SlideShare uma empresa Scribd logo
1 de 31
David W. Salzman
Yale School of Medicine
Department of Therapeutic Radiology
Fallopian Mucosa NSCLC Papillary Serous Ovarian Tumor
DicermAb(13D6)
miRNA-Target Site SNPs as Predictors of
Cancer Risk and Treatment Response
Need for new companion diagnostic markers in cancer therapyNeed for new companion diagnostic markers in cancer therapy
• Tumors contain a heterogeneous array of inherited and acquired mutations
• Best cure rates are achieved when specific drugs are used to target tumors with
particular mutations (targeted therapeutics)
• Current strategies to identify targeted therapeutics rely heavily on the identification of
tumor acquired mutations
• May only be represented in a small population of cells – elude identification
• Short-term response is good, long-term response is poor due to drug resistance
Therefore: we need a new paradigm to identify companion diagnostics that do
NOT rely on identifying tumor acquired mutations
but where do you find such mutations in the genome?
microRNA-Target Sites:
uncharted territory to identify disease biomarkers
microRNA-Target Sites:
uncharted territory to identify disease biomarkers
• The 3’UTR of mRNAs contain cis-regulatory elements that regulate the nature and
timing of gene expression in conjunction with a requisite trans-acting factor
• MicroRNAs are a class of non-coding, trans-acting RNAs that negatively regulate gene
expression by binding to complementary elements in the 3’UTR of a target mRNA
5' 3'AAAAAA
ORF5’UTR 3’UTR
Protein
miRNA-mRNA complementarity is required for target selectionmiRNA-mRNA complementarity is required for target selection
AGO
3' 5'
• Seed pairing = complementarity between nucleotides 2-7
• ± complementarity of nucleotide 8
• ± Adenosine residue opposite nucleotide 1
• ± 3’ end complementarity
5' 3'AAAAAA
ORF5’UTR 3’UTR
Protein
3’ NNNNNNNNNNNNNNNNNNNNNN 5’
|||||||||| |||||||
5’...NNNNNNNNNNNNNNNNNNNNNNNNNNNN...3’
3’ NNNNNNNNNNNNNNNNNNNNNN 5’
|||||||||| |||||||
5’...NNNNNNNNNNNNNNNNNNNNNNNNNNNN...3’
miRNA-mRNA complementarity is required for target selectionmiRNA-mRNA complementarity is required for target selection
AGO
3' 5'
5' 3'AAAAAA
ORF5’UTR 3’UTR
Protein
Translation Inhibition
X
• Seed pairing = complementarity between nucleotides 2-7
• ± complementarity of nucleotide 8
• ± Adenosine residue opposite nucleotide 1
• ± 3’ end complementarity
miRNA-mRNA complementarity is required for target selectionmiRNA-mRNA complementarity is required for target selection
AGO
3' 5'
• Centered pairing = complementarity between nucleotides (approx.) 6-16
• Must include Watson-Crick base-pairing between nucleotides 9-12
5' 3'AAAAAA
ORF5’UTR 3’UTR
Protein
3’ NNNNNNNNNNNNNNNNNNNNNN 5’
||||||||||||||
5’...NNNNNNNNNNNNNNNNNNNNNNNNNNNN...3’
3’ NNNNNNNNNNNNNNNNNNNNNN 5’
||||||||||||||
5’...NNNNNNNNNNNNNNNNNNNNNNNNNNNN...3’
miRNA-mRNA complementarity is required for target selectionmiRNA-mRNA complementarity is required for target selection
5'
3'
AAAAAA
ORF
5’UTR
3’UTR
Protein
X
mRNA cleavage
• Centered pairing = complementarity between nucleotides (approx.) 6-16
• Must include Watson-Crick base-pairing between nucleotides 9-12
Hypothesis: variants in microRNA-target sites can
deregulate gene expression and result in cancer
Hypothesis: variants in microRNA-target sites can
deregulate gene expression and result in cancer
X
SNP
inhibit
oncogene
targeting
enhance (or lead to
aberrant) targeting of
a tumor suppressor
X
SNP
over expression of
oncogene
under expression of
tumor suppressor
Identification of a germline let-7 target site variant (rs61764370)Identification of a germline let-7 target site variant (rs61764370)
5' 3'AAAAAA
KRAS5’UTR 3’UTR
1 9 2 3
4 5 610
78
LCS6 Genotype Tumor and NAT Tumor
TT 35 24
TG/GG 8 7
n=74 (NCSLC patients)
G-allele present in (approx.) 20% of lung cancer patients (otherwise KRAS ORF WT)
Chin et al, Cancer Research (2008)
• let-7 targets the KRAS 3’UTR
• 10 predicted let-7 complementary sites
rs61764370 associates with cancer riskrs61764370 associates with cancer risk
Cancer Subtype (subgroup) Genotype
Fold-increased risk
(OR, 95% CI; p-value) Reference
Lung Non-small cell lung cancer (NSCLC) TG/GG 2.3 (1.1-4.6; p=0.02) Chin et al, 2008
Ovarian Hereditary breast ovarian (HBOC) TG/GG 2.46 (1.14-5.29; p=0.02) Ratner et al, 2010
Breast Triple negative (ER-
/PR-
/Her2-
) TG/GG 2.307 (1.261-4.219; p=0.0067)
Paranjape et al,
2011
multivariate analysis – adjusted for age and race
• Over 40,000+ individuals studies worldwide
• Represented in (approx.) 6% of world populations
• More frequently associated with cancer in women
• Associated with later onset for most patients
rs61764370 associates with poor OS in HNSSCrs61764370 associates with poor OS in HNSSC
Christensen et al, Carcinogenesis (2009)
TT (wild type)
TG/GG (variant)
n=344
All sites (oral, pharyngeal, laryngeal)
HR (CI 95%): 1.6 (1.0-2.5, p=0.20)
TT (wild type)
TG/GG (variant)
n=190
Oral cancer
HR (CI 95%): 2.7 (1.4-5.3, p=0.06)
• rs61764370 is present in (approx.) 17.5% of this HNSSC cohort
• Treatment not detailed
rs61764370 associates with poor OS in ovarian cancerrs61764370 associates with poor OS in ovarian cancer
Ratner et al, Oncogene (2011)
Variable HR 95% CI p-value
KRAS mutation 1.671 1.087 - 2.568 0.0192
Age 1.025 1.002-1.049 0.0307
Stage 1.380 1.185-1.607 <0.0001
Grade 1.341 0.912-1.972 0.1360
Histology 0.970 0.900-1.045 0.4168
Center (Yale vs non-Yale) 1.868 1.438-2.427 <0.0001
TT (wild type)
TG/GG (variant)
n=279
Ovarian cancer
HR (CI 95%): 1.671 (1.087-2.568, p=0.0192)
rs61764370 confers platinum resistance in ovarian cancerrs61764370 confers platinum resistance in ovarian cancer
Adapted from Ratner et al, Oncogene (2011)
Genotype Univariate Multivariate
OR 95% CI p-value OR 95% CI p-value
Wild type (TT) (n=225) 1.00 1.00
Variant (TG/GG) (n=66) 2.45 1.08-5.53 0.0313 3.18 1.31-7.72 0.0106
Multivariate analysis: adjusted for age, stage, grade, histology, residual disease after cytoreductive surgery and treatment center
Cell Line
Gemcitabin
e Doxorubicin Topotecan
BG1 (TG variant) 30.4uM 307.5nM 161.8nM
CAOV3 (TT wild type) 2.2nM 75.9nM 30.8nM
p=<0.0001
p=<0.04 (TG variant)
(TT wild type)
(TG variant/
BRCA1 MT)
1st
line therapy 2nd
line therapy
rs61764370 is sufficient to up-regulate KRAS gene expressionrs61764370 is sufficient to up-regulate KRAS gene expression
p=0.007
p=0.036
TT TG
KRAS
Actin
TT TG
Lung
Normal
Lung
1o
Tumor
rs61764370 positive tumors display unique transcription patternsrs61764370 positive tumors display unique transcription patterns
Expression Signature
TT vs TG/GG
TNBC Tumor pK-S Test
NRAS up 0.02
BRCA mutant-like up 0.04
Luminal Progenitor up 0.04
MAPK Creighton up 0.06
PCA Estrogen down 0.04
Adapted from Paranjape et al, Lancet Oncology (2010)
The let-7 family of microRNAs is also consistently and
significantly down-regulated in rs61764370 positive
