Background
Methods
The clinical study – ethics approval
Tissue samples for molecular analysis
TMA construction
Chromogenic in situ hybridization
Immunohistochemistry – selection of proteins
Protein | Antibody [clone, source] | Antibody dilution | Time/Pretreatment | Incubation Time | Cutoff (%) | Staining pattern |
---|---|---|---|---|---|---|
Cell adhesion molecules
| ||||||
E-cadherin | HECD-11
| 1:30 | 20 min / ER1 | 60 min | IRS ≥5 | C, C/M |
P-cadherin | 562
| 1:200 | 20 min / ER2 | O/N | IRS ≥5 | C, C/M |
Cell assembly molecules
| ||||||
Fascin-1 | IM201
| 1:400 | 20 min / ER1 | O/N | 5% | C |
Cytokeratin Multi | AE1/AE31
| 1:100 | 10 min / Enzyme 1 | 20 min | 1% | C |
Cell cycle regulators
| ||||||
Cyclin D1 | SP43
| 1:80 | 20 min / ER1 | 30 min | IA (5%) | N |
Cell growth molecules
| ||||||
VEGF-A | VG14
| 1:75 | 20 min / ER2 | 60 min | 5% | C |
VEGF-C | 18-2255, pl5
| 1:250 | 20 min / ER1 | O/N | 5% | C |
Phospho-mTORSer2448
| 49 F96
| 1:30 | 20 min / ER1 | 20 min | 5% | C, C/PN |
Cell proliferation molecules
| ||||||
Ki67 | MIB14
| 1:70 | 15 min / ER2 | 20 min | IA (13%) | N |
Cell receptors
| ||||||
EGFR | 31 G75
| 1:50 | 8 min / Enzyme 2 | 20 min | 10% | M, C/M |
VEGFR-2 | 55B116
| 1:450 | 20 min / ER2 | O/N | 5% | C, C/N |
VEGFR-3 | KLT91
| 1:50 | 15 min / ER1 | O/N | 5% | C |
DNA repair molecules
| ||||||
ERCC1 | 8 F12
| 1:300 | 15 min / ER2 | 30 min | 50% | N, C/N |
p53 | DO-74
| 1:100 | 20 min / ER1 | 20 min | 50% | N, N/C |
Inflammation mediators
| ||||||
COX-2 | 4H121
| 1:300 | 20 min / ER1 | O/N | IRS≥3 | C |
Microtubule assembly
| ||||||
MAPT (Tau) | 2B2.1007
| 1:100 | 20 min / ER1 | O/N | 5% | C, N, C/N |
Molecules with kinase activity
| ||||||
Phospho-AKTSer473
| D9E6
| 1:150 | 20 min / ER2 | O/N | 5% | C, N, C/N |
Phospho-GSK-3βSer9
| 5B36
| 1:50 | 20 min / ER1 | O/N | 5% | C, N, C/N |
Phospho-p44/42 MAPKThr202/Tyr204
| 20 G116
| 1:1000 | 20 min/ ER1 | O/N | 5% | C, N, C/N |
Transcriptional activator or repressor
| ||||||
p63 | 4A41
| 1:50 | 20 min / ER2 | 60 min | 5% | N |
Tumor suppressor
| ||||||
PTEN | 6H2.14
| 1:300 | 20 min / ER2 | 60 min | 10% | C, N, C/N |
Evaluation of the CISH and IHC
Image analysis
Statistical analysis
Results
Patient and tumor characteristics – survival times
Age (years) | ||||
---|---|---|---|---|
Median (range) | 49 (15–82) | |||
Gender
|
N
|
%
| ||
Men | 74 | 69.2 | ||
Women | 33 | 30.8 | ||
Performance status
| ||||
0 | 38 | 35.5 | ||
1-2 | 69 | 64.5 | ||
T classification
| ||||
T1 | 23 | 21.5 | ||
T2 | 40 | 37.4 | ||
T3 | 16 | 14.9 | ||
T4 | 28 | 26.2 | ||
T1+T2 | 63 | 58.9 | ||
T3+T4 | 44 | 41.1 | ||
N classification
| ||||
N0 | 15 | 14.0 | ||
N1 | 27 | 25.2 | ||
N2 | 44 | 41.1 | ||
N3a | 4 | 3.7 | ||
N3b | 17 | 15.9 | ||
N0+N1 | 42 | 39.3 | ||
N2+N3 | 65 | 60.7 | ||
Clinical stage
| ||||
II-III | 64 | 59.8 | ||
IV | 43 | 40.2 | ||
WHO classification
| ||||
Type I | 10 | 9.3 | ||
Type II | 21 | 19.6 | ||
Type III | 76 | 71.0 | ||
History of smoking
| ||||
No | 71 | 66.4 | ||
Yes | 36 | 33.6 | ||
Alcohol abuse
| ||||
No | 100 | 93.5 | ||
Yes | 7 | 6.5 | ||
