| Literature DB >> 26039708 |
Joaquim Bellmunt1, Lillian Werner2, Jeffrey J Leow1, Stephanie A Mullane1, André P Fay1, Markus Riester2, Paul Van Hummelen3, Mary-Ellen Taplin1, Toni K Choueiri1, Eliezer Van Allen1, Jonathan Rosenberg4.
Abstract
BACKGROUND: An integrative analysis was conducted to identify genomic alterations at a pathway level that could predict overall survival (OS) in patients with advanced urothelial carcinoma (UC) treated with platinum-based chemotherapy. PATIENTS AND METHODS: DNA and RNA were extracted from 103 formalin-fixed paraffin embedded (FFPE) invasive high-grade UC samples and were screened for mutations, copy number variation (CNV) and gene expression analysis. Clinical data were available from 85 cases. Mutations were analyzed by mass-spectrometry based on genotyping platform (Oncomap 3) and genomic imbalances were detected by comparative genomic hybridization (CGH) analysis. Regions with threshold of log2 ratio ≥0.4, or ≤0.6 were defined as either having copy number gain or loss and significantly recurrent CNV across the set of samples were determined using a GISTIC analysis. Expression analysis on selected relevant UC genes was conducted using Nanostring. To define the co-occurrence pattern of mutations and CNV, we grouped genomic events into 5 core signal transduction pathways: 1) TP53 pathway, 2) RTK/RAS/RAF pathway, 3) PI3K/AKT/mTOR pathway, 4) WNT/CTNNB1, 5) RB1 pathway. Cox regression was used to assess pathways abnormalities with survival outcomes.Entities:
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Year: 2015 PMID: 26039708 PMCID: PMC4454515 DOI: 10.1371/journal.pone.0124711
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Patients and Clinical Characteristics.
| N | % or median (q1,q3) | |
|---|---|---|
| ECOG PS | ||
| 0 | 37 | 35% |
| 1, 2 | 66 | 64% |
| Visceral disease | ||
| Yes | 37 | 36% |
| No | 66 | 64% |
| Pathological stage | ||
| Stage 0 (Ta) | 10 | 10% |
| Stage I (T1) | 5 | 5% |
| Stage II (T2) | 50 | 49% |
| Stage III (T3, T4) | 31 | 30% |
| Stage IV (L, M) | 5 | 5% |
| Missing | 2 | 2% |
| Hemoglobin | 100 | 12.7 (8.8, 15.5) |
| Missing | 3 | 3% |
Name of Gene & Candidate Mutation validated by hME.
| Name of Gene & Candidate Mutation | |
|---|---|
| Gene | Mutation |
|
| G466A |
|
| N287S |
|
| L755S |
|
| V777L |
|
| R248C |
|
| Y373C |
|
| G13R |
|
| G12S |
|
| G12D |
|
| E545K |
|
| H1047R |
|
| R175H |
|
| R248W |
|
| R248Q |
|
| R273C |
|
| R273H |
|
| E285K |
|
| R213* |
|
| V157F |
|
| Y220C |
Mutation status of genes.
| N | % | |
|---|---|---|
|
| ||
| Unmutated | 76 | 89% |
| Mutated | 9 | 11% |
|
| ||
| Unmutated | 83 | 98% |
| Mutated | 2 | 2% |
|
| ||
| Unmutated | 81 | 95% |
| Mutated | 4 | 5% |
|
| ||
| Unmutated | 84 | 99% |
| Mutated | 1 | 1% |
|
| ||
| Unmutated | 85 | 100% |
| Mutated | 0 | 0% |
|
| ||
| Unmutated | 71 | 84% |
| Mutated | 14 | 16% |
|
| ||
| Unmutated | 84 | 99% |
| Mutated | 1 | 1% |
Association of CNV of genes In TP53, RTK/RAS/RAF, PI3KCA/AKT/mTOR, WNT/CTNNB1 and RB1 pathways with OS.