(NSCLC, TNBC, ovarian and HNSSC) tumors
Adapted from Ratner et al, Oncogene (2011)
TTTG/GG
n=10, p=0.095
TTTG/GG
n=10, p=0.095
TTTG/GG
n=10, p=0.05
Targeted therapeutics in the EGFR signaling pathwayTargeted therapeutics in the EGFR signaling pathway
EGFR
Proliferation
RASRAS
RAFRAF
MEKMEK
MAPKMAPK
anti-EGFR
Gefitinib
Erlotinib
Cetuximab
T790M
L858R
G12D
Q61L
V600E
anti-BRAF
Sorafenib
anti-MEK
Selumetinib
Trametinib
AZD6244
rs61764370 associates with poor OS in mCRC patients
undergoing cetuximab-irinotecan salvage therapy
rs61764370 associates with poor OS in mCRC patients
undergoing cetuximab-irinotecan salvage therapy
anti-EGFR
Cetuximab
TT (wild type) n=100
TG/GG (variant) n=34
p=0.001
Graziano et al, Pharmacogenomics J. (2010)
*Patient cohort was otherwise KRAS ORF WT and BRAF ORF WT
EGFR
Proliferation
RASRAS
RAFRAF
MEKMEK
MAPKMAPK
rs61764370
The germline rs61764370 3’UTR variant phenocopies
a tumor acquired KRAS ORF mutation
The germline rs61764370 3’UTR variant phenocopies
a tumor acquired KRAS ORF mutation
KRASKRAS5' 3'
Tumor Acquired
KRAS ORF Mutation
X
X
Cancer
anti-EGFR Rx resistance
KRASKRAS5' 3'
Germ-line
KRAS rs61764370 T>G
X
X
Cancer
anti-EGFR Rx resistance
KRASKRAS5' 3'
WT KRAS
Normal
anti-EGFR Rx sensitive
let-7 RISC let-7 RISClet-7 RISC
Future directions
Clinicopathology
Hypotheses
Genotype
Summary and Current Work FlowSummary and Current Work Flow
rs61764370rs61764370
Increased cancer riskIncreased cancer risk
Altered Response
to Therapy
Altered Response
to Therapy
rs61764370 positive
cells will display
enhanced cancer-
associated phenotypes
rs61764370 positive
cells will display
enhanced cancer-
associated phenotypes
We can selectively
target rs61764370
positive cells
We can selectively
target rs61764370
positive cells
rs61764370 is a
predictive biomarker to
direct cancer therapy
rs61764370 is a
predictive biomarker to
direct cancer therapy
Clinical trialsClinical trials
Isogenic cell lines
High throughput
screening of FDA-
approved compounds
High throughput
screening of FDA-
approved compounds
Cell biology:
Transformation, growth,
Mobility, Invation, EMT
Cell biology:
Transformation, growth,
Mobility, Invation, EMT
Generation of Isogenic KRAST/T
and KRAST/G
Cell Lines
(workflow)
Generation of Isogenic KRAST/T
and KRAST/G
Cell Lines
(workflow)
Obtain cell line from NCI (KRAST/T
)
Transfect with
•zinc-finger plasmids (x2)
•donor plasmid
A B C
3 2 1
{
(3) zinc-fingers/nuclease
(highly specific DNA binding)
bidentate nucleases
(dsDNA cleavage)
KRAS 3’UTR
dsDNA cleavage
DNA repair
Homologous
recombination
Donor
(mutant KRAS 3’UTR)
A B C
3 2 1
DNA binding
Generation of Isogenic KRAST/T
and KRAST/G
Cell Lines
(workflow)
Generation of Isogenic KRAST/T
and KRAST/G
Cell Lines
(workflow)
Obtain cell line from NCI (KRAST/T
)
Transfect with
•zinc-finger plasmids (x2)
•donor plasmid
Single cell clone
Expand
1 2 3 4 5 6 7 8 9 10 11 12
A
B
C
D
E
F
G
H
1 2 3 4 5 6 7 8 9 10 11 12
A
B
C
D
E
F
G
H
X
X
X
X
X
Exclude wells w/ >1 cell
Expand
Extract gDNA
Generation of Isogenic KRAST/T
and KRAST/G
Cell Lines
(workflow)
Generation of Isogenic KRAST/T
and KRAST/G
Cell Lines
(workflow)
Obtain cell line from NCI (KRAST/T
)
Transfect with
•zinc-finger plasmids (x2)
•donor plasmid
Single cell clone
Expand
Screen for rs61764370
insertion into KRAS 3’UTR
ID KRAST/G
•sequence verify
•expand
•store
TaqMan genotype for rs61764370 (ID positive clones)
PCR amplify KRAS 3’UTR
(1kb +/- donor sequence)
Topo clone PCR amplicon
TaqMan genotype bacterial
colonies for rs61764370
Cell Line Cell type rs61764370 (T:G)
Cal27 (+ control) Lung 12:16
MCF10a-luc Parental Normal breast epithelial 12:0
MCF10a-luc Isogenic Normal breast epithelial 15:15
HCC1937 Parental TNBC (BRCA1-/-
) 12:0
HCC1937 Isogenic TNBC (BRCA1-/-
) 22:19
H1299 Parental Lung (P53-/-
) 10:0
H1299 Isogenic Lung (P53-/-
) 15:16
If KRAST/G
then allele frequency = 50:50 (T:G)
1
4 cell lines failed to make isogenic pairs
2
isogenic cell line generation is ongoing process
analysisof
positionalinsertion
Sequence Verification of MCF10a Isogenic Cell LinesSequence Verification of MCF10a Isogenic Cell Lines
Reverse
Sequence
Reads
Allele-1 Allele-2
MCF10a WT (KRAS 3’UTRT/T
)
Forward
Sequence
Reads
‘T-allele’
Allele-1
‘G-allele’
Allele-2
MCF10a MT (KRAS 3’UTRT/G
)
Allele-1 A T C
Allele-2 T TC
Allele-1 A T C
Allele-2 G TC
* * * *
*
* *
*
rs612587 rs61764370 rs2966 rs612587 rs61764370 rs2966
MCF10a rs61764370 positive cells senesce in culture
and display a mesenchymal-like morphology
MCF10a rs61764370 positive cells senesce in culture
and display a mesenchymal-like morphology
Knock-in of rs61764370 into MCF10a cells caused
an epithelial-to-mesenchymal transition (EMT)
Knock-in of rs61764370 into MCF10a cells caused
an epithelial-to-mesenchymal transition (EMT)
Knock-in of rs61764370 into MCF10a caused a mild growth defectKnock-in of rs61764370 into MCF10a caused a mild growth defect
0
0.2
0.4
0.6
0.8
1
1.2
0 20000 40000 60000 80000 100000
Cell number
Absorbance
MCF10a WT MCF10a MT
Sequence verification of HCC1937 isogenic cell linesSequence verification of HCC1937 isogenic cell lines
‘T-allele’
Allele-1
‘G-allele’
Allele-2
HCC1937 MT (KRAS 3’UTRT/G
)
Reverse
Sequence
Reads
Allele-1 Allele-2
HCC1937 WT (KRAS 3’UTRT/T
)
Forward
Sequence
Reads
Allele-1 T C
Allele-2 T TC
T-Allele T C
G-Allele G TC
CC
*
** *
*
**
*
rs612587 rs61764370 rs2966 rs612587 rs61764370 rs2966
HCC1937 rs61764370 positive cells display altered platting
efficiency and cell growth
HCC1937 rs61764370 positive cells display altered platting
efficiency and cell growth
2D
Numberofcolonies
HCC1937 WT
HCC1937 MT
HCC1937 WT
HCC1937 MT
100
3D
Numberofcolonies
HCC1937 WT
HCC1937 MT
HCC1937 WT HCC1937 MT
MEK inhibitors target HCC1937 rs61764370 positive cellsMEK inhibitors target HCC1937 rs61764370 positive cells
anti-MEK
Selumetinib
Trametinib
AZD6244
HCC1937 MT (TG)
HCC1937 WT (TT)
EGFR
Proliferation
RASRAS
RAFRAF
MEKMEK
MAPKMAPK
rs61764370
BATTLE1: Biomarker-integrated Approaches of Targeted Therapy
of Lung Cancer Elimination
BATTLE1: Biomarker-integrated Approaches of Targeted Therapy
of Lung Cancer Elimination
0-wt (Event/N = 32/32)
1-Variant (Event/N = 4/4)
p=0.001
(Erlotinib)
0-wt (Event/N = 39/61)
1-Variant (Event/N = 3/8)
p=0.056
(Sorafenib)
anti-EGFR
Erlotinib
anti-BRAF
Sorafenib
EGFR
Proliferation
RASRAS
RAFRAF
MEKMEK
MAPKMAPK
rs61764370
AcknowledgementsAcknowledgements
The Weidhaas Lab
Collaborators
Frank Slack, Roy Herbst – Yale University
Nicola Miller, Michael Kerin – National University of Ireland
Kim Smits, Manon van England - Maastricht University
Jeffrey Weitzel – City of Hope
Rob Pilarski – OHSU
Ken Offit – MSKCC
Christine Chung – JHMI
Sabine Tejpar – Leuven
Xifeng Wu, Hai Tran - MDACC
Funding
NIH/NCI RO1
NIH K08
Yale Cancer Center
Mary K. Ashe Foundation
Shanon Foundation
RTOG Seed Grants
CT State Funding

