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

  1. Overview

  2. Performance Plots

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

  4. Performance of CentroidHomfold‑LAST - scored lower in this pairwise comparison

  5. Compile and download dataset for HotKnots & CentroidHomfold‑LAST [.zip] - may take several seconds...


Overview

Metric HotKnots CentroidHomfold‑LAST
MCC 0.518 > 0.512
Average MCC ± 95% Confidence Intervals 0.496 ± 0.079 > 0.492 ± 0.097
Sensitivity 0.450 > 0.378
Positive Predictive Value 0.602 < 0.699
Total TP 701 > 589
Total TN 302928 < 303250
Total FP 526 > 289
Total FP CONTRA 45 > 22
Total FP INCONS 419 > 232
Total FP COMP 62 > 35
Total FN 857 < 969
P-value 0.000609097173132

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Performance plots


  1. Comparison of performance of HotKnots and CentroidHomfold-LAST. 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 HotKnots and CentroidHomfold‑LAST).

  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 HotKnots and CentroidHomfold‑LAST).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for HotKnots and CentroidHomfold-LAST. 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 HotKnots and CentroidHomfold‑LAST).

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Performance of HotKnots - scored higher in this pairwise comparison

1. Total counts & total scores for HotKnots

Total Base Pair Counts
Total TP 701
Total TN 302928
Total FP 526
Total FP CONTRA 45
Total FP INCONS 419
Total FP COMP 62
Total FN 857
Total Scores
MCC 0.518
Average MCC ± 95% Confidence Intervals 0.496 ± 0.079
Sensitivity 0.450
Positive Predictive Value 0.602
Nr of predictions 39

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LA5_A - 0.39 0.26 0.63 5 622 3 1 2 0 14
2LC8_A 0.61 0.55 0.69 11 1524 5 0 5 0 9
2LKR_A - 0.93 0.87 1.00 34 6071 3 0 0 3 5
2M58_A - 0.34 0.29 0.42 5 1641 7 1 6 0 12
3AMU_B 0.70 0.59 0.84 16 2984 5 0 3 2 11
3J0L_7 - 0.28 0.29 0.29 5 1208 12 0 12 0 12
3J0L_a - 0.51 0.50 0.53 8 1113 7 3 4 0 8
3J0L_g - -0.01 0.00 0.00 0 460 5 1 4 0 4
3J0L_2 - 0.28 0.27 0.29 9 6185 23 3 19 1 24
3J16_L 0.26 0.23 0.30 7 2752 16 1 15 0 23
3J20_0 0.45 0.40 0.52 12 2827 12 0 11 1 18
3J20_1 0.73 0.70 0.76 16 2905 7 0 5 2 7
3J2C_O - 0.60 0.49 0.74 31 10254 12 0 11 1 32
3J2C_M - 0.61 0.49 0.76 102 106356 38 5 28 5 105
3J2L_3 0.62 0.53 0.74 28 7837 12 0 10 2 25
3J3D_C 0.28 0.25 0.32 7 2753 15 1 14 0 21
3J3E_8 0.10 0.09 0.11 3 7476 33 2 22 9 30
3J3E_7 0.59 0.50 0.71 27 7102 11 1 10 0 27
3J3F_7 0.73 0.64 0.84 32 7222 7 0 6 1 18
3J3F_8 0.30 0.31 0.30 11 12209 40 3 23 14 25
3J3V_B 0.54 0.44 0.68 25 6984 12 1 11 0 32
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.64 0.52 0.79 22 3888 6 1 5 0 20
3U4M_B - 0.38 0.32 0.46 12 3134 14 0 14 0 25
3UZL_B 0.48 0.38 0.61 14 3547 9 0 9 0 23
3W3S_B 0.55 0.50 0.61 20 4720 14 1 12 1 20
3ZEX_G - 0.66 0.57 0.76 42 16416 18 0 13 5 32
3ZEX_E - 0.00 0.00 0.00 0 21893 54 4 48 2 77
3ZEX_D 0.78 0.67 0.92 33 6985 3 0 3 0 16
3ZND_W 0.20 0.22 0.19 5 2977 22 1 20 1 18
4A1C_3 0.70 0.59 0.82 32 7101 7 1 6 0 22
4A1C_2 0.14 0.15 0.14 5 11745 42 6 25 11 28
4AOB_A 0.50 0.40 0.63 17 4344 11 2 8 1 25
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 0.32 0.28 0.38 9 3462 15 0 15 0 23
4FRN_A 0.52 0.44 0.62 16 5125 10 2 8 0 20
4JF2_A 0.81 0.77 0.86 24 2822 4 3 1 0 7
4JRC_A - 0.29 0.26 0.35 6 1523 11 0 11 0 17

