Integrating Systems Biology and an Ex Vivo Human Tumor Model Elucidates PD-1 Blockade Response Dynamics.

Biological Sciences Cancer Systems Biology Immunology Systems Biology

Journal

iScience
ISSN: 2589-0042
Titre abrégé: iScience
Pays: United States
ID NLM: 101724038

Informations de publication

Date de publication:
26 Jun 2020
Historique:
received: 06 01 2020
revised: 01 04 2020
accepted: 29 05 2020
pubmed: 20 6 2020
medline: 20 6 2020
entrez: 20 6 2020
Statut: ppublish

Résumé

Ex vivo human tumor models have emerged as promising, yet complex tools to study cancer immunotherapy response dynamics. Here, we present a strategy that integrates empirical data from an ex vivo human system with computational models to interpret the response dynamics of a clinically prescribed PD-1 inhibitor, nivolumab, in head and neck squamous cell carcinoma (HNSCC) biopsies (N = 50). Using biological assays, we show that drug-induced variance stratifies samples by T helper type 1 (Th1)-related pathways. We then built a systems biology network and mathematical framework of local and global sensitivity analyses to simulate and estimate antitumor phenotypes, which implicate a dynamic role for the induction of Th1-related cytokines and T cell proliferation patterns. Together, we describe a multi-disciplinary strategy to analyze and interpret the response dynamics of PD-1 blockade using heterogeneous ex vivo data and in silico simulations, which could provide researchers a powerful toolset to interrogate immune checkpoint inhibitors.

Identifiants

pubmed: 32554190
pii: S2589-0042(20)30414-4
doi: 10.1016/j.isci.2020.101229
pmc: PMC7303667
pii:
doi:

Types de publication

Journal Article

Langues

eng

Pagination

101229

Informations de copyright

Copyright © 2020 The Authors. Published by Elsevier Inc. All rights reserved.

Déclaration de conflit d'intérêts

Declaration of Interests S.T., B.M., P.M., A.G., M.S., M.J., B.U.S., V.K., D.D., N.B., and G.T.-O. declare conflicts of interest as employees or consultants and/or holding equity in Mitra Biotech. All other authors declare no conflicts of interest. Patent applications have been filed by Mitra Biotech on behalf of authors A.G., B.M., and P.M. related to the research in this study.

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Auteurs

Munisha Smalley (M)

Integrative Immuno-Oncology Center, Mitra Biotech, Woburn, MA, USA; Department of Medicine, Harvard Medical School, Boston, MA, USA; Division of Engineering in Medicine, Brigham and Women's Hospital, Boston, MA, USA.

Michelle Przedborski (M)

University of Waterloo, Department of Applied Mathematics, Waterloo, ON N2L 3G1, Canada.

Saravanan Thiyagarajan (S)

Integrative Immuno-Oncology Center, Mitra Biotech, Woburn, MA, USA.

Moriah Pellowe (M)

University of Waterloo, Department of Applied Mathematics, Waterloo, ON N2L 3G1, Canada.

Amit Verma (A)

Max Super Speciality Hospital, New Delhi, India.

Nilesh Brijwani (N)

Integrative Immuno-Oncology Center, Mitra Biotech, Woburn, MA, USA.

Debika Datta (D)

Integrative Immuno-Oncology Center, Mitra Biotech, Woburn, MA, USA.

Misti Jain (M)

Integrative Immuno-Oncology Center, Mitra Biotech, Woburn, MA, USA.

Basavaraja U Shanthappa (BU)

Integrative Immuno-Oncology Center, Mitra Biotech, Woburn, MA, USA.

Vidushi Kapoor (V)

Integrative Immuno-Oncology Center, Mitra Biotech, Woburn, MA, USA.

Kodaganur S Gopinath (KS)

Bangalore Institute of Oncology, Bangalore, India.

D C Doval (DC)

Rajiv Gandhi Cancer Institute & Research Centre, New Delhi, India.

K S Sabitha (KS)

Kidwai Memorial Institute of Oncology, Bangalore, India.

Gaspar Taroncher-Oldenburg (G)

Gaspar Taroncher-Oldenburg Consulting, Philadelphia, PA, USA.

Biswanath Majumder (B)

Integrative Immuno-Oncology Center, Mitra Biotech, Woburn, MA, USA.

Pradip Majumder (P)

Integrative Immuno-Oncology Center, Mitra Biotech, Woburn, MA, USA.

Mohammad Kohandel (M)

University of Waterloo, Department of Applied Mathematics, Waterloo, ON N2L 3G1, Canada. Electronic address: kohandel@uwaterloo.ca.

Aaron Goldman (A)

Department of Medicine, Harvard Medical School, Boston, MA, USA; Division of Engineering in Medicine, Brigham and Women's Hospital, Boston, MA, USA. Electronic address: agoldman@bwh.harvard.edu.

Classifications MeSH