molecular systems engineering at the tumor/immune ... · aim 3: measuring and integrating tumor...

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Aim 3: Measuring and Integrating Tumor & Immune Response to Optimally Target Both Molecular systems engineering at the tumor/immune interface Aaron S. Meyer, Research Fellow/Principal Investigator Koch Institute for Integrative Cancer Research, MIT [email protected] http://asmlab.org Talk: Thurs, Oct 6 at 2:00 Room 200A Aim 2: Systems Approaches for Rationally Designing Innate Immune Therapies Aim 1: Identifying Shared Features Among Resistance Mechanisms to Help Predict Effective Combination Therapies for Individual Patients • Manole, S., E.J. Richards, A.S. Meyer. ``JNK pathway activation modulates acquired resistance to EGFR/HER2 targeted therapies.” Cancer Research. 2016. • Meyer, A.S., M.A. Miller, F.B. Gertler, D.A. Lauffenburger. “The receptor AXL diversifies EGFR signaling and limits the response to EGFR-targeted inhibitors in triple-negative breast cancer cells.” Science Signaling. 2013 Aug 6; 6(287):ra66. • Miller, M.A., A.S. Meyer (co-first), M. Beste, Z. Lasisi, S. Reddy, K. Jeng, C.-H. Chen, J. Han, K. Isaacson, L.G. Griffith, D.A. Lauffenburger. “ADAM-10 and -17 regulate endometriotic cell migration via concerted ligand and receptor shedding feedback on kinase signaling.” Proc. Natl. Acad. Sci. U.S.A. 2013 May 28; 110(22):E2074-83. • Miller, M.A., M.J. Oudin, R.J. Sullivan, D.T. Frederick, A.S. Meyer, S. Wang, H. Im, J. Tadros, L.G. Griffith, H. Lee, R. Weissleder, K.T. Flaherty, F.B. Gertler, D.A. Lauffenburger. “Reduced proteolytic shedding of receptor tyrosine kinases is a post-translational mechanism of kinase inhibitor resistance.” Cancer Discovery. 2016 Apr; 6:331-333. • Meyer, A.S. (co-corresponding), A.J.M. Zweemer, D.A. Lauffenburger. “The AXL receptor is a sensor of ligand spatial heterogeneity.” Cell Systems. 2015 Nov 29; 1(1):25-36. • Richards, E.J., S. Manole, A.S. Meyer. “Engineering more precise and potent TAM-targeted therapies.” In preparation. • Miller, M.A., M. Moss, G. Powell, R. Petrovich, L. Edwards, A.S. Meyer, L.G. Griffith, D.A. Lauffenburger. “Targeting autocrine HB-EGF signaling with specific ADAM12 inhibition using recombinant ADAM12 prodomain.” Scientific Reports. 2015 Oct 19; 5:15150. • Zweemer, A.J.M., C.B. French, J. Mesfin, S. Gordonov, A.S. Meyer, D.A. Lauffenburger. “Phosphatidylserine-expressing extracellular vesicles induce migration via the AXL receptor.” In preparation. Survival Survival Survival A B C X Original Tumor Bypass Resistance No Resistance Conferred Bulk tumor Invasive cells Dendridic cells T cells Macrophages NK cells Protein S Gas6 Tyro3 AXL MerTK NIH DIRECTOR’S EARLY INDEPENDENCE AWARD Days 0 50 100 Tumor volume (mm 3 ) Days 0 50 100 Tumor volume (mm 3 ) PLA Combination 1 pRTK Combination 2 tRTK Combination 3 sRTK Combination 4 ... Survival 1.0 0.8 0.6 0.4 0.2 0.0 Days 0 10 20 30 PDX models PLA Combination 1 pRTK Combination 2 tRTK Combination 3 sRTK Combination 4 0 10 20 30 0 10 20 30 HRGβ EGF PDGF FGF Control IGF FGF IGF HGF HGF HRGβ Control PDGF EGF pAkt pcJun pErk1/2 pGSK3α/β pP38 pJNK pAkt pGSK3α/β pcJun pErk1/2 pJNK pP38 FGF PDGF Control EGF HRGβ HGF IGF HGF EGF Control PDGF FGF HRGβ IGF A PC9 HCC827 3 2 1 0 -1 -2 -3 z-score(Log 2 (Signal)) GLM regression of viability Signals Conditions Akt Erk GSK3b cJun JNK P38 Akt.Erk HCC827 PC9 HCC827/PC9 B C p < 0.05 p < 0.01 p < 0.001 Coefficient: Positive Negative Overview Gas6 Spatial Heterogeneity 10 -1 10 0 10 1 10 2 10 3 AXL Activation 0 500 1000 1500 2000 Uniform Gas6 Localized Gas6 Overview of our approach. We will first focus on tumor cell-intrinsic targeted therapy resistance, studying how activation of non-targeted RTKs (bypass activation) leads to resistance (Aim 1). In Aim 2, we will apply data-driven analytical methods to elucidate TAM RTK function and apply these approaches to rationally design innate immune-targeted agents. We will pioneer approaches for measuring and manipulating immune-tumor cell communication in Aim 3 to identify more effective therapeutic combinations targeting both. Each of these areas will take advantage of thorough modeling and experimental integration. (A) In RTK-driven tumors, signals are transduced from the receptor to various kinases. (B) Upon blocking the original cancer driver, resistance can be conferred by an untargeted receptor. (C) Some receptors, however, do not provide essential resistance signals. By identifying similarities and differences of signaling from each receptor, we will be able to identify measurements pinpointing the relevant receptor causing resistance. In many cancers, a subset of tumor cells overexpress AXL, making them invasive and resistant to therapy. TAM receptor activation within dendritic cells potently inhibits the innate immune response. T cell release of ProS further dampens the immune response. Activation of TAMs inhibits NK cell-mediated lysis. Each of these cell populations express distinct and dynamic combinations of TAM receptor, likely modulating functional changes in microenvironmental response. In cancer, multiple factors including efferocytosis and direct signaling lead to an immunosuppressive environment. In contrast, diseases with autoimmune components often involve aberrant cell death and/or cellular clearance, leading to positive feedback disrupting self-tolerance. Through this similarity, studying the signaling and trafficking effects of cellular debris has important implications for both cancer and these diseases. Aim 2 Aim 1 Aim 3 Immune response Immune response