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Performance of CentroidHomfold‑LAST - scored lower in this pairwise comparison

1. Total counts & total scores for CentroidHomfold‑LAST

Total Base Pair Counts
Total TP 589
Total TN 303250
Total FP 289
Total FP CONTRA 22
Total FP INCONS 232
Total FP COMP 35
Total FN 969
Total Scores
MCC 0.512
Average MCC ± 95% Confidence Intervals 0.492 ± 0.097
Sensitivity 0.378
Positive Predictive Value 0.699
Nr of predictions 39

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2. Individual counts for CentroidHomfold‑LAST [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LA5_A - 0.46 0.26 0.83 5 624 1 0 1 0 14
2LC8_A -0.01 0.00 0.00 0 1529 11 0 11 0 20
2LKR_A - 0.00 0.00 0.00 0 6101 4 0 4 0 39
2M58_A - -0.01 0.00 0.00 0 1648 5 0 5 0 17
3AMU_B 0.82 0.70 0.95 19 2983 3 0 1 2 8
3J0L_7 - 0.60 0.41 0.88 7 1217 1 0 1 0 10
3J0L_a - -0.01 0.00 0.00 0 1125 3 0 3 0 16
3J0L_g - 0.00 0.00 0.00 0 465 0 0 0 0 4
3J0L_2 - 0.49 0.24 1.00 8 6208 0 0 0 0 25
3J16_L 0.75 0.57 1.00 17 2758 0 0 0 0 13
3J20_0 0.35 0.37 0.34 11 2818 22 3 18 1 19
3J20_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J2C_O - 0.00 0.00 0.00 0 10296 0 0 0 0 63
3J2C_M - 0.37 0.16 0.83 34 106450 8 0 7 1 173
3J2L_3 0.73 0.62 0.87 33 7837 7 0 5 2 20
3J3D_C 0.68 0.61 0.77 17 2753 5 0 5 0 11
3J3E_8 0.05 0.03 0.08 1 7490 16 1 11 4 32
3J3E_7 0.64 0.54 0.76 29 7102 9 0 9 0 25
3J3F_7 0.65 0.58 0.74 29 7221 10 1 9 0 21
3J3F_8 0.33 0.33 0.33 12 12210 33 4 20 9 24
3J3V_B 0.51 0.37 0.72 21 6992 8 1 7 0 36
3RKF_A 0.72 0.53 1.00 18 2193 0 0 0 0 16
3SD1_A 0.64 0.45 0.90 19 3895 2 0 2 0 23
3U4M_B - 0.58 0.43 0.80 16 3140 4 0 4 0 21
3UZL_B 0.72 0.54 0.95 20 3549 1 0 1 0 17
3W3S_B 0.85 0.73 1.00 29 4724 1 0 0 1 11
3ZEX_G - 0.75 0.61 0.92 45 16422 7 0 4 3 29
3ZEX_E - 0.00 0.00 0.00 0 21914 33 1 30 2 77
3ZEX_D 0.75 0.65 0.86 32 6984 5 0 5 0 17
3ZND_W 0.47 0.39 0.56 9 2987 10 0 7 3 14
4A1C_3 0.68 0.56 0.83 30 7104 6 0 6 0 24
4A1C_2 0.16 0.15 0.18 5 11753 29 5 18 6 28
4AOB_A 0.71 0.50 1.00 21 4350 1 0 0 1 21
4ENB_A 0.76 0.58 1.00 11 1264 0 0 0 0 8
4ENC_A 0.76 0.58 1.00 11 1315 0 0 0 0 8
4FRG_B 0.41 0.41 0.43 13 3456 17 3 14 0 19
4FRN_A 0.36 0.39 0.34 14 5110 27 3 24 0 22
4JF2_A 0.78 0.61 1.00 19 2831 0 0 0 0 12
4JRC_A - 0.75 0.57 1.00 13 1527 0 0 0 0 10

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