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

  1. Overview

  2. Performance Plots

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

  4. Performance of Vsfold5 - scored lower in this pairwise comparison

  5. Compile and download dataset for ContextFold & Vsfold5 [.zip] - may take several seconds...


Overview

Metric ContextFold Vsfold5
MCC 0.592 > 0.358
Average MCC ± 95% Confidence Intervals 0.548 ± 0.107 > 0.377 ± 0.095
Sensitivity 0.484 > 0.307
Positive Predictive Value 0.730 > 0.426
Total TP 564 > 358
Total TN 171126 > 171058
Total FP 253 < 524
Total FP CONTRA 28 < 44
Total FP INCONS 181 < 439
Total FP COMP 44 > 41
Total FN 601 < 807
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of ContextFold and Vsfold5. 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 ContextFold and Vsfold5).

  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 ContextFold and Vsfold5).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for ContextFold and Vsfold5. 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 ContextFold and Vsfold5).

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Performance of ContextFold - scored higher in this pairwise comparison

1. Total counts & total scores for ContextFold

Total Base Pair Counts
Total TP 564
Total TN 171126
Total FP 253
Total FP CONTRA 28
Total FP INCONS 181
Total FP COMP 44
Total FN 601
Total Scores
MCC 0.592
Average MCC ± 95% Confidence Intervals 0.548 ± 0.107
Sensitivity 0.484
Positive Predictive Value 0.730
Nr of predictions 34

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.55 0.50 0.63 10 1524 6 0 6 0 10
2LKR_A - 0.65 0.56 0.76 22 6076 9 0 7 2 17
2M58_A - -0.01 0.00 0.00 0 1639 14 0 14 0 17
3J0L_a - 0.71 0.56 0.90 9 1118 1 0 1 0 7
3J0L_2 - 0.64 0.61 0.69 20 6187 11 2 7 2 13
3J0L_7 - -0.01 0.00 0.00 0 1212 13 0 13 0 17
3J0L_g - -0.01 0.00 0.00 0 462 3 1 2 0 4
3J16_L 0.75 0.57 1.00 17 2758 0 0 0 0 13
3J20_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J20_0 0.84 0.70 1.00 21 2829 1 0 0 1 9
3J2C_O - 0.83 0.70 1.00 44 10252 1 0 0 1 19
3J2L_3 0.79 0.62 1.00 33 7842 2 0 0 2 20
3J3D_C 0.73 0.61 0.89 17 2756 2 0 2 0 11
3J3E_7 0.72 0.56 0.94 30 7108 2 0 2 0 24
3J3E_8 0.00 0.00 0.00 0 7483 29 9 11 9 33
3J3F_7 0.81 0.68 0.97 34 7225 1 0 1 0 16
3J3F_8 0.33 0.31 0.37 11 12216 29 3 16 10 25
3J3V_B 0.76 0.58 1.00 33 6988 0 0 0 0 24
3U4M_B - 0.75 0.57 1.00 21 3139 0 0 0 0 16
3UZL_B 0.72 0.54 0.95 20 3549 1 0 1 0 17
3W3S_B 0.79 0.70 0.90 28 4722 4 0 3 1 12
3ZEX_E - 0.08 0.06 0.10 5 21896 44 5 39 0 72
3ZEX_D 0.81 0.67 0.97 33 6987 1 0 1 0 16
3ZND_W 0.21 0.22 0.22 5 2980 20 0 18 2 18
4A1C_3 0.78 0.63 0.97 34 7105 1 0 1 0 20
4A1C_2 0.20 0.15 0.28 5 11763 26 0 13 13 28
4AOB_A 0.52 0.40 0.68 17 4346 9 1 7 1 25
4ATO_G - -0.01 0.00 0.00 0 526 2 0 2 0 10
4ENB_A 0.69 0.47 1.00 9 1266 0 0 0 0 10
4ENC_A 0.65 0.47 0.90 9 1316 1 1 0 0 10
4FRG_B 0.71 0.56 0.90 18 3466 2 1 1 0 14
4FRN_A 0.40 0.33 0.50 12 5127 12 3 9 0 24
4JF2_A 0.50 0.39 0.67 12 2832 6 2 4 0 19
4JRC_A - 0.78 0.61 1.00 14 1526 0 0 0 0 9

