TY - JOUR
T1 - Patient-specific parameter estimates of glioblastoma multiforme growth dynamics from a model with explicit birth and death rates
AU - Han, Lifeng
AU - Eikenberry, Steffen
AU - He, Changhan
AU - Johnson, Lauren
AU - Preul, Mark C.
AU - Kostelich, Eric J.
AU - Kuang, Yang
N1 - Funding Information:
The work is mainly supported by a grant from Arizona Biomedical Research Commission and by funds from the Newsome Chair in Neurosurgery Research held by Mark C. Preul. It is also partially supported by NIH grant 5R01GM131405-02 to Yang Kuang. The authors would like to thank Dr. Leslie Baxter and Dr. Leland Hu at the Barrow Neurological Institute for providing MR images.
Publisher Copyright:
© 2019 the Author(s).
PY - 2019
Y1 - 2019
N2 - Glioblastoma multiforme (GBM) is an aggressive primary brain cancer with a grim prognosis. Its morphology is heterogeneous, but prototypically consists of an inner, largely necrotic core surrounded by an outer, contrast-enhancing rim, and often extensive tumor-associated edema beyond. This structure is usually demonstrated by magnetic resonance imaging (MRI). To help relate the three highly idealized components of GBMs (i.e., necrotic core, enhancing rim, and maximum edema extent) to the underlying growth “laws,” a mathematical model of GBM growth with explicit motility, birth, and death processes is proposed. This model generates a traveling-wave solution that mimics tumor progression. We develop several novel methods to approximate key characteristics of the wave profile, which can be compared with MRI data. Several simplified forms of growth and death terms and their parameter identifiability are studied. We use several test cases of MRI data of GBM patients to yield personalized parameterizations of the model, and the biological and clinical implications are discussed.
AB - Glioblastoma multiforme (GBM) is an aggressive primary brain cancer with a grim prognosis. Its morphology is heterogeneous, but prototypically consists of an inner, largely necrotic core surrounded by an outer, contrast-enhancing rim, and often extensive tumor-associated edema beyond. This structure is usually demonstrated by magnetic resonance imaging (MRI). To help relate the three highly idealized components of GBMs (i.e., necrotic core, enhancing rim, and maximum edema extent) to the underlying growth “laws,” a mathematical model of GBM growth with explicit motility, birth, and death processes is proposed. This model generates a traveling-wave solution that mimics tumor progression. We develop several novel methods to approximate key characteristics of the wave profile, which can be compared with MRI data. Several simplified forms of growth and death terms and their parameter identifiability are studied. We use several test cases of MRI data of GBM patients to yield personalized parameterizations of the model, and the biological and clinical implications are discussed.
KW - Glioblastoma multiforme
KW - Parameter estimation
KW - Patient-specific models
KW - Reaction-diffusion models
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U2 - 10.3934/mbe.2019265
DO - 10.3934/mbe.2019265
M3 - Article
C2 - 31499714
AN - SCOPUS:85070491438
SN - 1547-1063
VL - 16
SP - 5307
EP - 5323
JO - Mathematical Biosciences and Engineering
JF - Mathematical Biosciences and Engineering
IS - 5
ER -