| Literature DB >> 23284877 |
Audrey Rouault1, Guillaume Banneau, Gaëtan Macgrogan, Natalie Jones, Nabila Elarouci, Emmanuelle Barouk-Simonet, Laurence Venat, Isabelle Coupier, Eric Letouzé, Aurélien de Reyniès, Françoise Bonnet, Richard Iggo, Nicolas Sévenet, Michel Longy.
Abstract
INTRODUCTION: Germline BRCA1 or BRCA2 mutations account for 20-30% of familial clustering of breast cancer. The main indication for BRCA2 screening is currently the family history but the yield of mutations identified in patients selected this way is low.Entities:
Mesh:
Year: 2012 PMID: 23284877 PMCID: PMC3528765 DOI: 10.1371/journal.pone.0052079
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Characteristics of patients and tumors.
| ID | Tumor set | BRCA status | Sex | Age at surgery (year) | Tumor size (mm) | Tumor cells (%) | Histologic grade | ER | PR | ERBB2 |
| 52 | Training | BRCA2 | F | 35 | 17 | 92 | 3 | ++ | − | − |
| 86 | Training | BRCA2 | F | 46 | 16 | 90 | 3 | +++ | + | − |
| 106 | Training | BRCA2 | F | 57 | 22 | 85 | 3 | +++ | + | − |
| 133 | Training | BRCA2 | F | 40 | 15 | 75 | 2 | + | + | − |
| 144 | Training | BRCA2 | F | 40 | 12 | 55 | 2 | ++ | − | + |
| 146 | Training | BRCA2 | F | 64 | 25 | 80 | 3 | − | − | + |
| 148 | Training | BRCA2 | F | 62 | 25 | 90 | 3 | ++ | − | ++ |
| 8 | Training | BRCAX | F | 51 | 18 | 90 | 3 | − | − | − |
| 9 | Training | BRCAX | F | 51 | 25 | 95 | 3 | ++ | ++ | − |
| 11 | Training | BRCAX | F | 56 | 40 | 78 | 2 | ++ | +++ | − |
| 14 | Training | BRCAX | F | 45 | 12 | 90 | 2 | nd | +++ | − |
| 16 | Training | BRCAX | F | 50 | 27 | 95 | 3 | +++ | +++ | − |
| 22 | Training | BRCAX | F | 64 | 18 | 90 | 2 | +++ | + | − |
| 24 | Training | BRCAX | F | 35 | 12 | 70 | 1 | ++ | − | − |
| 25 | Training | BRCAX | F | 37 | 12 | 92 | 2 | ++ | + | − |
| 33 | Training | BRCAX | F | 42 | 35 | 73 | 1 | ++ | − | − |
| 37 | Training | BRCAX | F | 45 | 20 | 92 | 2 | +++ | +++ | − |
| 38 | Training | BRCAX | F | 64 | 13 | 90 | 3 | +++ | − | − |
| 40 | Training | BRCAX | F | 41 | 12 | 95 | 2 | + | ++ | − |
| 41 | Training | BRCAX | F | 38 | 21 | 92 | 3 | ++ | + | − |
| 46 | Training | BRCAX | F | 60 | 38 | 90 | 2 | − | − | − |
| 66 | Training | BRCAX | F | 73 | 12 | 90 | 2 | +++ | +++ | − |
| 75 | Training | BRCAX | F | 58 | 14 | 80 | 2 | − | − | +++ |
| 79 | Training | BRCAX | F | 42 | 11 | 90 | 3 | ++ | ++ | − |
| 81 | Training | BRCAX | F | 46 | 28 | 80 | 2 | + | ++ | − |
| 82 | Training | BRCAX | F | 50 | 9 | 85 | 1 | ++ | ++ | − |
| 84 | Training | BRCAX | F | 47 | 27 | 92 | 3 | ++ | + | + |
| 85 | Training | BRCAX | F | 64 | 15 | 90 | 1 | − | +++ | − |
| 93 | Training | BRCAX | F | 44 | 18 | 85 | 2 | +++ | +++ | − |
