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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric RNAfold RNAwolf
MCC 0.485 > 0.356
Average MCC ± 95% Confidence Intervals 0.595 ± 0.076 > 0.486 ± 0.083
Sensitivity 0.427 > 0.331
Positive Predictive Value 0.552 > 0.386
Total TP 1362 > 1055
Total TN 2539591 > 2539321
Total FP 1204 < 1777
Total FP CONTRA 106 < 192
Total FP INCONS 998 < 1489
Total FP COMP 100 > 96
Total FN 1826 < 2133
P-value 3.56938820447e-08

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Performance plots


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

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

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Performance of RNAfold - scored higher in this pairwise comparison

1. Total counts & total scores for RNAfold

Total Base Pair Counts
Total TP 1362
Total TN 2539591
Total FP 1204
Total FP CONTRA 106
Total FP INCONS 998
Total FP COMP 100
Total FN 1826
Total Scores
MCC 0.485
Average MCC ± 95% Confidence Intervals 0.595 ± 0.076
Sensitivity 0.427
Positive Predictive Value 0.552
Nr of predictions 69

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2. Individual counts for RNAfold [ 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 0.61 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
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 - 0.93 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
2LU0_A - 1.00 1.00 1.00 16 1160 0 0 0 0 0
2LWK_A - 0.83 0.77 0.91 10 485 1 0 1 0 3
2M58_A - 0.34 0.29 0.42 5 1641 7 1 6 0 12
2YIE_Z - -0.01 0.00 0.00 0 1525 15 3 12 0 12
2YIE_X - 0.25 0.25 0.27 3 1367 11 1 7 3 9
3AMU_B 0.70 0.59 0.84 16 2984 5 0 3 2 11
3J0L_g - -0.01 0.00 0.00 0 460 5 1 4 0 4
3J0L_8 - 0.93 0.88 1.00 7 183 0 0 0 0 1
3J0L_a - 0.23 0.19 0.30 3 1118 7 1 6 0 13
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 - -0.01 0.00 0.00 0 1213 12 0 12 0 17
3J0L_2 - 0.25 0.24 0.26 8 6185 25 2 21 2 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 2 0 0 2 2
3J20_0 0.43 0.40 0.48 12 2825 14 0 13 1 18
3J20_2 0.46 0.41 0.53 258 1116279 231 14 214 3 375
3J2C_O - 0.64 0.54 0.76 34 10251 12 0 11 1 29
3J2C_M - 0.51 0.41 0.63 85 106355 54 8 43 3 122
3J2L_3 0.62 0.53 0.74 28 7837 12 0 10 2 25
3J3D_C 0.28 0.25 0.32 7 2753 15 1 14 0 21
3J3E_7 0.58 0.48 0.70 26 7103 11 1 10 0 28
3J3E_8 0.16 0.15 0.19 5 7476 31 2 20 9 28
3J3F_8 0.30 0.31 0.31 11 12210 39 4 21 14 25
3J3F_7 0.73 0.64 0.84 32 7222 7 0 6 1 18
3J3V_B 0.54 0.44 0.68 25 6984 12 1 11 0 32
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
3W1K_J 0.87 0.79 0.97 30 4155 1 1 0 0 8
3W3S_B 0.55 0.50 0.61 20 4720 14 1 12 1 20
3ZEX_H - 0.18 0.18 0.18 7 9006 32 6 26 0 31
3ZEX_F - 0.00 0.00 0.00 0 2617 11 2 9 0 12
3ZEX_C 0.24 0.21 0.28 11 14157 42 1 27 14 41
3ZEX_G - 0.66 0.57 0.76 42 16416 18 0 13 5 32
3ZEX_E - 0.00 0.00 0.00 0 21893 54 4 48 2 77
3ZEX_D 0.77 0.65 0.91 32 6986 3 0 3 0 17
3ZEX_B - 0.30 0.27 0.33 151 1071922 318 35 272 11 407
3ZND_W 0.20 0.22 0.19 5 2977 22 1 20 1 18
4A1C_3 0.70 0.59 0.82 32 7101 7 1 6 0 22
4A1C_2 0.14 0.15 0.14 5 11744 43 5 27 11 28
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
4ATO_G - 0.32 0.30 0.38 3 520 5 1 4 0 7
4ENB_A 0.70 0.58 0.85 11 1262 2 1 1 0 8
4ENC_A 0.32 0.26 0.42 5 1314 7 1 6 0 14
4FNJ_A - 0.79 0.63 1.00 10 585 0 0 0 0 6
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
4JF2_A 0.76 0.61 0.95 19 2830 1 0 1 0 12
4JRC_A - 0.29 0.26 0.35 6 1523 11 0 11 0 17

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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.