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Performance of Vsfold5 - scored lower in this pairwise comparison

1. Total counts & total scores for Vsfold5

Total Base Pair Counts
Total TP 358
Total TN 171058
Total FP 524
Total FP CONTRA 44
Total FP INCONS 439
Total FP COMP 41
Total FN 807
Total Scores
MCC 0.358
Average MCC ± 95% Confidence Intervals 0.377 ± 0.095
Sensitivity 0.307
Positive Predictive Value 0.426
Nr of predictions 34

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2. Individual counts for Vsfold5 [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A -0.01 0.00 0.00 0 1527 13 0 13 0 20
2LKR_A - 0.27 0.23 0.32 9 6077 19 2 17 0 30
2M58_A - 0.32 0.24 0.44 4 1644 5 1 4 0 13
3J0L_a - 0.39 0.31 0.50 5 1118 5 2 3 0 11
3J0L_2 - 0.35 0.33 0.37 11 6186 21 3 16 2 22
3J0L_7 - -0.01 0.00 0.00 0 1212 13 0 13 0 17
3J0L_g - -0.01 0.00 0.00 0 461 4 1 3 0 4
3J16_L 0.82 0.67 1.00 20 2755 0 0 0 0 10
3J20_1 0.71 0.70 0.73 16 2904 6 0 6 0 7
3J20_0 0.67 0.57 0.81 17 2829 5 1 3 1 13
3J2C_O - 0.30 0.24 0.39 15 10258 24 0 23 1 48
3J2L_3 0.56 0.45 0.71 24 7841 13 1 9 3 29
3J3D_C 0.60 0.54 0.68 15 2753 7 0 7 0 13
3J3E_7 0.47 0.37 0.61 20 7107 13 0 13 0 34
3J3E_8 0.06 0.06 0.08 2 7477 31 5 19 7 31
3J3F_7 0.21 0.18 0.26 9 7226 25 1 24 0 41
3J3F_8 0.33 0.33 0.33 12 12210 35 5 19 11 24
3J3V_B 0.16 0.12 0.21 7 6988 26 1 25 0 50
3U4M_B - 0.38 0.32 0.46 12 3134 14 0 14 0 25
3UZL_B 0.16 0.14 0.20 5 3545 20 1 19 0 32
3W3S_B 0.76 0.70 0.82 28 4719 7 1 5 1 12
3ZEX_E - 0.07 0.06 0.08 5 21886 54 5 49 0 72
3ZEX_D 0.08 0.06 0.11 3 6994 24 0 24 0 46
3ZND_W 0.41 0.39 0.43 9 2982 14 2 10 2 14
4A1C_3 0.26 0.22 0.32 12 7103 25 2 23 0 42
4A1C_2 0.24 0.24 0.24 8 11748 37 3 22 12 25
4AOB_A 0.18 0.14 0.25 6 4347 19 1 17 1 36
4ATO_G - 0.56 0.60 0.55 6 517 5 1 4 0 4
4ENB_A 0.89 0.79 1.00 15 1260 0 0 0 0 4
4ENC_A 0.86 0.79 0.94 15 1310 1 1 0 0 4
4FRG_B 0.56 0.47 0.68 15 3464 7 1 6 0 17
4FRN_A 0.13 0.11 0.17 4 5128 19 2 17 0 32
4JF2_A 0.84 0.77 0.92 24 2824 2 1 1 0 7
4JRC_A - 0.25 0.22 0.31 5 1524 11 0 11 0 18

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