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Page 1: Molecular systems engineering at the tumor/immune ... · Aim 3: Measuring and Integrating Tumor & Immune . Response to Optimally Target Both. Molecular systems engineering at the

Aim 3: Measuring and Integrating Tumor & Immune Response to Optimally Target Both

Molecular systems engineering at the tumor/immune interface Aaron S. Meyer, Research Fellow/Principal Investigator

Koch Institute for Integrative Cancer Research, [email protected] http://asmlab.org

Talk: Thurs, Oct 6 at 2:00 Room 200A

Aim 2: Systems Approaches for Rationally Designing Innate Immune Therapies

Aim 1: Identifying Shared Features Among Resistance Mechanisms to Help Predict Effective Combination Therapies for Individual Patients

• Manole, S., E.J. Richards, A.S. Meyer. ``JNK pathway activation modulates acquired resistance to EGFR/HER2 targeted therapies.” Cancer Research. 2016.

• Meyer, A.S., M.A. Miller, F.B. Gertler, D.A. Lauffenburger. “The receptor AXL diversifies EGFR signaling and limits the response to EGFR-targeted inhibitors in triple-negative breast cancer cells.” Science Signaling. 2013 Aug 6; 6(287):ra66.

• Miller, M.A., A.S. Meyer (co-first), M. Beste, Z. Lasisi, S. Reddy, K. Jeng, C.-H. Chen, J. Han, K. Isaacson, L.G. Griffith, D.A. Lauffenburger. “ADAM-10 and -17 regulate endometriotic cell migration via concerted ligand and receptor shedding feedback on kinase signaling.” Proc. Natl. Acad. Sci. U.S.A. 2013 May 28; 110(22):E2074-83.

• Miller, M.A., M.J. Oudin, R.J. Sullivan, D.T. Frederick, A.S. Meyer, S. Wang, H. Im, J. Tadros, L.G. Griffith, H. Lee, R. Weissleder, K.T. Flaherty, F.B. Gertler, D.A. Lauffenburger. “Reduced proteolytic shedding of receptor tyrosine kinases is a post-translational mechanism of kinase inhibitor resistance.” Cancer Discovery. 2016 Apr; 6:331-333.