| 107 | Training | BRCAX | F | 69 | 40 | 80 | 3 | +++ | + | − |
| 111 | Training | BRCAX | F | 73 | 15 | 80 | 1 | +++ | + | − |
| 3 | Validation | BRCAX | F | 36 | 18 | 95 | 3 | − | + | +++ |
| 15 | Validation | BRCAX | F | 42 | 15 | 95 | 3 | − | − | − |
| 17 | Validation | BRCAX | F | 76 | 3 | 95 | 1 | +++ | + | − |
| 30 | Validation | BRCAX | F | 51 | nd | 95 | 3 | +++ | − | nd |
| 48 | Validation | BRCAX | F | 54 | 20 | 90 | 1 | ++ | ++ | − |
| 49 | Validation | BRCAX | F | 49 | 35 | 66 | 2 | +++ | ++ | − |
| 65 | Validation | BRCAX | F | 46 | 37 | 95 | 3 | − | − | − |
| 71 | Validation | BRCAX | F | 43 | 21 | 73 | 2 | ++ | +++ | +++ |
| 83 | Validation | BRCAX | F | 50 | 18 | 50 | 2 | ++ | − | − |
| 89 | Validation | BRCAX | F | 30 | 30 | 82 | nd | ++ | +++ | − |
| 96 | Validation | BRCAX | F | 41 | 25 | 85 | 3 | − | − | +++ |
| 99 | Validation | BRCAX | M | 63 | 21 | 90 | 1 | +++ | ++ | − |
| 43 | Genomic | BRCA2 | F | 38 | 12 | 90 | 2 | ++ | − | − |
| 149 | Genomic | BRCA2 | F | 76 | 70 | 60 | 2 | +++ | − | − |
Footnote. Tumor set: Training set, tumors used to create the gene expression signature; Validation set, BRCAX tumors from Bergonie Cancer Institute; Genomic set, tumors only used for CGH and SNP analysis. nd, not determined. There was no statistically significant difference (p>0.05, Fisher test) between the BRCA2 and BRCAX groups for the following comparisons: age at surgery
BRCA2 signature genes.
| Affymetrix ID | Gene Symbol | Gene Description | Band | t | p |
| 222127_s_at | EXOC1 | exocyst complex component 1 | 4q12 | −7.05 | 0.0011 |
| 223564_s_at | GNB1L | G protein beta polypeptide 1-like | 22q11 | 6.85 | 0.0011 |
| 632_at | GSK3A | glycogen synthase kinase 3 alpha | 19q13 | 6.42 | 0.0025 |
| 1555377_at | OR4D2 | olfactory receptor, family 4, subfamily D, member 2 | 17q22 | 6.13 | 0.0030 |
| 208429_x_at | HNF4A | hepatocyte nuclear factor 4, alpha | 20q13 | 6.12 | 0.0030 |
| 207973_x_at | ACRV1 | acrosomal vesicle protein 1 | 11q23 | 6.21 | 0.0030 |
| 218431_at | C14orf133 | VPS33B interacting protein | 14q24 | −6.01 | 0.0034 |
| 1552510_at | SLC34A3 | solute carrier family 34 (sodium phosphate), member 3 | 9q34 | 5.9 | 0.0041 |
| 204690_at | STX8 | syntaxin 8 | 17p12 | −5.84 | 0.0044 |
| 227630_at | PPP2R5E | protein phosphatase 2, regulatory subunit B′, epsilon | 14q23 | −5.7 | 0.0047 |
| 205621_at | ALKBH1 | alkB, alkylation repair homolog 1 (E. coli) | 14q24 | −5.69 | 0.0047 |
| 202569_s_at | MARK3 | MAP/microtubule affinity-regulating kinase 3 | 14q32 | −5.74 | 0.0047 |
| 216520_s_at | TPT1 | tumor protein, translationally-controlled 1 | 13q14 | −5.71 | 0.0047 |
| 230055_at | KHDC1 | KH homology domain containing 1 | 6q13 | 5.6 | 0.0048 |
