What s in a Tipping Point?

Size: px
Start display at page:

Download "What s in a Tipping Point?"

Transcription

1 What s in a Tipping Point? Using Systems Biology to Characterize Adverse Oxidative Responses in Human Lung Cells Jenna M. Currier, Ph.D. ORISE Postdoctoral Fellow at U.S. EPA Mentors: Brian Chorley, Ph.D. and Rory Conolly, Sc.D. I n Vitro and A l t e r n a t i v e M e t h o d s S p e c i a l t y S e c t i o n We b i n a r : M a y 1 8,

2 Why study tipping points? Exposure Uptake/Delivery to Target Tissues Key event-based points of departure for adverse events can assist in the prediction of adverse health outcomes Biologic Inputs Perturbation Normal Biologic Function Early Cellular Changes Adverse Responses Adaptive Responses Cell Injury, Inability to Regulate Adverse Outcomes Modified from: Andersen, M. E. and D. Krewski (2009) Toxicol Sci 107(2): of 16

3 What mediates the switch between adaptive and adverse responses? Zn is sequestered and buffered to maintain normal cellular function Zn 2+ KEAP1 NRF2 Crosstalk between p53 and NRF2 coordinate the p53-initiated cell IV MDM2 p53 survival response E GSH H 2 O 2 E GSH H 2 O 2 Mechanisms of the shift from p53-mediated cellular adaption to programmed cell death are less understood 3 of 16

4 Zn 2+ Free / Zn Bound Ratio Fraction of Maximum Binding Using biological modeling to define the tipping point Saturation of Zn Binding Extracellular ZnPyr Intracellular ZnPyr Zn 2+ Pyr Zn Bound Zn 2+, M (with Pyr) Free Zn 2+ /Zn Bound Pyrithione (Pyr) a zinc specific ionophore that facilitates transport Pharmacodynamic model predicts saturation of intracellular Zn 2+ binding Zn 2+, M (with Pyr) 4 of 16

5 % of Control Does in vitro cytotoxicity correspond to computational predictions? % of Control h 40 h 48 h Zn 2+, µm BEAS-2B cells exposed to Zn 2+ in the presence of 1 µm pyrithione ATP content measured by luminescent CellTiter-Glo assay Cytotoxicity corresponds to concentrations predicted to saturate intracellular Zn 2+ buffering 5 of 16

6 Are markers of apoptosis altered after Zn 2+ exposure? Mean ± SD, n=3. p<0.01 compared with control () or each other (#) by two-way ANOVA and Holm-Sidak post hoc test. 6 of 16

7 Are markers of apoptosis altered after Zn 2+ exposure? Tipping point from adaptive, recoverable cellular Mean ± SD, n=3. p<0.01 compared with control () or each processes other (#) to by two-way an unrecoverable, ANOVA and Holm-Sidak post cytotoxic hoc test. response with exposures 2.5 µm Zn 2+ 7 of 16

8 -log(p-value) PC #2 (10%) -log(p-value) Exploring adaptive and apoptotic gene expression changes PC #3 (9.96%) PCA Mapping (39.2%) Controls [Zn 2+ ] Time DEGs PC #1 (19.3%) 2 µm 4 h µm 4 h µm 24 h µm 24 h µm 48 h µm 48 h 1864 Concentration and duration of Zn 2+ exposure mediate significant gene expression changes Pathway Enrichment p53 Signaling Time, h NRF2-Mediated Oxidative Stress Time, h 2 µm Zn 2+ 3 µm Zn 2+ 8 of 16

9 Can early gene expression changes differentiate cellular responses? Hierarchical Clustering 4 h Exposures 68 genes related to p53 and/or NRF2 Control NRF2 p53 Adaptive Cytotoxic A 154 gene biomarker set identified by two sample t- Gene expression changes are evident earlier than typically measured phenotypic endpoints of cytotoxicity or apoptosis test (p <0.01). Log 2 normalized probe intensity values are shifted to a mean of zero and scaled to a standard deviation of 1. 9 of 16

10 Can early gene expression changes differentiate cellular responses? Fold-Change (qpcr) MXD1 DUSP5 ID1 HSPA4L MCL1 # # # WEE1 MAP2K3 GADD45A GCLM MYC SOD2 CDKN1A # # # # # # # IL8 SRXN1 HIST1H4H SERPINE1 EEA1 ETS1 GNG12 PTGER4 TXNRD1 TGFB2 JAK1 2 µm Zn 2+ 3 µm Zn 2+ RB1 FILIP1L THBS1 EGR1 MBP TSC22D3 p53- and NRF2-related genes may mediate the switch between adaptation and apoptosis # NRF2 p53 10 of 16

11 Can p53 activation distinguish the tipping point? p53 activation, but no early distinction around tipping point Whole cell extracts after 4 h exposures were probed using a capillary electrophoresis-based Western system. Mean ± SD, n=3. p<0.05 compared with control () by one-way ANOVA and Holm-Sidak post hoc test. 11 of 16

12 Fold Over Control Can NRF2 activation distinguish the tipping point? # 2 µm Zn 2+ 3 µm Zn Time, h Increased NRF2 Nuclear Translocation. activation Mean of ± SD, NRF2 n=3. p <0.001 at the compared with control () or each other (#) by twoway adaptive, ANOVA and Holm-Sidak 2 µm post Zn hoc 2+ test. exposure 12 of 16

13 ^ What s the point? Zn 2+ Uptake in Bronchial Epithelial Cells p53- and NRF2-related genes are potential transcriptomic biomarkers of early adaptive and adverse cellular responses Time (h) Early Genomic Changes Moderate [Zn 2+ ] More robust NRF2 activation Adaptive Responses Increased expression of most p53 and NRF2- related genes Cell Survival Higher [Zn 2+ ] Reduced NRF2 activation Dampening of adaptive response gene expression Cytotoxicity Cell Death, Apoptosis 13 of 16

