| Literature DB >> 29568398 |
Philip D Dunne1, Helen G Coleman1,2, Peter Bankhead1, Matthew Alderdice1, Ronan T Gray2, Stephen McQuaid1, Victoria Bingham1, Maurice B Loughrey2, Jacqueline A James1, Amy M B McCorry1, Alan Gilmore1, Caitriona Holohan1, Dirk Klingbiel3,4, Sabine Tejpar5, Patrick G Johnston1, Darragh G McArt1, Federica Di Nicolantonio6,7, Daniel B Longley1, Mark Lawler1.
Abstract
Purpose: BRAF mutation occurs in 8-15% of colon cancers (CC), and is associated with poor prognosis in metastatic disease. Compared to wild-type BRAF (BRAFWT) disease, stage II/III CC patients with BRAF mutant (BRAFMT) tumors have shorter overall survival after relapse; however, time-to-relapse is not significantly different. The aim of this investigation was to identify, and validate, novel predictors of relapse of stage II/III BRAFMT CC. Experimental design: We used gene expression data from a cohort of 460 patients (GSE39582) to perform a supervised classification analysis based on risk-of-relapse within BRAFMT stage II/III CC, to identify transcriptomic biomarkers associated with prognosis within this genotype. These findings were validated using immunohistochemistry in an independent population-based cohort of Stage II/III CC (n = 691), applying Cox proportional hazards analysis to determine associations with survival.Entities:
Keywords: Bcl-xL; colon cancer; gene expression profiling; molecular stratification; relapse risk
Year: 2018 PMID: 29568398 PMCID: PMC5862619 DOI: 10.18632/oncotarget.24481
Source DB: PubMed Journal: Oncotarget ISSN: 1949-2553
Characteristics of colon cancer patients and tumors according to BRAF and KRAS status.
| Characteristic | BRAF MT | KRAS MT | WT/WT | ||
|---|---|---|---|---|---|
| 76.0 (7.3) | 67.7 (13.5) | <0.001 | 65.6 (12.6) | <0.001 | |
| 14 (34.1) | 86 (51.8) | 0.04 | 130 (61.9) | 0.001 | |
| 20 (48.8) | 86 (51.8) | 0.73 | 138 (65.7) | 0.04 | |
| 37 (90.2) | 86 (51.8) | <0.001 | 49 (23.3) | <0.001 | |
| 33 (80.5) | 86 (51.8) | 0.001 | 121 (57.6) | 0.006 | |
| 27 (65.9) | 15 (9.0) | <0.001 | 15 (7.1) | <0.001 | |
| 32 (78.1) | 17 (10.2) | <0.001 | 26 (12.4) | <0.001 |
Characteristics of colon cancer patients and tumours according to BRAF and KRAS status.
MSI: Microsatellite instability; MSS: Microsatellite stable; MT: Mutant; WT/WT: BRAF and KRAS wild-type. *Adjuvant chemotherapy treatment receipt.
Of the 460 tumor profiles within our cohort, 417 have KRAS and BRAF mutational analysis data. Comparative analysis was performed for age, sex, stage, location, treatment, MSI and Consensus Molecular Subtype (CMS). MSI: Microsatellite instability; MSS: Microsatellite stable; MT: Mutant; WT/WT: BRAF and KRAS wild-type. *Adjuvant chemotherapy treatment received.
Gene list associated with relapse in BRAFMT tumors
| Symbol | Entrez Gene Name | Symbol | Entrez Gene Name |
|---|---|---|---|
| AEBP1 | AE binding protein 1 | AGR2 | anterior gradient 2, protein disulphide isomerase family member |
| ALPP | alkaline phosphatase, placental | C2orf72 | chromosome 2 open reading frame 72 |
| ANGPTL1 | angiopoietin-like 1 | C3orf70 | chromosome 3 open reading frame 70 |
| BCL2L1 | BCL2-like 1 | COBL | cordon-bleu WH2 repeat protein |
| CCDC71L | coiled-coil domain containing 71-like | EFNA2 | ephrin-A2 |
| CCL7 | chemokine (C-C motif) ligand 7 | GATA6-AS1 | GATA6 antisense RNA 1 (head to head) |
| CDA | cytidine deaminase | GMDS | GDP-mannose 4,6-dehydratase |
| CYSRT1 | cysteine-rich tail protein 1 | HES6 | hes family bHLH transcription factor 6 |
| DDIT3 | DNA-damage-inducible transcript 3 | IMPA2 | inositol(myo)-1(or 4)-monophosphatase 2 |
| DNAJB1 | DnaJ (Hsp40) homolog, subfamily B, member 1 | KIAA1324 | KIAA1324 |
| DNTTIP1 | deoxynucleotidyltransferase, terminal, interacting protein 1 | KIAA1671 | KIAA1671 |
| DUSP14 | dual specificity phosphatase 14 | KREMEN1 | kringle containing transmembrane protein 1 |
| EPYC | epiphycan | LARGE | like-glycosyltransferase |
