Classification modle of blood-brain barrier development ... · blood-brain barrier (BBB) formation,...

18
Disclaimer The information in this presentation has been reviewed and approved for public dissemination in accordance with U.S. Environmental Protection Agency (EPA). The views expressed in this presentation are those of the author(s) and do not necessarily represent the views or policies of the Agency. Any mention of trade names or commercial products does not constitute EPA endorsement or recommendation for use.

Transcript of Classification modle of blood-brain barrier development ... · blood-brain barrier (BBB) formation,...

Page 1: Classification modle of blood-brain barrier development ... · blood-brain barrier (BBB) formation, and lead to abnormal brain development and function. AGE-RAGE signaling pathway

DisclaimerThe information in this presentation has been reviewed and approved for public dissemination in accordance with U.S.

Environmental Protection Agency (EPA). The views expressed in this presentation are those of the author(s) and do not necessarily represent the views or policies of the Agency.

Any mention of trade names or commercial products does not constitute EPA endorsement or recommendation for use.

Page 2: Classification modle of blood-brain barrier development ... · blood-brain barrier (BBB) formation, and lead to abnormal brain development and function. AGE-RAGE signaling pathway

U.S. Environmental Protection Agency

Classification model of blood-brain barrier development and toxicity

Katerine S. Saili, Todd J. Zurlinden, Thomas B. Knudsen

National Center for Computational ToxicologyOffice of Research and Development

Research Triangle Park, NC

Horizons and Challenges in Organotypic Culture Models for Predictive ToxicologySociety of Toxicology Satellite Session

March 11, 2017

The views expressed in this presentation are those of the authors and may not reflect U.S. EPA policy

Page 3: Classification modle of blood-brain barrier development ... · blood-brain barrier (BBB) formation, and lead to abnormal brain development and function. AGE-RAGE signaling pathway

Neurovascular unit (NVU)

Obermeier et al. Nat Meth. 2013

Hypothesis: Chemical disruption of NVU development will adversely impact blood-brain barrier (BBB) formation, and lead to abnormal brain development and function

2

Reyahi et al. Dev Cell. 2015

E12.5

Presenter
Presentation Notes
Why do we care about the BBB?
Page 4: Classification modle of blood-brain barrier development ... · blood-brain barrier (BBB) formation, and lead to abnormal brain development and function. AGE-RAGE signaling pathway

Biowiring diagram of NVU development

3

Endothelial cell

PericyteMicroglia

AstrocyteNPC

Chemical

Saili, et al., Blood-brain barrier development: Systems modeling and predictive toxicology (Review; in prep)

Presenter
Presentation Notes
How adverse NVU development could impact BBB formation. Cellular interactions/genetic signals >> NVU development Stalk/tip angiogenesis
Page 5: Classification modle of blood-brain barrier development ... · blood-brain barrier (BBB) formation, and lead to abnormal brain development and function. AGE-RAGE signaling pathway

Overview

Objective: Identify putative biomarkers of developmental NVU disruption among ToxCast

HTS assaysBuild a pathway based predictive signature to identify putative NVU disrupting

ToxCast chemicals (Neuro, Angio, both, or neither)

• Approach: Increase the diversity of ToxCast assays to include DevToxassessments that may represent developmental processes or toxicitiesArunA (neurogenic), Vala (angiogenic), STEMINA (hESC), OT (endogenesis)

4

NVU Early development

Page 6: Classification modle of blood-brain barrier development ... · blood-brain barrier (BBB) formation, and lead to abnormal brain development and function. AGE-RAGE signaling pathway

Experimental Design

46 ToxCast chemicals

• 5HPP-33 (ref.)• TNP-470 (ref.)• flame retardants• pesticides• pharmaceuticals• plasticizers• pTDCs• pVDCs

Platform Cell type Assay # of Endpoints eurogenesis

hNP Cell titer 2hESC hNC Cell migration/proliferation 2(H9) hNN Neurite outgrowth 4

ngiogenesisTubule formation agonist 1

HUVEC Tubule formation antagonist 1(iPSC) Cell migration/proliferation 3

N

A

Exposures: 0.1% DMSO control0.1 - 100 µM (x5 concentrations)

Presenter
Presentation Notes
Aruna: MG scratch assay is 48 hr; 3 or 4 reps; HUVEC agonist (6d) antagonist 3d, MG 24h
Page 7: Classification modle of blood-brain barrier development ... · blood-brain barrier (BBB) formation, and lead to abnormal brain development and function. AGE-RAGE signaling pathway

Positive ‘hits’ across 13 assays

Max potency (lowest AC20)No effect

Che

mic

als

Primarily hNN effects

No effect

Neurogenesis assays Angiogenesis assays

6

Presenter
Presentation Notes
Angio platform limitation may only pick up early parts of angio cycle (subset of disruptors that were positive in other assays) 46 chemicals tested under same conditions (here’s how they cluster) Potential to disrupt NVU development
Page 8: Classification modle of blood-brain barrier development ... · blood-brain barrier (BBB) formation, and lead to abnormal brain development and function. AGE-RAGE signaling pathway

