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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric Contrafold RNAwolf
MCC 0.500 > 0.356
Average MCC ± 95% Confidence Intervals 0.618 ± 0.073 > 0.486 ± 0.083
Sensitivity 0.432 > 0.331
Positive Predictive Value 0.579 > 0.386
Total TP 1378 > 1055
Total TN 2539677 > 2539321
Total FP 1095 < 1777
Total FP CONTRA 94 < 192
Total FP INCONS 908 < 1489
Total FP COMP 93 < 96
Total FN 1810 < 2133
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of Contrafold and RNAwolf. 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 Contrafold and RNAwolf).

  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 Contrafold and RNAwolf).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Contrafold and RNAwolf. 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 Contrafold and RNAwolf).

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Performance of Contrafold - scored higher in this pairwise comparison

1. Total counts & total scores for Contrafold

Total Base Pair Counts
Total TP 1378
Total TN 2539677
Total FP 1095
Total FP CONTRA 94
Total FP INCONS 908
Total FP COMP 93
Total FN 1810
Total Scores
MCC 0.500
Average MCC ± 95% Confidence Intervals 0.618 ± 0.073
Sensitivity 0.432
Positive Predictive Value 0.579
Nr of predictions 69

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2. Individual counts for Contrafold [ 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 14 482 0 0 0 0 0
2LC8_A 0.45 0.35 0.58 7 1528 5 2 3 0 13
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
2LI4_A - 0.93 0.88 1.00 14 482 0 0 0 0 2
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 - 0.84 0.79 0.89 31 6070 6 0 4 2 8
2LQZ_A - 0.85 0.82 0.90 9 341 1 1 0 0 2
2LU0_A - 1.00 1.00 1.00 16 1160 0 0 0 0 0
2LWK_A - 0.88 0.85 0.92 11 484 1 0 1 0 2
2M58_A - -0.01 0.00 0.00 0 1640 13 0 13 0 17
2YIE_Z - 0.43 0.42 0.45 5 1529 6 3 3 0 7
2YIE_X - 0.73 0.67 0.80 8 1368 3 1 1 1 4
3AMU_B 0.65 0.59 0.73 16 2981 8 0 6 2 11
3J0L_g - 0.00 0.00 0.00 0 464 1 1 0 0 4
3J0L_8 - 0.93 0.88 1.00 7 183 0 0 0 0 1
3J0L_a - 0.50 0.44 0.58 7 1116 5 2 3 0 9
3J0L_1 - 0.73 0.58 0.92 11 1213 2 0 1 1 8
3J0L_h - 0.75 0.65 0.88 28 6073 6 0 4 2 15
3J0L_7 - -0.01 0.00 0.00 0 1218 7 0 7 0 17
3J0L_2 - 0.25 0.24 0.28 8 6187 26 0 21 5 25
3J16_L 0.46 0.40 0.55 12 2753 10 1 9 0 18
3J20_1 0.96 0.91 1.00 21 2905 4 0 0 4 2
3J20_0 0.44 0.40 0.50 12 2826 13 0 12 1 18
3J20_2 0.58 0.51 0.66 321 1116277 172 10 157 5 312
3J2C_O - 0.79 0.67 0.93 42 10251 4 0 3 1 21
3J2C_M - 0.43 0.34 0.53 71 106357 66 9 54 3 136
3J2L_3 0.56 0.49 0.65 26 7835 16 0 14 2 27
3J3D_C 0.67 0.61 0.74 17 2752 6 0 6 0 11
3J3E_7 0.45 0.37 0.56 20 7104 16 1 15 0 34
3J3E_8 0.07 0.06 0.10 2 7483 32 1 17 14 31
3J3F_8 0.31 0.33 0.29 12 12205 41 4 25 12 24
3J3F_7 0.68 0.62 0.76 31 7219 11 0 10 1 19
3J3V_B 0.48 0.39 0.61 22 6985 14 1 13 0 35
3RKF_A 0.73 0.59 0.91 20 2189 2 1 1 0 14
3SD1_A 0.57 0.48 0.69 20 3887 9 2 7 0 22
3SIU_F - 0.74 0.64 0.88 7 370 1 0 1 0 4
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 - 0.59 0.46 0.77 17 3138 5 0 5 0 20
3UZL_B 0.70 0.54 0.91 20 3548 2 0 2 0 17
3VJR_D - 0.96 0.92 1.00 12 618 0 0 0 0 1
3W1K_J 0.87 0.79 0.97 30 4155 1 1 0 0 8
3W3S_B 0.89 0.80 1.00 32 4721 1 0 0 1 8
3ZEX_H - 0.17 0.18 0.17 7 9003 35 6 29 0 31
3ZEX_F - 0.00 0.00 0.00 0 2619 9 2 7 0 12
3ZEX_C 0.28 0.21 0.38 11 14167 22 3 15 4 41
3ZEX_G - 0.28 0.24 0.33 18 16416 41 2 35 4 56
3ZEX_E - 0.00 0.00 0.00 0 21889 58 4 52 2 77
3ZEX_D 0.73 0.67 0.80 33 6980 8 1 7 0 16
3ZEX_B - 0.22 0.18 0.26 100 1071996 294 23 261 10 458
3ZND_W 0.19 0.22 0.18 5 2975 25 1 22 2 18
4A1C_3 0.66 0.57 0.78 31 7100 9 1 8 0 23
4A1C_2 0.16 0.15 0.17 5 11751 33 5 20 8 28
4A4U_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
4AOB_A 0.44 0.36 0.56 15 4344 13 1 11 1 27
4ATO_G - 0.44 0.40 0.50 4 520 4 0 4 0 6
4ENB_A 0.73 0.58 0.92 11 1263 1 1 0 0 8
4ENC_A 0.73 0.58 0.92 11 1314 1 1 0 0 8
4FNJ_A - 0.79 0.63 1.00 10 585 0 0 0 0 6
4FRG_B 0.68 0.56 0.82 18 3464 4 1 3 0 14
4FRN_A 0.65 0.56 0.77 20 5125 6 1 5 0 16
4HXH_A - 1.00 1.00 1.00 6 319 0 0 0 0 0
4JF2_A 0.78 0.61 1.00 19 2831 0 0 0 0 12
4JRC_A - 0.34 0.30 0.39 7 1522 11 0 11 0 16

