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Table of contents:

  1. Overview

  2. Performance Plots

  3. Performance of CentroidAlifold(20) - scored higher in this pairwise comparison

  4. Performance of RSpredict(seed) - scored lower in this pairwise comparison

  5. Compile and download dataset for CentroidAlifold(20) & RSpredict(seed) [.zip] - may take several seconds...


Overview

Metric CentroidAlifold(20) RSpredict(seed)
MCC 0.785 > 0.012
Average MCC ± 95% Confidence Intervals 0.780 ± 0.036 > 0.012 ± 0.004
Sensitivity 0.691 > 0.011
Positive Predictive Value 0.892 > 0.014
Total TP 17089 > 272
Total TN 65505973 > 65505609
Total FP 3218 < 19547
Total FP CONTRA 419 < 2913
Total FP INCONS 1642 < 16329
Total FP COMP 1157 > 305
Total FN 7658 < 24475
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of CentroidAlifold(20) and RSpredict(seed). 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 CentroidAlifold(20) and RSpredict(seed)).

  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 CentroidAlifold(20) and RSpredict(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for CentroidAlifold(20) and RSpredict(seed). 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 CentroidAlifold(20) and RSpredict(seed)).

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Performance of CentroidAlifold(20) - scored higher in this pairwise comparison

1. Total counts & total scores for CentroidAlifold(20)

Total Base Pair Counts
Total TP 17089
Total TN 65505973
Total FP 3218
Total FP CONTRA 419
Total FP INCONS 1642
Total FP COMP 1157
Total FN 7658
Total Scores
MCC 0.785
Average MCC ± 95% Confidence Intervals 0.780 ± 0.036
Sensitivity 0.691
Positive Predictive Value 0.892
Nr of predictions 52

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2. Individual counts for CentroidAlifold(20) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_00024 0.91 0.86 0.95 394 1085188 51 6 13 32 64
CRW_00048 0.86 0.80 0.93 374 1170812 45 10 19 16 96
CRW_00054 0.86 0.80 0.93 364 1107423 43 10 19 14 92
CRW_00059 0.85 0.78 0.93 368 1172351 42 9 18 15 105
CRW_00061 0.86 0.80 0.92 380 1181542 47 10 21 16 96
CRW_00068 0.85 0.80 0.91 365 1108906 48 11 23 14 92
CRW_00096 0.86 0.78 0.95 363 1178497 43 4 16 23 102
CRW_00140 0.86 0.80 0.92 372 1135875 46 11 20 15 91
CRW_00141 0.85 0.78 0.93 371 1201625 47 10 19 18 105
CRW_00150 0.86 0.80 0.92 372 1152515 48 10 24 14 94
CRW_00152 0.84 0.77 0.91 364 1180015 52 13 24 15 107
CRW_00166 0.86 0.78 0.94 364 1190809 45 4 19 22 104
CRW_00173 0.80 0.75 0.86 332 1082272 67 11 41 15 113
CRW_00177 0.83 0.75 0.92 356 1178493 48 7 24 17 117
CRW_00196 0.86 0.79 0.94 377 1207832 45 8 18 19 98
CRW_00230 0.86 0.79 0.94 378 1198524 39 8 16 15 100
CRW_00245 0.87 0.81 0.93 367 1105932 46 9 20 17 86
CRW_00248 0.85 0.77 0.92 375 1218735 46 11 20 15 109
CRW_00250 0.84 0.77 0.92 370 1198524 46 11 21 14 108
CRW_00256 0.84 0.77 0.91 360 1192345 51 10 25 16 108
CRW_00270 0.86 0.80 0.92 362 1111893 46 11 20 15 93
CRW_00271 0.84 0.77 0.91 355 1122363 48 8 25 15 107
CRW_00273 0.86 0.79 0.92 354 1085218 46 8 21 17 92
CRW_00275 0.87 0.81 0.93 371 1114870 46 9 21 16 86
CRW_00277 0.85 0.78 0.91 354 1110408 50 12 21 17 99
CRW_00280 0.84 0.79 0.89 357 1117860 63 9 34 20 96
CRW_00281 0.84 0.77 0.92 357 1144951 49 9 24 16 107
CRW_00289 0.82 0.75 0.91 356 1189260 53 9 28 16 120
CRW_00306 0.52 0.37 0.73 171 1445616 97 6 57 34 291
CRW_00366 0.52 0.37 0.71 180 1579501 100 8 64 28 302
CRW_00371 0.55 0.40 0.75 199 1611646 93 8 57 28 297
CRW_00379 0.49 0.33 0.72 176 2126710 109 5 62 42 358
CRW_00411 0.51 0.38 0.68 189 1615224 117 8 82 27 307
CRW_00414 0.48 0.34 0.67 170 1665972 109 11 72 26 325
CRW_00466 0.86 0.79 0.93 364 1116372 45 9 20 16 94
CRW_00589 0.86 0.78 0.94 347 1094091 45 2 20 23 98
CRW_00590 0.86 0.79 0.93 359 1119369 53 3 25 25 93
CRW_00591 0.86 0.79 0.92 354 1098520 55 6 23 26 92
CRW_00759 0.51 0.38 0.69 181 1636884 113 8 72 33 300
CRW_00789 0.83 0.76 0.91 340 1137411 63 5 30 28 107
CRW_00795 0.80 0.72 0.88 284 1152598 97 3 36 58 110
CRW_00849 0.82 0.76 0.88 357 1117854 65 10 39 16 113
CRW_00997 0.85 0.80 0.91 369 1135873 50 13 23 14 95
CRW_01153 0.50 0.36 0.69 179 1606270 108 8 71 29 324
CRW_01171 0.49 0.36 0.67 183 1593733 116 11 78 27 323
PDB_00703 0.81 0.70 0.92 348 1073468 55 8 21 26 147
PDB_00854 0.77 0.65 0.90 348 1500393 73 4 33 36 187
PDB_01088 0.75 0.62 0.90 341 1471090 76 2 37 37 206
PDB_01103 0.77 0.64 0.92 361 1606134 59 8 25 26 201
PDB_01105 0.78 0.66 0.92 359 1433581 59 2 29 28 181
PDB_01120 0.79 0.68 0.92 357 1204739 53 7 25 21 170
PDB_01273 0.80 0.69 0.91 341 1117886 62 6 27 29 150

