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A PROGNOSTIC AND PREDICTIVE 15-GENE SIGNATURE FOR NSCLC IDENTIFIED BY MARSHA ALGORITHM
C.Q. Zhu, K. Ding, and M. S. Tsao Ontario Cancer Institute-Princess Margaret Hospital, University of Toronto
One in 3 women and one in 2 men in the United States will develop cancer in his or her lifetime
Estimated death
Estimated new cases
Cancer statistics 2009, CA Cancer J. 2009
Classification of lung cancer
Small cell lung cancer (SCLC) ~21%
Non-small cell lung cancer (NSCLC)
Adenocarcinoma (ADC) 40%
Squamous cell carcinoma (SQCC) 30%
Large cell carcinoma (LCUC) 9%
5-year survival rate:15%
Early stages Advanced Cancer
statistics, CA
Cancer J 2009
Survival differs even Within individual stage
30-40% of stage I NSCLC will relapse
The 5-year survival advantage of
adjuvant chemotherapy is minimal,
from 4%-15% Trial Stage No. of
Patients
Agents Hazard
ratio
P Value
IALT I-III 1867 Cisplatin/
Vinca or VP16 0.86 <0.03
JBR.10 IB-II 482 Cisplatin/
vinorelbine 0.7 0.01
ANITA IB-IIIA 840 Cisplatin/
vinorelbine 0.79 0.013
LACE
(meta-
analysis)
I-III 4584 Platinum
doublets 0.89 0.0004
JLCRG I 978 Uracil-Tegafur 0.71 0.047
Adapted from Wakelee HA, et al. Clin Lung
Cancer July 2006
No Benefit for Adjuvant Chemotherapy
in Stage I Patients
Trial Stage Hazard ratio 95% CI
ALPI I 0.97 0.71-1.33
IALT I 0.97 Not available
ANITA IB 1.10 0.76-1.57
JBR10 IB 0.94 Not available
CALGB 9633
IB 0.80 0.60-1.07
Prognostic Gene Signatures in NSCLC by
Microarray or RT-QPCR
Tumor Type Gene Set
Raponi/Beer (2006) SQCC/ADC 50/47
Potti (2006) NSCLC Metagene sets
Lu (2006) NSCLC 64
Larsen (2007) ADC 54
Larsen (2007) SQCC 111
Chen (2007) NSCLC 5
Bianchi (2007) NSCLC 10
Lau (2007) NSCLC 3
Director’s Challenge 08 ADC Multiple sets
None of these was tested as
predictive marker
JBR.10 - Study Design
R
A
N
D
O
M
I
S
E
Stratified by
Nodal
* N0
* N1
Ras
* Neg
* Pos
* UNK
T
I
S
S
U
E
R
E
G
I
S
T
E
R
Observation
Only
Cisplatin
Vinorelbine
BR.10 Tumor Bank
Consort diagram of the JBR. 10 patients used for this microarray study
Microarray study is representative of the
entire JBR.10 cohort
Winton T, et al NEJM 2005,
352 2589-97
• To establish a prognostic gene expression signature that can classify surgery only patients into risk groups with significantly different survival outcomes
• To test the predictive value of this signature for benefit from adjuvant chemotherapy
Study Goals
Methods Expression Profiling by Affymetrix U133A microarrays
Data was pre-processed using RMA (Robustic Multi-array average)
Batch difference was adjusted by the distance-weighted discrimination algorithm (DWD)
Candidate genes were pre-selected by univariate survival analysis at p<0.005 (n=172)
Expression level was standardized (z-score) and a single risk score was introduced in the Cox model
Risk score was the product of z score weighted by its association estimate in the univariate analysis
Goodness-of-fit (R-square), p value in the model and p value in the univariate analysis model was the selection criteria
Software: SAS v9.1
Effect of batch difference
DWD (distance-weighted discrimination) was used to homogenize the batch difference
Prognostic Gene Set Selection