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Performance of RNAwolf - scored lower in this pairwise comparison

1. Total counts & total scores for RNAwolf

Total Base Pair Counts
Total TP 1055
Total TN 2539321
Total FP 1777
Total FP CONTRA 192
Total FP INCONS 1489
Total FP COMP 96
Total FN 2133
Total Scores
MCC 0.356
Average MCC ± 95% Confidence Intervals 0.486 ± 0.083
Sensitivity 0.331
Positive Predictive Value 0.386
Nr of predictions 69

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2. Individual counts for RNAwolf [ 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 14 482 0 0 0 0 0
2LC8_A 0.52 0.50 0.56 10 1522 8 0 8 0 10
2LDL_A - 0.74 0.64 0.88 7 343 1 0 1 0 4
2LDT_A - 0.86 0.80 0.92 12 452 1 0 1 0 3
2LHP_A - 1.00 1.00 1.00 16 650 1 0 0 1 0
2LI4_A - 0.97 0.94 1.00 15 481 0 0 0 0 1
2LJJ_A - 1.00 1.00 1.00 8 343 3 0 0 3 0
2LK3_A - 1.00 1.00 1.00 10 266 0 0 0 0 0
2LKR_A - 0.81 0.74 0.88 29 6072 8 0 4 4 10
2LQZ_A - 0.91 0.91 0.91 10 340 1 1 0 0 1
2LU0_A - 0.97 0.94 1.00 15 1161 3 0 0 3 1
2LWK_A - 0.37 0.38 0.38 5 483 9 0 8 1 8
2M58_A - 0.51 0.47 0.57 8 1639 6 3 3 0 9
2YIE_Z - 0.43 0.42 0.45 5 1529 9 1 5 3 7
2YIE_X - -0.01 0.00 0.00 0 1364 15 4 10 1 12
3AMU_B 0.68 0.63 0.74 17 2980 9 0 6 3 10
3J0L_g - 0.16 0.25 0.11 1 456 8 6 2 0 3
3J0L_8 - 0.93 0.88 1.00 7 183 0 0 0 0 1
3J0L_a - 0.18 0.19 0.20 3 1113 12 1 11 0 13
3J0L_1 - 0.68 0.63 0.75 12 1209 5 0 4 1 7
3J0L_h - 0.33 0.30 0.37 13 6070 24 0 22 2 30
3J0L_7 - -0.01 0.00 0.00 0 1214 11 0 11 0 17
3J0L_2 - 0.11 0.12 0.11 4 6181 34 5 26 3 29
3J16_L 0.45 0.40 0.52 12 2752 11 0 11 0 18
3J20_1 0.46 0.52 0.41 12 2897 17 6 11 0 11
3J20_0 0.40 0.40 0.41 12 2821 18 0 17 1 18
3J20_2 0.45 0.42 0.49 266 1116224 283 17 258 8 367
3J2C_O - 0.40 0.37 0.44 23 10244 30 0 29 1 40
3J2C_M - 0.19 0.17 0.21 35 106323 133 11 122 0 172