14 Extending the computational model Extracellular Intracellular ZnPyr ZnPyr Pyr Zn 2+ Zn Bound KEAP1 NRF2 Antioxidants ROS 14 of 16

15 Future Applications Identify transcriptomic-based biomarkers for screening and prioritization of chemical and environmental-based exposures Utilize high-throughput in vitro model systems Develop a computational model to predict adverse outcomes Assess complex chemical mixtures using both paradigms 15 of 16

16 Acknowledgements US EPA Mentors Brian Chorley Rory Conolly Gleta Carswell Wan-Yun Cheng Lisa Dailey Eugene Gibbs-Fluornoy Gail Nelson Jim Samet Natalia Ryan Philip Wages Genomics Research Core Other Collaborators Funding Daniel Menendez (NIEHS) Qiang Zhang (Emory University) Oak Ridge Institute for Science and Education Internship/Research Participation Program U.S. Environmental Protection Agency Air, Climate, and Energy Research Program Integrated Systems Toxicology Division 16 of 16

High throughput screening of nanotoxicity based on oxidative stress paradigm

High throughput screening of nanotoxicity based on oxidative stress paradigm December 11 28 High throughput screening of nanotoxicity based on oxidative stress paradigm Saji George Dr Andre Nel s lab Dept. of Medicine (Division of Nanomedicine) UCLA December 11 28 Growing nanotech

More information

Sudin Bhattacharya Institute for Integrative Toxicology

Sudin Bhattacharya Institute for Integrative Toxicology Beyond the AHRE: the Role of Epigenomics in Gene Regulation by the AHR (or, Varied Applications of Computational Modeling in Toxicology and Ingredient Safety) Sudin Bhattacharya Institute for Integrative

More information

Using Ozone to Validate a. Toxicity Testing

Using Ozone to Validate a. Toxicity Testing Using Ozone to Validate a Systems Biology Approach to Toxicity Testing Robert Devlin Environmental Public Health Division US EPA Systems Biology Informed Risk Assessment Meeting NationalAcademy of Sciences

More information

Plate-Based Assay Methods for the Assessment of Cellular Health

Plate-Based Assay Methods for the Assessment of Cellular Health Plate-Based Assay Methods for the Assessment of Cellular Health Andrew L. Niles, Senior Research Scientist 2012, Promega Corporation. Biological Outcomes in Cell Culture Treatment -Small molecule -Bio-molecule

More information

Research Framework for Evaluating the Potential Mode(s)

Research Framework for Evaluating the Potential Mode(s) Research Framework for Evaluating the Potential Mode(s) of Action Underlying the Carcinogenicity of Hexavalent Chromium Following Exposure in Drinking Water Developed by Staff and Management at the The

More information

Omic Biomarkers for Assessing Cellular Toxicity: Integration of In Vivo and In Vitro Data Why It Is Important

Omic Biomarkers for Assessing Cellular Toxicity: Integration of In Vivo and In Vitro Data Why It Is Important Omic Biomarkers for Assessing Cellular Toxicity: Integration of In Vivo and In Vitro Data Why It Is Important Bruce A. Fowler, PhD, ATS Toxicology and Risk Assessment Consulting Services, LLC Introduction

More information

Supplementary Figure 1 P53 is degraded following Chlamydia infection independent of the cell lysis and protein sample preparation procedure applied.

Supplementary Figure 1 P53 is degraded following Chlamydia infection independent of the cell lysis and protein sample preparation procedure applied. Supplementary Figure 1 P53 is degraded following Chlamydia infection independent of the cell lysis and protein sample preparation procedure applied. (a) Western blotting analysis showing degradation of

More information

Examination of Mechanisms of Hepatotoxicity of Anti-diabetic PPARγ Agonists Using Applied Biosystems Rat Whole Genome Microarrays

Examination of Mechanisms of Hepatotoxicity of Anti-diabetic PPARγ Agonists Using Applied Biosystems Rat Whole Genome Microarrays Examination of Mechanisms of Hepatotoxicity of Anti-diabetic PPARγ Agonists Using Applied Biosystems Rat Whole Genome Microarrays Lu Zhang b, Lei Guo a, Leming Shi a, Weida Tong a, Yongming Sun b, Gary

More information

Putting Science to Work. Heptox Virtual Liver Platform

Putting Science to Work. Heptox Virtual Liver Platform Putting Science to Work A report on TAK-875 analysis using the Heptox Virtual Liver Platform Compound MW TAK 875 524.625 EXECUTIVE SUMMARY Simulated exposures based on average drug plasma concentration

More information

Supplementary Figure 1

Supplementary Figure 1 Supplementary Figure 1 Expression of apoptosis-related genes in tumor T reg cells. (a) Identification of FOXP3 T reg cells by FACS. CD45 + cells were gated as enriched lymphoid cell populations with low-granularity.