| FST | follistatin | NOX1 | NADPH oxidase 1 |
| FXYD5 | FXYD domain containing ion transport regulator 5 | NRARP | NOTCH-regulated ankyrin repeat protein |
| GAS1 | growth arrest-specific 1 | PER2 | period circadian clock 2 |
| GJB3 | gap junction protein, beta 3, 31kDa | PIP5K1B | phosphatidylinositol-4-phosphate 5-kinase, type I, beta |
| GJB5 | gap junction protein, beta 5, 31.1kDa | PSMG4 | proteasome (prosome, macropain) assembly chaperone 4 |
| HCFC1R1 | host cell factor C1 regulator 1 (XPO1 dependent) | SKP2 | S-phase kinase-associated protein 2, E3 ubiquitin protein ligase |
| HSPA6 | heat shock 70kDa protein 6 (HSP70B’) | SLC22A23 | solute carrier family 22, member 23 |
| IER5L | immediate early response 5-like | SPRED2 | sprouty-related, EVH1 domain containing 2 |
| IGFBP6 | insulin-like growth factor binding protein 6 | TMEM30B | transmembrane protein 30B |
| KLK10 | kallikrein-related peptidase 10 | TRIM15 | tripartite motif containing 15 |
| KRT16 | keratin 16, type I | TSPAN13 | tetraspanin 13 |
| MFGE8 | milk fat globule-EGF factor 8 protein | ||
| MIR100HG | mir-100-let-7a-2 cluster host gene | ||
| MYH4 | myosin, heavy chain 4, skeletal muscle | ||
| NKIRAS1 | NFKB inhibitor interacting Ras-like 1 | ||
| NPC1L1 | NPC1-like 1 | ||
| NT5E | 5’-nucleotidase, ecto (CD73) | ||
| PAEP | progestagen-associated endometrial protein | ||
| PDP1 | pyruvate dehyrogenase phosphatase catalytic subunit 1 | ||
| PHLDA3 | pleckstrin homology-like domain, family A, member 3 | ||
| PPP1R15A | protein phosphatase 1, regulatory subunit 15A | ||
| PRR9 | proline rich 9 | ||
| RBMS2 | RNA binding motif, single stranded interacting protein 2 | ||
| RGS4 | regulator of G-protein signaling 4 | ||
| TAGLN3 | transgelin 3 | ||
| TGFB2 | transforming growth factor, beta 2 | ||
| TNFSF4 | tumor necrosis factor (ligand) superfamily, member 4 | ||
| VEGFB | vascular endothelial growth factor B | ||
| ZFAS1 | ZNFX1 antisense RNA 1 | ||
| ZNF667-AS1 | ZNF667 antisense RNA 1 (head to head) |
Genes associated with increased (red) and decreased (green) relapse risk from our BRAFMT risk-supervised differential gene expression analysis data.
Figure 1Relapse risk analysis of BRAFMT tumors indicates that Bcl-xL gene expression is associated with prognosis in BRAFMT tumors
(A) BCL2L1 (Bcl-xL) was represented by 3 individual probesets in relapse risk analysis in BRAFMT tumors. (B and C) Relapse-free survival (RFS) curve using Kaplan-Meier estimation in the “Initial Consolidation” dataset comparing tertile stratified Bcl-xL gene expression levels in all BRAFMT (A) and untreated BRAFMT (B) stage II/III CRC patients. Unadjusted and adjusted HR statistics are detailed in Table 3.
Unadjusted and adjusted analyses of relapse-free survival
| Bcl-xL | Non-progressors | Progressors | Unadjusted Hazard ratios | Adjusted** Hazard ratios |
|---|---|---|---|---|
| Low | 14 | 0 | 1.00 | 1.00 |
| Medium | 11 | 2 | 1.80 (Not calculable) | 3.94 (Not calculable) |
| High | 8 | 6 | 5.83 (Not calculable) | 9.63 (Not calculable) |
| Low | 38 | 18 | 1.00 | 1.00 |
| Medium | 33 | 21 | 1.45 (0.75–2.77) | 1.47 (0.76–2.84) |
| High | 34 | 22 | 1.25 (0.65–2.40) | 1.32 (0.68–2.56) |
| Low | 57 | 13 | 1.00 | 1.00 |
| Medium | 53 | 17 | 1.39 (0.67–2.85) | 1.27 (0.61–2.64) |
| High | 50 | 20 | 1.54 (0.77–3.10) | 1.47 (0.72–3.01) |
MT: Mutant; WT/WT: BRAF and KRAS wild-type.
*Cut-offs for low/medium/high Bcl-xl gene expression based on tertile values within each BRAF/KRAS status subgroup.
**Adjustments included age and sex, and were tested for TNM stage, MSI status, adjuvant chemotherapy receipt and tumour location for all models. A backwards elimination model was applied for tested confounders until all were significant at the p < 0.25 level in the model. Final adjustments included age, sex, TNM stage and MSI status (for BRAF MT and WT/WT); age, sex, TNM stage, adjuvant chemotherapy receipt and tumour location (for KRAS MT).
