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

  1. Overview

  2. Performance Plots

  3. Performance of Vsfold5 - scored higher in this pairwise comparison

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

  5. Compile and download dataset for Vsfold5 & RDfolder [.zip] - may take several seconds...


Overview

Metric Vsfold5 RDfolder
MCC 0.634 > 0.591
Average MCC ± 95% Confidence Intervals 0.662 ± 0.066 > 0.620 ± 0.069
Sensitivity 0.553 > 0.489
Positive Predictive Value 0.736 > 0.723
Total TP 997 > 883
Total TN 138291 < 138423
Total FP 386 > 372
Total FP CONTRA 40 > 37
Total FP INCONS 317 > 302
Total FP COMP 29 < 33
Total FN 807 < 921
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of Vsfold5 and RDfolder. 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 Vsfold5 and RDfolder).

  2. Comparison of performance of Vsfold5 and RDfolder. 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 Vsfold5 and RDfolder).

  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 Vsfold5 and RDfolder).

  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 Vsfold5 and RDfolder).

  5. Comparison of average Matthews Correlation Coefficients (MCCs) for Vsfold5 and RDfolder. 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 Vsfold5 and RDfolder).

  6. Comparison of average Matthews Correlation Coefficients (MCCs) for Vsfold5 and RDfolder. 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 Vsfold5 and RDfolder).

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Performance of Vsfold5 - scored higher in this pairwise comparison

1. Total counts & total scores for Vsfold5

Total Base Pair Counts
Total TP 997
Total TN 138291
Total FP 386
Total FP CONTRA 40
Total FP INCONS 317
Total FP COMP 29
Total FN 807
Total Scores
MCC 0.634
Average MCC ± 95% Confidence Intervals 0.662 ± 0.066
Sensitivity 0.553
Positive Predictive Value 0.736
Nr of predictions 95