More information

SUPPORTING INFORMATION

SUPPORTING INFORMATION SUPPORTING INFORMATION SUPPLEMENTARY FIGURE LEGENDS Fig. S1. Separation of non-dissolved nanoparticles. Tests were conducted on the separation of non-dissolved nanoparticles added in excess to BEGM (A)

More information

ToxStrategies, Inc. and Summit Toxicology

ToxStrategies, Inc. and Summit Toxicology Deborah Proctor Chad Thompson, Mark Harris, Mina Suh, Laurie Haws, Chris Kirman and Sean Hays ToxStrategies, Inc. and Summit Toxicology November 2012 Research Project funded by the Cr 6 Panel of the American

More information

New tools bring greater understanding to cellular metabolism research

New tools bring greater understanding to cellular metabolism research New tools bring greater understanding to cellular metabolism research Mourad Ferhat, Ph.D, 7 Juin 2017 FDSS Users Meeting, Hamamatsu mourad.ferhat@promega.com Today s talk : focus on new cell-based assays

More information

Molecular measurements for radiation-induced PTC risk modelling

Molecular measurements for radiation-induced PTC risk modelling Molecular measurements for radiation-induced PTC risk modelling DoReMi 3rd Periodic Meeting Kristian Unger Integrative Biology Group Research Unit of Radiation Cytogenetics Department of Radiation Sciences

More information

Prof. Jean-Pierre Lepoittevin University of Strasbourg, France SCCS WG on methodology Luxemburg, July 1st 2015

Prof. Jean-Pierre Lepoittevin University of Strasbourg, France SCCS WG on methodology Luxemburg, July 1st 2015 Potency classification of skin sensitizers: development and use of in vitro methods Prof. Jean-Pierre Lepoittevin University of Strasbourg, France SCCS WG on methodology Luxemburg, July 1st 2015 Research

More information

A new tool for screening : Cellular imaging (HCA/HCS)

A new tool for screening : Cellular imaging (HCA/HCS) Biotechnology company specialized in cellular imagery which provides HCA/HCS services A new tool for screening : Cellular imaging (HCA/HCS) Applications : Efficacy & Toxicoloxy assays Julian BURSZTYKA,

More information

Chapter 1. Introduction

Chapter 1. Introduction Chapter 1 Introduction 1.1 Motivation and Goals The increasing availability and decreasing cost of high-throughput (HT) technologies coupled with the availability of computational tools and data form a

More information

Non-hematopoietic Nrf2 dominantly impedes adult-progression of sickle cell anemia in mice

Non-hematopoietic Nrf2 dominantly impedes adult-progression of sickle cell anemia in mice Non-hematopoietic Nrf2 dominantly impedes adult-progression of sickle cell anemia in mice Samit Ghosh 1,2, Chibueze A. Ihunnah 2, Rimi Hazra 2, Aisha L. Walker 2, Jason M. Hansen 3, David R. Archer 4,

More information

Supplementary Figures

Supplementary Figures Supplementary Figures Figure S1. Validation of kinase regulators of ONC201 sensitivity. Validation and screen results for changes in cell viability associated with the combination of ONC201 treatment (1

More information

M2 microglia/ macrophages drive oligodendrocyte differentiation during CNS remyelination

M2 microglia/ macrophages drive oligodendrocyte differentiation during CNS remyelination Supplemental Information Title: M2 microglia/ macrophages drive oligodendrocyte differentiation during CNS remyelination Authors: Veronique E. Miron, Amanda Boyd, Jing-Wei Zhao, Tracy J. Yuen, Julia M.

More information

Is there a common mechanism of DILI, do we need to know?

Is there a common mechanism of DILI, do we need to know? Is there a common mechanism of DILI, do we need to know? Neil Kaplowitz, MD USC Research Center for Liver Disease Los Angeles, California IS THERE A COMMON MECHANISM OF DILI? ANSWER YES & NO Mechanisms

More information

Poorly soluble cobalt oxide particles trigger genotoxicity via multiple pathways

Poorly soluble cobalt oxide particles trigger genotoxicity via multiple pathways Uboldi et al. Particle and Fibre Toxicology (2016) 13:5 DOI 10.1186/s12989-016-0118-8 RESEARCH Open Access Poorly soluble cobalt oxide particles trigger genotoxicity via multiple pathways Chiara Uboldi

More information

Focus Application. Compound-Induced Cytotoxicity

Focus Application. Compound-Induced Cytotoxicity xcelligence System Real-Time Cell Analyzer Focus Application Compound-Induced Cytotoxicity For life science research only. Not for use in diagnostic procedures. Featured Study: Using the Time Resolving

More information

Supplementary Materials for

Supplementary Materials for www.sciencesignaling.org/cgi/content/full/6/264/rs4/dc1 Supplementary Materials for A Systems Approach for Decoding Mitochondrial Retrograde Signaling Pathways Sehyun Chae, Byung Yong Ahn, Kyunghee Byun,

More information

Impact factor: Reporter:4A1H0019 Chen Zi Hao 4A1H0023 Huang Wan ting 4A1H0039 Sue Yi Zhu 4A1H0070 Lin Guan cheng 4A1H0077 Chen Bo xuan

Impact factor: Reporter:4A1H0019 Chen Zi Hao 4A1H0023 Huang Wan ting 4A1H0039 Sue Yi Zhu 4A1H0070 Lin Guan cheng 4A1H0077 Chen Bo xuan Curcumin Protects Neonatal Rat Cardiomyocytes against High Glucose-Induced Apoptosis via PI3K/Akt Signalling Pathway Wei Yu,1,2 Wenliang Zha,1 Zhiqiang Ke,1 Qing Min,2 Cairong Li,1 Huirong Sun,3 and Chao

More information

Untargeted strategy for identification of Toxic Chemicals in OSPW

Untargeted strategy for identification of Toxic Chemicals in OSPW Untargeted strategy for identification of Toxic Chemicals in OSPW ---- oxidative stress and PPARG agonistic activity in OSPW Jianxian Sun, Hui Peng, Hattan Al Harbi, John P. Giesy, Steve Wiseman Oct 6,

More information

Metabolomics: quantifying the phenotype

Metabolomics: quantifying the phenotype Metabolomics: quantifying the phenotype Metabolomics Promises Quantitative Phenotyping What can happen GENOME What appears to be happening Bioinformatics TRANSCRIPTOME What makes it happen PROTEOME Systems

