Chan, Timothy1, MacAulay, Calum2, Lam, Wan2 , Lam, Stephen2 ,... University of British Columbia, Vancouver, Canada
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Transcript Chan, Timothy1, MacAulay, Calum2, Lam, Wan2 , Lam, Stephen2 ,... University of British Columbia, Vancouver, Canada
Chan, Timothy1, MacAulay, Calum2, Lam, Wan2 , Lam, Stephen2 , Lonergan, Kim2 , Ng, Raymond2.
University of British Columbia, Vancouver, Canada
BC Cancer Agency, Vancouver, Canada
Overview
Fold change of CIS/Normal average expression must be > 10
The 5-year survival rate of an advanced
lung cancer patient is only about 10%.
Fold change of CIS/Normal average expression must be > 5
If the cancer is caught early at the CIS
(carcinoma in situ) stage, the 5-year survival
rate is 90%.
Fold change of CIS/Metaplasia average expression must be > 2
Permutation score > 2.35 for both sets (p-value of 0.01)
Currently, there are no studies have
isolated biomarkers for this elusive CIS
stage.
Results
We propose using lung SAGE data to isolate genes specific for CIS stages of
lung cancer that are not present in bronchial metaplasia tissue.
After applying the above criteria we obtained 18 tags.
14 had unigene ids and 11 mapped to genes with names.
Objective
Top 18 Filtered Tags
To determine whether these genes are good candidate biomarkers from a
biological stand point.
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160
140
120
Met Avg
100
CIS Avg
INV Avg
80
Other desmosome families of the armadillo proteins (PKPs) and
plakins were also found to be higher expressed (refer to boxplots).
40
20
0
TT
C
AG
C
C
CT
T
G
G
Tag Name
Methodology
DSC2
20
15
10
5
0
AD
V
AV -00
E13
37
Br
W
1
Br
W
2
Br
-JA
Br
-S
S
27 SAGE
25
B
CS rR
-1
1
C S 94
-1
4
D D 54
-1
73
8
LP
-0
0
RW
-1
6
S K 72
-1
52
4
SK
-1
68
2
Me TF00
t-S
A_
CI
l on
Sg
JA
_lo
CI
ng
S_
K_
CI
lo
S_
RW ng
_l
CI
S_ ong
R_
CI
l
S_ ong
W
_
SQ long
-A
_
SQ long
-B
_l o
Inv
ng
-S
S_
lon
g
Inv
Inv
W
_K
_lo
Inv
ng
_P
_lo
ng
Raw Gene Expression
To conduct our experiment we used 1 metaplasia
library, 15 smoked-damaged (normal) libraries, 6
invasive libraries, and 5 CIS libraries.
Library
DSG3
1. A calcium-dependent
glycoprotein that is a
member of the desmocollin
subfmaily of the cadherin
superfamily
2. Found primarily in
epithelial cells where they
constitute the adhesive
proteins of the
desmosome cell-cell
junction anad are required
for cell adhesion
CIS
Normal
Invasive
Raw Gene Expression
140
CIS
Desmocollin 2 and desmoglein 3 are major components of cell
adhesion molecules which play an important role in epithelial adhesion.
60
TA
A
To discover whether the expression level of these genes associated genes lead
to the understanding of the inner workings of the early stages of the disease.
200
TA
AG
C
TC
TG
CT
G
G
AG
AG
AT
G
C
C
AT
AT
G
AT
G
T
C
AT
AG
TT
AT
C
C
C
AG
AG
AG
G
AG
TC
AT
A
C
CC
TG
TT
TA
T
AA
AT
G
TA
G
AT
TT
TT
AA
AC
AC
CC
CA
G
T
AA
CC
C
AG
G
T
G
G
TA
TT
G
TA
G
C
C
CA
TT
C
A
TG
AA
G
AT
G
T
AT
TC
AA
CA
TT
G
G
G
CG
AA
Raw Expression Count
To find a set of candidate genes that are highly expressed in the CIS stages
and lowly expressed in normal tissues, metaplasia tissues, and invasive tissues.
120
1. A calcium-binding
transmembrane
glycoprotien component
of desmosomes in
vertebrate and epithelial
cells.
100
80
60
40
20
Squamous cell carcinoma cells overxpressing desmosomal cadherins
have been shown to inhibit invasion.
Othere genes involved include ones involved in EGFR trafficking,
phosphatase genes, and a tyrosine kinase receptors.
All the genes were looked up on NCBI’s EST database to find where
they are expressed. All these genes were found to be expressed in
various tissues.
Conclusion
From our results we were unable to find a clear biomarker found that
was exclusive to its tissue type (that is only found or produced by lung).
Our study on the mRNA levels of the intercellular adhesion molecules
suggest that when a squamous lung cell enters the early stages of lung
cancer, adhesion genes are up regulated.
PERMUTATION TEST
PERMUTATION TEST
B
CS rR
-1
19
4
CS
-1
45
4
DD
-1
73
8
LP
-0
RW 0
-1
6
S K 72
-1
52
4
SK
-1
68
2
T
M
Fet
-S 00
A_
CI
l
S - ong
JA
_l
CI
S _ ong
K
CI
_l
o
S_
RW ng
_l
CI
on
S_
g
R_
CI
lon
S_
g
W
_
SQ lon
g
-A
_l
o
SQ
n
-B g
_l
on
In
vSS g
_lo
ng
In
vW
In
v_
K_
lon
In
g
v_
P_
lon
g
AD
V
AV -00
E13
37
Br
W
1
Br
W
2
Br
-J
A
Br
-S
S
0
Library
2. A member of the cadherin
cell adhesion molecule.
As it enters the invasive stages, we hypothesize that these cancer
cells have obtained the ability to obtain its own nutrients and thus do not
need to anchor onto bronchial epithelial tissues.
Interestingly, oral squamous cell carcinoma cells overexpressing
desmosomal cadherins have been shown to inhibit invasion.
*NOTE: pink box is the best mapped tag*
Top 2000 Ranked
Top 2000 Ranked
Future Directions
Biological validation involving protein expression is required for our
above hypothesis as SAGE only looks at the cell at the mRNA level.
Analysis of other pathways involving the other set of genes need to
done.
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It would be also interesting to look at the genes that are turned off or
down-regulated in CIS stages but abundantly expressed in normal and
invasive stages.