Hemoglobin level
| ||||
≥12 | 10 | 9.3 | ||
<12 | 94 | 87.9 | ||
Unknown | 3 | 2.8 | ||
Best Response
|
Group A
|
Group B
| ||
CR | 42 | 58 | 38 | 55 |
PR | 18 | 25 | 21 | 30 |
ORR | 60 | 83 | 59 | 85 |
SD | 3 | 4 | 2 | 3 |
PD | 2 | 3 | 5 | 7 |
NE | 7 | 10 | 3 | 4 |
Frequency of IHC marker expression
Biomarker | No of Cases | Positive (%) | Negative (%) |
---|---|---|---|
Multi-Cytokeratin | 103 | 102 (99) | 1 (1) |
COX-2 | 94 | 90 (95.7) | 4 (4.3) |
P-cadherin | 97 | 92 (94.8) | 5 (5.2) |
EBER | 101 | 94 (93.1) | 7 (6.9) |
Phospho-GSK-3βSer9
| 100 | 92 (92) | 8 (8) |
Fascin-1 | 96 | 88 (91.7) | 8 (8.3) |
E-cadherin | 94 | 83 (88.3) | 11 (11.7) |
p63 | 94 | 83 (88.3) | 11 (11.7) |
EGFR | 95 | 83 (87.4) | 12 (12.6) |
p53 | 95 | 82 (86.3) | 13 (13.7) |
Phospho-AKTSer473
| 96 | 79 (82.3) | 17 (17.7) |
Ki67 | 100 | 78 (78) | 22 (22) |
ERCC1 | 105 | 78 (74.3) | 27 (25.7) |
MAPT (Tau) | 104 | 74 (71.2) | 30 (28.8) |
VEGF-C | 100 | 64 (64) | 36 (36) |
Phospho-p44/42 MAPKThr202/Tyr204
| 95 | 60 (63.2) | 35 (36.8) |
PTEN | 102 | 64 (62.7) | 38 (37.3) |
VEGFR-3 | 101 | 60 (59.4) | 41 (40.6) |
Cyclin D1 | 102 | 53 (52) | 49 (48) |
VEGFR-2 | 95 | 44 (46.3) | 51 (53.7) |
Phospho-mTORSer2448
| 101 | 38 (37.6) | 63 (62.4) |
VEGF-A | 100 | 36 (36) | 64 (64) |
p16 | 105 | 5 (4.8) | 100 (95.2) |
Association of protein expression with clinicopathological characteristics and response to treatment
Paired associations of protein expression as detected by IHC
Profiling cluster models of protein expression
Univariate analysis
OS | PFS | |||||
---|---|---|---|---|---|---|
HR | 95% CI | Wald’s p | HR | 95% CI | Wald’s p | |
EBER
| ||||||
Negative | 1 | 1 | ||||
Positive | 0.38 | 0.15-0.99 |
0.048
| 0.44 | 0.17-1.14 |
0.09
|
p63
| ||||||
Negative | 1 | 1 | ||||
Positive | 0.48 | 0.21-1.09 |
0.08
| 0.56 | 0.25-1.28 | 0.17 |
Cyclin D1
| ||||||
Negative | ||||||
Group B vs. Group A | 0.44 | 0.18-1.04 |
0.062
| 0.5 | 0.22-1.16 | 0.11 |
Positive | ||||||
Group B vs. Group A | 2.02 | 0.81-5.07 | 0.13 | 2.64 | 1.08-6.48 |
0.034
|
Multivariate analysis
Parameter Estimate | Standard Error | p-value | HR | 95% CI | |
---|---|---|---|---|---|
Age
| 0.042 | 0.011 | <0.001 | 1.043 | 1.020-1.065 |
Group
| |||||
Group B vs. Group A | 0.41 | 0.33 | 0.21 | 1.5 | 0.89-2.84 |
PS
| |||||
1-2 vs. 0 | 1.5 | 0.41 | <0.001 | 4.47 | 1.98-10.01 |
Stage
| |||||
IV vs. II-III | 0.95 | 0.33 | 0.005 | 2.58 | 1.34-4.96 |
p-mTOR
| |||||
Positive vs. Negative | −0.8 | 0.33 | 0.031 | 0.45 | 0.22-0.93 |
ERCC1
| |||||
Positive vs. Negative | 1.02 | 0.41 | 0.013 | 2.79 | 1.24-6.29 |
Parameter Estimate | Standard Error | p-value | HR | 95% CI | |
---|---|---|---|---|---|
Age
| 0.047 | 0.011 | <0.001 | 1.048 | 1.024-1.073 |
Group
| |||||
Group B vs. Group A | 0.23 | 0.33 | 0.5 | 1.25 | 0.66-2.40 |
PS
| |||||
1-2 vs. 0 | 1.4 | 0.42 | <0.001 | 4.06 | 1.79-9.19 |
Stage
| |||||
IV vs. II-III | 0.92 | 0.34 | 0.007 | 2.5 | 1.28-4.89 |
p-mTOR
| |||||
Positive vs. Negative | −0.76 | 0.38 | 0.044 | 0.47 | 0.22-0.98 |
ERCC1
| |||||
Positive vs. Negative | 0.93 | 0.42 | 0.028 | 2.54 | 1.11-5.81 |