| 221966_at | GPR137 | G protein-coupled receptor 137 | 11cen | 5.62 | 0.0048 |
| 207733_x_at | PSG9 | pregnancy specific beta-1-glycoprotein 9 | 19q13 | 5.59 | 0.0048 |
| 1555614_at | SUGT1P1 | suppressor of G2 allele of SKP1 (S. cerevisiae) pseudogene 1 | 9p13 | 5.57 | 0.0048 |
| 1552772_at | CLEC4D | C-type lectin domain family 4, member D | 12p13 | 5.57 | 0.0048 |
| 203598_s_at | WBP4 | WW domain binding protein 4 (formin binding protein 21) | 13q14 | −5.51 | 0.0048 |
| 1563639_a_at | FHAD1 | forkhead-associated (FHA) phosphopeptide binding domain 1 | 1p36 | 5.54 | 0.0048 |
| 234680_at | KRTAP17-1 | keratin associated protein 17-1 | 17q12 | 5.52 | 0.0048 |
| 1562657_a_at | C10orf90 | chromosome 10 open reading frame 90 | 10q26 | 5.45 | 0.0055 |
| 236979_at | BCL2L15 | BCL2-like 15 | 1p13 | 5.39 | 0.0061 |
| 221095_s_at | KCNE2 | potassium voltage-gated channel, Isk-related family, member 2 | 21q22 | 5.4 | 0.0061 |
| 213239_at | PIBF1 | progesterone immunomodulatory binding factor 1 | 13q22 | −5.36 | 0.0063 |
| 1567257_at | OR1J2 | olfactory receptor, family 1, subfamily J, member 2 | 9q34 | 5.34 | 0.0064 |
| 225389_at | BTBD6 | BTB (POZ) domain containing 6 | 14q32 | −5.31 | 0.0066 |
| 207778_at | REG1P | regenerating islet-derived 1 pseudogene | 2p12 | 5.3 | 0.0066 |
| 226005_at | UBE2G1 | ubiquitin-conjugating enzyme E2G 1 (UBC7 homolog, yeast) | 17p13 | −5.25 | 0.0070 |
| 215424_s_at | SNW1 | SNW domain containing 1 | 14q24 | −5.23 | 0.0070 |
| 1564112_at | FAM71A | Family with sequence similarity 71, member A | 1q32 | 5.25 | 0.0070 |
| 237980_at | LINC00347 | hypothetical LOC338864 | 13q21 | 5.24 | 0.0070 |
| 213103_at | STARD13 | StAR-related lipid transfer (START) domain containing 13 | 13q12 | −5.18 | 0.0071 |
| 237257_at | RAB4B | RAB4B, member RAS oncogene family | 19q13 | 5.19 | 0.0071 |
| 201767_s_at | ELAC2 | elaC homolog 2 (E. coli) | 17p11 | −5.2 | 0.0071 |
| 209944_at | ZNF410 | zinc finger protein 410 | 14q24 | −5.16 | 0.0071 |
| 1558641_at | SPATA24 | spermatogenesis associated 24 | 5q31 | 5.2 | 0.0071 |
| 212735_at | KIAA0226 | Beclin-1 associated RUN domain containing protein | 3q29 | 5.17 | 0.0071 |
| 215449_at | TSPO2 | translocator protein 2 | 6p21 | 5.15 | 0.0071 |
| 1553253_at | ASB16 | ankyrin repeat and SOCS box-containing 16 | 17q21 | 5.14 | 0.0071 |
| 231625_at | SLC22A9 | solute carrier family 22 member 9 | 11q13 | 5.2 | 0.0071 |
| 225312_at | COMMD6 | COMM domain containing 6 | 13q22 | −5.12 | 0.0074 |
| 217187_at | MUC5AC | mucin 5AC, oligomeric mucus | 11p15 | 5.1 | 0.0077 |
| 1553728_at | LRRC43 | leucine rich repeat containing 43 | 12q24 | 5.07 | 0.0079 |
| 1552863_a_at | CACNG6 | calcium channel, voltage-dependent, gamma subunit 6 | 19q13 | 5.07 | 0.0079 |
