A Tumor-Immune Interaction Model for Synergistic Combinations of Anti PD-L1 and Ionizing Irradiation Treatment

Combination therapy with immune checkpoint blockade and ionizing irradiation therapy (IR) generates a synergistic effect to inhibit tumor growth better than either therapy does alone. We modeled the tumor-immune interactions occurring during combined IT and IR based on the published data from Deng e...

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Main Authors: Jong Hyuk Byun, In-Soo Yoon, Yong Dam Jeong, Sungchan Kim, Il Hyo Jung
Format: Article
Language:English
Published: MDPI AG 2020-08-01
Series:Pharmaceutics
Subjects:
Online Access:https://www.mdpi.com/1999-4923/12/9/830
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spelling doaj-6f67b16d9af04a52ab1f679c376996472020-11-25T03:02:51ZengMDPI AGPharmaceutics1999-49232020-08-011283083010.3390/pharmaceutics12090830A Tumor-Immune Interaction Model for Synergistic Combinations of Anti PD-L1 and Ionizing Irradiation TreatmentJong Hyuk Byun0In-Soo Yoon1Yong Dam Jeong2Sungchan Kim3Il Hyo Jung4Department of Mathematics, Pusan National University, Busan 46241, KoreaCollege of Pharmacy, Pusan National University, Busan 46241, KoreaDepartment of Mathematics, Pusan National University, Busan 46241, KoreaDepartment of Mathematics, Pusan National University, Busan 46241, KoreaDepartment of Mathematics, Pusan National University, Busan 46241, KoreaCombination therapy with immune checkpoint blockade and ionizing irradiation therapy (IR) generates a synergistic effect to inhibit tumor growth better than either therapy does alone. We modeled the tumor-immune interactions occurring during combined IT and IR based on the published data from Deng et al. The mathematical model considered programmed cell death protein 1 and programmed death ligand 1, to quantify data fitting and global sensitivity of critical parameters. Fitting of data from control, IR and IT samples was conducted to verify the synergistic effect of a combination therapy consisting of IR and IT. Our approach using the model showed that an increase in the expression level of PD-1 and PD-L1 was proportional to tumor growth before therapy, but not after initiating therapy. The high expression level of PD-L1 in T cells may inhibit IT efficacy. After combination therapy begins, the tumor size was also influenced by the ratio of PD-1 to PD-L1. These results highlight that the ratio of PD-1 to PD-L1 in T cells could be considered in combination therapy.https://www.mdpi.com/1999-4923/12/9/830immunotherapyanti-PD-L1ionizing irradiationpharmacokineticstumor-immune interactionglobal sensitivity
collection DOAJ
language English
format Article
sources DOAJ
author Jong Hyuk Byun
In-Soo Yoon
Yong Dam Jeong
Sungchan Kim
Il Hyo Jung
spellingShingle Jong Hyuk Byun
In-Soo Yoon
Yong Dam Jeong
Sungchan Kim
Il Hyo Jung
A Tumor-Immune Interaction Model for Synergistic Combinations of Anti PD-L1 and Ionizing Irradiation Treatment
Pharmaceutics
immunotherapy
anti-PD-L1
ionizing irradiation
pharmacokinetics
tumor-immune interaction
global sensitivity
author_facet Jong Hyuk Byun
In-Soo Yoon
Yong Dam Jeong
Sungchan Kim
Il Hyo Jung
author_sort Jong Hyuk Byun
title A Tumor-Immune Interaction Model for Synergistic Combinations of Anti PD-L1 and Ionizing Irradiation Treatment
title_short A Tumor-Immune Interaction Model for Synergistic Combinations of Anti PD-L1 and Ionizing Irradiation Treatment
title_full A Tumor-Immune Interaction Model for Synergistic Combinations of Anti PD-L1 and Ionizing Irradiation Treatment
title_fullStr A Tumor-Immune Interaction Model for Synergistic Combinations of Anti PD-L1 and Ionizing Irradiation Treatment
title_full_unstemmed A Tumor-Immune Interaction Model for Synergistic Combinations of Anti PD-L1 and Ionizing Irradiation Treatment
title_sort tumor-immune interaction model for synergistic combinations of anti pd-l1 and ionizing irradiation treatment
publisher MDPI AG
series Pharmaceutics
issn 1999-4923
publishDate 2020-08-01
description Combination therapy with immune checkpoint blockade and ionizing irradiation therapy (IR) generates a synergistic effect to inhibit tumor growth better than either therapy does alone. We modeled the tumor-immune interactions occurring during combined IT and IR based on the published data from Deng et al. The mathematical model considered programmed cell death protein 1 and programmed death ligand 1, to quantify data fitting and global sensitivity of critical parameters. Fitting of data from control, IR and IT samples was conducted to verify the synergistic effect of a combination therapy consisting of IR and IT. Our approach using the model showed that an increase in the expression level of PD-1 and PD-L1 was proportional to tumor growth before therapy, but not after initiating therapy. The high expression level of PD-L1 in T cells may inhibit IT efficacy. After combination therapy begins, the tumor size was also influenced by the ratio of PD-1 to PD-L1. These results highlight that the ratio of PD-1 to PD-L1 in T cells could be considered in combination therapy.
topic immunotherapy
anti-PD-L1
ionizing irradiation
pharmacokinetics
tumor-immune interaction
global sensitivity
url https://www.mdpi.com/1999-4923/12/9/830
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