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2. Individual counts for Vsfold5 [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2K5Z_A - 1.00 1.00 1.00 11 395 0 0 0 0 0
2K63_A - 0.95 0.90 1.00 9 397 0 0 0 0 1
2K66_A - 0.95 0.90 1.00 9 222 0 0 0 0 1
2KD8_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
2KDQ_B 0.90 0.82 1.00 9 397 0 0 0 0 2
2KE6_A 0.97 0.95 1.00 18 1110 1 0 0 1 1
2KEZ_A - 0.70 0.50 1.00 5 271 0 0 0 0 5
2KFC_A - 0.48 0.35 0.70 7 620 3 0 3 0 13
2KGP_A - 0.81 0.67 1.00 6 294 1 0 0 1 3
2KMJ_A - 0.95 0.91 1.00 10 368 0 0 0 0 1
2KPV_A - 0.96 0.92 1.00 12 549 0 0 0 0 1
2KU0_A - -0.02 0.00 0.00 0 692 11 0 11 0 16
2KUR_A 0.95 0.90 1.00 19 1109 0 0 0 0 2
2KUU_A 0.92 0.86 1.00 18 1110 1 0 0 1 3
2KUV_A 0.93 0.86 1.00 19 1109 0 0 0 0 3
2KUW_A 0.95 0.90 1.00 19 1109 0 0 0 0 2
2KX8_A 0.91 0.83 1.00 15 846 0 0 0 0 3
2KXM_A - 0.70 0.50 1.00 5 346 0 0 0 0 5
2KZL_A - 0.86 0.74 1.00 14 1471 0 0 0 0 5
2L1F_B 0.70 0.60 0.83 15 2127 3 0 3 0 10
2L1F_A 0.69 0.58 0.82 14 2063 3 0 3 0 10
2L2K_A - 0.89 0.79 1.00 15 846 0 0 0 0 4
2L3C_B - 0.91 0.82 1.00 14 547 0 0 0 0 3
2L3E_A - 0.96 0.92 1.00 12 583 1 0 0 1 1
2L3J_B 0.87 0.76 1.00 26 2459 0 0 0 0 8
2L5Z_A - 0.60 0.50 0.75 6 317 2 0 2 0 6
2L94_A 0.95 0.90 1.00 18 972 0 0 0 0 2
2LA5_A - -0.02 0.00 0.00 0 623 7 0 7 0 19
2LBS_A - 1.00 1.00 1.00 14 482 0 0 0 0 0
2LC8_A -0.01 0.00 0.00 0 1527 13 0 13 0 20
2LDL_A - 0.85 0.73 1.00 8 343 1 0 0 1 3
2LDT_A - 0.85 0.73 1.00 11 454 0 0 0 0 4
2LK3_A - 0.89 0.80 1.00 8 268 0 0 0 0 2
2RP0_A - 0.64 0.42 1.00 5 346 0 0 0 0 7
2RPT_A - 0.70 0.71 0.71 5 183 2 0 2 0 2
2RRC_A - 0.70 0.50 1.00 5 226 0 0 0 0 5
2WRQ_Y 0.53 0.53 0.53 9 2833 12 5 3 4 8
2WW9_D - 0.15 0.12 0.21 3 1939 11 1 10 0 23
2WW9_F - 0.59 0.60 0.60 6 290 4 0 4 0 4
2WW9_E - -0.01 0.00 0.00 0 556 5 0 5 0 14
2WWQ_V 0.64 0.50 0.82 14 2909 4 0 3 1 14
2XKV_B -0.01 0.00 0.00 0 4528 32 12 20 0 20
2XQD_Y 0.86 0.74 1.00 20 2830 0 0 0 0 7
2Y8W_B - 1.00 1.00 1.00 6 184 1 0 0 1 0
2Y9C_V - 0.61 0.54 0.68 13 2259 7 1 5 1 11
2YIE_X - 0.30 0.33 0.29 4 1364 10 2 8 0 8
2YIE_Z - -0.01 0.00 0.00 0 1529 11 3 8 0 12
2ZY6_A - 0.58 0.58 0.58 7 691 5 1 4 0 5
2ZZM_B 0.19 0.19 0.21 6 3458 22 1 21 0 26
2ZZN_D 0.86 0.78 0.95 21 2463 1 0 1 0 6
3A2K_C 0.84 0.71 1.00 20 2906 0 0 0 0 8
3A3A_A 0.85 0.73 1.00 27 3628 0 0 0 0 10
3ADB_C - 0.67 0.53 0.87 20 4163 3 0 3 0 18
3AKZ_H 0.84 0.71 1.00 20 2681 0 0 0 0 8
3AM1_B - 0.78 0.71 0.86 25 3211 4 1 3 0 10
3AMU_B 0.67 0.59 0.76 16 2982 7 0 5 2 11
3DW4_A - 0.70 0.50 1.00 5 346 0 0 0 0 5
3GCA_A - 0.54 0.29 1.00 5 523 0 0 0 0 12
3GX2_A 0.51 0.40 0.67 16 4347 9 0 8 1 24
3HAY_E - 0.91 0.83 1.00 15 2263 3 0 0 3 3
3HJW_D - 0.48 0.50 0.47 9 1634 10 0 10 0 9
3IAB_R - 0.92 0.86 1.00 12 1023 0 0 0 0 2
3ID5_D - 0.44 0.33 0.60 3 491 4 0 2 2 6
3IVN_B 0.76 0.58 1.00 18 2328 0 0 0 0 13
3IWN_A 0.25 0.21 0.30 7 4255 16 1 15 0 26
3J0L_g - -0.01 0.00 0.00 0 461 4 1 3 0 4
3J0L_a - 0.39 0.31 0.50 5 1118 5 2 3 0 11
3J0L_8 - 0.70 0.50 1.00 4 186 0 0 0 0 4
3J0L_1 - 0.27 0.21 0.36 4 1214 7 1 6 0 15
3J0L_7 - -0.01 0.00 0.00 0 1212 13 0 13 0 17
3J16_L 0.82 0.67 1.00 20 2755 0 0 0 0 10
3J20_0 0.67 0.57 0.81 17 2829 5 1 3 1 13
3JYV_7 -0.01 0.00 0.00 0 2831 19 0 19 0 32
3KTW_C - 0.38 0.30 0.50 13 4534 13 3 10 0 30
3LA5_A -0.01 0.00 0.00 0 2469 16 0 16 0 34
3NKB_B - 0.59 0.54 0.67 14 1995 7 0 7 0 12
3NMU_E - 0.20 0.17 0.25 1 557 5 0 3 2 5
3OVB_D - 1.00 1.00 1.00 11 584 1 0 0 1 0
3OVS_D - 0.96 0.92 1.00 12 549 0 0 0 0 1
3P22_G - 0.96 0.92 1.00 11 730 0 0 0 0 1
3R4F_A - 0.94 0.88 1.00 22 2123 0 0 0 0 3
3R9X_C - 0.84 0.80 0.89 8 586 2 0 1 1 2
3RKF_A 0.75 0.65 0.88 22 2186 3 0 3 0 12
3SD1_A 0.11 0.10 0.15 4 3890 22 0 22 0 38
3SIU_F - 0.73 0.55 1.00 6 372 0 0 0 0 5
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
3W3S_B 0.76 0.70 0.82 28 4719 7 1 5 1 12
4A4U_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
4AOB_A 0.18 0.14 0.25 6 4347 19 1 17 1 36
4ATO_G - 0.56 0.60 0.55 6 517 5 1 4 0 4
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

