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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 Pknots - scored lower in this pairwise comparison

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


Overview

Metric CentroidHomfold‑LAST Pknots
MCC 0.572 > 0.471
Average MCC ± 95% Confidence Intervals 0.523 ± 0.097 > 0.492 ± 0.086
Sensitivity 0.458 > 0.415
Positive Predictive Value 0.720 > 0.543
Total TP 555 > 503
Total TN 164590 > 164434
Total FP 248 < 476
Total FP CONTRA 21 < 36
Total FP INCONS 195 < 388
Total FP COMP 32 < 52
Total FN 656 < 708
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of CentroidHomfold-LAST and Pknots. 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 Pknots).

  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 Pknots).

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

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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 555
Total TN 164590
Total FP 248
Total FP CONTRA 21
Total FP INCONS 195
Total FP COMP 32
Total FN 656
Total Scores
MCC 0.572
Average MCC ± 95% Confidence Intervals 0.523 ± 0.097
Sensitivity 0.458
Positive Predictive Value 0.720
Nr of predictions 36

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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_2 - 0.49 0.24 1.00 8 6208 0 0 0 0 25
3J0L_g - 0.00 0.00 0.00 0 465 0 0 0 0 4
3J0L_a - -0.01 0.00 0.00 0 1125 3 0 3 0 16
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 0.35 0.37 0.34 11 2818 22 3 18 1 19
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_7 0.64 0.54 0.76 29 7102 9 0 9 0 25
3J3E_8 0.05 0.03 0.08 1 7490 16 1 11 4 32
3J3F_8 0.33 0.33 0.33 12 12210 33 4 20 9 24
3J3F_7 0.65 0.58 0.74 29 7221 10 1 9 0 21
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_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_2 0.16 0.15 0.18 5 11753 29 5 18 6 28
4A1C_3 0.68 0.56 0.83 30 7104 6 0 6 0 24
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 Pknots - scored lower in this pairwise comparison

1. Total counts & total scores for Pknots

Total Base Pair Counts
Total TP 503
Total TN 164434
Total FP 476
Total FP CONTRA 36
Total FP INCONS 388
Total FP COMP 52
Total FN 708
Total Scores
MCC 0.471
Average MCC ± 95% Confidence Intervals 0.492 ± 0.086
Sensitivity 0.415
Positive Predictive Value 0.543
Nr of predictions 36

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2. Individual counts for Pknots [ 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 0.79 0.75 0.83 15 1522 3 1 2 0 5
2LKR_A - 0.44 0.44 0.45 17 6067 22 4 17 1 22
2M58_A - 0.51 0.41 0.64 7 1642 4 1 3 0 10
3AMU_B 0.86 0.74 1.00 20 2983 2 0 0 2 7
3J0L_7 - 0.28 0.29 0.29 5 1208 12 0 12 0 12
3J0L_2 - 0.36 0.36 0.36 12 6183 23 3 18 2 21
3J0L_g - -0.01 0.00 0.00 0 460 5 2 3 0 4
3J0L_a - 0.35 0.31 0.42 5 1116 7 1 6 0 11
3J16_L 0.34 0.30 0.41 9 2753 13 0 13 0 21
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
3J2L_3 0.62 0.51 0.75 27 7839 12 0 9 3 26
3J3D_C 0.46 0.43 0.50 12 2751 12 1 11 0 16
3J3E_7 0.43 0.35 0.54 19 7105 16 1 15 0 35
3J3E_8 0.07 0.06 0.08 2 7479 33 2 20 11 31
3J3F_8 0.36 0.36 0.37 13 12211 34 2 20 12 23
3J3F_7 0.27 0.24 0.32 12 7222 27 1 25 1 38
3J3V_B 0.41 0.33 0.51 19 6984 18 1 17 0 38
3RKF_A 0.77 0.62 0.95 21 2189 1 0 1 0 13
3SD1_A 0.65 0.52 0.81 22 3889 5 0 5 0 20
3U4M_B - 0.26 0.22 0.32 8 3135 17 0 17 0 29
3UZL_B 0.75 0.59 0.96 22 3547 1 0 1 0 15
3W3S_B 0.71 0.63 0.81 25 4722 7 0 6 1 15
3ZEX_G - 0.36 0.32 0.41 24 16413 37 3 31 3 50
3ZEX_D 0.27 0.24 0.30 12 6981 28 0 28 0 37
3ZND_W 0.20 0.22 0.19 5 2977 23 1 20 2 18
4A1C_2 0.24 0.24 0.25 8 11749 36 3 21 12 25
4A1C_3 0.25 0.22 0.29 12 7099 29 1 28 0 42
4AOB_A 0.17 0.14 0.21 6 4343 23 1 21 1 36
4ENB_A 0.83 0.79 0.88 15 1258 2 1 1 0 4
4ENC_A 0.86 0.79 0.94 15 1310 1 1 0 0 4
4FRG_B 0.48 0.38 0.63 12 3467 7 0 7 0 20
4FRN_A 0.51 0.42 0.63 15 5127 9 1 8 0 21
4JF2_A 0.81 0.77 0.86 24 2822 4 3 1 0 7
4JRC_A - 0.81 0.70 0.94 16 1523 1 1 0 0 7

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