ToxPi ranking of 46 Aruna/Vala chemicals

AngioX9

Neurox38

No Effectx8

AC20 normalized to control shown as percentage of max potency across all assayshttp://comptox.unc.edu/toxpi.php

Angiogenesis Assays x5

Neurogenesis Assays x8

7

Presenter
Presentation Notes
Early 5HPP; Late TNP First version under conditions we studied
Page 9: Classification modle of blood-brain barrier development ... · blood-brain barrier (BBB) formation, and lead to abnormal brain development and function. AGE-RAGE signaling pathway

Building a pathway-based prediction model of NVU toxicity

ToxCast assays

8 chemicals

9 chemicals 38 chemicals

46 chemicals

413 ToxCast assays

Cellular adhesion, proliferation, etc.

8

Presenter
Presentation Notes
I just showed you how we’ve collected data on the impact of chemicals on the NVU with the Aruna and Vala assays…. NOW I want to show you how we combined this information with data from 413 toxcast assays from these same 46 chemicals….. This will help us identify potential molecular targets and signaling pathways for these chemicals…..
Page 10: Classification modle of blood-brain barrier development ... · blood-brain barrier (BBB) formation, and lead to abnormal brain development and function. AGE-RAGE signaling pathway

Identifying signaling pathways that may mediate toxic effects on the NVU

413 ToxCast assays (assay_component_endpoint_name)

194 associated genes (tech_target)

KEGG pathway analysis

9

Page 11: Classification modle of blood-brain barrier development ... · blood-brain barrier (BBB) formation, and lead to abnormal brain development and function. AGE-RAGE signaling pathway

Signaling pathways that may mediate toxic effects on the NVU

Angiogenesis and/or neurogenesis

10

Page 12: Classification modle of blood-brain barrier development ... · blood-brain barrier (BBB) formation, and lead to abnormal brain development and function. AGE-RAGE signaling pathway

11

Signaling pathways that may mediate toxic effects on the NVU

Neurogenesis

Page 13: Classification modle of blood-brain barrier development ... · blood-brain barrier (BBB) formation, and lead to abnormal brain development and function. AGE-RAGE signaling pathway

Signaling pathways that may mediate toxic effects on the NVU

12

Angiogenesis and neurogenesis

Page 14: Classification modle of blood-brain barrier development ... · blood-brain barrier (BBB) formation, and lead to abnormal brain development and function. AGE-RAGE signaling pathway

Top Pathway – Top Chemical

13

Hypothesis: Chemical disruption of NVU development will adversely impact blood-brain barrier (BBB) formation, and lead to abnormal brain development and function

AGE-RAGE signaling pathway in diabetic complications

Obermeier et al., Nat Meth. 2013

(genes from list in pathway)

5HPP-33 gene targets based on ToxCast assay hits

Immuneresponse

Adhesion Cell growth/survival

Coagulation ECMremodeling

CCL2 SELE JUN F3 MMP2CXCL8 VCAM1 PI3CA THBD

IL6 ICAM1 MAPK1TNF

TGFB1NFKB1

Presenter
Presentation Notes
Talk about microglia
Page 15: Classification modle of blood-brain barrier development ... · blood-brain barrier (BBB) formation, and lead to abnormal brain development and function. AGE-RAGE signaling pathway

How might microglia mediate impacts on BBB development and function?

14

IL6

CXCL8

5HPP-33CXCL8

SELE

Presenter
Presentation Notes
CXCL8 = IL 8: chemokine recruits neutrophils CCL2: cytokine that recruits inflammatory cells TGFbeta – growth, immune suppression or chemoattractant (can have different effects depending on cell state or origin)
Page 16: Classification modle of blood-brain barrier development ... · blood-brain barrier (BBB) formation, and lead to abnormal brain development and function. AGE-RAGE signaling pathway

Future work

• Focus on role of microglia– Cell transducers of inflammatory signals– Role in remodeling/anastomosis during angiogenesis

• Test more ToxCast chemicals in these platforms• Prioritize chemicals for OCM in vitro testing

15

Page 17: Classification modle of blood-brain barrier development ... · blood-brain barrier (BBB) formation, and lead to abnormal brain development and function. AGE-RAGE signaling pathway

Acknowledgements

Tom Knudsen (mentor)• Todd Zurlinden (NCCT)• Sid Hunter (NHEERL-ISTD)• Andrew Schwab (NHEERL-ISTD)• Nancy Baker (Leidos)• Virtual Tissue Modeling Group• Florent Ginhoux (A*STAR)• Aymeric Silvan (A*STAR)• Dan Rines (Vala Sciences)• Bei Bei Cai (Vala Sciences)• Steve Stice (Aruna Biomedical)• Tracey Worthington Stice (Aruna Biomedical)

Page 18: Classification modle of blood-brain barrier development ... · blood-brain barrier (BBB) formation, and lead to abnormal brain development and function. AGE-RAGE signaling pathway

U.S. Environmental Protection Agency

Thank You

Questions?