RFS analysis was performed using Cox proportional hazards method in the BRAFMT, KRASMT or WT/WT stratified by Bcl-xL expression levels. Analysis was performed both before and following adjustment. *Cut-offs for low/medium/high Bcl-xL gene expression based on tertile values within each BRAF/KRAS status subgroup. **Adjustments included age and sex, and were tested for TNM stage, MSI status, adjuvant chemotherapy receipt and tumor location for all models. A backwards elimination model was applied for tested confounders, until all were significant at the p < 0.25 level in the model. Final adjustments included age, sex, TNM stage and MSI status (for BRAF MT and WT/WT); age, sex, TNM stage, adjuvant chemotherapy receipt and tumor location (for KRAS MT).
Figure 2Optimization of immunohistochemistry staining protocol for Bcl-xL protein expression in CC
(A) Whole-face CC tissue sections were used to optimize IHC protocol. A low level of protein expression was observed in the normal glands compared to surrounding stroma (Blue box) Elevated levels of expression were observed in neoplastic glands compared to both the normal glands and surrounding stroma (Red box). Some staining in the stroma is evident in both normal and cancer-associated regions. (B) Representative images of high, medium and low Bcl-xL protein expression by IHC in an independent “Northern Ireland cohort” of stage II/III CRC (Northern Ireland cohort; n = 740).
Figure 3Independent validation of the prognostic value of Bcl-xL protein expression in BRAFMT CC
(A) Colorectal cancer disease-specific survival (DSS) curve using Kaplan-Meier estimation in the “Northern Ireland cohort” comparing tertiles stratification of Bcl-xL protein expression (by IHC H-score) in untreated BRAFMT stage II/III CC patients. (B) DSS of patients in the highest tertile of Bcl-xL protein expression stratified according to adjuvant chemotherapy treatment received. (C) DSS of patients in the lowest tertile of Bcl-xL protein expression stratified according to adjuvant chemotherapy treatment received. Unadjusted and adjusted HR statistics are detailed in Table 4.
| Bcl-xL | Alive | CRC Death (DSS) | Unadjusted Hazard ratios | Adjusted** Hazard ratios |
|---|---|---|---|---|
| Low (<56.1) | 16 | 7 | 1.00 | 1.00 |
| Medium (56.1–<91.1) | 17 | 10 | 1.54 (0.58–4.09) | 1.97 (0.60–6.44) |
| High (≥91.1) | 12 | 15 | 3.07 (1.24–7.60) | 5.50 (1.71–17.69) |
| Low (<53.5) | 44 | 28 | 1.00 | 1.00 |
| Medium (53.5–<92.7) | 41 | 24 | 0.98 (0.57–1.69) | 0.93 (0.52–1.66) |
| High (≥92.7) | 38 | 33 | 1.37 (0.82–2.27) | 1.00 (0.57–1.77) |
| Low (<66.1) | 57 | 28 | 1.00 | 1.00 |
| Medium (66.1–<105.8) | 58 | 29 | 0.99 (0.59–1.68) | 1.05 (0.60–1.84) |
| High (≥105.8) | 59 | 31 | 1.07 (0.64–1.78) | 1.18 (0.67–2.09) |
MT: Mutant; WT/WT: BRAF and KRAS wild-type.
*Cut-offs for low/medium/high Bcl-xl gene expression based on tertile values within each BRAF/KRAS status subgroup.
**Adjustments included age, sex, TNM stage, MSI status, adjuvant chemotherapy receipt, ECOG status, family history of colorectal cancer, year of diagnosis and extramural venous invasion for all models.
| Bcl-xL | No Chemotherapy receipt | Chemotherapy receipt | ||||
|---|---|---|---|---|---|---|
| Alive | CRC Death | Adjusted Hazard ratios | Alive | CRC Death | Adjusted Hazard ratios | |
| Low (<56.1) | 11 | 4 | 1.00 | 5 | 3 | 1.00 |
| Medium (56.1–<91.1) | 12 | 6 | 1.99 (0.38–10.29) | 5 | 4 | 2.18 (0.23–20.89) |
| High (≥91.1) | 3 | 12 | 12.13 (2.49–59.13) | 9 | 3 | 0.96 (0.08–11.42) |
| P for interaction | 0.006 | |||||
MT: Mutant.
Cut-offs for low/medium/high Bcl-xl gene expression based on tertile values within each BRAF MT subgroup. Adjustments included age, sex, TNM stage, MSI status, adjuvant chemotherapy receipt, ECOG status, family history of colorectal cancer, year of diagnosis and extramural venous invasion.
(Top) DSS analysis was performed using Cox proportional hazards method in the BRAFMT, KRASMT or WT/WT stratified by Bcl-xL IHC (H-score) protein expression levels. Analysis was performed both before and following adjustment.
*Cut-offs for low/medium/high Bcl-xL gene expression based on tertile values within each BRAF/KRAS status subgroup.
**Adjustments included age, sex, TNM stage, MSI status, adjuvant chemotherapy receipt, ECOG status, family history of colorectal cancer, year of diagnosis and extramural venous invasion for all models. (Bottom) Further adjusted analysis to identify treatment interaction effect of the Bcl-xL-high tertile group of BRAFMT tumors stratified by treatment received.