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Performance of RDfolder - scored lower in this pairwise comparison

1. Total counts & total scores for RDfolder

Total Base Pair Counts
Total TP 883
Total TN 138423
Total FP 372
Total FP CONTRA 37
Total FP INCONS 302
Total FP COMP 33
Total FN 921
Total Scores
MCC 0.591
Average MCC ± 95% Confidence Intervals 0.620 ± 0.069
Sensitivity 0.489
Positive Predictive Value 0.723
Nr of predictions 95

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2K5Z_A - 0.79 0.64 1.00 7 399 0 0 0 0 4
2K63_A - 0.89 0.80 1.00 8 398 0 0 0 0 2
2K66_A - 0.89 0.80 1.00 8 223 0 0 0 0 2
2KD8_A - 0.94 0.89 1.00 8 223 0 0 0 0 1
2KDQ_B 0.95 0.91 1.00 10 396 0 0 0 0 1
2KE6_A 0.89 0.79 1.00 15 1113 1 0 0 1 4
2KEZ_A - 0.89 0.80 1.00 8 268 0 0 0 0 2
2KFC_A - 0.49 0.25 1.00 5 625 0 0 0 0 15
2KGP_A - 1.00 1.00 1.00 9 291 0 0 0 0 0
2KMJ_A - 1.00 1.00 1.00 11 367 0 0 0 0 0
2KPV_A - 0.96 0.92 1.00 12 549 0 0 0 0 1
2KU0_A - -0.01 0.00 0.00 0 696 7 0 7 0 16
2KUR_A 0.87 0.76 1.00 16 1112 0 0 0 0 5
2KUU_A 0.84 0.71 1.00 15 1113 1 0 0 1 6
2KUV_A 0.85 0.73 1.00 16 1112 0 0 0 0 6
2KUW_A 0.87 0.76 1.00 16 1112 0 0 0 0 5
2KX8_A 0.88 0.78 1.00 14 847 0 0 0 0 4
2KXM_A - 0.70 0.50 1.00 5 346 0 0 0 0 5
2KZL_A - 0.78 0.74 0.82 14 1468 3 1 2 0 5
2L1F_B 0.98 0.96 1.00 24 2121 0 0 0 0 1
2L1F_A -0.01 0.00 0.00 0 2067 13 2 11 0 24
2L2K_A - 0.94 0.89 1.00 17 844 0 0 0 0 2
2L3C_B - 0.91 0.82 1.00 14 547 0 0 0 0 3
2L3E_A - 0.96 0.92 1.00 12 583 1 0 0 1 1
2L3J_B 0.94 0.88 1.00 30 2455 0 0 0 0 4
2L5Z_A - 0.86 0.75 1.00 9 316 0 0 0 0 3
2L94_A 0.97 0.95 1.00 19 971 0 0 0 0 1
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 1526 14 2 12 0 20
2LDL_A - 0.90 0.82 1.00 9 342 0 0 0 0 2
2LDT_A - 0.68 0.47 1.00 7 458 0 0 0 0 8
2LK3_A - 0.95 0.90 1.00 9 267 0 0 0 0 1
2RP0_A - 0.64 0.42 1.00 5 346 0 0 0 0 7
2RPT_A - -0.03 0.00 0.00 0 186 4 1 3 0 7
2RRC_A - 0.70 0.50 1.00 5 226 0 0 0 0 5
2WRQ_Y 0.57 0.59 0.56 10 2832 12 5 3 4 7
2WW9_D - 0.29 0.12 0.75 3 1949 1 0 1 0 23
2WW9_F - 0.71 0.60 0.86 6 293 1 0 1 0 4
2WW9_E - -0.01 0.00 0.00 0 556 5 0 5 0 14
2WWQ_V 0.64 0.50 0.82 14 2909 4 0 3 1 14
2XKV_B 0.00 0.00 0.00 0 4538 22 5 17 0 20
2XQD_Y 0.88 0.78 1.00 21 2829 0 0 0 0 6
