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Molecular profiling of residual TNBC after neoadjuvant chemo-
therapy
20150128Yonsei Genomics Center
Hanna Lee
√ Point of this journal
- Molecular profiling of residual TNBC after chemotherapy
- Identification of putative druggable targets
(MCL1 and JAK2)
- 연구중심병원과제 , rectal cancer project
Contents
1. Journal review
2. Introduction of Nanostring technology
3. RNA digital assay using Nanostring
Overview TNBC (Triple negative breast cancer)
NAC(Neoadjuvant chemother-
apy)
30 %
pCR(pathologic com-plete response)
70 %
chemoresis-tant tumor
cells(metastasis)
NGSDigital RNA
analysis
90 % available targeted therapy
Ki67 does not predict clinical outcome in TNBCs
Median Min Max
Age 48 24 78
N %
Stage IIa 3 3%
IIb 5 5%
IIIa 13 12%
IIIb 77 69%
IIIc 10 9%
NA 3 3%Neoadjuvant tax-ane Yes 55 50%
No 53 48%
NA 3 3%
Menopause status Pre 55 50%
Post 53 48%
NA 3 3%
Node status Pos 70 63%
Neg 37 33%
NA 4 4%
▶ N=111 TNBCs
▶ Nanostring gene expression
PAM50 centroid
Genomic alteration in drug-resistant residual cancers after NAC
▶ Targeted DNA seq
3,320 exons of 182 oncogenes, tumor suppressors
37 introns of 14 genes (including CNA, Indel)
85 FFPE (cellularity > 20 %)
81 successfully analyzed
6 samples lacked sufficent depth (>200x)
7 were HER2 amplfication (FISH)
74 for NGS, 68 for CNA also
Post-NAC TNBC with alterations (%)
Analyzable sample size (N)
TCGA PAM50 Basal-like with al-terations (%) (N=81)
Fisher's Exact p-value (two-tailed)
TP53 89 74 85 0.48
MCL1 54 68 19 0.0006
MYC 35 68 32 0.7293
PIK3CA 12 74 14 0.8156
PTEN 16 74 6 0.0697
RB1 11 74 11 1
BRCA1 11 74 12 0.8
JAK2 10 68 2 0.08
CDKN2A 9 74 11 0.7964
NF1 7 74 2 0.2596
KRAS 7 68 6 1
CCND1 6 68 2 0.4123
AKT3 7 68 14 0.2912
EGFR 4 68 2.5 0.66
CCND2 6 68 5 1
CCND3 6 68 2 0.42
IGF1R 6 68 2 0.42
CDK6 6 68 1 0.1784
CCNE1 6 68 9 0.7547
Gene expression analysis
▶ Nanostring gene expression analysis
450 transcript
- associated with the post-NAC Ki67 score
- PAM50 genes
- MAP-ERK kinase activation signature
- TGF-ß activation signature
N = 104
89 passed QC(65 were analyzed by NGS)
nCounter analysis system for gene expression analysis
- automated, multi-application, digital detection and counting system
- profile up to 800 nucleic acids molecules simultaneously
- does not include any amplification step
- 15 min hands-on time
- FFPE compatiable
Prep station Digital analyzer
Experimental process
Sequence common to ALL Reporter probes
Sequence common to ALL Capture probes
Probe Architecture
NanoString Confidential. 13
Biotin
Target Specific Capture Probe Target Specific
Reporter Probe
NanoString Confidential. 14
Target Specific Capture Probe
Target Specific Reporter Probe
Probe Architecture
PrepStation: Executing a Run
Tip SheathsTips and Piercers
Reagent Plates
Waste Receptacles
0.2ml Tubes
Samples
Cartridge and Elec-trode Assembly
NanoString Confidential. 16
PrepStation: Executing a Run
NanoString Confidential. 17
PrepStation: Executing a Run
Removeexcessre-porters
Bindreporterto sur-face
Immobi-lize and align re-porter
Image surface
Hy-bridizeCodeSet to RNA
Count codes
nCounter Assay
Hybridized Probes Bind to Cartridge
Surface of car-tridge is coated with streptavidin
18NanoString Confidential.
Removeexcessre-porters
Bindreporterto sur-face
Immobi-lize and align re-porter
Image surface
Hy-bridizeCodeSet to RNA
Count codes
Immobilize and align reporter for image collecting and barcode counting
19NanoString Confidential.
nCounter Assay
Removeexcessre-porters
Bindreporterto sur-face
Immobi-lize and align re-porter
Image surface
Hy-bridizeCodeSet to RNA
Count codes
Image Surface
One reporter code = 1 mRNA
20NanoString Confidential.
nCounter Assay
Sample_ID ACTB GAPDH GUS RPLPO TFRC AURKA BAG1 BCL2 BIRC5C17orf37
13-44333 A1 100 ng 12322 6369 223 4623 651 170 82 207 114 1920
13-44333 A1 150 ng 15927 8889 288 6226 997 260 89 279 155 2635
13-44333 A1 200 ng 26953 15825 549 10989 1902 401 140 488 227 4582
13-44333 A1 300 ng 29655 18349 574 12157 2322 480 159 552 272 5167
13-43810 A2 100 ng 5662 3621 49 6442 110 9 29 210 20 121
13-43810 A2 150 ng 9127 5902 105 10218 213 16 65 352 41 197
13-43810 A2 200 ng 13934 9128 135 15298 320 26 90 498 74 276
13-43810 A2 300 ng 15409 9720 147 16574 367 24 96 536 77 309
Result
▶ pre-built panels ▶ other applications
Gene expression analysis
▶ Nanostring gene expression analysis
450 transcript
- associated with the post-NAC Ki67 score
- PAM50 genes
- MAP-ERK kinase activation signature
- TGF-ß activation signature
N = 104
89 passed QC(65 were analyzed by NGS)
Selection of oncogenic alterations by chemother-apy
▶ pre-post matched TNBC
20 pairs
gene alteration trend
- G (gain) : only post
- E (enrichment) : pre < post
- L (loss) : only pre
- R (reduction) : pre > post
▶ sample purity
Post-NAC TNBC with alterations (%)
Analyzable sample size (N)
TCGA PAM50 Basal-like with al-terations (%) (N=81)
Fisher's Exact p-value (two-tailed)
TP53 89 74 85 0.48
MCL1 54 68 19 0.0006
MYC 35 68 32 0.7293
PIK3CA 12 74 14 0.8156
PTEN 16 74 6 0.0697
RB1 11 74 11 1
BRCA1 11 74 12 0.8
JAK2 10 68 2 0.08
CDKN2A 9 74 11 0.7964
NF1 7 74 2 0.2596
KRAS 7 68 6 1
CCND1 6 68 2 0.4123
AKT3 7 68 14 0.2912
EGFR 4 68 2.5 0.66
CCND2 6 68 5 1
CCND3 6 68 2 0.42
IGF1R 6 68 2 0.42
CDK6 6 68 1 0.1784
CCNE1 6 68 9 0.7547
Coamplification of MYC and MCL1 in the residual disease of TNBC
1 2 3 4
1 2
3 4
1 2 3 4
MYC/MCL MYC MYC/MCL MYC/MCL MYC MYC/MCL
Molecular alterations is the residual disease after NAC correlate with patient outcome
Prognostic interaction of MEK activation and MYC amplification
Molecular profiling for rational selection of adjuvant tar-geted therapies