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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric CentroidAlifold(seed) Carnac(seed)
MCC 0.798 > 0.424
Average MCC ± 95% Confidence Intervals 0.758 ± 0.044 > 0.332 ± 0.067
Sensitivity 0.671 > 0.205
Positive Predictive Value 0.951 > 0.884
Total TP 1677 > 512
Total TN 414140 < 415324
Total FP 193 > 145
Total FP CONTRA 19 > 14
Total FP INCONS 67 > 53
Total FP COMP 107 > 78
Total FN 821 < 1986
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of CentroidAlifold(seed) and Carnac(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 CentroidAlifold(seed) and Carnac(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 CentroidAlifold(seed) and Carnac(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for CentroidAlifold(seed) and Carnac(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 CentroidAlifold(seed) and Carnac(seed)).

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

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

Total Base Pair Counts
Total TP 1677
Total TN 414140
Total FP 193
Total FP CONTRA 19
Total FP INCONS 67
Total FP COMP 107
Total FN 821
Total Scores
MCC 0.798
Average MCC ± 95% Confidence Intervals 0.758 ± 0.044
Sensitivity 0.671
Positive Predictive Value 0.951
Nr of predictions 120

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00005 0.80 0.64 1.00 9 937 0 0 0 0 5
PDB_00012 1.00 1.00 1.00 7 399 2 0 0 2 0
PDB_00213 0.85 0.73 1.00 30 5020 0 0 0 0 11
PDB_00553 0.95 0.91 1.00 10 455 0 0 0 0 1
PDB_00716 0.75 0.61 0.93 14 2686 1 0 1 0 9
PDB_00810 0.87 0.76 1.00 13 1068 1 0 0 1 4
PDB_01001 0.00 0.00 0.00 0 2139 6 0 6 0 18
PDB_01050 0.68 0.46 1.00 6 624 2 0 0 2 7
PDB_01051 0.96 0.92 1.00 12 891 4 0 0 4 1
PDB_01092 0.72 0.58 0.91 30 10120 4 0 3 1 22
PDB_01152 0.80 0.64 1.00 9 552 0 0 0 0 5
RFA_00389 0.97 0.93 1.00 14 1417 3 0 0 3 1
RFA_00390 0.97 0.93 1.00 14 1417 2 0 0 2 1
RFA_00391 0.97 0.93 1.00 14 1417 3 0 0 3 1
RFA_00409 0.97 0.93 1.00 14 1417 3 0 0 3 1
RFA_00416 0.97 0.93 1.00 14 1471 2 0 0 2 1
RFA_00433 0.97 0.93 1.00 14 1417 2 0 0 2 1
RFA_00434 0.97 0.93 1.00 14 1417 3 0 0 3 1
RFA_00436 0.97 0.93 1.00 14 1417 3 0 0 3 1
RFA_00440 0.97 0.93 1.00 14 1471 3 0 0 3 1
RFA_00442 0.97 0.93 1.00 14 1417 3 0 0 3 1
RFA_00446 0.97 0.93 1.00 14 1471 3 0 0 3 1
RFA_00449 0.97 0.93 1.00 14 1471 3 0 0 3 1
RFA_00587 1.00 1.00 1.00 15 4836 3 0 0 3 0
RFA_00603 0.96 0.91 1.00 32 13498 0 0 0 0 3
RFA_00604 0.97 0.94 1.00 33 13497 0 0 0 0 2
RFA_00605 0.97 0.94 1.00 33 15192 0 0 0 0 2
RFA_00607 0.94 0.89 1.00 32 17734 0 0 0 0 4
RFA_00609 0.93 0.86 1.00 32 17923 0 0 0 0 5
RFA_00610 0.93 0.86 1.00 32 17173 0 0 0 0 5
RFA_00611 0.96 0.91 1.00 32 13009 0 0 0 0 3
RFA_00613 0.97 0.94 1.00 33 12847 0 0 0 0 2
RFA_00615 0.85 0.80 0.90 28 13335 3 0 3 0 7
RFA_00632 0.74 0.64 0.86 18 4074 3 2 1 0 10
RFA_00636 0.78 0.68 0.90 19 3984 2 2 0 0 9
RFA_00642 0.41 0.17 1.00 3 2923 0 0 0 0 15
RFA_00643 0.00 0.00 0.00 0 2211 0 0 0 0 18
RFA_00644 0.00 0.00 0.00 0 2701 0 0 0 0 18
RFA_00645 0.23 0.06 1.00 1 2414 0 0 0 0 17
RFA_00649 0.00 0.00 0.00 0 2145 0 0 0 0 18
RFA_00651 0.00 0.00 0.00 0 2080 0 0 0 0 18
RFA_00653 0.33 0.11 1.00 2 2143 0 0 0 0 16
RFA_00654 0.00 0.00 0.00 0 2415 0 0 0 0 18
RFA_00658 0.71 0.57 0.89 8 1119 2 0 1 1 6