Mais conteúdo relacionado

Mais procurados

First Line Therapy in EGFR Mutant Advanced/Metastatic NSCLC
First Line Therapy in EGFR Mutant Advanced/Metastatic NSCLCFirst Line Therapy in EGFR Mutant Advanced/Metastatic NSCLC
First Line Therapy in EGFR Mutant Advanced/Metastatic NSCLCEmad Shash
 
Acquired Resistance to Targeted Therapy in EGFR and ALK-Positive Lung Cancer:...
Acquired Resistance to Targeted Therapy in EGFR and ALK-Positive Lung Cancer:...Acquired Resistance to Targeted Therapy in EGFR and ALK-Positive Lung Cancer:...
Acquired Resistance to Targeted Therapy in EGFR and ALK-Positive Lung Cancer:...H. Jack West
 
Top 5 highlights in lung cancer, 2014
Top 5 highlights in lung cancer, 2014Top 5 highlights in lung cancer, 2014
Top 5 highlights in lung cancer, 2014H. Jack West
 
2015 04 Tratamiento del NSCLC basado en alteraciones moleculares
2015 04 Tratamiento del NSCLC basado en alteraciones moleculares2015 04 Tratamiento del NSCLC basado en alteraciones moleculares
2015 04 Tratamiento del NSCLC basado en alteraciones molecularesMartín Lázaro
 
Lo que un reumatólogo debe saber de inmunoterapia contra el cáncer, abreviado
Lo que un reumatólogo debe saber de inmunoterapia contra el cáncer, abreviadoLo que un reumatólogo debe saber de inmunoterapia contra el cáncer, abreviado
Lo que un reumatólogo debe saber de inmunoterapia contra el cáncer, abreviadoMauricio Lema
 
Immunotherapy for Multiple Myeloma
Immunotherapy for Multiple MyelomaImmunotherapy for Multiple Myeloma
Immunotherapy for Multiple Myelomaspa718
 
NY Prostate Cancer Conference - S. Stone - Session 1: Cell cycle progression ...
NY Prostate Cancer Conference - S. Stone - Session 1: Cell cycle progression ...NY Prostate Cancer Conference - S. Stone - Session 1: Cell cycle progression ...
NY Prostate Cancer Conference - S. Stone - Session 1: Cell cycle progression ...European School of Oncology
 
Genomic oncology and personalized medicine
Genomic oncology and personalized medicine Genomic oncology and personalized medicine
Genomic oncology and personalized medicine C. Jeff Chang, MD, PhD
 
Nsclc slide deck
Nsclc slide deckNsclc slide deck
Nsclc slide deckPLMMedical
 
Targeted therapy in mNSCLC
Targeted therapy in mNSCLCTargeted therapy in mNSCLC
Targeted therapy in mNSCLCMauricio Lema
 
ABC1 - G.W. Sledge - Resistance to anti-HER2 therapies
ABC1 - G.W. Sledge - Resistance to anti-HER2 therapies ABC1 - G.W. Sledge - Resistance to anti-HER2 therapies
ABC1 - G.W. Sledge - Resistance to anti-HER2 therapies European School of Oncology
 
New developments of targeted therapy in nsclc
New developments of targeted therapy in nsclcNew developments of targeted therapy in nsclc
New developments of targeted therapy in nsclclihua jiao
 
Best of ASCO Metastatic Non-Small Cell Lung Cancer
Best of ASCO Metastatic Non-Small Cell Lung CancerBest of ASCO Metastatic Non-Small Cell Lung Cancer
Best of ASCO Metastatic Non-Small Cell Lung CancerH. Jack West
 
Clinical Cancer Research Publication
Clinical Cancer Research PublicationClinical Cancer Research Publication
Clinical Cancer Research PublicationDavid W. Salzman
 
Tratamiento TKI-estudio IFUM NSCLC
Tratamiento TKI-estudio IFUM NSCLCTratamiento TKI-estudio IFUM NSCLC
Tratamiento TKI-estudio IFUM NSCLCMartín Lázaro
 
Targeted therapy and immunotherapy in lung cancer
Targeted therapy and immunotherapy in lung cancerTargeted therapy and immunotherapy in lung cancer
Targeted therapy and immunotherapy in lung cancerAlok Gupta
 
Minimal residual disease in AML
Minimal residual disease in AMLMinimal residual disease in AML
Minimal residual disease in AMLspa718
 
Mrd in cll ver 2.0
Mrd in cll ver 2.0Mrd in cll ver 2.0
Mrd in cll ver 2.0Vivek Verma
 

Mais procurados (20)

First Line Therapy in EGFR Mutant Advanced/Metastatic NSCLC
First Line Therapy in EGFR Mutant Advanced/Metastatic NSCLCFirst Line Therapy in EGFR Mutant Advanced/Metastatic NSCLC
First Line Therapy in EGFR Mutant Advanced/Metastatic NSCLC
 
Acquired Resistance to Targeted Therapy in EGFR and ALK-Positive Lung Cancer:...
Acquired Resistance to Targeted Therapy in EGFR and ALK-Positive Lung Cancer:...Acquired Resistance to Targeted Therapy in EGFR and ALK-Positive Lung Cancer:...
Acquired Resistance to Targeted Therapy in EGFR and ALK-Positive Lung Cancer:...
 