Signature is Prognostic in Observation but Not in
Chemotherapy Treated Patients JBR.10, chemotherapy (n=71)
High risk Low risk
Perc
en
tag
e
0
20
40
60
80
100
0 3 6 Time (Years)
9
35 36
28 25
19 15
3 1
HR 1.15 (95% CI 0.56-2.37)
p=0.6942
JBR.10, observation (n=62)
Low Risk High Risk
Pe
rce
nta
ge
0
20
40
60
80
100
0
31 31
3
28 9
6 Time (Years)
20 3
9
1 0
High risk Low risk
HR 15.02 (95% CI 5.12- 44.04)
p<0.0001
# at Risk
15-gene Signature is Prognostic in Stage I
and Stage II Patients
HR 13.32 (95% CI 2.86-62.11)
p<0.0001
Perc
en
tag
e
Stage II (n=28)
0
20
40
60
80
100
0
11 17
3
9 3
6 Time (Years)
7 1
9
0 0
High risk Low risk
HR 13.47 (95% CI 3.00-60.43)
p<0.0001
Low Risk
High Risk
Stage IB (n=34)
Perc
en
tag
e
0
20
40
60
80
100
0
20 14
3
19 6
6 Time (Years)
13 2
9
1 0
High risk Low risk
No. at Risk
Validation of the signature*
Zhu CQ et al, 2010, JCO, 28:4417-24
*adjusted for stage,histology (NSCLC), sex and age
Validation of 15-gene Signature in Director’s
Challenge Stage I-II Patients
HR 3.21 (95% CI 1.69-6.11)
p=0.0002
Low Risk High Risk
Pe
rce
nta
ge
0
20
40
60
80
100
0
87
82
20
81
69
40
Time (Months) 65
48
60
49
28
High risk Low risk
No. at Risk
DCC, no adjuvant (n=169)
HR 1.10 (95% CI 0.47-2.53)
p=0.8294
Perc
en
tag
e
0
20
40
60
80
100
0
21 20
20
18 18
40
Time (Months) 13 10
60
8 6
High risk Low risk
DCC, adjuvant chemo (n=41)
Interaction p = 0.0001
HR 0.33 (95% CI 0.17-0.63)
p=0.0005
Observ. Chemo
31
36
9
25
3
15
0
1
Perc
en
tag
e
0
20
40
60
80
100
0 3 6
Time (Years) 9
Chemo Observation
No. at Risk
JBR.10, high risk (n=67)
Chemotherapy Benefits High Risk but Not
Low Risk Patients
HR 3.67 (95% CI 1.22-11.06)
p=0.0133
Pe
rce
nta
ge
0
20
40
60
80
100
0
31 35
3
28 28
6 Time (Years)
20 19
9
1 3
Chemo Observation
JBR.10, low risk (n=66)
15 Genes in the Signature
Probe Set Gene Symbol
Gene Name
201243_s_at ATP1B1 ATPase, Na+/K+ transporting, beta 1 polypeptide
203147_s_at TRIM14 Tripartite motif-containing 14
221591_s_at FAM64A Family with sequence similarity 64, member A
218881_s_at FOSL2 FOS-like antigen 2
202814_s_at HEXIM1 Hexamethylene bis-acetamide inducible 1
204179_at MB Myoglobin
204584_at L1CAM L1 cell adhesion molecule
202707_at UMPS Uridine monophosphate synthetase
208399_s_at EDN3 Endothelin 3
203001_s_at STMN2 Stathmin-like 2
210016_at MYT1L Myelin transcription factor 1-like
202490_at IKBKAP Inhibitor of kappa light polypeptide gene enhancer in B-cells, kinase complex-associated protein
206426_at MLANA Melan-A
205386_s_at MDM2 Mdm2, transformed 3T3 cell double minute 2
219171_s_at ZNF236 Zinc finger protein 236
Further validation of the signature in UHN183 (Medbiogene Inc)
Clinical characteristics UHN183
n=183 (%)
Age Median 70 (40-88)
<65y 63 (33)
>=65y 123 (67)
Sex Women 84 (46)
Men 99 (54)
Stage 1A 49 (27)
1B 80 (44)
2A 9 (5)
2B 45 (25)
Histology ADC 130 (70)
SQCC 43 (24)
ADSQ 2 (1)
LCUC 8 (4)
Signature is prognostic
Univariate analysis in separate
Stage 1 and 2
Conclusions
A novel 15-gene prognostic signature may be
used to substaging NSCLC
The signature may identify early stage non-small
cell lung cancer patients who are most likely to
benefit from chemotherapy after complete
surgical resection