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

  1. Overview

  2. Performance Plots

  3. Performance of CentroidHomfold‑LAST - scored higher in this pairwise comparison

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

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


Overview

Metric CentroidHomfold‑LAST ProbKnot
MCC 0.512 > 0.478
Average MCC ± 95% Confidence Intervals 0.492 ± 0.097 > 0.458 ± 0.088
Sensitivity 0.378 < 0.415
Positive Predictive Value 0.699 > 0.554
Total TP 589 < 647
Total TN 303250 > 302926
Total FP 289 < 583
Total FP CONTRA 22 < 52
Total FP INCONS 232 < 468
Total FP COMP 35 < 63
Total FN 969 > 911
P-value 3.56938820447e-08

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Performance plots


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

  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 CentroidHomfold‑LAST and ProbKnot).

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

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

1. Total counts & total scores for ProbKnot

Total Base Pair Counts
Total TP 647
Total TN 302926
Total FP 583
Total FP CONTRA 52
Total FP INCONS 468
Total FP COMP 63
Total FN 911
Total Scores
MCC 0.478
Average MCC ± 95% Confidence Intervals 0.458 ± 0.088
Sensitivity 0.415
Positive Predictive Value 0.554
Nr of predictions 39

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LA5_A - 0.45 0.32 0.67 6 621 3 0 3 0 13
2LC8_A -0.01 0.00 0.00 0 1525 15 2 13 0 20
2LKR_A - 0.85 0.77 0.94 30 6073 4 0 2 2 9
2M58_A - -0.01 0.00 0.00 0 1638 15 0 15 0 17
3AMU_B 0.65 0.59 0.73 16 2981 8 0 6 2 11
3J0L_7 - -0.01 0.00 0.00 0 1212 13 0 13 0 17
3J0L_a - 0.55 0.50 0.62 8 1115 5 2 3 0 8
3J0L_g - -0.01 0.00 0.00 0 458 7 2 5 0 4
3J0L_2 - 0.27 0.27 0.28 9 6184 26 2 21 3 24
3J16_L 0.35 0.33 0.38 10 2749 16 1 15 0 20
3J20_0 0.45 0.40 0.52 12 2827 12 0 11 1 18
3J20_1 0.71 0.70 0.73 16 2904 7 0 6 1 7
3J2C_O - 0.60 0.52 0.70 33 10249 15 0 14 1 30
3J2C_M - 0.37 0.30 0.45 63 106352 79 9 67 3 144
3J2L_3 0.60 0.49 0.74 26 7840 11 0 9 2 27
3J3D_C 0.46 0.43 0.50 12 2751 12 1 11 0 16
3J3E_8 0.00 0.00 0.00 0 7476 37 3 24 10 33
3J3E_7 0.47 0.35 0.63 19 7110 11 0 11 0 35
3J3F_7 0.76 0.64 0.91 32 7225 3 0 3 0 18
3J3F_8 0.35 0.33 0.36 12 12213 35 3 18 14 24
3J3V_B 0.53 0.42 0.67 24 6985 12 1 11 0 33
3RKF_A 0.73 0.59 0.91 20 2189 2 1 1 0 14
3SD1_A 0.55 0.48 0.65 20 3885 11 2 9 0 22
3U4M_B - 0.45 0.35 0.59 13 3138 9 1 8 0 24
3UZL_B 0.73 0.62 0.85 23 3543 4 0 4 0 14
3W3S_B 0.89 0.80 1.00 32 4721 1 0 0 1 8
3ZEX_G - 0.77 0.66 0.91 49 16417 10 0 5 5 25
3ZEX_E - 0.00 0.00 0.00 0 21886 61 2 57 2 77
3ZEX_D 0.77 0.67 0.89 33 6984 4 0 4 0 16
3ZND_W 0.20 0.22 0.19 5 2977 24 1 20 3 18
4A1C_3 0.73 0.61 0.87 33 7102 6 1 4 1 21
4A1C_2 0.13 0.15 0.12 5 11738 49 7 31 11 28
4AOB_A 0.50 0.40 0.63 17 4344 11 2 8 1 25
4ENB_A 0.73 0.58 0.92 11 1263 1 1 0 0 8
4ENC_A 0.45 0.42 0.50 8 1310 8 1 7 0 11
4FRG_B 0.37 0.31 0.45 10 3464 12 3 9 0 22
4FRN_A 0.44 0.36 0.54 13 5127 11 2 9 0 23
4JF2_A 0.80 0.71 0.92 22 2826 2 2 0 0 9
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.