Herceptin
HerceptinHerceptin
Herceptin
 
Top 5 highlights in lung cancer, 2014
Top 5 highlights in lung cancer, 2014Top 5 highlights in lung cancer, 2014
Top 5 highlights in lung cancer, 2014
 
Her2. dr
Her2. drHer2. dr
Her2. dr
 
2015 04 Tratamiento del NSCLC basado en alteraciones moleculares
2015 04 Tratamiento del NSCLC basado en alteraciones moleculares2015 04 Tratamiento del NSCLC basado en alteraciones moleculares
2015 04 Tratamiento del NSCLC basado en alteraciones moleculares
 
Lo que un reumatólogo debe saber de inmunoterapia contra el cáncer, abreviado
Lo que un reumatólogo debe saber de inmunoterapia contra el cáncer, abreviadoLo que un reumatólogo debe saber de inmunoterapia contra el cáncer, abreviado
Lo que un reumatólogo debe saber de inmunoterapia contra el cáncer, abreviado
 
Immunotherapy for Multiple Myeloma
Immunotherapy for Multiple MyelomaImmunotherapy for Multiple Myeloma
Immunotherapy for Multiple Myeloma
 
NY Prostate Cancer Conference - S. Stone - Session 1: Cell cycle progression ...
NY Prostate Cancer Conference - S. Stone - Session 1: Cell cycle progression ...NY Prostate Cancer Conference - S. Stone - Session 1: Cell cycle progression ...
NY Prostate Cancer Conference - S. Stone - Session 1: Cell cycle progression ...
 
Genomic oncology and personalized medicine
Genomic oncology and personalized medicine Genomic oncology and personalized medicine
Genomic oncology and personalized medicine
 
Nsclc slide deck
Nsclc slide deckNsclc slide deck
Nsclc slide deck
 
Targeted therapy in mNSCLC
Targeted therapy in mNSCLCTargeted therapy in mNSCLC
Targeted therapy in mNSCLC
 
ABC1 - G.W. Sledge - Resistance to anti-HER2 therapies
ABC1 - G.W. Sledge - Resistance to anti-HER2 therapies ABC1 - G.W. Sledge - Resistance to anti-HER2 therapies
ABC1 - G.W. Sledge - Resistance to anti-HER2 therapies
 
New developments of targeted therapy in nsclc
New developments of targeted therapy in nsclcNew developments of targeted therapy in nsclc
New developments of targeted therapy in nsclc
 
Best of ASCO Metastatic Non-Small Cell Lung Cancer
Best of ASCO Metastatic Non-Small Cell Lung CancerBest of ASCO Metastatic Non-Small Cell Lung Cancer
Best of ASCO Metastatic Non-Small Cell Lung Cancer
 
Clinical Cancer Research Publication
Clinical Cancer Research PublicationClinical Cancer Research Publication
Clinical Cancer Research Publication
 
Tratamiento TKI-estudio IFUM NSCLC
Tratamiento TKI-estudio IFUM NSCLCTratamiento TKI-estudio IFUM NSCLC
Tratamiento TKI-estudio IFUM NSCLC
 
Targeted therapy and immunotherapy in lung cancer
Targeted therapy and immunotherapy in lung cancerTargeted therapy and immunotherapy in lung cancer
Targeted therapy and immunotherapy in lung cancer
 
Minimal residual disease in AML
Minimal residual disease in AMLMinimal residual disease in AML
Minimal residual disease in AML
 
Mrd in cll ver 2.0
Mrd in cll ver 2.0Mrd in cll ver 2.0
Mrd in cll ver 2.0
 

Semelhante a miRNA-Target Site SNPs as Predictors for Cancer Risk and Treatment Response

Alphabet Soup - Biomarker testing for colon and rectal cancer patients - KRAS...
Alphabet Soup - Biomarker testing for colon and rectal cancer patients - KRAS...Alphabet Soup - Biomarker testing for colon and rectal cancer patients - KRAS...
Alphabet Soup - Biomarker testing for colon and rectal cancer patients - KRAS...Fight Colorectal Cancer
 
TaqMan® Rare Mutation Assays w/ Digital PCR | ESHG 2015 Poster PM14.030
TaqMan® Rare Mutation Assays w/ Digital PCR | ESHG 2015 Poster PM14.030TaqMan® Rare Mutation Assays w/ Digital PCR | ESHG 2015 Poster PM14.030
TaqMan® Rare Mutation Assays w/ Digital PCR | ESHG 2015 Poster PM14.030Thermo Fisher Scientific
 
Multidisciplinary approach to the management of leukemias aml
Multidisciplinary approach to the management of leukemias    amlMultidisciplinary approach to the management of leukemias    aml
Multidisciplinary approach to the management of leukemias amlmadurai
 
NSCLC: diagnóstico molecular, pronóstico y seguimiento; CTC
NSCLC: diagnóstico molecular, pronóstico y seguimiento; CTCNSCLC: diagnóstico molecular, pronóstico y seguimiento; CTC
NSCLC: diagnóstico molecular, pronóstico y seguimiento; CTCMauricio Lema
 
Ovarian Cancer; What is Behind the Scene
Ovarian Cancer; What is Behind the SceneOvarian Cancer; What is Behind the Scene
Ovarian Cancer; What is Behind the SceneMohamed Abdulla
 
Medical Students 2011 - N. Pavlidis - BREAST CANCER SESSION - Systemic Treatm...
Medical Students 2011 - N. Pavlidis - BREAST CANCER SESSION - Systemic Treatm...Medical Students 2011 - N. Pavlidis - BREAST CANCER SESSION - Systemic Treatm...
Medical Students 2011 - N. Pavlidis - BREAST CANCER SESSION - Systemic Treatm...European School of Oncology
 
A KRAS-variant is a Biomarker of Poor Outcome, Platinum Chemotherapy Resistan...
A KRAS-variant is a Biomarker of Poor Outcome, Platinum Chemotherapy Resistan...A KRAS-variant is a Biomarker of Poor Outcome, Platinum Chemotherapy Resistan...
A KRAS-variant is a Biomarker of Poor Outcome, Platinum Chemotherapy Resistan...UCLA
 
Right vs Left Sidedness in Colon Cancer.pptx
Right vs Left Sidedness in Colon Cancer.pptxRight vs Left Sidedness in Colon Cancer.pptx
Right vs Left Sidedness in Colon Cancer.pptxDrMalcolmBrigden1
 