More information

EPIGENETIC RE-EXPRESSION OF HIF-2α SUPPRESSES SOFT TISSUE SARCOMA GROWTH

EPIGENETIC RE-EXPRESSION OF HIF-2α SUPPRESSES SOFT TISSUE SARCOMA GROWTH EPIGENETIC RE-EXPRESSION OF HIF-2α SUPPRESSES SOFT TISSUE SARCOMA GROWTH Supplementary Figure 1. Supplementary Figure 1. Characterization of KP and KPH2 autochthonous UPS tumors. a) Genotyping of KPH2

More information

Supporting Information

Supporting Information Supporting Information Bauer et al. 10.1073/pnas.1610421113 SI Materials and Methods Immunofluorescence experiments were performed as described (8). Briefly, NUGC-3 cells were treated with 25 μm PK11007

More information

Case Studies on High Throughput Gene Expression Data Kun Huang, PhD Raghu Machiraju, PhD

Case Studies on High Throughput Gene Expression Data Kun Huang, PhD Raghu Machiraju, PhD Case Studies on High Throughput Gene Expression Data Kun Huang, PhD Raghu Machiraju, PhD Department of Biomedical Informatics Department of Computer Science and Engineering The Ohio State University Review

More information

Pro-Oxidant Environmental Exposures: Implications of Redox Imbalance in Autism S. Jill James, Ph.D.

Pro-Oxidant Environmental Exposures: Implications of Redox Imbalance in Autism S. Jill James, Ph.D. Pro-Oxidant Environmental Exposures: Implications of Redox Imbalance in Autism S. Jill James, Ph.D. Professor, Department of Pediatrics Director, Autism Metabolic Genomics Laboratory Arkansas Children

More information

Elise Cook. BForensics (Hons) Forensic Biology and Toxicology. BSc Biomedical Science and Molecular Biology

Elise Cook. BForensics (Hons) Forensic Biology and Toxicology. BSc Biomedical Science and Molecular Biology Acute and chronic toxicity of methamphetamine exposure in cultured neuronal cells Elise Cook BForensics (Hons) Forensic Biology and Toxicology BSc Biomedical Science and Molecular Biology This thesis is

More information

Anti-Apoptotic Effects of Cellular Therapy

Anti-Apoptotic Effects of Cellular Therapy Anti-Apoptotic Effects of Cellular Therapy Jason Lapetoda 1, Lee K Landeen, PhD 1, George K Michalopoulos, MD 2, Patricia W Bedard, PhD 1 1 Vital Therapies, Inc., San Diego, CA, USA 2 University of Pittsburgh

More information

Center for Colon Cancer Research at the University of South Carolina. Dr. Franklin G. Berger Director

Center for Colon Cancer Research at the University of South Carolina. Dr. Franklin G. Berger Director Center for Colon Cancer Research at the University of South Carolina Dr. Franklin G. Berger Director WHY COLORECTAL CANCER? **** 4 th highest in cancer incidence and 2 nd highest in mortality. **** Diagnosed

More information

Toxicology in the 21 st Century

Toxicology in the 21 st Century Toxicology in the 1 st Century A Road Map for the National Toxicology Program Dr. Christopher J. Portier Associate Director, National Toxicology Program National Institute of Environmental Health Sciences

More information

DeconRNASeq: A Statistical Framework for Deconvolution of Heterogeneous Tissue Samples Based on mrna-seq data

DeconRNASeq: A Statistical Framework for Deconvolution of Heterogeneous Tissue Samples Based on mrna-seq data DeconRNASeq: A Statistical Framework for Deconvolution of Heterogeneous Tissue Samples Based on mrna-seq data Ting Gong, Joseph D. Szustakowski April 30, 2018 1 Introduction Heterogeneous tissues are frequently

More information

Focus Application. Compound-Induced Cytotoxicity

Focus Application. Compound-Induced Cytotoxicity xcelligence System Real-Time Cell Analyzer Focus Application Compound-Induced Cytotoxicity Featured Study: Using the Time Resolving Function of the xcelligence System to Optimize Endpoint Viability and

More information

Paternal exposure and effects on microrna and mrna expression in developing embryo. Department of Chemical and Radiation Nur Duale

Paternal exposure and effects on microrna and mrna expression in developing embryo. Department of Chemical and Radiation Nur Duale Paternal exposure and effects on microrna and mrna expression in developing embryo Department of Chemical and Radiation Nur Duale Our research question Can paternal preconceptional exposure to environmental

More information

Genome Stability Department of Physiology

Genome Stability Department of Physiology Cytogenetic biomarkers of ionising radiation exposure: a multiparametric approach M. Prakash HANDE, Ph.D., M.P.H. Genome Stability Laboratory Department of Physiology Yong Loo Lin School of Medicine National

More information

Translational Bioinformatics: Connecting Genes with Drugs

Translational Bioinformatics: Connecting Genes with Drugs Translational Bioinformatics: Connecting Genes with Drugs Aik Choon Tan, Ph.D. Associate Professor of Bioinformatics Division of Medical Oncology Department of Medicine aikchoon.tan@ucdenver.edu 11/14/2017

More information

Expert-guided Visual Exploration (EVE) for patient stratification. Hamid Bolouri, Lue-Ping Zhao, Eric C. Holland

Expert-guided Visual Exploration (EVE) for patient stratification. Hamid Bolouri, Lue-Ping Zhao, Eric C. Holland Expert-guided Visual Exploration (EVE) for patient stratification Hamid Bolouri, Lue-Ping Zhao, Eric C. Holland Oncoscape.sttrcancer.org Paul Lisa Ken Jenny Desert Eric The challenge Given - patient clinical

More information

Digitizing the Proteomes From Big Tissue Biobanks

Digitizing the Proteomes From Big Tissue Biobanks Digitizing the Proteomes From Big Tissue Biobanks Analyzing 24 Proteomes Per Day by Microflow SWATH Acquisition and Spectronaut Pulsar Analysis Jan Muntel 1, Nick Morrice 2, Roland M. Bruderer 1, Lukas