RFA_00659 0.65 0.43 1.00 6 1122 0 0 0 0 8
RFA_00664 0.65 0.43 1.00 6 984 0 0 0 0 8
RFA_00667 0.65 0.43 1.00 6 984 0 0 0 0 8
RFA_00668 0.65 0.43 1.00 6 984 0 0 0 0 8
RFA_00672 0.78 0.62 1.00 8 895 0 0 0 0 5
RFA_00673 0.65 0.43 1.00 6 1122 0 0 0 0 8
RFA_00674 0.60 0.43 0.86 6 1121 1 0 1 0 8
RFA_00675 0.65 0.43 1.00 6 984 0 0 0 0 8
RFA_00677 0.65 0.43 1.00 6 984 0 0 0 0 8
RFA_00678 0.65 0.43 1.00 6 940 0 0 0 0 8
RFA_00680 0.65 0.43 1.00 6 1122 0 0 0 0 8
RFA_00684 0.65 0.43 1.00 6 984 0 0 0 0 8
RFA_00685 0.65 0.43 1.00 6 984 0 0 0 0 8
RFA_00695 0.80 0.64 1.00 9 7012 0 0 0 0 5
RFA_00703 0.80 0.64 1.00 9 4269 0 0 0 0 5
RFA_00704 0.65 0.43 1.00 6 984 0 0 0 0 8
RFA_00705 0.76 0.64 0.90 9 1025 2 0 1 1 5
RFA_00706 0.65 0.43 1.00 6 1029 0 0 0 0 8
RFA_00707 0.65 0.43 1.00 6 1029 0 0 0 0 8
RFA_00708 0.71 0.57 0.89 8 1026 2 0 1 1 6
RFA_00709 0.65 0.43 1.00 6 984 0 0 0 0 8
RFA_00710 0.72 0.64 0.82 9 979 3 0 2 1 5
RFA_00711 0.65 0.43 1.00 6 1029 0 0 0 0 8
RFA_00715 0.65 0.43 1.00 6 940 0 0 0 0 8
RFA_00716 0.65 0.43 1.00 6 940 0 0 0 0 8
RFA_00717 0.75 0.57 1.00 8 895 0 0 0 0 6
RFA_00730 1.00 1.00 1.00 12 891 2 0 0 2 0
RFA_00731 1.00 1.00 1.00 12 891 2 0 0 2 0
RFA_00733 1.00 1.00 1.00 12 891 2 0 0 2 0
RFA_00734 1.00 1.00 1.00 12 891 2 0 0 2 0
RFA_00736 1.00 1.00 1.00 12 891 2 0 0 2 0
RFA_00737 1.00 1.00 1.00 12 891 2 0 0 2 0
RFA_00745 1.00 1.00 1.00 12 934 2 0 0 2 0
RFA_00749 1.00 1.00 1.00 12 891 2 0 0 2 0
RFA_00758 1.00 1.00 1.00 12 891 2 0 0 2 0
RFA_00762 1.00 1.00 1.00 12 891 2 0 0 2 0
RFA_00763 1.00 1.00 1.00 12 891 2 0 0 2 0
RFA_00764 1.00 1.00 1.00 12 891 2 0 0 2 0
RFA_00765 1.00 1.00 1.00 12 891 2 0 0 2 0
RFA_00767 0.74 0.56 1.00 10 1881 0 0 0 0 8
RFA_00768 0.74 0.56 1.00 10 1881 0 0 0 0 8
RFA_00769 0.74 0.56 1.00 10 1943 0 0 0 0 8
RFA_00770 0.74 0.56 1.00 10 2006 0 0 0 0 8
RFA_00773 0.74 0.56 1.00 10 1943 0 0 0 0 8
RFA_00779 0.74 0.56 1.00 10 1943 0 0 0 0 8
RFA_00781 0.97 0.94 1.00 30 5020 0 0 0 0 2
RFA_00786 0.97 0.94 1.00 30 5020 0 0 0 0 2
RFA_00791 0.97 0.94 1.00 30 5121 0 0 0 0 2
RFA_00792 0.97 0.94 1.00 30 5020 0 0 0 0 2
RFA_00801 0.97 0.94 1.00 30 5020 0 0 0 0 2
RFA_00808 0.65 0.56 0.75 9 2004 3 1 2 0 7
RFA_00809 0.43 0.38 0.50 6 2133 6 0 6 0 10
SPR_00020 0.55 0.30 1.00 6 2695 0 0 0 0 14
SPR_00137 0.49 0.24 1.00 5 2921 1 0 0 1 16
SPR_00273 0.44 0.24 0.83 5 2844 1 0 1 0 16
SPR_00394 0.53 0.29 1.00 6 3649 0 0 0 0 15
SPR_00402 0.53 0.29 1.00 6 2550 0 0 0 0 15
SPR_00721 0.53 0.29 1.00 6 2920 0 0 0 0 15
SPR_00816 0.55 0.30 1.00 6 3480 0 0 0 0 14
SRP_00020 0.89 0.85 0.93 28 5535 2 1 1 0 5
SRP_00058 0.88 0.82 0.93 28 5748 2 1 1 0 6
SRP_00084 0.88 0.82 0.93 28 5430 2 1 1 0 6
SRP_00105 0.89 0.79 1.00 27 5538 3 0 0 3 7
SRP_00134 0.70 0.62 0.78 18 5972 13 0 5 8 11
SRP_00137 0.66 0.68 0.65 17 4160 10 3 6 1 8
SRP_00141 0.78 0.66 0.93 27 6299 3 1 1 1 14
SRP_00146 0.83 0.75 0.93 27 5224 3 1 1 1 9
SRP_00200 0.77 0.67 0.89 24 6876 6 1 2 3 12
SRP_00231 0.88 0.82 0.93 28 5430 2 1 1 0 6
SRP_00273 0.79 0.68 0.93 27 6757 3 1 1 1 13
SRP_00274 0.81 0.71 0.93 27 6874 3 1 1 1 11
SRP_00285 0.87 0.77 1.00 23 3718 2 0 0 2 7
SRP_00338 0.90 0.81 1.00 29 5431 1 0 0 1 7
SRP_00341 0.44 0.42 0.46 13 4725 17 0 15 2 18
SRP_00357 0.82 0.72 0.93 26 5328 4 1 1 2 10
SRP_00367 0.79 0.69 0.92 24 6760 6 1 1 4 11