NY Prostate Cancer Conference - C.L. Sawyers - Session 1: Gene copy number a...
NY Prostate Cancer Conference - C.L. Sawyers - Session 1:  Gene copy number a...NY Prostate Cancer Conference - C.L. Sawyers - Session 1:  Gene copy number a...
NY Prostate Cancer Conference - C.L. Sawyers - Session 1: Gene copy number a...European School of Oncology
 
High Sensitivity Detection of Tumor Gene Mutations-v3
High Sensitivity Detection of Tumor Gene Mutations-v3High Sensitivity Detection of Tumor Gene Mutations-v3
High Sensitivity Detection of Tumor Gene Mutations-v3Michael Powell
 
Inhibidores de PARP en primera línea de cáncer de ovario
Inhibidores de PARP en primera línea de cáncer de ovarioInhibidores de PARP en primera línea de cáncer de ovario
Inhibidores de PARP en primera línea de cáncer de ovarioMauricio Lema
 
triple negative breast cancer
triple negative breast cancertriple negative breast cancer
triple negative breast cancerLuis Toache
 
PARPi in CA Breast 1.pptx
PARPi in CA Breast 1.pptxPARPi in CA Breast 1.pptx
PARPi in CA Breast 1.pptxShrutiBehl2
 
Actualización en el abordaje terapéutico ante un cáncer colorrectal metastásico
Actualización en el abordaje terapéutico ante un cáncer colorrectal metastásicoActualización en el abordaje terapéutico ante un cáncer colorrectal metastásico
Actualización en el abordaje terapéutico ante un cáncer colorrectal metastásicoMauricio Lema
 
What’s New with PARP Inhibitors and Ovarian Cancer?
What’s New with PARP Inhibitors and Ovarian Cancer?What’s New with PARP Inhibitors and Ovarian Cancer?
What’s New with PARP Inhibitors and Ovarian Cancer?bkling
 
Gene Profiling in Clinical Oncology - Slide 4 - L. Lacroix - New markers to d...
Gene Profiling in Clinical Oncology - Slide 4 - L. Lacroix - New markers to d...Gene Profiling in Clinical Oncology - Slide 4 - L. Lacroix - New markers to d...
Gene Profiling in Clinical Oncology - Slide 4 - L. Lacroix - New markers to d...European School of Oncology
 
Pancreatic cancer (6 October 2014)
Pancreatic cancer (6 October 2014)Pancreatic cancer (6 October 2014)
Pancreatic cancer (6 October 2014)Zeena Nackerdien
 
Colon Cancer Updates - 2015/2016 - Based on ASCO GI 2016
Colon Cancer Updates - 2015/2016 - Based on ASCO GI 2016Colon Cancer Updates - 2015/2016 - Based on ASCO GI 2016
Colon Cancer Updates - 2015/2016 - Based on ASCO GI 2016Mohamed Abdulla
 

Semelhante a miRNA-Target Site SNPs as Predictors for Cancer Risk and Treatment Response (20)

Prostate updates
Prostate updatesProstate updates
Prostate updates
 
Alphabet Soup - Biomarker testing for colon and rectal cancer patients - KRAS...
Alphabet Soup - Biomarker testing for colon and rectal cancer patients - KRAS...Alphabet Soup - Biomarker testing for colon and rectal cancer patients - KRAS...
Alphabet Soup - Biomarker testing for colon and rectal cancer patients - KRAS...
 
TaqMan® Rare Mutation Assays w/ Digital PCR | ESHG 2015 Poster PM14.030
TaqMan® Rare Mutation Assays w/ Digital PCR | ESHG 2015 Poster PM14.030TaqMan® Rare Mutation Assays w/ Digital PCR | ESHG 2015 Poster PM14.030
TaqMan® Rare Mutation Assays w/ Digital PCR | ESHG 2015 Poster PM14.030
 
Multidisciplinary approach to the management of leukemias aml
Multidisciplinary approach to the management of leukemias    amlMultidisciplinary approach to the management of leukemias    aml
Multidisciplinary approach to the management of leukemias aml
 
NSCLC: diagnóstico molecular, pronóstico y seguimiento; CTC
NSCLC: diagnóstico molecular, pronóstico y seguimiento; CTCNSCLC: diagnóstico molecular, pronóstico y seguimiento; CTC
NSCLC: diagnóstico molecular, pronóstico y seguimiento; CTC
 
Ovarian Cancer; What is Behind the Scene
Ovarian Cancer; What is Behind the SceneOvarian Cancer; What is Behind the Scene
Ovarian Cancer; What is Behind the Scene
 
Medical Students 2011 - N. Pavlidis - BREAST CANCER SESSION - Systemic Treatm...
Medical Students 2011 - N. Pavlidis - BREAST CANCER SESSION - Systemic Treatm...Medical Students 2011 - N. Pavlidis - BREAST CANCER SESSION - Systemic Treatm...
Medical Students 2011 - N. Pavlidis - BREAST CANCER SESSION - Systemic Treatm...
 
A KRAS-variant is a Biomarker of Poor Outcome, Platinum Chemotherapy Resistan...
A KRAS-variant is a Biomarker of Poor Outcome, Platinum Chemotherapy Resistan...A KRAS-variant is a Biomarker of Poor Outcome, Platinum Chemotherapy Resistan...
A KRAS-variant is a Biomarker of Poor Outcome, Platinum Chemotherapy Resistan...
 
Right vs Left Sidedness in Colon Cancer.pptx
Right vs Left Sidedness in Colon Cancer.pptxRight vs Left Sidedness in Colon Cancer.pptx
Right vs Left Sidedness in Colon Cancer.pptx
 
NY Prostate Cancer Conference - C.L. Sawyers - Session 1: Gene copy number a...
NY Prostate Cancer Conference - C.L. Sawyers - Session 1:  Gene copy number a...NY Prostate Cancer Conference - C.L. Sawyers - Session 1:  Gene copy number a...
NY Prostate Cancer Conference - C.L. Sawyers - Session 1: Gene copy number a...
 
High Sensitivity Detection of Tumor Gene Mutations-v3
High Sensitivity Detection of Tumor Gene Mutations-v3High Sensitivity Detection of Tumor Gene Mutations-v3
High Sensitivity Detection of Tumor Gene Mutations-v3
 
Inhibidores de PARP en primera línea de cáncer de ovario
Inhibidores de PARP en primera línea de cáncer de ovarioInhibidores de PARP en primera línea de cáncer de ovario
Inhibidores de PARP en primera línea de cáncer de ovario
 
triple negative breast cancer
triple negative breast cancertriple negative breast cancer
triple negative breast cancer
 
Prostate 101
Prostate 101Prostate 101
Prostate 101
 
PARPi in CA Breast 1.pptx
PARPi in CA Breast 1.pptxPARPi in CA Breast 1.pptx
PARPi in CA Breast 1.pptx
 
Actualización en el abordaje terapéutico ante un cáncer colorrectal metastásico
Actualización en el abordaje terapéutico ante un cáncer colorrectal metastásicoActualización en el abordaje terapéutico ante un cáncer colorrectal metastásico
Actualización en el abordaje terapéutico ante un cáncer colorrectal metastásico
 
What’s New with PARP Inhibitors and Ovarian Cancer?
What’s New with PARP Inhibitors and Ovarian Cancer?What’s New with PARP Inhibitors and Ovarian Cancer?
What’s New with PARP Inhibitors and Ovarian Cancer?
 
