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 0.600 > 0.587
Average MCC ± 95% Confidence Intervals 0.675 ± 0.076 > 0.662 ± 0.083
Sensitivity 0.525 > 0.439
Positive Predictive Value 0.691 < 0.789
Total TP 810 > 677
Total TN 271373 < 271688
Total FP 414 > 213
Total FP CONTRA 39 > 16
Total FP INCONS 324 > 165
Total FP COMP 51 > 32
Total FN 732 < 865
P-value 2.28033735003e-07

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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 810
Total TN 271373
Total FP 414
Total FP CONTRA 39
Total FP INCONS 324
Total FP COMP 51
Total FN 732
Total Scores
MCC 0.600
Average MCC ± 95% Confidence Intervals 0.675 ± 0.076
Sensitivity 0.525
Positive Predictive Value 0.691
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 0.97 0.95 1.00 19 971 0 0 0 0 1
2LA5_A - 0.39 0.26 0.63 5 622 3 1 2 0 14
2LBS_A - 1.00 1.00 1.00 14 482 0 0 0 0 0
2LC8_A 0.61 0.55 0.69 11 1524 5 0 5 0 9
2LDL_A - 0.90 0.82 1.00 9 342 1 0 0 1 2
2LDT_A - 0.85 0.73 1.00 11 454 0 0 0 0 4
2LHP_A - 0.97 0.94 1.00 15 651 0 0 0 0 1
2LJJ_A - 1.00 1.00 1.00 8 343 2 0 0 2 0
2LK3_A - 0.95 0.90 1.00 9 267 0 0 0 0 1
2LKR_A - 0.93 0.87 1.00 34 6071 3 0 0 3 5
2LQZ_A - 0.85 0.82 0.90 9 341 1 1 0 0 2
2LWK_A - 0.83 0.77 0.91 10 485 1 0 1 0 3
2RRC_A - 0.83 0.70 1.00 7 224 0 0 0 0 3
2Y8W_B - 1.00 1.00 1.00 6 184 1 0 0 1 0
2Y9C_V - 0.65 0.63 0.68 15 2256 8 1 6 1 9
2YIE_Z - -0.01 0.00 0.00 0 1525 15 3 12 0 12
2YIE_X - 0.36 0.33 0.40 4 1368 6 2 4 0 8
3AMU_B 0.70 0.59 0.84 16 2984 5 0 3 2 11
3J0L_8 - 0.93 0.88 1.00 7 183 0 0 0 0 1
3J0L_1 - 0.76 0.63 0.92 12 1212 2 0 1 1 7
3J0L_h - 0.75 0.60 0.93 26 6077 4 0 2 2 17
3J0L_7 - 0.28 0.29 0.29 5 1208 12 0 12 0 12
3J0L_g - -0.01 0.00 0.00 0 460 5 1 4 0 4
3J0L_a - 0.51 0.50 0.53 8 1113 7 3 4 0 8
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_1 0.73 0.70 0.76 16 2905 7 0 5 2 7
3J20_0 0.45 0.40 0.52 12 2827 12 0 11 1 18
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
3NMU_E - 0.54 0.50 0.60 3 556 5 0 2 3 3
3R9X_C - 0.84 0.80 0.89 8 586 2 0 1 1 2
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
3SIU_F - 0.85 0.73 1.00 8 370 0 0 0 0 3
3SN2_B 0.96 0.92 1.00 11 395 0 0 0 0 1
3TRZ_Z - 0.91 0.83 1.00 5 205 1 0 0 1 1
3TS0_U - 1.00 1.00 1.00 6 247 1 0 0 1 0
3TS2_V - 1.00 1.00 1.00 5 271 0 0 0 0 0
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
3VJR_D - 0.96 0.92 1.00 12 618 0 0 0 0 1
3W3S_B 0.55 0.50 0.61 20 4720 14 1 12 1 20
3ZEX_E - 0.00 0.00 0.00 0 21893 54 4 48 2 77
3ZEX_G - 0.66 0.57 0.76 42 16416 18 0 13 5 32
3ZEX_D 0.78 0.67 0.92 33 6985 3 0 3 0 16
4A1C_2 0.14 0.15 0.14 5 11745 42 6 25 11 28
4A1C_3 0.70 0.59 0.82 32 7101 7 1 6 0 22
4A4U_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
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
4HXH_A - 1.00 1.00 1.00 6 319 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 677
Total TN 271688
Total FP 213
Total FP CONTRA 16
Total FP INCONS 165
Total FP COMP 32
Total FN 865
Total Scores
MCC 0.587
Average MCC ± 95% Confidence Intervals 0.662 ± 0.083
Sensitivity 0.439
Positive Predictive Value 0.789
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 0.92 0.90 0.95 18 971 1 0 1 0 2
2LA5_A - 0.46 0.26 0.83 5 624 1 0 1 0 14
2LBS_A - 1.00 1.00 1.00 14 482 0 0 0 0 0
2LC8_A -0.01 0.00 0.00 0 1529 11 0 11 0 20
2LDL_A - 0.90 0.82 1.00 9 342 1 0 0 1 2
2LDT_A - 0.72 0.53 1.00 8 457 0 0 0 0 7
2LHP_A - 0.97 0.94 1.00 15 651 0 0 0 0 1
2LJJ_A - 1.00 1.00 1.00 8 343 2 0 0 2 0
2LK3_A - 0.95 0.90 1.00 9 267 0 0 0 0 1
2LKR_A - 0.00 0.00 0.00 0 6101 4 0 4 0 39
2LQZ_A - 0.85 0.82 0.90 9 341 1 1 0 0 2
2LWK_A - 0.83 0.77 0.91 10 485 1 0 1 0 3
2RRC_A - 0.70 0.50 1.00 5 226 0 0 0 0 5
2Y8W_B - 1.00 1.00 1.00 6 184 1 0 0 1 0
2Y9C_V - 0.20 0.04 1.00 1 2277 0 0 0 0 23
2YIE_Z - 0.82 0.67 1.00 8 1532 0 0 0 0 4
2YIE_X - 0.76 0.58 1.00 7 1371 0 0 0 0 5
3AMU_B 0.82 0.70 0.95 19 2983 3 0 1 2 8
3J0L_8 - 0.93 0.88 1.00 7 183 0 0 0 0 1
3J0L_1 - 0.65 0.47 0.90 9 1215 2 0 1 1 10
3J0L_h - 0.76 0.63 0.93 27 6076 4 0 2 2 16
3J0L_7 - 0.60 0.41 0.88 7 1217 1 0 1 0 10
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
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_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
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
3NMU_E - 0.41 0.17 1.00 1 560 3 0 0 3 5
3R9X_C - 0.84 0.80 0.89 8 586 2 0 1 1 2
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
3SIU_F - 0.73 0.55 1.00 6 372 0 0 0 0 5
3SN2_B 0.91 0.83 1.00 10 396 0 0 0 0 2
3TRZ_Z - 0.91 0.83 1.00 5 205 1 0 0 1 1
3TS0_U - 1.00 1.00 1.00 6 247 1 0 0 1 0
3TS2_V - 1.00 1.00 1.00 5 271 0 0 0 0 0
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
3VJR_D - 0.96 0.92 1.00 12 618 0 0 0 0 1
3W3S_B 0.85 0.73 1.00 29 4724 1 0 0 1 11
3ZEX_E - 0.00 0.00 0.00 0 21914 33 1 30 2 77
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
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
4A4U_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
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
4HXH_A - 1.00 1.00 1.00 6 319 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.