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 0.721 > 0.708
Average MCC ± 95% Confidence Intervals 0.766 ± 0.078 > 0.752 ± 0.089
Sensitivity 0.735 > 0.629
Positive Predictive Value 0.712 < 0.803
Total TP 761 > 651
Total TN 102531 < 102789
Total FP 463 > 239
Total FP CONTRA 87 > 43
Total FP INCONS 221 > 117
Total FP COMP 155 > 79
Total FN 274 < 384
P-value 3.53079410487e-06

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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. 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).

  3. 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).

  4. 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).

  5. 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).

  6. 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 761
Total TN 102531
Total FP 463
Total FP CONTRA 87
Total FP INCONS 221
Total FP COMP 155
Total FN 274
Total Scores
MCC 0.721
Average MCC ± 95% Confidence Intervals 0.766 ± 0.078
Sensitivity 0.735
Positive Predictive Value 0.712
Nr of predictions 56

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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
2L94_A 1.00 1.00 1.00 18 339 1 0 0 1 0
2LA5_A - 0.77 0.71 0.83 5 269 3 0 1 2 2
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 5 0 5 0 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
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 - 0.95 0.91 1.00 10 197 1 0 0 1 1
2RRC_A - 1.00 1.00 1.00 7 68 0 0 0 0 0
2Y8W_B - 1.00 1.00 1.00 6 82 1 0 0 1 0
2Y9C_V - 0.79 0.83 0.75 15 886 8 0 5 3 3
2YIE_Z - -0.02 0.00 0.00 0 587 15 6 9 0 8
2YIE_X - 0.53 0.57 0.50 4 536 6 1 3 2 3
3AMU_B 0.81 0.79 0.83 15 1139 6 0 3 3 4
3J0L_8 - 1.00 1.00 1.00 7 69 0 0 0 0 0
3J0L_1 - 0.83 0.77 0.91 10 473 4 0 1 3 3
3J0L_h - 0.87 0.81 0.93 26 2112 4 1 1 2 6
3J0L_7 - 0.38 0.50 0.31 5 503 12 4 7 1 5
3J0L_g - -0.01 0.00 0.00 0 173 5 1 2 2 2
3J0L_a - 0.55 0.64 0.50 7 397 8 5 2 1 4
3J0L_2 - 0.34 0.35 0.35 9 2224 23 2 15 6 17
3J16_L 0.31 0.33 0.30 7 1136 16 3 13 0 14
3J20_1 0.75 0.75 0.75 15 1092 8 0 5 3 5
3J20_0 0.54 0.57 0.52 12 1196 12 3 8 1 9
3J2C_O - 0.71 0.68 0.74 28 3949 15 3 7 5 13
3J2C_M - 0.83 0.85 0.81 82 39824 58 8 11 39 14
3J2L_3 0.80 0.82 0.78 28 2984 12 1 7 4 6
3NMU_E - 1.00 1.00 1.00 3 213 5 0 0 5 0
3R9X_C - 1.00 1.00 1.00 8 221 2 0 0 2 0
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.77 0.76 0.79 22 1505 6 4 2 0 7
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
3TRZ_Z - 1.00 1.00 1.00 5 87 1 0 0 1 0
3TS0_U - 1.00 1.00 1.00 6 112 1 0 0 1 0
3TS2_V - 1.00 1.00 1.00 5 103 0 0 0 0 0
3U4M_B - 0.49 0.55 0.46 12 1250 14 3 11 0 10
3UZL_B 0.49 0.50 0.50 8 1277 15 0 8 7 8
3VJR_D - 1.00 1.00 1.00 12 239 0 0 0 0 0
3W3S_B 0.60 0.61 0.61 20 1956 14 4 9 1 13
3ZEX_E - 0.00 0.00 0.00 0 8255 54 17 32 5 34
3ZEX_G - 0.86 0.84 0.88 38 6464 22 0 5 17 7
3ZEX_D 0.90 0.86 0.94 30 2764 6 0 2 4 5
4A1C_2 0.19 0.25 0.15 5 4483 42 12 16 14 15
4A1C_3 0.88 0.86 0.89 32 2727 7 0 4 3 5
4A4U_A - 1.00 1.00 1.00 9 96 0 0 0 0 0
4AOB_A 0.60 0.59 0.63 17 1410 11 4 6 1 12
4ENB_A 1.00 1.00 1.00 15 457 0 0 0 0 0
4ENC_A 0.97 1.00 0.94 15 480 1 1 0 0 0
4FRG_B 0.36 0.38 0.38 9 1178 15 2 13 0 15
4FRN_A 0.59 0.57 0.62 16 1822 10 2 8 0 12
4HXH_A - 1.00 1.00 1.00 6 89 0 0 0 0 0

