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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric IPknot Afold
MCC 0.598 > 0.528
Average MCC ± 95% Confidence Intervals 0.762 ± 0.117 > 0.704 ± 0.125
Sensitivity 0.559 < 0.566
Positive Predictive Value 0.642 > 0.495
Total TP 489 < 495
Total TN 459340 > 459101
Total FP 340 < 618
Total FP CONTRA 76 < 151
Total FP INCONS 197 < 355
Total FP COMP 67 < 112
Total FN 385 > 379
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of IPknot and Afold. 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 IPknot and Afold).

  2. Comparison of performance of IPknot and Afold. 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 IPknot and Afold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for IPknot and Afold. 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 IPknot and Afold).

  4. Comparison of average Matthews Correlation Coefficients (MCCs) for IPknot and Afold. 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 IPknot and Afold).

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Performance of IPknot - scored higher in this pairwise comparison

1. Total counts & total scores for IPknot

Total Base Pair Counts
Total TP 489
Total TN 459340
Total FP 340
Total FP CONTRA 76
Total FP INCONS 197
Total FP COMP 67
Total FN 385
Total Scores
MCC 0.598
Average MCC ± 95% Confidence Intervals 0.762 ± 0.117
Sensitivity 0.559
Positive Predictive Value 0.642
Nr of predictions 34

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LBS_A - 1.00 1.00 1.00 14 193 0 0 0 0 0
2LC8_A 0.41 0.33 0.55 6 517 5 1 4 0 12
2LDL_A - 1.00 1.00 1.00 9 131 0 0 0 0 0
2LDT_A - 1.00 1.00 1.00 11 151 0 0 0 0 0
2LHP_A - 1.00 1.00 1.00 15 246 0 0 0 0 0
2LI4_A - 1.00 1.00 1.00 14 175 0 0 0 0 0
2LJJ_A - 1.00 1.00 1.00 7 123 3 0 0 3 0
2LK3_A - 1.00 1.00 1.00 9 91 0 0 0 0 0
2LKR_A - 0.88 0.86 0.89 25 2412 9 0 3 6 4
2LQZ_A - 1.00 1.00 1.00 8 124 2 0 0 2 0
2LWK_A - 0.95 0.91 1.00 10 197 1 0 0 1 1
2YIE_X - 1.00 1.00 1.00 7 537 3 0 0 3 0
2YIE_Z - 0.53 0.63 0.45 5 591 6 4 2 0 3
3J0L_h - 0.90 0.81 1.00 26 2114 2 0 0 2 6
3J0L_7 - -0.02 0.00 0.00 0 512 7 1 6 0 10
3J0L_1 - 0.83 0.77 0.91 10 473 4 0 1 3 3
3J2C_O - 0.98 0.95 1.00 39 3948 4 0 0 4 2
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SIU_F - 0.86 0.75 1.00 6 139 0 0 0 0 2
3SN2_B 0.95 0.92 1.00 11 143 0 0 0 0 1
3U4M_B - 0.91 0.91 0.91 20 1254 3 2 0 1 2
3VJR_D - 1.00 1.00 1.00 12 239 0 0 0 0 0
3W3S_B 0.94 0.91 0.97 30 1958 2 0 1 1 3
3ZEX_B - 0.33 0.27 0.40 95 421115 160 26 116 18 251
3ZEX_F - 0.00 0.00 0.00 0 910 9 0 4 5 4
3ZEX_H - 0.28 0.37 0.22 7 3593 25 15 10 0 12
3ZEX_E - 0.00 0.00 0.00 0 8256 53 19 29 5 34
3ZEX_D 0.81 0.80 0.82 28 2762 10 0 6 4 7
4A1C_2 0.23 0.25 0.22 5 4493 26 8 10 8 15
4A4U_A - 1.00 1.00 1.00 9 96 0 0 0 0 0
4ATO_G - 0.49 0.57 0.44 4 211 6 0 5 1 3
4ENB_A 0.85 0.73 1.00 11 461 0 0 0 0 4
4FNJ_A - 0.91 0.83 1.00 10 240 0 0 0 0 2
4HXH_A - 1.00 1.00 1.00 6 89 0 0 0 0 0

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Performance of Afold - scored lower in this pairwise comparison

1. Total counts & total scores for Afold

Total Base Pair Counts
Total TP 495
Total TN 459101
Total FP 618
Total FP CONTRA 151
Total FP INCONS 355
Total FP COMP 112
Total FN 379
Total Scores
MCC 0.528
Average MCC ± 95% Confidence Intervals 0.704 ± 0.125
Sensitivity 0.566
Positive Predictive Value 0.495
Nr of predictions 34

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LBS_A - 1.00 1.00 1.00 14 193 0 0 0 0 0
2LC8_A 0.64 0.61 0.69 11 512 6 0 5 1 7
2LDL_A - 1.00 1.00 1.00 9 131 1 0 0 1 0
2LDT_A - 1.00 1.00 1.00 11 151 0 0 0 0 0
2LHP_A - 1.00 1.00 1.00 15 246 0 0 0 0 0
2LI4_A - 1.00 1.00 1.00 14 175 0 0 0 0 0
2LJJ_A - 1.00 1.00 1.00 7 123 3 0 0 3 0
2LK3_A - 1.00 1.00 1.00 9 91 0 0 0 0 0
2LKR_A - 1.00 1.00 1.00 29 2411 8 0 0 8 0
2LQZ_A - 1.00 1.00 1.00 8 124 2 0 0 2 0
2LWK_A - 0.85 0.82 0.90 9 197 2 0 1 1 2
2YIE_X - 0.53 0.57 0.50 4 536 8 1 3 4 3
2YIE_Z - -0.02 0.00 0.00 0 587 16 6 9 1 8
3J0L_h - 0.87 0.81 0.93 26 2112 5 1 1 3 6
3J0L_7 - -0.02 0.00 0.00 0 504 15 1 14 0 10
3J0L_1 - 0.83 0.77 0.91 10 473 5 0 1 4 3
3J2C_O - 0.70 0.68 0.72 28 3948 18 3 8 7 13
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SIU_F - 1.00 1.00 1.00 8 137 0 0 0 0 0
3SN2_B 0.95 0.92 1.00 11 143 0 0 0 0 1
3U4M_B - 0.49 0.55 0.46 12 1250 14 3 11 0 10
3VJR_D - 1.00 1.00 1.00 12 239 1 0 0 1 0
3W3S_B 0.55 0.55 0.56 18 1957 15 4 10 1 15
3ZEX_B - 0.34 0.38 0.31 132 420926 337 77 217 43 214
3ZEX_F - -0.01 0.00 0.00 0 908 12 2 4 6 4
3ZEX_H - 0.25 0.37 0.18 7 3586 33 20 12 1 12
3ZEX_E - -0.01 0.00 0.00 0 8251 55 17 36 2 34
3ZEX_D 0.82 0.77 0.87 27 2765 8 0 4 4 8
4A1C_2 0.19 0.25 0.15 5 4483 43 11 17 15 15
4A4U_A - 1.00 1.00 1.00 9 96 0 0 0 0 0
4ATO_G - 0.38 0.43 0.38 3 212 6 5 0 1 4
4ENB_A 0.81 0.73 0.92 11 460 3 0 1 2 4
4FNJ_A - 0.86 0.83 0.91 10 239 1 0 1 0 2
4HXH_A - 1.00 1.00 1.00 6 89 1 0 0 1 0

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