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

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

Total Base Pair Counts
Total TP 512
Total TN 415324
Total FP 145
Total FP CONTRA 14
Total FP INCONS 53
Total FP COMP 78
Total FN 1986
Total Scores
MCC 0.424
Average MCC ± 95% Confidence Intervals 0.332 ± 0.067
Sensitivity 0.205
Positive Predictive Value 0.884
Nr of predictions 120

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2. Individual counts for Carnac(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 0.58 0.34 1.00 14 5036 0 0 0 0 27
PDB_00553 0.79 0.64 1.00 7 458 0 0 0 0 4
PDB_00716 0.00 0.00 0.00 0 2701 0 0 0 0 23
PDB_00810 0.64 0.41 1.00 7 1074 0 0 0 0 10
PDB_01001 0.00 0.00 0.00 0 2145 0 0 0 0 18
PDB_01050 0.62 0.38 1.00 5 625 1 0 0 1 8
PDB_01051 0.00 0.00 0.00 0 903 0 0 0 0 13
PDB_01092 0.77 0.63 0.94 33 10118 3 1 1 1 19
PDB_01152 0.88 0.79 1.00 11 550 0 0 0 0 3
RFA_00389 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00390 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00391 0.93 0.87 1.00 13 1418 2 0 0 2 2
RFA_00409 0.77 0.60 1.00 9 1422 1 0 0 1 6
RFA_00416 0.93 0.93 0.93 14 1470 4 0 1 3 1
RFA_00433 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00434 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00436 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00440 1.00 1.00 1.00 15 1470 2 0 0 2 0
RFA_00442 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00446 0.97 0.93 1.00 14 1471 2 0 0 2 1
RFA_00449 0.97 0.93 1.00 14 1471 2 0 0 2 1
RFA_00587 0.00 0.00 0.00 0 4851 0 0 0 0 15
RFA_00603 0.56 0.31 1.00 11 13519 2 0 0 2 24
RFA_00604 0.56 0.31 1.00 11 13519 6 0 0 6 24
RFA_00605 0.41 0.17 1.00 6 15219 2 0 0 2 29
RFA_00607 0.25 0.08 0.75 3 17762 10 0 1 9 33
RFA_00609 0.27 0.14 0.56 5 17946 10 2 2 6 32
RFA_00610 0.37 0.14 1.00 5 17200 5 0 0 5 32
RFA_00611 0.38 0.14 1.00 5 13036 0 0 0 0 30
RFA_00613 0.24 0.14 0.42 5 12868 7 4 3 0 30
RFA_00615 0.48 0.23 1.00 8 13358 1 0 0 1 27
RFA_00632 0.00 0.00 0.00 0 4095 0 0 0 0 28
RFA_00636 0.00 0.00 0.00 0 4005 0 0 0 0 28
RFA_00642 0.00 0.00 0.00 0 2926 0 0 0 0 18
RFA_00643 0.00 0.00 0.00 0 2211 0 0 0 0 18
RFA_00644 0.00 0.00 0.00 0 2701 0 0 0 0 18
RFA_00645 0.00 0.00 0.00 0 2415 0 0 0 0 18
RFA_00649 0.00 0.00 0.00 0 2145 0 0 0 0 18
RFA_00651 0.00 0.00 0.00 0 2080 0 0 0 0 18
RFA_00653 0.00 0.00 0.00 0 2145 0 0 0 0 18
RFA_00654 0.00 0.00 0.00 0 2415 0 0 0 0 18
RFA_00658 0.40 0.29 0.57 4 1121 5 0 3 2 10
RFA_00659 -0.01 0.00 0.00 0 1124 4 0 4 0 14
RFA_00664 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00667 -0.01 0.00 0.00 0 985 5 1 4 0 14