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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 651
Total TN 102789
Total FP 239
Total FP CONTRA 43
Total FP INCONS 117
Total FP COMP 79
Total FN 384
Total Scores
MCC 0.708
Average MCC ± 95% Confidence Intervals 0.752 ± 0.089
Sensitivity 0.629
Positive Predictive Value 0.803
Nr of predictions 56

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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
2L94_A 0.94 0.94 0.94 17 339 2 0 1 1 1
2LA5_A - 0.77 0.71 0.83 5 269 1 0 1 0 2
2LBS_A - 1.00 1.00 1.00 14 193 0 0 0 0 0
2LC8_A -0.03 0.00 0.00 0 517 11 0 11 0 18
2LDL_A - 1.00 1.00 1.00 9 131 1 0 0 1 0
2LDT_A - 0.84 0.73 1.00 8 154 0 0 0 0 3
2LHP_A - 1.00 1.00 1.00 15 246 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 - 0.00 0.00 0.00 0 2436 4 0 4 0 29
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
2RRC_A - 0.83 0.71 1.00 5 70 0 0 0 0 2
2Y8W_B - 1.00 1.00 1.00 6 82 1 0 0 1 0
2Y9C_V - 0.23 0.06 1.00 1 905 0 0 0 0 17
2YIE_Z - 1.00 1.00 1.00 8 594 0 0 0 0 0
2YIE_X - 1.00 1.00 1.00 7 537 0 0 0 0 0
3AMU_B 0.95 0.95 0.95 18 1138 4 0 1 3 1
3J0L_8 - 1.00 1.00 1.00 7 69 0 0 0 0 0
3J0L_1 - 0.73 0.62 0.89 8 475 3 0 1 2 5
3J0L_h - 0.88 0.84 0.93 27 2111 4 0 2 2 5
3J0L_7 - 0.83 0.70 1.00 7 512 1 0 0 1 3
3J0L_g - 0.00 0.00 0.00 0 176 0 0 0 0 2
3J0L_a - -0.01 0.00 0.00 0 408 3 1 2 0 11
3J0L_2 - 0.55 0.31 1.00 8 2242 0 0 0 0 18
3J16_L 0.90 0.81 1.00 17 1142 0 0 0 0 4
3J20_1 1.00 1.00 1.00 20 1092 1 0 0 1 0
3J20_0 0.41 0.52 0.34 11 1187 22 7 14 1 10
3J2C_O - 0.00 0.00 0.00 0 3987 0 0 0 0 41
3J2C_M - 0.51 0.31 0.83 30 39889 12 0 6 6 66
3J2L_3 0.94 0.94 0.94 32 2986 8 0 2 6 2
3NMU_E - 0.57 0.33 1.00 1 215 3 0 0 3 2
3R9X_C - 1.00 1.00 1.00 8 221 2 0 0 2 0
3RKF_A 0.86 0.75 1.00 18 848 0 0 0 0 6
3SD1_A 0.77 0.66 0.90 19 1512 2 1 1 0 10
3SIU_F - 0.86 0.75 1.00 6 139 0 0 0 0 2
3SN2_B 0.91 0.83 1.00 10 144 0 0 0 0 2
3TRZ_Z - 1.00 1.00 1.00 5 87 1 0 0 1 0
3TS0_U - 1.00 1.00 1.00 6 112 1 0 0 1 0
3TS2_V - 1.00 1.00 1.00 5 103 0 0 0 0 0
3U4M_B - 0.78 0.73 0.84 16 1257 4 0 3 1 6
3UZL_B 0.93 0.88 1.00 14 1279 7 0 0 7 2
3VJR_D - 1.00 1.00 1.00 12 239 0 0 0 0 0
3W3S_B 0.94 0.88 1.00 29 1960 1 0 0 1 4
3ZEX_E - 0.00 0.00 0.00 0 8273 33 9 22 2 34
3ZEX_G - 0.97 0.93 1.00 42 6465 10 0 0 10 3
3ZEX_D 0.86 0.83 0.91 29 2764 8 0 3 5 6
4A1C_2 0.24 0.25 0.24 5 4495 29 8 8 13 15
4A1C_3 0.80 0.78 0.83 29 2728 7 0 6 1 8
4A4U_A - 1.00 1.00 1.00 9 96 0 0 0 0 0
4AOB_A 0.85 0.72 1.00 21 1416 1 0 0 1 8
4ENB_A 0.85 0.73 1.00 11 461 0 0 0 0 4
4ENC_A 0.85 0.73 1.00 11 485 0 0 0 0 4
4FRG_B 0.43 0.50 0.40 12 1172 18 6 12 0 12
4FRN_A 0.37 0.46 0.32 13 1807 28 11 17 0 15
4HXH_A - 1.00 1.00 1.00 6 89 0 0 0 0 0

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