computational biology computational model immune checkpoint inhibitor immuno-oncology systems biology

Journal

Royal Society open science
ISSN: 2054-5703
Titre abrégé: R Soc Open Sci
Pays: England
ID NLM: 101647528

Informations de publication

Date de publication:
May 2019
Historique:
received: 27 02 2019
accepted: 24 04 2019
entrez: 21 6 2019
pubmed: 21 6 2019
medline: 21 6 2019
Statut: epublish

Résumé

The low response rate of immune checkpoint blockade in breast cancer has highlighted the need for predictive biomarkers to identify responders. While a number of clinical trials are ongoing, testing all possible combinations is not feasible. In this study, a quantitative systems pharmacology model is built to integrate immune-cancer cell interactions in patients with breast cancer, including central, peripheral, tumour-draining lymph node (TDLN) and tumour compartments. The model can describe the immune suppression and evasion in both TDLN and the tumour microenvironment due to checkpoint expression, and mimic the tumour response to checkpoint blockade therapy. We investigate the relationship between the tumour response to checkpoint blockade therapy and composite tumour burden, PD-L1 expression and antigen intensity, including their individual and combined effects on the immune system, using model-based simulations. The proposed model demonstrates the potential to make predictions of tumour response of individual patients given sufficient clinical measurements, and provides a platform that can be further adapted to other types of immunotherapy and their combination with molecular-targeted therapies. The patient predictions demonstrate how this systems pharmacology model can be used to individualize immunotherapy treatments. When appropriately validated, these approaches may contribute to optimization of breast cancer treatment.

Identifiants

pubmed: 31218069
doi: 10.1098/rsos.190366
pii: rsos190366
pmc: PMC6549962
doi:

Banques de données

figshare
['10.6084/m9.figshare.c.4497536']

Types de publication

Journal Article

Langues

eng

Pagination

190366

Déclaration de conflit d'intérêts

C.A.S.-M. receives research support from Pfizer and MedImmune and serves on the advisory board for Polyphor. I.H.B., P.V., B.W., R.N. and L.R. were employees of MedImmune. A.S.P. receives research support from MedImmune. Other authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

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Auteurs

Hanwen Wang (H)

Department of Biomedical Engineering, School of Medicine, Johns Hopkins University, Baltimore, MD 21205, USA.

Oleg Milberg (O)

Department of Biomedical Engineering, School of Medicine, Johns Hopkins University, Baltimore, MD 21205, USA.

Imke H Bartelink (IH)

Department of Medicine, University of California, San Francisco, CA, USA.
Clinical Pharmacology, Pharmacometrics and DMPK (CPD), MedImmune, South San Francisco, CA, USA.
Department of Clinical Pharmacology and Pharmacy, Amsterdam UMC, Vrije Universiteit Amsterdam, The Netherlands.

Paolo Vicini (P)

Clinical Pharmacology, Pharmacometrics and DMPK, MedImmune, Cambridge, UK.

Bing Wang (B)

Amador Bioscience Inc, Pleasanton, CA 94588, USA.

Rajesh Narwal (R)

Clinical Pharmacology and DMPK (CPD), MedImmune, Gaithersburg, MD, USA.

Lorin Roskos (L)

Clinical Pharmacology and DMPK (CPD), MedImmune, Gaithersburg, MD, USA.

Cesar A Santa-Maria (CA)

Department of Oncology and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD, USA.

Aleksander S Popel (AS)

Department of Biomedical Engineering, School of Medicine, Johns Hopkins University, Baltimore, MD 21205, USA.
Department of Oncology and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD, USA.

Classifications MeSH