Skip to main navigation Skip to search Skip to main content

Optimal Drug Dosing to Achieve the Desired Actual Neutrophil Counts (ANC) in Chemotherapy Induced Myelosuppression

  • Prince Mohammad Bin Fahd University

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

2 Scopus citations

Abstract

In this paper we have first considered the well-known myelosuppression mathematical model of Lena Friberg and her coworkers from the system analysis point of view and study the linearized model steady state stability, controllability, observability, and scaling of model variables. We have found that the original model has poor stability properties at steady state since all its eigenvalues are very close to the imaginary axis. Using theory of multi-time scale systems, it was noticed that the linearized dynamics of two state variables is slow (corresponding to the numbers of maturing cells in the third compartment and the number of circulating cells) and that three remaining state variables display fast dynamics (corresponding to the number of proliferative cells and the number of maturing cells in the first and second compartments). In order to avoid numerical computations with large numbers scaling of system state variables by a factor of 109 has been utilized. In the second part of the paper, a method was proposed for optimal chemotherapy dosing using a result from optimal control theory in order to reduce the amount of administrated chemotherapy drugs and to keep the number of neutrophil cells above a pre-specified desired ANC (actual neutrophil count) level. It was shown that in the case of continuous dosing, the variable optimal amounts of the drug have to be administrated daily based on feedback information regarding the actual count of neutrophils. This result mathematically establishes that administrating constant amount of drugs daily cannot provide the optimal dosing schedule. The obtained results open a door for modern personalized and optimized medicine that requires daily monitoring of fundamental variables and daily drug administration in variable quantities based on the actual state of the patient's fundamental variables (parameters) for the considered decease.

Original languageEnglish
Title of host publication2022 56th Annual Conference on Information Sciences and Systems, CISS 2022
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages182-187
Number of pages6
ISBN (Electronic)9781665417969
DOIs
StatePublished - 2022
Externally publishedYes
Event56th Annual Conference on Information Sciences and Systems, CISS 2022 - Princeton, United States
Duration: 9 Mar 202211 Mar 2022

Publication series

Name2022 56th Annual Conference on Information Sciences and Systems, CISS 2022

Conference

Conference56th Annual Conference on Information Sciences and Systems, CISS 2022
Country/TerritoryUnited States
CityPrinceton
Period9/03/2211/03/22

Keywords

  • Mathematical model
  • Neutropenia
  • Oncology drug development component
  • Optimal dosing
  • System analysis

Fingerprint

Dive into the research topics of 'Optimal Drug Dosing to Achieve the Desired Actual Neutrophil Counts (ANC) in Chemotherapy Induced Myelosuppression'. Together they form a unique fingerprint.

Cite this