 4 986 0 0 0 0 10
RFA_00668 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00672 0.00 0.00 0.00 0 903 0 0 0 0 13
RFA_00673 0.00 0.00 0.00 0 1128 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 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00678 0.00 0.00 0.00 0 946 0 0 0 0 14
RFA_00680 0.00 0.00 0.00 0 1128 0 0 0 0 14
RFA_00684 0.53 0.29 1.00 4 986 0 0 0 0 10
RFA_00685 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00695 0.00 0.00 0.00 0 7021 0 0 0 0 14
RFA_00703 0.46 0.21 1.00 3 4275 0 0 0 0 11
RFA_00704 -0.01 0.00 0.00 0 987 3 0 3 0 14
RFA_00705 0.00 0.00 0.00 0 1035 0 0 0 0 14
RFA_00706 0.00 0.00 0.00 0 1035 0 0 0 0 14
RFA_00707 0.00 0.00 0.00 0 1035 0 0 0 0 14
RFA_00708 0.00 0.00 0.00 0 1035 0 0 0 0 14
RFA_00709 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00710 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00711 0.00 0.00 0.00 0 1035 0 0 0 0 14
RFA_00715 0.00 0.00 0.00 0 946 0 0 0 0 14
RFA_00716 -0.01 0.00 0.00 0 943 3 0 3 0 14
RFA_00717 0.00 0.00 0.00 0 903 0 0 0 0 14
RFA_00730 0.50 0.25 1.00 3 900 0 0 0 0 9
RFA_00731 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00733 0.50 0.25 1.00 3 900 0 0 0 0 9
RFA_00734 0.64 0.42 1.00 5 898 0 0 0 0 7
RFA_00736 0.50 0.25 1.00 3 900 0 0 0 0 9
RFA_00737 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00745 0.50 0.25 1.00 3 943 0 0 0 0 9
RFA_00749 0.50 0.25 1.00 3 900 0 0 0 0 9
RFA_00758 0.50 0.25 1.00 3 900 0 0 0 0 9
RFA_00762 0.64 0.42 1.00 5 898 0 0 0 0 7
RFA_00763 0.50 0.25 1.00 3 900 0 0 0 0 9
RFA_00764 0.50 0.25 1.00 3 900 0 0 0 0 9
RFA_00765 0.50 0.25 1.00 3 900 0 0 0 0 9
RFA_00767 0.65 0.56 0.77 10 1878 3 3 0 0 8
RFA_00768 0.65 0.56 0.77 10 1878 3 3 0 0 8
RFA_00769 0.59 0.56 0.63 10 1937 6 1 5 0 8
RFA_00770 0.52 0.39 0.70 7 2006 3 3 0 0 11
RFA_00773 0.59 0.50 0.69 9 1940 4 4 0 0 9
RFA_00779 0.65 0.56 0.77 10 1940 3 3 0 0 8
RFA_00781 0.85 0.72 1.00 23 5027 0 0 0 0 9
RFA_00786 0.79 0.63 1.00 20 5030 0 0 0 0 12
RFA_00791 0.71 0.56 0.90 18 5131 2 0 2 0 14
RFA_00792 0.81 0.72 0.92 23 5025 2 0 2 0 9
RFA_00801 0.74 0.63 0.87 20 5027 4 0 3 1 12
RFA_00808 0.58 0.56 0.60 9 2001 6 0 6 0 7
RFA_00809 0.36 0.38 0.35 6 2128 11 1 10 0 10
RFA_00814 0.87 0.78 0.97 32 25167 6 0 1 5 9
RFA_00815 0.88 0.78 1.00 32 24499 8 0 0 8 9
RFA_00816 0.86 0.76 0.97 31 23188 6 0 1 5 10
RFA_00817 0.86 0.76 0.97 31 21913 1 0 1 0 10
RFA_00818 0.86 0.73 1.00 30 20271 6 0 0 6 11
RFA_00819 0.88 0.78 1.00 32 27934 5 0 0 5 9

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