• Meyer, A.S. (co-corresponding), A.J.M. Zweemer, D.A. Lauffenburger. “The AXL receptor is a sensor of ligand spatial heterogeneity.” Cell Systems. 2015 Nov 29; 1(1):25-36.

• Richards, E.J., S. Manole, A.S. Meyer. “Engineering more precise and potent TAM-targeted therapies.” In preparation.

• Miller, M.A., M. Moss, G. Powell, R. Petrovich, L. Edwards, A.S. Meyer, L.G. Griffith, D.A. Lauffenburger. “Targeting autocrine HB-EGF signaling with specific ADAM12 inhibition using recombinant ADAM12 prodomain.” Scientific Reports. 2015 Oct 19; 5:15150.

• Zweemer, A.J.M., C.B. French, J. Mesfin, S. Gordonov, A.S. Meyer, D.A. Lauffenburger. “Phosphatidylserine-expressing extracellular vesicles induce migration via the AXL receptor.” In preparation.

Survival Survival Survival

A B CX

Original Tumor Bypass Resistance No Resistance ConferredBulk tumor Invasive cells

Dendridic cells

T cellsMacrophages

NK cellsProtein SGas6

Tyro3 AXL MerTK

NIH DIRECTOR’S

EARLY

INDEPENDENCE

AWARD

Days0

50

100

Tum

or v

olum

e (m

m3 )

Days0

50

100

Tum

or v

olum

e (m

m3 )

PLA Combination 1pRTK Combination 2tRTK Combination 3sRTK Combination 4

...

Surv

ival

1.0

0.8

0.6

0.4

0.2

0.0

Days0 10 20 30

PDX models

PLA Combination 1pRTK Combination 2tRTK Combination 3sRTK Combination 4

0 10 20 30

0 10 20 30

HRGβEGFPDGFFGFControlIGFFGFIGFHGFHGFHRGβControlPDGFEGF

pAkt

pcJu

npE

rk1/

2pG

SK3α

/βpP

38pJ

NK

pAkt

pGSK

3α/β

pcJu

npE

rk1/

2pJ

NK

pP38

FGFPDGFControlEGFHRGβHGFIGFHGFEGFControlPDGFFGFHRGβIGF

A PC9 HCC827

3 2 1 0 -1 -2 -3

z-score(Log2(Signal))

GLM regression of viability

Signals

Cond

ition

s

Akt

Erk

GSK

3b

cJun

JNK

P38

Akt

.Erk

HCC827

PC9

HCC827/PC9

B

C p < 0.05

p < 0.01

p < 0.001

Coe�cient: Positive Negative

Overview

Gas6 Spatial Heterogeneity10 -1 10 0 10 1 10 2 10 3

AXL

Act

ivat

ion

0

500

1000

1500

2000

Uniform Gas6 Localized Gas6

Overview of our approach. We will first focus on tumor cell-intrinsic targeted therapy resistance, studying how activation of non-targeted RTKs (bypass activation) leads to resistance (Aim 1). In Aim 2, we will apply data-driven analytical methods to elucidate TAM RTK function and apply these approaches to rationally design innate immune-targeted agents. We will pioneer approaches for measuring and manipulating immune-tumor cell communication in Aim 3 to identify more effective therapeutic combinations targeting both. Each of these areas will take advantage of thorough modeling and experimental integration.

(A) In RTK-driven tumors, signals are transduced from the receptor to various kinases. (B) Upon blocking the original cancer driver, resistance can be conferred by an untargeted receptor. (C) Some receptors, however, do not provide essential resistance signals. By identifying similarities and differences of signaling from each receptor, we will be able to identify measurements pinpointing the relevant receptor causing resistance.

In many cancers, a subset of tumor cells overexpress AXL, making them invasive and resistant to therapy. TAM receptor activation within dendritic cells potently inhibits the innate immune response. T cell release of ProS further dampens the immune response. Activation of TAMs inhibits NK cell-mediated lysis. Each of these cell populations express distinct and dynamic combinations of TAM receptor, likely modulating functional changes in microenvironmental response.

In cancer, multiple factors including efferocytosis and direct signaling lead to an immunosuppressive environment. In contrast, diseases with autoimmune components often involve aberrant cell death and/or cellular clearance, leading to positive feedback disrupting self-tolerance. Through this similarity, studying the signaling and trafficking effects of cellular debris has important implications for both cancer and these diseases.

Aim 2Aim 1

Aim 3

Immune response

Immune response