Gene Profiling in Clinical Oncology - Slide 4 - L. Lacroix - New markers to d...
Gene Profiling in Clinical Oncology - Slide 4 - L. Lacroix - New markers to d...Gene Profiling in Clinical Oncology - Slide 4 - L. Lacroix - New markers to d...
Gene Profiling in Clinical Oncology - Slide 4 - L. Lacroix - New markers to d...
 
Pancreatic cancer (6 October 2014)
Pancreatic cancer (6 October 2014)Pancreatic cancer (6 October 2014)
Pancreatic cancer (6 October 2014)
 
Colon Cancer Updates - 2015/2016 - Based on ASCO GI 2016
Colon Cancer Updates - 2015/2016 - Based on ASCO GI 2016Colon Cancer Updates - 2015/2016 - Based on ASCO GI 2016
Colon Cancer Updates - 2015/2016 - Based on ASCO GI 2016
 

Último

Vip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls Available
Vip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls AvailableVip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls Available
Vip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls AvailableNehru place Escorts
 
Chandrapur Call girls 8617370543 Provides all area service COD available
Chandrapur Call girls 8617370543 Provides all area service COD availableChandrapur Call girls 8617370543 Provides all area service COD available
Chandrapur Call girls 8617370543 Provides all area service COD availableDipal Arora
 
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...Arohi Goyal
 
VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...
VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...
VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...Neha Kaur
 
Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...
Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...
Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...astropune
 
(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...
(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...
(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...indiancallgirl4rent
 
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...jageshsingh5554
 
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...Taniya Sharma
 
Bangalore Call Girls Nelamangala Number 7001035870 Meetin With Bangalore Esc...
Bangalore Call Girls Nelamangala Number 7001035870  Meetin With Bangalore Esc...Bangalore Call Girls Nelamangala Number 7001035870  Meetin With Bangalore Esc...
Bangalore Call Girls Nelamangala Number 7001035870 Meetin With Bangalore Esc...narwatsonia7
 
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Top Rated Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...
Top Rated  Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...Top Rated  Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...
Top Rated Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...chandars293
 
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...Dipal Arora
 
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...narwatsonia7
 
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...chandars293
 
Call Girls Siliguri Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Siliguri Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Siliguri Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Siliguri Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...Taniya Sharma
 
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...Dipal Arora
 

Último (20)

Vip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls Available
Vip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls AvailableVip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls Available
Vip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls Available
 
Chandrapur Call girls 8617370543 Provides all area service COD available
Chandrapur Call girls 8617370543 Provides all area service COD availableChandrapur Call girls 8617370543 Provides all area service COD available
Chandrapur Call girls 8617370543 Provides all area service COD available
 
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
 
VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...
VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...
VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...
 
Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...
Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...
Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...
 
(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...
(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...
(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...
 
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
 
Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...
Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...
Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...
 
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
 
Bangalore Call Girls Nelamangala Number 7001035870 Meetin With Bangalore Esc...
Bangalore Call Girls Nelamangala Number 7001035870  Meetin With Bangalore Esc...Bangalore Call Girls Nelamangala Number 7001035870  Meetin With Bangalore Esc...
Bangalore Call Girls Nelamangala Number 7001035870 Meetin With Bangalore Esc...
 
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
 
Top Rated Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...
Top Rated  Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...Top Rated  Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...
Top Rated Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...
 
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
 
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...
 
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
 
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
 
Call Girls Siliguri Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Siliguri Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Siliguri Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Siliguri Just Call 9907093804 Top Class Call Girl Service Available
 