More information

Deciphering multiple stressor effects of gamma radiation and uranium on Atlantic salmon (Salmo salar): Transcriptomics-based mixture modeling

Deciphering multiple stressor effects of gamma radiation and uranium on Atlantic salmon (Salmo salar): Transcriptomics-based mixture modeling Deciphering multiple stressor effects of gamma radiation and uranium on Atlantic salmon (Salmo salar): Transcriptomics-based mixture modeling Y. Song, J. Asselman, K.A.C. De Schamphelaere, B. Salbu, and

More information

System. xcelligence System RTCA HT Instrument. Application Note No. 14 /January Long-Term High-Throughput Cytotoxicity Profiling

System. xcelligence System RTCA HT Instrument. Application Note No. 14 /January Long-Term High-Throughput Cytotoxicity Profiling System Application Note No. 14 /January 2013 xcelligence System RTCA HT Instrument Long-Term High-Throughput Cytotoxicity Profiling For life science research only. Not for use in diagnostic procedures.

More information

Protein SD Units (P-value) Cluster order

Protein SD Units (P-value) Cluster order SUPPLEMENTAL TABLE AND FIGURES Table S1. Signature Phosphoproteome of CD22 E12 Transgenic Mouse BPL Cells. T-test vs. Other Protein SD Units (P-value) Cluster order ATPase (Ab-16) 1.41 0.000880 1 mtor

More information

Approaches used to evaluate mechanistic data for the Report on Carcinogens (RoC) by the National Toxicology Program (NTP)

Approaches used to evaluate mechanistic data for the Report on Carcinogens (RoC) by the National Toxicology Program (NTP) Approaches used to evaluate mechanistic data for the Report on Carcinogens (RoC) by the National Toxicology Program (NTP) Amy Wang, PhD National Toxicology Program National Institute of Environmental Health

More information

Genomics and Pathways Prediction and Dose-Response Christopher J. Portier, Ph.D.

Genomics and Pathways Prediction and Dose-Response Christopher J. Portier, Ph.D. Genomics and Pathways Prediction and Dose-Response Christopher J. Portier, Ph.D. Director National Center for Environmental Health Agency for Toxic Substances and Disease Registry National Center for Environmental

More information

Cancer. The fundamental defect is. unregulated cell division. Properties of Cancerous Cells. Causes of Cancer. Altered growth and proliferation

Cancer. The fundamental defect is. unregulated cell division. Properties of Cancerous Cells. Causes of Cancer. Altered growth and proliferation Cancer The fundamental defect is unregulated cell division. Properties of Cancerous Cells Altered growth and proliferation Loss of growth factor dependence Loss of contact inhibition Immortalization Alterated

More information

Supplementary Material. Table S1. Summary of mapping results

Supplementary Material. Table S1. Summary of mapping results Supplementary Material Table S1. Summary of mapping results Sample Total reads Mapped (%) HNE0-1 99687516 80786083 (81.0%) HNE0-2 94318720 77047792 (81.7%) HNE0-3 104033900 84348102 (81.1%) HNE15-1 94426598

More information

Supporting Information

Supporting Information Supporting Information Identification of Novel ROS Inducers: Quinone Derivatives Tethered to Long Hydrocarbon Chains Yeonsun Hong,, Sandip Sengupta,, Wooyoung Hur, *, Taebo Sim,, * KU-KIST Graduate School

More information

Integrated platform for liquid biopsy-based personalized cancer medicine

Integrated platform for liquid biopsy-based personalized cancer medicine Integrated platform for liquid biopsy-based personalized cancer medicine Dr. Bernhard Polzer Fraunhofer ITEM-Regensburg Personalized Tumor Therapy Personalized cancer therapy Primary tumor single tumor

More information

15. Supplementary Figure 9. Predicted gene module expression changes at 24hpi during HIV

15. Supplementary Figure 9. Predicted gene module expression changes at 24hpi during HIV Supplementary Information Table of content 1. Supplementary Table 1. Summary of RNAseq data and mapping statistics 2. Supplementary Table 2. Biological functions enriched in 12 hpi DE genes, derived from

More information

Metabolite: substance produced or used during metabolism such as lipids, sugars and amino acids

Metabolite: substance produced or used during metabolism such as lipids, sugars and amino acids Metabolomica Analisi di biofluidi mediante spettroscopia NMR Michael Assfalg Università di Verona Terminology Metabolite: substance produced or used during metabolism such as lipids, sugars and amino acids

More information

Systems Modeling: a perspective from analysis of ToxCast assays

Systems Modeling: a perspective from analysis of ToxCast assays Systems Modeling: a perspective from analysis of ToxCast assays Thomas B. Knudsen National Center for Computational Toxicology The views expressed in this presentation are those of the author[s] and do

More information

The Transcriptional Response to Irradiation: Time to Move the Focus from Cellular to Tissutal Level

The Transcriptional Response to Irradiation: Time to Move the Focus from Cellular to Tissutal Level Laboratory of Functional Genomics and Proteomics of Model System Rodolfo Negri Sapienza Università di Roma The Transcriptional Response to Irradiation: Time to Move the Focus from Cellular to Tissutal

More information

Network-assisted data analysis

Network-assisted data analysis Network-assisted data analysis Bing Zhang Department of Biomedical Informatics Vanderbilt University bing.zhang@vanderbilt.edu Protein identification in shotgun proteomics Protein digestion LC-MS/MS Protein

More information

Statistical Challenges in Immunotherapy: Non Proportional Hazard Model. BBS / PSI CIT event 15-June-2017, Basel Claude BERGE, Roche

Statistical Challenges in Immunotherapy: Non Proportional Hazard Model. BBS / PSI CIT event 15-June-2017, Basel Claude BERGE, Roche Statistical Challenges in Immunotherapy: Non Proportional Hazard Model BBS / PSI CIT event 15-June-2017, Basel Claude BERGE, Roche 1 Statistical Challenges Biomarker Efficacy Endpoint Study Design & Analysis

More information

Identification of GLP1R agonists using a novel high throughput screening assay Wan Namkung, Ph.D.