| 217095_x_at | NCR1 | natural cytotoxicity triggering receptor 1 | 19q13 | 5.06 | 0.0079 |
| 223610_at | SEMA5B | semaphorin 5b | 3q21 | 5.06 | 0.0079 |
| 203065_s_at | CAV1 | caveolin 1, caveolae protein, 22 kDa | 7q31 | −5.03 | 0.0080 |
| 202226_s_at | CRK | v-crk sarcoma virus CT10 oncogene homolog (avian) | 17p13 | −5.04 | 0.0080 |
| 235416_at | LOC643201 | centrosomal protein 192 kDa pseudogene | 5q35 | 5.03 | 0.0080 |
| 1557827_at | C10orf103 | chromosome 10 open reading frame 103 | 10q22 | 5.03 | 0.0080 |
| 225187_at | KIAA1967 | DBC1 deleted in breast cancer 1 | 8p22 | −4.98 | 0.0082 |
| 212936_at | FAM172A | family with sequence similarity 172, member A | 5q15 | −4.99 | 0.0082 |
| 215898_at | TTLL5 | tubulin tyrosine ligase-like family, member 5 | 14q24 | −4.98 | 0.0082 |
| 212778_at | PACS2 | phosphofurin acidic cluster sorting protein 2 | 14q32 | −5 | 0.0082 |
| 1562914_a_at | FLJ25328 | hypothetical LOC148231 | 19p13 | 5 | 0.0082 |
| 215826_x_at | ZNF835 | zinc finger protein 835 | 19q13 | 4.97 | 0.0084 |
| 238158_at | MEIG1 | meiosis expressed gene 1 homolog (mouse) | 10p13 | 4.97 | 0.0084 |
| 219499_at | SEC61A2 | Sec61 alpha 2 subunit (S. cerevisiae) | 10p14 | 4.94 | 0.0087 |
| 207650_x_at | PTGER1 | prostaglandin E receptor 1 (subtype EP1), 42 kDa | 19p13 | 4.94 | 0.0087 |
| 237188_x_at | SUN5 | Sad1 and UNC84 domain containing 5 | 20q11 | 4.92 | 0.0091 |
| 1557679_at | C8orf68 | chromosome 8 open reading frame 68 | 8p23 | 4.91 | 0.0092 |
| 224256_at | LOC100129449 | PRO2055 | 2q23 | 4.89 | 0.0095 |
| 1564362_x_at | ZNF843 | zinc finger protein 843 | 16p11 | 4.88 | 0.0097 |
| 205970_at | MT3 | metallothionein 3 | 16q13 | 4.87 | 0.0098 |
| 1569095_at | LOC731424 | hypothetical LOC731424 | 4q35 | 4.87 | 0.0098 |
Footnote. t: moderated t-statistic for 66 genes that best discriminate between BRCA2 and BRCAX tumors. p: p-value after Benjamini Hochberg correction (all genes had an unadjusted p-value <0.0001).
Figure 1Unsupervised hierarchical clustering of the 66 BRCA2 signature genes in the training set.
There are seven BRCA2-mutant tumors and 24 BRCAX tumors (tumors from patients lacking known BRCA1/2 mutations but with a familial history of breast cancer). The upper left quadrant contains many genes on 13q and 14q that show reduced expression in BRCA2 tumors.
Figure 2ROC analysis of the BRCA2 signature in the validation set.
Each tumor was given a score that was a weighted sum of the mean centered gene expression levels for each gene in the signature. The validation set contained 19 BRCA2 and 12 BRCAX tumors. The AUC was 0.76.
Figure 3Unsupervised hierarchical clustering of the 66 BRCA2 signature genes in the validation set.