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
 
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
 

miRNA-Target Site SNPs as Predictors for Cancer Risk and Treatment Response

  • 1. David W. Salzman Yale School of Medicine Department of Therapeutic Radiology Fallopian Mucosa NSCLC Papillary Serous Ovarian Tumor DicermAb(13D6) miRNA-Target Site SNPs as Predictors of Cancer Risk and Treatment Response
  • 2. Need for new companion diagnostic markers in cancer therapyNeed for new companion diagnostic markers in cancer therapy • Tumors contain a heterogeneous array of inherited and acquired mutations • Best cure rates are achieved when specific drugs are used to target tumors with particular mutations (targeted therapeutics) • Current strategies to identify targeted therapeutics rely heavily on the identification of tumor acquired mutations • May only be represented in a small population of cells – elude identification • Short-term response is good, long-term response is poor due to drug resistance Therefore: we need a new paradigm to identify companion diagnostics that do NOT rely on identifying tumor acquired mutations but where do you find such mutations in the genome?
  • 3. microRNA-Target Sites: uncharted territory to identify disease biomarkers microRNA-Target Sites: uncharted territory to identify disease biomarkers • The 3’UTR of mRNAs contain cis-regulatory elements that regulate the nature and timing of gene expression in conjunction with a requisite trans-acting factor • MicroRNAs are a class of non-coding, trans-acting RNAs that negatively regulate gene expression by binding to complementary elements in the 3’UTR of a target mRNA 5' 3'AAAAAA ORF5’UTR 3’UTR Protein
  • 4. miRNA-mRNA complementarity is required for target selectionmiRNA-mRNA complementarity is required for target selection AGO 3' 5' • Seed pairing = complementarity between nucleotides 2-7 • ± complementarity of nucleotide 8 • ± Adenosine residue opposite nucleotide 1 • ± 3’ end complementarity 5' 3'AAAAAA ORF5’UTR 3’UTR Protein 3’ NNNNNNNNNNNNNNNNNNNNNN 5’ |||||||||| ||||||| 5’...NNNNNNNNNNNNNNNNNNNNNNNNNNNN...3’ 3’ NNNNNNNNNNNNNNNNNNNNNN 5’ |||||||||| ||||||| 5’...NNNNNNNNNNNNNNNNNNNNNNNNNNNN...3’
  • 5. miRNA-mRNA complementarity is required for target selectionmiRNA-mRNA complementarity is required for target selection AGO 3' 5' 5' 3'AAAAAA ORF5’UTR 3’UTR Protein Translation Inhibition X • Seed pairing = complementarity between nucleotides 2-7 • ± complementarity of nucleotide 8 • ± Adenosine residue opposite nucleotide 1 • ± 3’ end complementarity
  • 6. miRNA-mRNA complementarity is required for target selectionmiRNA-mRNA complementarity is required for target selection AGO 3' 5' • Centered pairing = complementarity between nucleotides (approx.) 6-16 • Must include Watson-Crick base-pairing between nucleotides 9-12 5' 3'AAAAAA ORF5’UTR 3’UTR Protein 3’ NNNNNNNNNNNNNNNNNNNNNN 5’ |||||||||||||| 5’...NNNNNNNNNNNNNNNNNNNNNNNNNNNN...3’ 3’ NNNNNNNNNNNNNNNNNNNNNN 5’ |||||||||||||| 5’...NNNNNNNNNNNNNNNNNNNNNNNNNNNN...3’
  • 7. miRNA-mRNA complementarity is required for target selectionmiRNA-mRNA complementarity is required for target selection 5' 3' AAAAAA ORF 5’UTR 3’UTR Protein X mRNA cleavage • Centered pairing = complementarity between nucleotides (approx.) 6-16 • Must include Watson-Crick base-pairing between nucleotides 9-12
  • 8. Hypothesis: variants in microRNA-target sites can deregulate gene expression and result in cancer Hypothesis: variants in microRNA-target sites can deregulate gene expression and result in cancer X SNP inhibit oncogene targeting enhance (or lead to aberrant) targeting of a tumor suppressor X SNP over expression of oncogene under expression of tumor suppressor
  • 9. Identification of a germline let-7 target site variant (rs61764370)Identification of a germline let-7 target site variant (rs61764370) 5' 3'AAAAAA KRAS5’UTR 3’UTR 1 9 2 3 4 5 610 78 LCS6 Genotype Tumor and NAT Tumor TT 35 24 TG/GG 8 7 n=74 (NCSLC patients) G-allele present in (approx.) 20% of lung cancer patients (otherwise KRAS ORF WT) Chin et al, Cancer Research (2008) • let-7 targets the KRAS 3’UTR • 10 predicted let-7 complementary sites
  • 10. rs61764370 associates with cancer riskrs61764370 associates with cancer risk Cancer Subtype (subgroup) Genotype Fold-increased risk (OR, 95% CI; p-value) Reference Lung Non-small cell lung cancer (NSCLC) TG/GG 2.3 (1.1-4.6; p=0.02) Chin et al, 2008 Ovarian Hereditary breast ovarian (HBOC) TG/GG 2.46 (1.14-5.29; p=0.02) Ratner et al, 2010 Breast Triple negative (ER- /PR- /Her2- ) TG/GG 2.307 (1.261-4.219; p=0.0067) Paranjape et al, 2011 multivariate analysis – adjusted for age and race • Over 40,000+ individuals studies worldwide • Represented in (approx.) 6% of world populations • More frequently associated with cancer in women • Associated with later onset for most patients
  • 11. rs61764370 associates with poor OS in HNSSCrs61764370 associates with poor OS in HNSSC Christensen et al, Carcinogenesis (2009) TT (wild type) TG/GG (variant) n=344 All sites (oral, pharyngeal, laryngeal) HR (CI 95%): 1.6 (1.0-2.5, p=0.20) TT (wild type) TG/GG (variant) n=190 Oral cancer HR (CI 95%): 2.7 (1.4-5.3, p=0.06) • rs61764370 is present in (approx.) 17.5% of this HNSSC cohort • Treatment not detailed
  • 12. rs61764370 associates with poor OS in ovarian cancerrs61764370 associates with poor OS in ovarian cancer Ratner et al, Oncogene (2011) Variable HR 95% CI p-value KRAS mutation 1.671 1.087 - 2.568 0.0192 Age 1.025 1.002-1.049 0.0307 Stage 1.380 1.185-1.607 <0.0001 Grade 1.341 0.912-1.972 0.1360 Histology 0.970 0.900-1.045 0.4168 Center (Yale vs non-Yale) 1.868 1.438-2.427 <0.0001 TT (wild type) TG/GG (variant) n=279 Ovarian cancer HR (CI 95%): 1.671 (1.087-2.568, p=0.0192)
  • 13. rs61764370 confers platinum resistance in ovarian cancerrs61764370 confers platinum resistance in ovarian cancer Adapted from Ratner et al, Oncogene (2011) Genotype Univariate Multivariate OR 95% CI p-value OR 95% CI p-value Wild type (TT) (n=225) 1.00 1.00 Variant (TG/GG) (n=66) 2.45 1.08-5.53 0.0313 3.18 1.31-7.72 0.0106 Multivariate analysis: adjusted for age, stage, grade, histology, residual disease after cytoreductive surgery and treatment center Cell Line Gemcitabin e Doxorubicin Topotecan BG1 (TG variant) 30.4uM 307.5nM 161.8nM CAOV3 (TT wild type) 2.2nM 75.9nM 30.8nM p=<0.0001 p=<0.04 (TG variant) (TT wild type) (TG variant/ BRCA1 MT) 1st line therapy 2nd line therapy
  • 14. rs61764370 is sufficient to up-regulate KRAS gene expressionrs61764370 is sufficient to up-regulate KRAS gene expression p=0.007 p=0.036 TT TG KRAS Actin TT TG Lung Normal Lung 1o Tumor
  • 15. rs61764370 positive tumors display unique transcription patternsrs61764370 positive tumors display unique transcription patterns Expression Signature TT vs TG/GG TNBC Tumor pK-S Test NRAS up 0.02 BRCA mutant-like up 0.04 Luminal Progenitor up 0.04 MAPK Creighton up 0.06 PCA Estrogen down 0.04 Adapted from Paranjape et al, Lancet Oncology (2010) The let-7 family of microRNAs is also consistently and significantly down-regulated in rs61764370 positive (NSCLC, TNBC, ovarian and HNSSC) tumors Adapted from Ratner et al, Oncogene (2011) TTTG/GG n=10, p=0.095 TTTG/GG n=10, p=0.095 TTTG/GG n=10, p=0.05
  • 16. Targeted therapeutics in the EGFR signaling pathwayTargeted therapeutics in the EGFR signaling pathway EGFR Proliferation RASRAS RAFRAF MEKMEK MAPKMAPK anti-EGFR Gefitinib Erlotinib Cetuximab T790M L858R G12D Q61L V600E anti-BRAF Sorafenib anti-MEK Selumetinib Trametinib AZD6244
  • 17. rs61764370 associates with poor OS in mCRC patients undergoing cetuximab-irinotecan salvage therapy rs61764370 associates with poor OS in mCRC patients undergoing cetuximab-irinotecan salvage therapy anti-EGFR Cetuximab TT (wild type) n=100 TG/GG (variant) n=34 p=0.001 Graziano et al, Pharmacogenomics J. (2010) *Patient cohort was otherwise KRAS ORF WT and BRAF ORF WT EGFR Proliferation RASRAS RAFRAF MEKMEK MAPKMAPK rs61764370
  • 18. The germline rs61764370 3’UTR variant phenocopies a tumor acquired KRAS ORF mutation The germline rs61764370 3’UTR variant phenocopies a tumor acquired KRAS ORF mutation KRASKRAS5' 3' Tumor Acquired KRAS ORF Mutation X X Cancer anti-EGFR Rx resistance KRASKRAS5' 3' Germ-line KRAS rs61764370 T>G X X Cancer anti-EGFR Rx resistance KRASKRAS5' 3' WT KRAS Normal anti-EGFR Rx sensitive let-7 RISC let-7 RISClet-7 RISC
  • 19. Future directions Clinicopathology Hypotheses Genotype Summary and Current Work FlowSummary and Current Work Flow rs61764370rs61764370 Increased cancer riskIncreased cancer risk Altered Response to Therapy Altered Response to Therapy rs61764370 positive cells will display enhanced cancer- associated phenotypes rs61764370 positive cells will display enhanced cancer- associated phenotypes We can selectively target rs61764370 positive cells We can selectively target rs61764370 positive cells rs61764370 is a predictive biomarker to direct cancer therapy rs61764370 is a predictive biomarker to direct cancer therapy Clinical trialsClinical trials Isogenic cell lines High throughput screening of FDA- approved compounds High throughput screening of FDA- approved compounds Cell biology: Transformation, growth, Mobility, Invation, EMT Cell biology: Transformation, growth, Mobility, Invation, EMT
  • 20. Generation of Isogenic KRAST/T and KRAST/G Cell Lines (workflow) Generation of Isogenic KRAST/T and KRAST/G Cell Lines (workflow) Obtain cell line from NCI (KRAST/T ) Transfect with •zinc-finger plasmids (x2) •donor plasmid A B C 3 2 1 { (3) zinc-fingers/nuclease (highly specific DNA binding) bidentate nucleases (dsDNA cleavage) KRAS 3’UTR dsDNA cleavage DNA repair Homologous recombination Donor (mutant KRAS 3’UTR) A B C 3 2 1 DNA binding
  • 21. Generation of Isogenic KRAST/T and KRAST/G Cell Lines (workflow) Generation of Isogenic KRAST/T and KRAST/G Cell Lines (workflow) Obtain cell line from NCI (KRAST/T ) Transfect with •zinc-finger plasmids (x2) •donor plasmid Single cell clone Expand 1 2 3 4 5 6 7 8 9 10 11 12 A B C D E F G H 1 2 3 4 5 6 7 8 9 10 11 12 A B C D E F G H X X X X X Exclude wells w/ >1 cell Expand Extract gDNA
  • 22. Generation of Isogenic KRAST/T and KRAST/G Cell Lines (workflow) Generation of Isogenic KRAST/T and KRAST/G Cell Lines (workflow) Obtain cell line from NCI (KRAST/T ) Transfect with •zinc-finger plasmids (x2) •donor plasmid Single cell clone Expand Screen for rs61764370 insertion into KRAS 3’UTR ID KRAST/G •sequence verify •expand •store TaqMan genotype for rs61764370 (ID positive clones) PCR amplify KRAS 3’UTR (1kb +/- donor sequence) Topo clone PCR amplicon TaqMan genotype bacterial colonies for rs61764370 Cell Line Cell type rs61764370 (T:G) Cal27 (+ control) Lung 12:16 MCF10a-luc Parental Normal breast epithelial 12:0 MCF10a-luc Isogenic Normal breast epithelial 15:15 HCC1937 Parental TNBC (BRCA1-/- ) 12:0 HCC1937 Isogenic TNBC (BRCA1-/- ) 22:19 H1299 Parental Lung (P53-/- ) 10:0 H1299 Isogenic Lung (P53-/- ) 15:16 If KRAST/G then allele frequency = 50:50 (T:G) 1 4 cell lines failed to make isogenic pairs 2 isogenic cell line generation is ongoing process analysisof positionalinsertion
  • 23. Sequence Verification of MCF10a Isogenic Cell LinesSequence Verification of MCF10a Isogenic Cell Lines Reverse Sequence Reads Allele-1 Allele-2 MCF10a WT (KRAS 3’UTRT/T ) Forward Sequence Reads ‘T-allele’ Allele-1 ‘G-allele’ Allele-2 MCF10a MT (KRAS 3’UTRT/G ) Allele-1 A T C Allele-2 T TC Allele-1 A T C Allele-2 G TC * * * * * * * * rs612587 rs61764370 rs2966 rs612587 rs61764370 rs2966
  • 24. MCF10a rs61764370 positive cells senesce in culture and display a mesenchymal-like morphology MCF10a rs61764370 positive cells senesce in culture and display a mesenchymal-like morphology
  • 25. Knock-in of rs61764370 into MCF10a cells caused an epithelial-to-mesenchymal transition (EMT) Knock-in of rs61764370 into MCF10a cells caused an epithelial-to-mesenchymal transition (EMT)
  • 26. Knock-in of rs61764370 into MCF10a caused a mild growth defectKnock-in of rs61764370 into MCF10a caused a mild growth defect 0 0.2 0.4 0.6 0.8 1 1.2 0 20000 40000 60000 80000 100000 Cell number Absorbance MCF10a WT MCF10a MT
  • 27. Sequence verification of HCC1937 isogenic cell linesSequence verification of HCC1937 isogenic cell lines ‘T-allele’ Allele-1 ‘G-allele’ Allele-2 HCC1937 MT (KRAS 3’UTRT/G ) Reverse Sequence Reads Allele-1 Allele-2 HCC1937 WT (KRAS 3’UTRT/T ) Forward Sequence Reads Allele-1 T C Allele-2 T TC T-Allele T C G-Allele G TC CC * ** * * ** * rs612587 rs61764370 rs2966 rs612587 rs61764370 rs2966
  • 28. HCC1937 rs61764370 positive cells display altered platting efficiency and cell growth HCC1937 rs61764370 positive cells display altered platting efficiency and cell growth 2D Numberofcolonies HCC1937 WT HCC1937 MT HCC1937 WT HCC1937 MT 100 3D Numberofcolonies HCC1937 WT HCC1937 MT HCC1937 WT HCC1937 MT
  • 29. MEK inhibitors target HCC1937 rs61764370 positive cellsMEK inhibitors target HCC1937 rs61764370 positive cells anti-MEK Selumetinib Trametinib AZD6244 HCC1937 MT (TG) HCC1937 WT (TT) EGFR Proliferation RASRAS RAFRAF MEKMEK MAPKMAPK rs61764370
  • 30. BATTLE1: Biomarker-integrated Approaches of Targeted Therapy of Lung Cancer Elimination BATTLE1: Biomarker-integrated Approaches of Targeted Therapy of Lung Cancer Elimination 0-wt (Event/N = 32/32) 1-Variant (Event/N = 4/4) p=0.001 (Erlotinib) 0-wt (Event/N = 39/61) 1-Variant (Event/N = 3/8) p=0.056 (Sorafenib) anti-EGFR Erlotinib anti-BRAF Sorafenib EGFR Proliferation RASRAS RAFRAF MEKMEK MAPKMAPK rs61764370
  • 31. AcknowledgementsAcknowledgements The Weidhaas Lab Collaborators Frank Slack, Roy Herbst – Yale University Nicola Miller, Michael Kerin – National University of Ireland Kim Smits, Manon van England - Maastricht University Jeffrey Weitzel – City of Hope Rob Pilarski – OHSU Ken Offit – MSKCC Christine Chung – JHMI Sabine Tejpar – Leuven Xifeng Wu, Hai Tran - MDACC Funding NIH/NCI RO1 NIH K08 Yale Cancer Center Mary K. Ashe Foundation Shanon Foundation RTOG Seed Grants CT State Funding