Identification of GLP1R agonists using a novel high throughput screening assay Wan Namkung, Ph.D. Identification of GLP1R agonists using a novel high throughput screening assay Wan Namkung, Ph.D. College of Pharmacy, Yonsei University Contents High-throughput screening (HTS) HTS assays for identification

More information

Production of Exosomes in a Hollow Fiber Bioreactor

Production of Exosomes in a Hollow Fiber Bioreactor Production of Exosomes in a Hollow Fiber Bioreactor John J S Cadwell, President and CEO, FiberCell Systems Inc INTRODUCTION Exosomes are small lipid membrane vesicles (80-120 nm) of endocytic origin generated

More information

NFκB What is it and What s the deal with radicals?

NFκB What is it and What s the deal with radicals? The Virtual Free Radical School NFκB What is it and What s the deal with radicals? Emily Ho, Ph.D Linus Pauling Institute Scientist Department of Nutrition and Food Management Oregon State University 117

More information

Hepatitis B Antiviral Drug Development Multi-Marker Screening Assay

Hepatitis B Antiviral Drug Development Multi-Marker Screening Assay Hepatitis B Antiviral Drug Development Multi-Marker Screening Assay Background ImQuest BioSciences has developed and qualified a single-plate method to expedite the screening of antiviral agents against

More information

An In Vitro Alternative For Predicting Systemic Toxicity. By: James McKim, Ph.D., DABT Chief Science Officer

An In Vitro Alternative For Predicting Systemic Toxicity. By: James McKim, Ph.D., DABT Chief Science Officer An In Vitro Alternative For Predicting Systemic Toxicity By: James McKim, Ph.D., DABT Chief Science Officer What is Systemic Toxicity and What do We Want From Alternative Methods? Toxicity that occurs

More information

In Vitro Disease Model Development Current Challenges

In Vitro Disease Model Development Current Challenges Advances in In Vitro Cell Culture, 22-23 May 2012, Utrecht, The Netherlands In Vitro Disease Model Development Current Challenges Damien Breheny British American Tobacco, Group Research and Development,

More information

Characterization of mirna-regulated networks, hubs of signaling, and biomarkers in obstruction-induced bladder dysfunction

Characterization of mirna-regulated networks, hubs of signaling, and biomarkers in obstruction-induced bladder dysfunction Characterization of mirna-regulated networks, hubs of signaling, and biomarkers in obstruction-induced bladder dysfunction Ali Hashemi Gheinani, 1 Bernhard Kiss, 2 Felix Moltzahn, 2 Irene Keller, 3 Rémy

More information

Downregulation of the c-myc target gene, peroxiredoxin III, contributes to Arsenic Trioxide-induced apoptosis in Acute Promyelocytic Leukemia (APL)

Downregulation of the c-myc target gene, peroxiredoxin III, contributes to Arsenic Trioxide-induced apoptosis in Acute Promyelocytic Leukemia (APL) Downregulation of the c-myc target gene, peroxiredoxin III, contributes to Arsenic Trioxide-induced apoptosis in Acute Promyelocytic Leukemia (APL) Pablo E. Vivas-Mejía, Ph.D. Research Scientist, University

More information

Quantifying Cellular ATP Production Rate Using Agilent Seahorse XF Technology

Quantifying Cellular ATP Production Rate Using Agilent Seahorse XF Technology White Paper Quantifying Cellular ATP Production Rate Using Agilent Seahorse XF Technology Authors Natalia Romero George Rogers Andy Neilson Brian P. Dranka Agilent Technologies, Inc., Lexington, MA, USA

More information

Supplemental Information. NRF2 Is a Major Target of ARF. in p53-independent Tumor Suppression

Supplemental Information. NRF2 Is a Major Target of ARF. in p53-independent Tumor Suppression Molecular Cell, Volume 68 Supplemental Information NRF2 Is a Major Target of ARF in p53-independent Tumor Suppression Delin Chen, Omid Tavana, Bo Chu, Luke Erber, Yue Chen, Richard Baer, and Wei Gu Figure

More information

Transcript-indexed ATAC-seq for immune profiling

Transcript-indexed ATAC-seq for immune profiling Transcript-indexed ATAC-seq for immune profiling Technical Journal Club 22 nd of May 2018 Christina Müller Nature Methods, Vol.10 No.12, 2013 Nature Biotechnology, Vol.32 No.7, 2014 Nature Medicine, Vol.24,

More information

CANCER THERAPEUTICS: A NOVEL APPROACH

CANCER THERAPEUTICS: A NOVEL APPROACH CANCER THERAPEUTICS: A NOVEL APPROACH Mary Dwyer, Ph.D. HBRI and ChemRegen, Inc. SCDMDG Meeting October 23, 212 Outline Introduction Hit, HBRI1: identification & characterization Leads, HBRI2 & HBRI3:

More information

IVC History, Cancer Research

IVC History, Cancer Research Riordan Clinic IVC Academy 5 IVC History, Cancer Research O (slides 1 40) Riordan Clinic 2018 High Dose Vitamin C Adjunctive Care for Cancer Patients IVC and Cancer Research Overview History & Research

More information

SUPPLEMENTARY INFORMATION

SUPPLEMENTARY INFORMATION DOI: 10.1038/ncb3021 Supplementary figure 1 Characterisation of TIMPless fibroblasts. a) Relative gene expression of TIMPs1-4 by real time quantitative PCR (RT-qPCR) in WT or ΔTimp fibroblasts (mean ±