| CNV (Log2 ratio) | N | Death | Median OS | p-value |
|---|---|---|---|---|
|
| ||||
| ERBB2 | 0.45 | |||
| <0.4 | 76 | 35 | 15 | |
| ≥0.4 | 18 | 11 | 14 | |
| MET | 0.59 | |||
| <0.4 | 90 | 44 | 14 | |
| ≥0.4 | 4 | 2 | Not reached | |
| FGFR1 | 0.72 | |||
| <0.4 | 82 | 40 | 15 | |
| ≥0.4 | 12 | 6 | 23 | |
| KRAS | 0.52 | |||
| <0.4 | 90 | 45 | 14 | |
| ≥0.4 | 4 | 1 | Not reached | |
| BRAF | 0.64 | |||
| <0.4 | 89 | 44 | 15 | |
| ≥0.4 | 5 | 2 | Not reached | |
| RAF1 | 0.29 | |||
| <0.4 | 72 | 37 | 14 | |
| ≥0.4 | 22 | 9 | Not reached | |
|
| ||||
| PTEN | 0.14 | |||
| >-0.3 | 88 | 42 | 16 | |
| ≤-0.3 | 6 | 4 | 9 | |
| PIK3CA | 0.14 | |||
| <0.4 | 85 | 39 | 16 | |
| ≥0.4 | 9 | 7 | 12 | |
| AKT1 | 0.26 | |||
| <0.4 | 92 | 46 | 14 | |
| ≥0.4 | 2 | 0 | Not reached | |
| TSC1 | 0.14 | |||
| >-0.3 | 82 | 38 | 18 | |
| ≤-0.3 | 12 | 8 | 11 | |
| MTOR | 0.07 | |||
| <0.4 | 92 | 44 | 16 | |
| ≥0.4 | 2 | 2 | 7 | |
|
| ||||
| TP53 loss | 0.86 | |||
| >-0.3 | 82 | 39 | 16 | |
| ≤-0.3 | 12 | 7 | 14 | |
|
| ||||
| CTNNB1 gain | 0.67 | |||
| <0.4 | 90 | 44 | 14 | |
| ≥0.4 | 4 | 2 | Not reached | |
|
| ||||
| CCND1 gain | 0.14 | |||
| <0.4 | 83 | 39 | 18 | |
| ≥0.4 | 11 | 7 | 11 | |
| CCNE1 gain | 0.81 | |||
| <0.4 | 80 | 39 | 15 | |
| ≥0.4 | 14 | 7 | 18 | |
| CDN2A loss | - | |||
| >-0.3 | 92 | 46 | 15 | |
| ≤-0.3 | 2 | 0 | Not reached | |
| E2F3 gain | 0.63 | |||
| <0.4 | 68 | 31 | 15 | |
| ≥0.4 | 26 | 15 | 16 | |
| RB1 gain | 0.57 | |||
| >-0.3 | 83 | 40 | 15 | |
| ≤-0.3 | 11 | 6 | 16 |
Note: CDK4 and CDN2A were not analyzed due to small number of patients with copy number variation.
Fig 1Association between mutations or CNV and OS.
A: PIK3CA/AKT/mTOR pathway; B: Gene expression level analysis whithin the PI3KCA/AKT pathway; C: Heat map: mutations across the PIK3CA/AKT/mTOR pathway; D: Association between PIK3CA/AKT/mTOR pathway mutations or CNV and OS.
Association between gene expression levels and OS.
| Gene Expression Level | N | Death | Median OS | p-value |
|---|---|---|---|---|
|
| 0.85 | |||
| ≤709.86 | 40 | 18 | 18 | |
| >709.86 | 39 | 19 | 16 | |
|
| 0.33 | |||
| ≤130.65 | 40 | 16 | 23 | |
| >130.65 | 39 | 21 | 14 | |
|
| 0.52 | |||
| ≤170.95 | 40 | 20 | 14 | |
| >170.95 | 39 | 17 | 23 | |
|
| 0.10 | |||
| ≤293.99 | 40 | 15 | Not reached | |
| >293.99 | 39 | 22 | 14 | |
|
| 0.17 | |||
| ≤237.91 | 40 | 23 | 15 | |
| >237.91 | 39 | 14 | Not reached | |
|
| 0.26 | |||
| ≤143.65 | 40 | 16 | 25 | |
| >143.65 | 39 | 21 | 16 | |
|
| 0.08 | |||
| ≤214.00 | 40 | 14 | Not reached | |
| >214.00 | 39 | 23 | 14 | |
|
| 0.02 | |||
| ≤61.22 | 40 | 14 | Not reached | |
| >61.22 | 39 | 23 | 14 | |
|
| 0.70 | |||
| ≤497.23 | 40 | 18 | 23 | |
| >497.23 | 39 | 19 | 16 | |
|
| 0.68 | |||
| ≤138.41 | 40 | 20 | 14 | |
| >138.41 | 39 | 17 | 18 | |
|
| 0.0008 | |||
| ≤994.09 | 40 | 11 | Not reached | |
| >994.09 | 39 | 26 | 12 | |
|
| 0.33 | |||
| ≤130.65 | 40 | 16 | 23 | |
| >130.65 | 39 | 21 | 14 | |
Association between genomic events (CNV, mutation or gene expression) in any genes of PIK3/AKT pathway and OS.
| n | Death | Median OS | p-value | |
|---|---|---|---|---|
|
| 0.17 | |||
| Without any abnormality | 41 | 15 | Not reached | |
| Copy number gain/mutation/high expression | 38 | 22 | 14 |
Association of PIK3CA gene abnormality and OS.
| n | Death | Median OS | p-value | |
|---|---|---|---|---|
|
| 0.04 | |||
| Without any abnormality | 34 | 11 | Not reached | |
| Copy number gain/mutation/high expression | 45 | 26 | 14 |
Fig 2A: WNT/CTNNB1 pathway; B: Association between CTNNB1 overexpression and OS.
Association between genomic events in RB pathway (CNV with or without overexpression) and OS using 10% cutt-off.
| n | Death | Median OS | p-value | |
|---|---|---|---|---|
|
| 0.38 | |||
| Without | 37 | 15 | Not reached | |
| With | 43 | 23 | 14 | |
|
| 0.04 | |||
| Without | 24 | 7 | Not reached | |
| With | 56 | 31 | 14 | |
Fig 3Association between RB1 pathway (CNV and expression) and OS.