| Literature DB >> 22032731 |
Esther H Lips1, Nadja Laddach, Suvi P Savola, Marieke A Vollebergh, Anne M M Oonk, Alex L T Imholz, Lodewyk F A Wessels, Jelle Wesseling, Petra M Nederlof, Sjoerd Rodenhuis.
Abstract
INTRODUCTION: Our group has previously employed array Comparative Genomic Hybridization (aCGH) to assess the genomic patterns of BRCA1-mutated breast cancers. We have shown that the so-called BRCA1-like(aCGH) profile is also present in about half of all triple-negative sporadic breast cancers and is predictive for benefit from intensified alkylating chemotherapy. As aCGH is a rather complex method, we translated the BRCA1(aCGH) profile to a Multiplex Ligation-dependent Probe Amplification (MLPA) assay, to identify both BRCA1-mutated breast cancers and sporadic cases with a BRCA1-like(aCGH) profile.Entities:
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Year: 2011 PMID: 22032731 PMCID: PMC3262220 DOI: 10.1186/bcr3049
Source DB: PubMed Journal: Breast Cancer Res ISSN: 1465-5411 Impact factor: 6.466
Sample characteristics
| Training set | Test set | Extra Validation set | ||||
|---|---|---|---|---|---|---|
| 84 | 100% | 72 | 100% | 69 | 100% | |
| Clinical genetics centre | 34 | 40% | 18 | 25% | ||
| Neoadjuvant series | 50 | 60% | 8 | 11% | ||
| Randomised controlled trial series | 0 | 0% | 46 | 64% | ||
| HER2+ | 11 | 13% | 5 | 7% | 0 | 0% |
| ER+HER2- | 22 | 26% | 10 | 14% | 0 | 0% |
| Triple-negative (TN) | 52 | 61% | 57 | 79% | 69 | 100% |
| Negative | 57 | 67% | 59 | 82% | 69 | 100% |
| Positive | 28 | 33% | 13 | 18% | 0 | 0% |
| BRCA1 mutation | 16 | 19% | 17 | 24% | 7 | 10% |
| No mutation | 19 | 23% | 44 | 61% | 0 | 0% |
| Unknown | 49 | 58% | 11 | 15% | 62 | 90% |
| BRCA1-like | 37 | 44% | 40 | 56% | 50 | 72% |
| Sporadic-like | 47 | 56% | 32 | 44% | 19 | 28% |
aCGH, array Comparative Genomic Hybridisation.
All probes of the BRCA1-like MLPA kit
| Probe name | Genomic location | Stuffer length | Probe type |
|---|---|---|---|
| SEMA3B - 3 | 03-050282676 | 140 | Test_loss |
| RASSF1 - 1 | 03-050353347 | 328 | Test_loss |
| DEPDC1B - 2 | 05-060018734 | 241 | Test_loss |
| MCCC2 - 16 | 05-070984253 | 409 | Test_loss |
| GPR98 - 90 | 05-090495354 | 184 | Test_loss |
| APC - 1 | 05-112071337 | 226 | Test_loss |
| LMNB1 - 7 | 05-126184598 | 214 | Test_loss |
| PTEN - 1 | 10-089614110 | 233 | Test_loss |
| PTEN - 9 | 10-089714978 | 463 | Test_loss |
| CEP290 - 26 | 12-087019051 | 400 | Test_loss |
| BTG1 AREA - 29 | 12-090905485 | 155 | Test_loss |
| PAH - 3 | 12-101812669 | 202 | Test_loss |
| BMP4 - 4 | 14-053488631 | 454 | Test_loss |
| GCH1 - 6b | 14-054380537 | 283 | Test_loss |
| RDH12 - 7 | 14-067263397 | 319 | Test_loss |
| THBS1 - 1 | 15-037660496 | 346 | Test_loss |
| CAPN3 - 16 | 15-040479002 | 148 | Test_loss |
| FBN1 - 4 | 15-046679657 | 172 | Test_loss |
| CASR - 7 | 03-123485226 | 483 | Test_gain |
| ATR - 47 | 03-143651063 | 373 | Test_gain |
| HLTF - 1 | 03-150286916 | 193 | Test_gain |
| PDCD10 - 5 | 03-168905298 | 382 | Test_gain |
| PIK3CA - 2 | 03-180399607 | 427 | Test_gain |
| TPMT - 5 | 06-018247829 | 265 | Test_gain |
| HFE - 2 | 06-026198995 | 301 | Test_gain |
| FANCE - 7 | 06-035535433 | 274 | Test_gain |
| GATA3 - 1 | 10-008136773 | 136 | Test_gain |
| CUGBP2 - 6 | 10-011017023 | 364 | Test_gain |
| FGF23 - 1 | 12-004358933 | 436 | Test_gain |
| ETV6 - 5 | 12-011913651 | 474 | Test_gain |
| ABCC4 - 23 | 13-094525703 | 247 | Test_gain |
| PCCA - 6 | 13-099607548 | 418 | Test_gain |