More information

How to Integrate Cellular Metabolism Assays Into Your Research: Considerations and Challenges

How to Integrate Cellular Metabolism Assays Into Your Research: Considerations and Challenges How to Integrate Cellular Metabolism Assays Into Your Research: Considerations and Challenges Donna Leippe Sr Research Scientist Outline for Today s Webinar Introduction to Cell Metabolism Metabolite Detection

More information

Genome Editing Research for Translational Toxicology Solutions

Genome Editing Research for Translational Toxicology Solutions Genome Editing Research for Translational Toxicology Solutions REBECCA FRY, PH.D. Carol Remmer Angle Distinguished Professor and Associate Chair Director, UNC Superfund Research Program Director, Graduate

More information

Supplementary Figure 1. Experimental paradigm. A combination of genome and exome sequencing coupled with array-comparative genome hybridization was

Supplementary Figure 1. Experimental paradigm. A combination of genome and exome sequencing coupled with array-comparative genome hybridization was Supplementary Figure 1. Experimental paradigm. A combination of genome and exome sequencing coupled with array-comparative genome hybridization was performed on a total of 85 SS patients. Data filtration

More information

Consideration of Reproductive/Developmental Mode of Action Data from Laboratory Animals in the Risk Assessment of Environmental Chemicals

Consideration of Reproductive/Developmental Mode of Action Data from Laboratory Animals in the Risk Assessment of Environmental Chemicals Consideration of Reproductive/Developmental Mode of Action Data from Laboratory Animals in the Risk Assessment of Environmental Chemicals Susan Makris U.S. EPA, National Center for Environmental Assessment

More information

NexGen Risk Assessment

NexGen Risk Assessment NexGen Risk Assessment Daniel Krewski, PhD, MHA Professor and Director McLaughlin Centre for Population Heath Risk Assessment & Risk Sciences International January 12, 2011 McLaughlin Centre for Population

More information

The potential impact of toxicogenomics on modern chemical risk assessment 3-MCPD and 3-MCPD fatty acid esters as examples

The potential impact of toxicogenomics on modern chemical risk assessment 3-MCPD and 3-MCPD fatty acid esters as examples BUNDESINSTITUT FÜR RISIKOBEWERTUNG The potential impact of toxicogenomics on modern chemical risk assessment 3-MCPD and 3-MCPD fatty acid esters as examples Prof. Dr. Dr. Alfonso Lampen Department of Food

More information

Expanded View Figures

Expanded View Figures Molecular Systems iology Immediate late genes decode ERK signal duration Florian Uhlitz et al Expanded View Figures Figure EV. cquired samples from HEK9ΔRF:ER cells. Microarrays - Untreated I +U6-5 6 7

More information

Supplementary Materials for

Supplementary Materials for www.sciencesignaling.org/cgi/content/full/6/271/ra25/dc1 Supplementary Materials for Phosphoproteomic Analysis Implicates the mtorc2-foxo1 Axis in VEGF Signaling and Feedback Activation of Receptor Tyrosine

More information

Predictive Assays in Radiation Therapy

Predictive Assays in Radiation Therapy Outline Predictive Assays in Radiation Therapy Radiation Biology Introduction Early predictive assays Recent trends in predictive assays Examples for specific tumors Summary Lecture 4-23-2014 Introduction

More information

The Avatar System TM Yields Biologically Relevant Results

The Avatar System TM Yields Biologically Relevant Results Application Note The Avatar System TM Yields Biologically Relevant Results Liquid biopsies stand to revolutionize the cancer field, enabling early detection and noninvasive monitoring of tumors. In the

More information

Basket and Umbrella Trial Designs in Oncology

Basket and Umbrella Trial Designs in Oncology Basket and Umbrella Trial Designs in Oncology Eric Polley Biomedical Statistics and Informatics Mayo Clinic Polley.Eric@mayo.edu Dose Selection for Cancer Treatment Drugs Stanford Medicine May 2017 1 /

More information

DeSigN: connecting gene expression with therapeutics for drug repurposing and development. Bernard lee GIW 2016, Shanghai 8 October 2016

DeSigN: connecting gene expression with therapeutics for drug repurposing and development. Bernard lee GIW 2016, Shanghai 8 October 2016 DeSigN: connecting gene expression with therapeutics for drug repurposing and development Bernard lee GIW 2016, Shanghai 8 October 2016 1 Motivation Average cost: USD 1.8 to 2.6 billion ~2% Attrition rate

More information

Supplementary Materials Extracting a Cellular Hierarchy from High-dimensional Cytometry Data with SPADE

Supplementary Materials Extracting a Cellular Hierarchy from High-dimensional Cytometry Data with SPADE Supplementary Materials Extracting a Cellular Hierarchy from High-dimensional Cytometry Data with SPADE Peng Qiu1,4, Erin F. Simonds2, Sean C. Bendall2, Kenneth D. Gibbs Jr.2, Robert V. Bruggner2, Michael

More information

Targeted Agent and Profiling Utilization Registry (TAPUR ) Study. February 2018

Targeted Agent and Profiling Utilization Registry (TAPUR ) Study. February 2018 Targeted Agent and Profiling Utilization Registry (TAPUR ) Study February 2018 Precision Medicine Therapies designed to target the molecular alteration that aids cancer development 30 TARGET gene alterations

More information

Glutathione / Thioredoxin Nrf2 & Hyperoxia

Glutathione / Thioredoxin Nrf2 & Hyperoxia Glutathione / Thioredoxin Nrf2 & Hyperoxia Trent E. Tipple, MD Principal Investigator, Center for Perinatal Research The Research Institute at Nationwide Children s Hospital Assistant Professor of Pediatrics,