2Y8W_B - 1.00 1.00 1.00 6 184 1 0 0 1 0
2Y9C_V - 0.57 0.50 0.67 12 2260 7 1 5 1 12
2YIE_X - 0.38 0.33 0.44 4 1369 5 1 4 0 8
2YIE_Z - 0.43 0.42 0.45 5 1529 6 3 3 0 7
2ZY6_A - 0.58 0.58 0.58 7 691 5 1 4 0 5
2ZZM_B 0.10 0.09 0.13 3 3462 21 1 20 0 29
2ZZN_D 0.84 0.78 0.91 21 2462 2 0 2 0 6
3A2K_C 0.86 0.75 1.00 21 2905 0 0 0 0 7
3A3A_A 0.53 0.41 0.71 15 3634 6 0 6 0 22
3ADB_C - 0.46 0.39 0.54 15 4158 13 0 13 0 23
3AKZ_H 0.48 0.43 0.55 12 2679 11 1 9 1 16
3AM1_B - 0.47 0.43 0.54 15 3212 13 1 12 0 20
3AMU_B 0.18 0.15 0.22 4 2985 16 2 12 2 23
3DW4_A - -0.02 0.00 0.00 0 347 4 0 4 0 10
3GCA_A - 0.54 0.29 1.00 5 523 0 0 0 0 12
3GX2_A 0.50 0.40 0.64 16 4346 10 1 8 1 24
3HAY_E - 0.91 0.83 1.00 15 2263 6 0 0 6 3
3HJW_D - 0.85 0.78 0.93 14 1638 3 0 1 2 4
3IAB_R - 0.86 0.86 0.86 12 1021 4 1 1 2 2
3ID5_D - -0.01 0.00 0.00 0 490 6 3 3 0 9
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3IWN_A 0.00 0.00 0.00 0 4268 10 0 10 0 33
3J0L_g - -0.01 0.00 0.00 0 462 3 1 2 0 4
3J0L_a - -0.01 0.00 0.00 0 1124 4 1 3 0 16
3J0L_8 - 0.86 0.75 1.00 6 184 0 0 0 0 2
3J0L_1 - 0.65 0.47 0.90 9 1215 2 0 1 1 10
3J0L_7 - -0.01 0.00 0.00 0 1220 5 0 5 0 17
3J16_L 0.22 0.17 0.31 5 2759 11 0 11 0 25
3J20_0 0.73 0.57 0.94 17 2832 2 0 1 1 13
3JYV_7 -0.01 0.00 0.00 0 2830 20 0 20 0 32
3KTW_C - 0.08 0.07 0.12 3 4535 23 0 22 1 40
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NKB_B - 0.37 0.31 0.47 8 1999 9 0 9 0 18
3NMU_E - 0.41 0.17 1.00 1 560 3 0 0 3 5
3OVB_D - 1.00 1.00 1.00 11 584 1 0 0 1 0
3OVS_D - 0.96 0.92 1.00 12 549 0 0 0 0 1
3P22_G - 0.91 0.83 1.00 10 731 0 0 0 0 2
3R4F_A - 0.76 0.68 0.85 17 2125 3 1 2 0 8
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 0.30 0.17 0.54 7 3903 6 0 6 0 35
3SIU_F - 0.73 0.55 1.00 6 372 0 0 0 0 5
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 0 0 0 0 1
3TS0_U - 0.91 0.83 1.00 5 248 0 0 0 0 1
3TS2_V - 1.00 1.00 1.00 5 271 0 0 0 0 0
3W3S_B 0.27 0.23 0.33 9 4726 18 1 17 0 31
4A4U_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
4AOB_A 0.35 0.26 0.48 11 4348 13 1 11 1 31
4ATO_G - 0.63 0.40 1.00 4 524 0 0 0 0 6
4ENB_A 0.43 0.32 0.60 6 1265 4 0 4 0 13
4ENC_A 0.43 0.32 0.60 6 1316 4 0 4 0 13

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