Notas do Editor

  1. Joanne conflict of interest
  2. Patients w/ G-allele are otherwise KRAS ORF WT - ORF mutations in G-allele carries is very rare EGFR mutations in G-allele carriers is also very rare Looked in virtually every cancer type - and found KRAS variant - especially in non-informatiave
  3. Over 6,750 KRAS WT lung cancer patients were tested for the KRAS- variant in this initial report
  4. Brock Christensen - in Karl Kelsey’s lab at Brown
  5. Everyone gets the same treatment - platinum
  6. Gene expression profiling from 74 TNBC samples Stratified by transcriptional units Over expression of angiogenesis pathways
  7. Sorafenib = RAF inhibitor - FDA approved for liver and kidney cancer Vemurafenib = RAF V600E specific inhibitor - FDA approved for late stage melanoma MEK inhibitors = none in phase III yet...but moving in BRAF V600E mutant melanoma
  8. Metastatic Colorectal Cancer Patients KRAS (ORF) WT BRAF (ORF) WT TREATED with Cetuximab
  9. Metastatic Colorectal Cancer Patients KRAS (ORF) WT BRAF (ORF) WT TREATED with Cetuximab
  10. Normal media for MCF10a cells is: BPE, EGF, Insulin, Hydrocortisone, cholera toxin MCF10a cells senesce in culture They require serum – when we gave them serum – they grew like crazy and had altered morphology