Optimal control of Multiple Myeloma assuming drug evasion and off-target effects

Avatar
Poster
Voices Powered byElevenlabs logo
Connected to paperThis paper is a preprint and has not been certified by peer review

Optimal control of Multiple Myeloma assuming drug evasion and off-target effects

Authors

Lefevre, J.; Lawson, B. A. J.; Burrage, P. M.; Donovan, D. M.; Burrage, K.

Abstract

Multiple Myeloma (MM) is a plasma cell cancer that occurs in the bone marrow. A leading treatment for MM is the monoclonal antibody Daratumumab, targeting the CD38 receptor, which is highly overexpressed in myeloma cells. In this work we model drug evasion via loss of CD38 expression, which is a proposed mechanism of resistance to Daratumumab treatment. We develop an ODE model that includes drug evasion via two mechanisms: a direct effect in which CD38 expression is lost without cell death in response to Daratumumab, and an indirect effect in which CD38 expression switches on and o in the cancer cells; myeloma cells that do not express CD38 have lower fitness but are shielded from the drug action. The model also incorporates competition with healthy cells, death of healthy cells due to o -target drug effects, and a Michaelis-Menten type immune response. Using optimal control theory, we study the effect of the drug evasion mechanisms and the o -target drug effect on the optimal treatment regime. We identify a general increase in treatment duration and costs, with varying patterns of response for the different controlling parameters. Several distinct optimal treatment regimes are identified within the parameter space.

Follow Us on

0 comments

Add comment