RFA_00668 0.50 0.43 0.60 6 980 4 0 4 0 8
RFA_00672 0.00 0.00 0.00 0 903 0 0 0 0 13
RFA_00673 0.47 0.36 0.63 5 1120 4 0 3 1 9
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 0.53 0.43 0.67 6 981 4 0 3 1 8
RFA_00678 0.00 0.00 0.00 0 946 0 0 0 0 14
RFA_00680 0.84 0.71 1.00 10 1118 2 0 0 2 4
RFA_00684 0.84 0.71 1.00 10 980 1 0 0 1 4
RFA_00685 0.59 0.36 1.00 5 985 0 0 0 0 9
RFA_00695 0.00 0.00 0.00 0 7021 0 0 0 0 14
RFA_00703 0.00 0.00 0.00 0 4278 0 0 0 0 14
RFA_00704 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00705 0.84 0.71 1.00 10 1025 0 0 0 0 4
RFA_00706 0.53 0.29 1.00 4 1031 0 0 0 0 10
RFA_00707 0.53 0.29 1.00 4 1031 0 0 0 0 10
RFA_00708 0.00 0.00 0.00 0 1035 0 0 0 0 14
RFA_00709 -0.01 0.00 0.00 0 984 7 0 6 1 14
RFA_00710 -0.01 0.00 0.00 0 987 3 0 3 0 14
RFA_00711 -0.01 0.00 0.00 0 1031 4 0 4 0 14
RFA_00715 -0.01 0.00 0.00 0 943 3 1 2 0 14
RFA_00716 0.00 0.00 0.00 0 946 0 0 0 0 14
RFA_00717 0.00 0.00 0.00 0 903 0 0 0 0 14
RFA_00730 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00731 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00733 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00734 0.64 0.42 1.00 5 898 0 0 0 0 7
RFA_00736 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00737 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00745 0.64 0.42 1.00 5 941 1 0 0 1 7
RFA_00749 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00758 0.00 0.00 0.00 0 903 0 0 0 0 12
RFA_00762 0.64 0.42 1.00 5 898 0 0 0 0 7
RFA_00763 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 0.74 0.56 1.00 10 1881 0 0 0 0 8
RFA_00768 0.74 0.56 1.00 10 1881 0 0 0 0 8
RFA_00769 0.71 0.56 0.91 10 1942 1 1 0 0 8
RFA_00770 0.62 0.39 1.00 7 2009 0 0 0 0 11
RFA_00773 0.71 0.56 0.91 10 1942 1 1 0 0 8
RFA_00779 0.74 0.56 1.00 10 1943 0 0 0 0 8
RFA_00781 0.25 0.13 0.50 4 5042 4 1 3 0 28
RFA_00786 0.25 0.13 0.50 4 5042 4 1 3 0 28
RFA_00791 0.00 0.00 0.00 0 5151 0 0 0 0 32
RFA_00792 0.00 0.00 0.00 0 5046 4 1 3 0 32
RFA_00801 0.00 0.00 0.00 0 5050 0 0 0 0 32
RFA_00808 0.00 0.00 0.00 0 2016 0 0 0 0 16
RFA_00809 0.00 0.00 0.00 0 2145 0 0 0 0 16
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_00273 0.00 0.00 0.00 0 2850 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
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_00137 0.00 0.00 0.00 0 4186 0 0 0 0 25
SRP_00141 0.00 0.00 0.00 0 6328 0 0 0 0 41
SRP_00146 0.00 0.00 0.00 0 5253 0 0 0 0 36
SRP_00200 0.00 0.00 0.00 0 6903 0 0 0 0 36
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
SRP_00367 0.00 0.00 0.00 0 6786 0 0 0 0 35

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