| PCCA - 11 | 13-099718959 | 291 | Test_gain |
| FGF14 - 2 | 13-101366785 | 492 | Test_gain |
| BRCA1 - 20 | 17-038462662 | 390 | BRCA probe |
| BRCA1 - 2 | 17-038529544 | 167 | BRCA probe |
| BRCA2 - 5 | 13-031798006 | 337 | BRCA probe |
| BRCA2 - 11 | 13-031812003 | 130 | BRCA probe |
| REFERENCE | 02-071430713 | 355 | Reference |
| REFERENCE | 02-267097 | 310 | Reference |
| REFERENCE | 07-075448405 | 124 | Reference |
| REFERENCE | 07-116126400 | 160 | Reference |
| REFERENCE | 10-042932039 | 178 | Reference |
| REFERENCE | 10-075547782 | 220 | Reference |
| REFERENCE | 14-019994693 | 208 | Reference |
MLPA, Multiplex Ligation-dependent Probe Amplification
Results from the 10-fold cross-validation on the training set
|
| |||
|---|---|---|---|
| BRCA1-like | Sporadic-like | Total | |
| BRCA1-like | 36 | 3 | 39 |
| Sporadic-like | 2 | 43 | 45 |
| Total | 38 | 46 | 84 |
| Number | Percentage | ||
| Error | 5/84 | 6% | |
| Accuracy | 79/84 | 94% | |
aCGH, array Comparative Genomic Hybridisation; MLPA, Multiplex Ligation-dependent Probe Amplification
Top centroids from the BRCA1 MLPA classifier
| Rank | Probe name | Genomic position | BRCA1-like score | Sporadic score |
|---|---|---|---|---|
| 1 | MCCC2 - 16 | 05-070984253 | -0.4351 | 0.3771 |
| 2 | PAH - 3 | 12-101812669 | -0.2951 | 0.2558 |
| 3 | CAPN3 - 16 | 15-040479002 | -0.2929 | 0.2538 |
| 4 | BMP4 - 4 | 14-053488631 | -0.2814 | 0.2439 |
| 5 | PIK3CA - 2 | 03-180399607 | 0.2768 | -0.2399 |
| 6 | GCH1 - 6b | 14-054380537 | -0.2763 | 0.2394 |
| 7 | DEPDC1B - 2 | 05-060018734 | -0.265 | 0.2297 |
| 8 | GATA3 - 1 | 10-008136773 | 0.2488 | -0.2156 |
| 9 | FBN1 - 4 | 15-046679657 | -0.2485 | 0.2153 |
| 10 | GPR98 - 90 | 05-090495354 | -0.2458 | 0.213 |
MLPA, Multiplex Ligation-dependent Probe Amplification.
Classification results of the test set
|
| |||
|---|---|---|---|
| BRCA1-like | 35 | 6 | 41 |
| Sporadic-like | 4 | 27 | 31 |
| Total | 39 | 33 | 72 |
| Number | Percentage | ||
| Sensitivity | 35/41 | 85% | |
| Specificity | 27/31 | 87% | |
| PPV | 35/39 | 90% | |
| NPV | 27/33 | 82% | |
| Error | 10/72 | 14% | |
| Accuracy | 62/72 | 86% | |
aCGH, array Comparative Genomic Hybridisation; MLPA, Multiplex Ligation-dependent Probe Amplification; NPV, negative predictive value; PPV, positive predictive value
BRCA1-like profile is samples with a BRCA1- mutation, -methylation or low gene expression
| BRCA1 classification | n (%) |
|---|---|
| 40 | |
| BRCA1-like by MLPA | 35 (88%) |
| BRCA1-like by aCGH | 35 (88%) |
| 20 | |
| BRCA1-like by MLPA | 18 (90%) |
| BRCA1-like by aCGH | 19 (95%) |
| 13 | |
| BRCA1-like by MLPA | 13 (100%) |
| BRCA1-like by aCGH | 12 (92%) |
aCGH, array Comparative Genomic Hybridisation; MLPA, Multiplex Ligation-dependent Probe Amplification
Figure 1Survival analysis. Association of BRCA1-like classification with array Comparative Genomic Hybridisation (aCGH) and with Multiplex Ligation-dependent Probe Amplification (MLPA), with outcome after intensive alkylating chemotherapy and conventional dose chemotherapy. Kaplan-Meier survival curves according to the BRCA1 classification of tumours. The patients had been randomly assigned to either intensified dose chemotherapy or conventional dose chemotherapy. (a) Recurrence-free survival (RFS) of Sporadic-like CGH triple-negative (TN) patients (log rank test: P = 0.543), (b) RFS of BRCA1-likeCGH TN patients (P = 0.002), (c) RFS of Sporadic-like MLPA TN patients (P = 0.625), (d) RFS of BRCA1-like MLPA TN patients (P = 0.024).