There are 19 BRCA2-mutant tumors and 12 BRCAX tumors. The lower left quadrant contains many genes on 13q and 14q that show reduced expression in BRCA2 tumors.
GSEA for loss of chromosomal bands.
| Band | Genes | ES | NES |
| 13q14 | 67 | −0.63 | −2.75 |
| 14q31 | 22 | −0.81 | −2.71 |
| 13q13 | 22 | −0.74 | −2.45 |
| 14q24 | 77 | −0.54 | −2.43 |
| 17p13 | 185 | −0.44 | −2.3 |
| 14q32 | 105 | −0.48 | −2.28 |
| 10q26 | 72 | −0.51 | −2.27 |
| 4p16 | 91 | −0.49 | −2.25 |
Footnote. The genes column shows the number of genes used to score the band. The nominal, FDR and FWER p-values were all <0.001. ES, enrichment score; NES normalized enrichment score.
Figure 4Genomic profiles in the training set.
Upper panels: BAC-CGH profiles of BRCA2-mutant tumors showing gains in red, losses in green and modal copy number in yellow. Lower panels: BAF profiles of BRCA2-mutant tumors on Illumina SNP arrays. The boundaries of the common regions of deletion on chromosomes 13 and 14 are marked by vertical red lines.
Figure 5Cumulative rates of gain and loss for tumors analyzed by CGH (red, 4 BRCA2-mutant tumors; black, 24 BRCAX tumors).
A, All chromosomes; B, Chromosome 13; C, Chromosome 14. Each vertical line in B & C corresponds to an individual BAC probe. When the red line reaches −1, all of the tumors showed loss for that probe.
Figure 6FISH with probes in the region of common deletion in a BRCA2-mutant tumor.
A, chromosome 13; B, chromosome 14. Red: probe in the deleted region; Green, pericentromeric probe. Each nucleus contains two green spots and one red spot, indicating that the tumor is diploid for chromosomes 13 and 14 but has heterozygous deletions in the regions tested by the red probes.
FISH with probes in the region of common deletion on chromosomes 13 and 14.
| ID | BRCA status | chr 13 | chr 14 |
| 52 | BRCA2 | 84 | 89 |
| 86 | BRCA2 | 90 | 86 |
| 106 | BRCA2 | 100 | 87 |
| 133 | BRCA2 | 93 | 89 |
| A | BRCA2 | 84 | 83 |
| B | BRCA2 | 100 | 0 |
| C | BRCA2 | 87 | 7 |
| D | BRCA2 | 100 | 62 |
| E | BRCA2 | 100 | 73 |
| 16 | BRCAX | 0 | 0 |
| F | BRCAX | 0 | 2 |
| G | BRCAX | 0 | 0 |
| H | BRCAX | 100 | 100 |
| I | BRCAX | 4 | 0 |
| J | BRCAX | 0 | 0 |
| K | BRCAX | 2 | 0 |
| L | BRCAX | 7 | 3 |
| M | BRCAX | 10 | 0 |
Footnote. The table shows the percentage of nuclei with less than the modal ploidy or with ploidy = 1 for both the centromeric and the deletion probes. Tumours A-M were not characterized by CGH.
Contingency table summarizing the FISH data for deletions on chromosomes 13 and 14.
| Chr 13 and 14 | Other | Loss |
| BRCA2 | 2 | 7 |
| BRCAX | 8 | 1 |
| p = 0.015 | ||
|
|
|
|
| BRCA2 | 0 | 9 |
| BRCAX | 8 | 1 |
| p = 0.0004 | ||
|
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| BRCA2 | 2 | 7 |
| BRCAX | 8 | 1 |
| p = 0.015 |
Footnote. “Loss” refers to cases where ≥50% of nuclei had less than the modal ploidy or had ploidy = 1. “Other” refers to cases where the value was <50%. The p value is for a Fisher exact test. The values for “Chr13 and 14” refer to cases where both chromosomes were affected.