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Performance of RSpredict(seed) - scored lower in this pairwise comparison

1. Total counts & total scores for RSpredict(seed)

Total Base Pair Counts
Total TP 272
Total TN 65505609
Total FP 19547
Total FP CONTRA 2913
Total FP INCONS 16329
Total FP COMP 305
Total FN 24475
Total Scores
MCC 0.012
Average MCC ± 95% Confidence Intervals 0.012 ± 0.004
Sensitivity 0.011
Positive Predictive Value 0.014
Nr of predictions 52

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2. Individual counts for RSpredict(seed) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_00024 0.00 0.00 0.00 0 1085147 454 58 396 0 458
CRW_00048 0.00 0.00 0.00 0 1170823 393 56 336 1 470
CRW_00054 0.02 0.02 0.02 9 1107442 369 56 309 4 447
CRW_00059 0.02 0.02 0.02 9 1172351 389 70 316 3 464
CRW_00061 0.02 0.02 0.02 9 1181549 397 64 331 2 467
CRW_00068 0.02 0.02 0.02 9 1108929 368 61 306 1 448
CRW_00096 0.00 0.00 0.00 0 1178474 406 51 355 0 465
CRW_00140 0.02 0.02 0.02 9 1135894 379 57 318 4 454
CRW_00141 0.02 0.02 0.02 10 1201613 405 59 343 3 466
CRW_00150 0.00 0.00 0.00 0 1152527 398 50 344 4 466
CRW_00152 0.01 0.01 0.01 3 1180016 399 56 341 2 468
CRW_00166 0.00 0.00 0.00 0 1190789 408 55 352 1 468
CRW_00173 0.00 0.00 0.00 1 1082302 361 46 307 8 444
CRW_00177 0.00 0.00 0.00 0 1178475 411 54 351 6 473
CRW_00196 0.02 0.02 0.02 8 1207825 403 55 347 1 467
CRW_00230 0.02 0.02 0.02 9 1198522 397 65 330 2 469
CRW_00245 0.02 0.02 0.02 9 1105951 369 62 306 1 444
CRW_00248 0.00 0.00 0.00 0 1218721 423 52 368 3 484
CRW_00250 0.00 0.00 0.00 0 1198517 412 51 358 3 478
CRW_00256 0.00 0.00 0.00 0 1192358 394 66 316 12 468
CRW_00270 0.02 0.02 0.02 9 1111909 369 63 305 1 446
CRW_00271 0.04 0.03 0.04 16 1122383 354 58 294 2 446
CRW_00273 0.03 0.02 0.03 11 1085239 353 59 292 2 435
CRW_00275 0.02 0.02 0.02 9 1114898 365 61 303 1 448
CRW_00277 0.04 0.04 0.04 16 1110429 352 54 296 2 437
CRW_00280 0.02 0.02 0.02 9 1117885 368 54 312 2 444
CRW_00281 0.02 0.02 0.02 9 1144967 366 62 303 1 455
CRW_00289 0.02 0.02 0.02 9 1189252 396 60 332 4 467
CRW_00306 0.00 0.00 0.00 0 1445558 306 53 239 14 462
CRW_00366 0.00 0.00 0.00 0 1579464 301 50 239 12 482
CRW_00371 0.00 0.00 0.00 0 1611598 319 50 262 7 496
CRW_00379 0.00 0.00 0.00 0 2126581 414 77 295 42 534
CRW_00411 0.00 0.00 0.00 0 1615206 309 45 252 12 496
CRW_00414 0.00 0.00 0.00 0 1665933 312 53 239 20 495
CRW_00466 0.02 0.02 0.02 9 1116386 371 63 307 1 449
CRW_00589 0.04 0.04 0.04 16 1094092 354 55 297 2 429
CRW_00590 0.02 0.02 0.02 9 1119377 371 50 320 1 443
CRW_00591 0.02 0.02 0.02 9 1098530 368 58 306 4 437
CRW_00759 0.00 0.00 0.00 1 1636859 310 50 235 25 480
CRW_00789 0.02 0.02 0.02 9 1137386 398 62 329 7 438
CRW_00795 0.04 0.04 0.04 15 1152569 351 71 266 14 379
CRW_00849 0.02 0.02 0.02 9 1117886 369 53 312 4 461
CRW_00997 0.02 0.02 0.02 9 1135900 370 64 305 1 455
CRW_01153 0.00 0.00 0.00 0 1606225 319 65 238 16 503
CRW_01171 0.00 0.00 0.00 0 1593701 318 50 254 14 506
PDB_00703 0.02 0.02 0.02 9 1073471 365 45 320 0 486
PDB_00854 0.00 0.00 0.00 0 1500362 424 57 359 8 535
PDB_01088 0.00 0.00 0.00 0 1471050 425 45 375 5 547
PDB_01103 0.00 0.00 0.00 1 1606120 411 54 353 4 561
PDB_01105 0.00 0.00 0.00 0 1433563 415 44 364 7 540
PDB_01120 0.01 0.01 0.01 3 1204725 405 40 360 5 524
PDB_01273 0.00 0.00 0.00 0 1117880 384 44 336 4 491

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