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Molecular Biology: diagnostic, prognostic and predictive biomarkers Dra. Eloisa Jantus Lewintre Laboratorio de Oncología Molecular Fundación para la investigación del Hospital General Universitario de Valencia

Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

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Page 1: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Molecular Biology: diagnostic, prognostic and predictive biomarkers

Dra. Eloisa Jantus Lewintre

Laboratorio de Oncología Molecular Fundación para la investigación del Hospital General Universitario de Valencia

Page 2: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Modified from Wistuba et al, Nat Rev Clin Oncol 2011

Biomarkers for LUNG CANCER

BLOOD sample

Evo

lve

Locoregional

Mestastatic

Page 3: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

SAMPLE/ MATRIX ISSUES

Tissue

TYPE OF BIOMARKER

WHEN?

Diagnostic

Prognostic

Predictive

Diagnosis

Response evaluation

Progression

CNB

Blood (Serum/Plasma)

BAL, Sputum

Place of sample ?

How many ?

What methodology should be used ?

Page 4: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

SAMPLE/ MATRIX ISSUES

Tissue

CNB

Blood

BAL, Sputum

Place of sample ? How many ?

Fresh/ frozen

FFPE

HETEROGENEITY

Page 5: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

SAMPLE/ MATRIX ISSUES

Tissue Fresh/ frozen

FFPE

Biobank

Page 6: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

Types of tumor specimens in lung cancer

TUMOR CELLS ARE NEEDED !!

Page 7: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

SAMPLE/ MATRIX ISSUES

Blood

Biobannk

Page 8: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

CTCs

Cell free DNA

MA

TRIX

Serum Plasma (EDTA)

Proteins

Metabolites

Page 9: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

Page 10: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

PLASMA TUMOR

T. Mok

PLASMA C3

Page 11: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

TYPE OF BIOMARKER

Diagnostic

Prognostic

Predictive

Page 12: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

P. Massion

RISK DIAGNOSTIC

RESPONSE

PROGNOSIS

Page 13: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Ajona, JNCI 2013

Biomarkers for LUNG CANCER

Complement system: Innate immunity

Page 14: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

Page 15: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

• Caucasic • Three discovery studies -> plasma patients with benign and stage IA lung cancer (n=147) • The classifier was validated on an independent set of plasma samples (n = 104) • The classifier proteins are modulated by transcription regulators (NF2L2, AHR, MYC, and FOS) associated with lung cancer, lung inflammation, and oxidative stress networks

Page 16: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Sozzi, G

JCO in press 2013

miRNA signature: 24 miRNAS

(high, intermediate, low)

Blood samples

Diagnostic value: NPV: 99%

Prognostic biomarker and Predictive of response

Biomarkers for LUNG CANCER

1000 controls

85 lung cancer

Superior diagnostic performance of LDCT if combined with miRNA tests

Page 17: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

TYPE OF BIOMARKER

Diagnostic

Predictive

Prognostic

Page 18: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Ferté, C. et al. Nat. Rev. Clin. Oncol. 7, 367–380 (2010)

Ca de pulmón Biomarkers for LUNG CANCER

Page 19: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

KRAS SCC ADC* Others Total p

WT 67 51 16 134

0.002 98.5% 79.7% 88.9% 89.3%

Mutated 1 13 2 16

1.5% 20.3% 11.1% 10.7%

Table 2 . KRAS mutations: correlation with Histology

KRAS Non Smoker

Former Smoker

Current Smoker

Total p

WT 13 54 67 134

0.007 Mutated

6 4 6 16

37.5% 25% 37.5% 100%

Table 3. KRAS mutations: correlation with Smoking Status

Page 20: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

KRAS SCC ADC* Others Total p

WT 67 51 16 134

0.002 98.5% 79.7% 88.9% 89.3%

Mutated 1 13 2 16

1.5% 20.3% 11.1% 10.7%

Table 2 . KRAS mutations: correlation with Histology

KRAS Non Smoker

Former Smoker

Current Smoker

Total p

WT 13 54 67 134

0.007 Mutated

6 4 6 16

37.5% 25% 37.5% 100%

Table 3. KRAS mutations: correlation with Smoking Status

81.2

mese

s 23

mese

s

Page 21: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

TYPE OF BIOMARKER

Diagnostic

Prognostic

Predictive

Page 22: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Ferté, C. et al. Nat. Rev. Clin. Oncol. 7, 367–380 (2010)