3J2L_3 0.55 0.49 0.62 26 7833 18 0 16 2 27
3J3D_C 0.79 0.75 0.84 21 2750 5 2 2 1 7
3J3E_7 0.41 0.35 0.49 19 7101 20 1 19 0 35
3J3E_8 0.00 0.00 0.00 0 7470 42 4 29 9 33
3J3F_8 0.23 0.25 0.21 9 12204 45 5 28 12 27
3J3F_7 0.21 0.20 0.23 10 7216 34 2 32 0 40
3J3V_B 0.43 0.37 0.51 21 6980 20 2 18 0 36
3RKF_A 0.72 0.62 0.84 21 2186 4 0 4 0 13
3SD1_A 0.46 0.43 0.50 18 3880 18 0 18 0 24
3SIU_F - 0.73 0.55 1.00 6 372 0 0 0 0 5
3SN2_B 1.00 1.00 1.00 12 394 0 0 0 0 0
3TRZ_Z - 0.91 0.83 1.00 5 205 0 0 0 0 1
3TS0_U - 1.00 1.00 1.00 6 247 2 0 0 2 0
3TS2_V - -0.02 0.00 0.00 0 270 7 0 6 1 5
3U4M_B - 0.44 0.38 0.52 14 3133 13 0 13 0 23
3UZL_B 0.72 0.59 0.88 22 3545 4 1 2 1 15
3VJR_D - 1.00 1.00 1.00 13 617 1 0 0 1 0
3W1K_J 0.71 0.66 0.78 25 4154 7 0 7 0 13
3W3S_B 0.68 0.63 0.74 25 4719 10 0 9 1 15
3ZEX_H - 0.00 0.00 0.00 0 9006 40 8 31 1 38
3ZEX_F - -0.01 0.00 0.00 0 2613 20 6 9 5 12
3ZEX_C 0.05 0.06 0.06 3 14144 49 12 37 0 49
3ZEX_G - 0.20 0.18 0.23 13 16415 43 6 37 0 61
3ZEX_E - 0.00 0.00 0.00 0 21876 69 10 59 0 77
3ZEX_D 0.20 0.18 0.22 9 6980 32 3 29 0 40
3ZEX_B - 0.14 0.13 0.15 70 1071902 417 55 353 9 488
3ZND_W 0.50 0.48 0.52 11 2982 13 0 10 3 12
4A1C_3 0.23 0.20 0.28 11 7101 28 2 26 0 43
4A1C_2 0.08 0.09 0.08 3 11741 46 10 27 9 30
4A4U_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
4AOB_A 0.23 0.19 0.30 8 4344 20 1 18 1 34
4ATO_G - -0.02 0.00 0.00 0 520 8 1 7 0 10
4ENB_A 0.35 0.32 0.40 6 1260 9 1 8 0 13
4ENC_A 0.34 0.32 0.38 6 1310 10 1 9 0 13
4FNJ_A - -0.02 0.00 0.00 0 587 8 0 8 0 16
4FRG_B 0.56 0.50 0.64 16 3461 10 1 8 1 16
4FRN_A -0.01 0.00 0.00 0 5119 32 0 32 0 36
4HXH_A - 1.00 1.00 1.00 6 319 2 0 0 2 0
4JF2_A 0.67 0.58 0.78 18 2827 5 3 2 0 13
4JRC_A - 0.58 0.52 0.67 12 1522 6 0 6 0 11

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