More information

Molecular Heterogeneity of High Gleason Prostate Cancer

Molecular Heterogeneity of High Gleason Prostate Cancer Molecular Heterogeneity of High Gleason Prostate Cancer Aliccia Bollig-Fischer, PhD Assistant Professor Department of Oncology Karmanos Cancer Institute Wayne State University Detroit, Michigan, USA Disclosure

More information

Supplementary Information POLO-LIKE KINASE 1 FACILITATES LOSS OF PTEN-INDUCED PROSTATE CANCER FORMATION

Supplementary Information POLO-LIKE KINASE 1 FACILITATES LOSS OF PTEN-INDUCED PROSTATE CANCER FORMATION Supplementary Information POLO-LIKE KINASE 1 FACILITATES LOSS OF PTEN-INDUCED PROSTATE CANCER FORMATION X. Shawn Liu 1, 3, Bing Song 2, 3, Bennett D. Elzey 3, 4, Timothy L. Ratliff 3, 4, Stephen F. Konieczny

More information

Targeting Kinases Critical for TMPRSS2-ERG Function in Prostate Cancer

Targeting Kinases Critical for TMPRSS2-ERG Function in Prostate Cancer Targeting Kinases Critical for TMPRSS2-ERG Function in Prostate Cancer Kyle Nakatsuka David Takeda, MD, PhD Lab of William Hahn, M.D., Ph.D. Broad Institute Summer Research Program in Genomics TMPRSS2-ERG

More information

Distinguishing between Mode and Mechanism of Action

Distinguishing between Mode and Mechanism of Action Distinguishing between Mode and Mechanism of Action Michael Dourson Toxicology Excellence for Risk Assessment Center University of Cincinnati College of Medicine Conflict of Interest Statement The research

More information

(A) Dose response curves of HMLE_shGFP (blue circle), HMLE_shEcad (red square),

(A) Dose response curves of HMLE_shGFP (blue circle), HMLE_shEcad (red square), Supplementary Figures and Tables Figure S1. Validation of EMT-selective small molecules (A) Dose response curves of HMLE_shGFP (blue circle), HMLE_shEcad (red square), and HMLE_Twist (black diamond) cells

More information

Supplementary Figure 1:

Supplementary Figure 1: Supplementary Figure 1: (A) Whole aortic cross-sections stained with Hematoxylin and Eosin (H&E), 7 days after porcine-pancreatic-elastase (PPE)-induced AAA compared to untreated, healthy control aortas

More information

From reference genes to global mean normalization

From reference genes to global mean normalization From reference genes to global mean normalization Jo Vandesompele professor, Ghent University co-founder and CEO, Biogazelle qpcr Symposium USA November 9, 2009 Millbrae, CA outline what is normalization

More information

Robert Newman, Ph.D. and Peiying Yang, Ph.D.

Robert Newman, Ph.D. and Peiying Yang, Ph.D. Robert Newman, Ph.D. and Peiying Yang, Ph.D. Department of Experimental Therapeutics and General Oncology The University of Texas, M.D. Anderson Cancer Center 1 Cardiac glycoside extracts from plants and

More information

Cancer Genetics. What is Cancer? Cancer Classification. Medical Genetics. Uncontrolled growth of cells. Not all tumors are cancerous

Cancer Genetics. What is Cancer? Cancer Classification. Medical Genetics. Uncontrolled growth of cells. Not all tumors are cancerous Session8 Medical Genetics Cancer Genetics J avad Jamshidi F a s a U n i v e r s i t y o f M e d i c a l S c i e n c e s, N o v e m b e r 2 0 1 7 What is Cancer? Uncontrolled growth of cells Not all tumors

More information

Glutathione Regulation

Glutathione Regulation The Virtual Free Radical School Glutathione Regulation Dale A. Dickinson 1, Henry Jay Forman 1 and Shelly C. Lu 2 1 University of California, Merced, School of Natural Sciences, P.O. Box 2039, Merced,

More information

Radiation biomarkers in papillary thyroid cancer

Radiation biomarkers in papillary thyroid cancer Radiation biomarkers in papillary thyroid cancer Horst Zitzelsberger Research Unit Radiation Cytogenetics Department of Radiation Sciences Helmholtz Zentrum München Post-Chernobyl papillary thyroid cancer

More information

France Carrier, Ph.D. July 14, Chemopotentiation by Low Dose-Fractionated Radiation Therapy

France Carrier, Ph.D. July 14, Chemopotentiation by Low Dose-Fractionated Radiation Therapy France Carrier, Ph.D. July 14, 2016 Chemopotentiation by Low Dose-Fractionated Radiation Therapy Chemopotentiation by Low Dose-Fractionated Radiation Therapy Chemopotentiation by LDFRT is a novel treatment

More information

Bioactivity Assays: Putting the Puzzle Together

Bioactivity Assays: Putting the Puzzle Together Bioactivity Assays: Putting the Puzzle Together Dr. Ulrike Herbrand Department for Biosafety & Bioassay Services Charles River Biologics Testing Solutions Outline General Remarks MoA reflecting bioassays

More information

HOW CAN MECHANISTIC DATA FROM SYSTEMS APPROACHES IMPROVE OF OUR UNDERSTANDING OF CARCINOGENIC RISK FOR MIXTURES?

HOW CAN MECHANISTIC DATA FROM SYSTEMS APPROACHES IMPROVE OF OUR UNDERSTANDING OF CARCINOGENIC RISK FOR MIXTURES? HOW CAN MECHANISTIC DATA FROM SYSTEMS APPROACHES IMPROVE OF OUR UNDERSTANDING OF CARCINOGENIC RISK FOR MIXTURES? Susan Tilton, Ph.D. Assistant Professor Environmental and Molecular Toxicology Department

More information