Ca de pulmón Biomarkers for LUNG CANCER

De-selection

Page 23: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

ADC

Li et al, J Clin Oncol 2013

SCC

Page 24: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

ADC

CUALES DEBEN SER

EVALUADOS COMO

BIOMARCADORES

PREDICTIVOS????

Page 25: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

•EGFR

•ALK

•KRAS

•HER2

•BRAF

•ROS1

•RET

BRAF Sensitive to Vemurafenib / Dabrafenib/ MEK inh

RET Sensitive to RET kinase inh

mut and amplif

Page 26: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

Page 27: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

Drilon, 2013

Stahel, 2013

Page 28: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

Page 29: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

In total, 3 of 91 tumor samples which had no other sign of cancer-causing genetic abnormalities, had fusions involving NTRK1.

NGS, Foundation Medicine

Page 30: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Asian population!!

Page 31: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

TYPE OF BIOMARKER

Diagnostic

Prognostic

Predictive What methodology

should be used ?

Page 32: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

EGFR mutation testing methodology

Test sensitivity

Mutations detected

Page 33: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

Peters et al., 2013 Lung Cancer

ALK

ALK fusion variants in NSCLC

Page 34: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

FISH

IHC

RNAseq

Page 35: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

Tissue should be priorized for EGFR and ALK testing.

EGFR and ALK results should be available within 2 weeks (10 working days)

•In resection specimens, testing is not recommended in lung cancer that lack morphological or IHC evidence of adenocarcinoma differentiation

•In limited specimens (biopsies, cytology), testing may be performed in SCC or small cell histology + clinical criteria

Lindenman, JTO 2013

Page 36: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

BUT…..

MULTIPLEX ANALYSIS (NGS) are more informative ….

Same amount of sample

Biomarkers can be determined in BLOOD

samples

Page 37: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

Page 38: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

TYPE OF BIOMARKER

Diagnostic

Prognostic

Predictive What we should do after resistance to

targeted therapies?

REBIOPSIES

Page 39: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

Consider liquid biopsies!!

Page 40: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

P. Giannikopoulos, WCLC 2013

RESISTANCE TO EGFR TKI

Page 41: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

P. Giannikopoulos, WCLC 2013

sample sample

N=16

AXL overexpression in 2

Page 42: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

R. Thomas, WCLC 2013

Page 43: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

HGF (circulating levels) in SCLC is prognostic may be predictive?

E. Arriola,2013

Page 44: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

Rebiopsies … why?

Page 45: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

Squamous cell carcinoma

Page 46: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

Squamous cell carcinoma : FGFR

Page 47: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Squamous cell carcinoma: FGFR

Page 48: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

Squamous cell carcinoma

Page 49: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

Squamous cell carcinoma : HLA-A

Page 50: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

BIOMARKERS TESTS

Page 51: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Li T, et al, J Clin Oncol 2013

Page 52: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

Page 53: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Li T, et al, J Clin Oncol 2013

Page 54: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

Page 55: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total
Page 56: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER

Page 57: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER Take a home message ...

Page 58: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

Biomarkers for LUNG CANCER Biomarkers for LUNG CANCER Take a home message ...

Page 59: Molecular Biologygido.es/images/04_mesa1_biologia_molecular_dra_jantus.pdf · KRAS mutations: correlation with Histology Table 3 KRAS Non Smoker Former Smoker Current Smoker Total

3rd and 4th generation sequencing for mutation analysis

Validation of the new methodologies: standardization, CLIA

References laboratories: networks organized by contries

Transcriptomic

miRNAs

Epigenetics

Proteomics and Metabolomics