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 Carnac(seed) - scored lower in this pairwise comparison

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


Overview

Metric ContextFold Carnac(seed)
MCC 0.642 > 0.467
Average MCC ± 95% Confidence Intervals 0.534 ± 0.133 > 0.121 ± 0.143
Sensitivity 0.530 > 0.245
Positive Predictive Value 0.778 < 0.890
Total TP 592 > 274
Total TN 1197808 < 1198261
Total FP 212 > 36
Total FP CONTRA 30 > 3
Total FP INCONS 139 > 31
Total FP COMP 43 > 2
Total FN 526 < 844
P-value 1.95070920198e-08

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Performance plots


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

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

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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 592
Total TN 1197808
Total FP 212
Total FP CONTRA 30
Total FP INCONS 139
Total FP COMP 43
Total FN 526
Total Scores
MCC 0.642
Average MCC ± 95% Confidence Intervals 0.534 ± 0.133
Sensitivity 0.530
Positive Predictive Value 0.778
Nr of predictions 15

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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
3J20_2 0.73 0.61 0.87 387 1116318 63 8 52 3 246
3J3E_8 0.00 0.00 0.00 0 7483 29 9 11 9 33
3J3F_8 0.33 0.31 0.37 11 12216 29 3 16 10 25
3W1K_J 0.81 0.71 0.93 27 4157 2 1 1 0 11
3W3S_B 0.79 0.70 0.90 28 4722 4 0 3 1 12
3ZEX_C 0.33 0.25 0.45 13 14167 22 1 15 6 39
4A1C_2 0.20 0.15 0.28 5 11763 26 0 13 13 28
4A1C_3 0.78 0.63 0.97 34 7105 1 0 1 0 20
4AOB_A 0.52 0.40 0.68 17 4346 9 1 7 1 25
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

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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 274
Total TN 1198261
Total FP 36
Total FP CONTRA 3
Total FP INCONS 31
Total FP COMP 2
Total FN 844
Total Scores
MCC 0.467
Average MCC ± 95% Confidence Intervals 0.121 ± 0.143
Sensitivity 0.245
Positive Predictive Value 0.890
Nr of predictions 15

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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
2LC8_A 0.44 0.20 1.00 4 1536 0 0 0 0 16
3J20_2 0.59 0.40 0.88 251 1116480 36 3 31 2 382
3J3E_8 0.00 0.00 0.00 0 7503 0 0 0 0 33
3J3F_8 0.00 0.00 0.00 0 12246 0 0 0 0 36
3W1K_J 0.00 0.00 0.00 0 4186 0 0 0 0 38
3W3S_B 0.00 0.00 0.00 0 4753 0 0 0 0 40
3ZEX_C 0.00 0.00 0.00 0 14196 0 0 0 0 52
4A1C_2 0.00 0.00 0.00 0 11781 0 0 0 0 33
4A1C_3 0.00 0.00 0.00 0 7140 0 0 0 0 54
4AOB_A 0.00 0.00 0.00 0 4371 0 0 0 0 42
4ENB_A 0.00 0.00 0.00 0 1275 0 0 0 0 19
4ENC_A 0.00 0.00 0.00 0 1326 0 0 0 0 19
4FRG_B 0.00 0.00 0.00 0 3486 0 0 0 0 32
4FRN_A 0.00 0.00 0.00 0 5151 0 0 0 0 36
4JF2_A 0.78 0.61 1.00 19 2831 0 0 0 0 12

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