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Mathematical Modelling
of Adaptive Therapy for
brain cancer
Name: Fatimah Al shehri
Reg.No: p126935
Supervisor’s Name: Dr.Mohd Almie bin Alias
 Introduction
 Problem Statement
 Research Question
 Research Objectives
 Literature Review
 Methodology
 Expected Results
 Gantt Chart
 References
 Cancer is a type of disease that can lead to death after a heart attack, The number of
deaths reached 10 million in the world in 2020.
 One of the main problems with cancer is that it is very invasive and disappear and come
back offer, which makes treatment difficult.
 Continuous therapy (CT) is a standard way of cancer treatment method involving consistent
drug dosages.
 Recently, Adaptive therapy (AT) has emerged as an innovative strategy, when treatment is
planned to stop when the cancer burden decreasing to specific value, and treatment restarts
when the burden returns to its initial point.
• While existing models often use (ODEs), this study propos advanced 1D and 2D continuous spatial
models with (PDEs) to capture spatial heterogeneity within cancer.
• Mathematical modles for (AT) are not a lot ,we need models condition under which situations (AT) is
better than (CT). Recent attempts to incorporate spatial distribution using 2D agent-based and hybrid
cellular automaton models have fallen short.
• lacking the ability to accurately represent the heterogeneity of drug nutrients, and other materials within a
tumor. There is a need for advanced modeling approaches that address these limitations and provide a
more realistic depiction of tumor dynamics
• Our problem statement focuses on developing 1D and 2D continuous spatial models using (PDEs),
specifically advection-reaction-diffusion equations.
• These equations will account for changes in drug-resistant cells, drug-sensitive cells, drug concentration,
and nutrient concentration within a tumor.This study will allow for a more accurate representation of the
effectiveness of (AT) over (CT)
 How can mathematical models be developed that provide continuous
representation and incorporate spatial variation in the distribution of
nutrients, drugs, and tumor cells?
 What are the methods that can be used to measure the effectiveness
of drug administration?
 How does competition between tumor cells modulate the relationship
between spatial variation in cell, nutrient and drug administrated
through (AT) and (CT)?
 What are the spatial conditions where (AT) can be more effective than
(CT)?
 To develop 1D and 2D continuous mathematical models with spatial variations in
the distribution of nutrient, drug, and tumor cells.
 To investigate the effects spatial variations (in the distribution of nutrients, drugs,
and tumor cells) on (i) time to progression of tumors and (ii) total drug doses
administered for both (CT) and (AT).
 To investigate how the nature and strength of competition between tumor cells
modulates the effects of spatial variations (in the distribution of nutrient, drug, and
tumor cells) on (i) time to progression of tumors and (ii) total drug doses
administered for both(AT) and (CT).
 To determine the spatial conditions where (AT) is more effective than (CT).
 Spatial variations in the distribution of tumor cells, nutrient and drug could affect
time to progression of tumor and total drug doses administered for both (AT) and
(CT).
 The nature and strength of tumor cell competition could change the effects of
spatial variations in the distribution of tumor cells, nutrient and drug on time to
progression of tumor and total drug doses administered for both (AT) and (CT).
 (AT) is more effective than (CT) when the competition between drug-resistant and
drug-sensitive cancer cells is increased by spatial variations in the distribution of
tumor cells, nutrient and drug.
Result
Topic
Researcher
Create 1D and 2D
continuous spatial modles
Areaction Diffusion model of cancer
invasion
Gatenby (1996)
Inability to represent the
heterogeneity of drug and...
2D Agent hybrid modles.
Anderson (1998)
A specific drug is
administrated to apatient can
affect the efficiency
Adaptive therapy
Frieden (2009)
This strategy offers anti-
cancer benefits and may
lessen drug resistance
Combination therapy in combating
cancer.
Mokhtari (2017)
Result
Topic
Researcher
Optimising cancer treatment
strategies
Recognise the spatial- temporal
complexities within the tumor is crucial
Norton (2019)
Influencing the efficacy of
(AT) and (CT)
The spatial distributation of cancer cells,...
Wang (2022)
• Development of general-Dimensional models
General methods
A continuous
Mathematical
models
(PDEs)
• Solving a 1D mathematical model:
Rewritten in one
dimension or not
Analytically and
numerically
• Solving 2D mathematical model
Numerical Finite difference
method
The general
Dimensional
Mathematical models
 Mathematical Model Development:
 Development 1D and 2D continuous spatial models based on (PDEs) for advection-reaction-diffusion
equations, account spatial variations in drug-resistant cells, drug-sensitive cells, drug concentration, and
nutrient concentration within tumors.
 Also, develop 1D and 2D continuous spatial models using PDEs to represent the heterogeneity of materials
within tumors.
 We need advanced modelling approaches that address these limitations.
 Provide a more realistic depiction of tumor dynamics.
 This study will allow for a more accurate representation of the effectiveness (AT) over (CT).
 Compare the result with output from experimental studies obtained from the reported tumor volume.
 We will also compare our output with those of the discrete models hybirid discrete models and ODEs.
 By altering parameter values obtained through estimation based methods, one can achieve the effects of
spatial variations in tumor cells, nutrients, and drugs.
 Incorporate (AT) for brain cancer and benefit MRI data contributes to the development of treatment
strategies for brain cancer.
 Mattiuzzi, C. & Lippi, G. 2020. Cancer statistics: A comparison between world health organization (WHO)
and global burden of disease (GBD). European Journal of Public Health 30(5): 1026–1027.
 Anderson, A. R. & Chaplain, M. A. 1998. Continuous and discrete mathematical models of tumor-induced
angiogenesis. Bulletin of Mathematical Biology 60(5): 857–899.
 Bacevic, K., Noble, R., Soffar, A., Wael Ammar, O., Boszonyik, B., Prieto, S., Vincent, C., Hochberg, M.
E., Krasinska, L. & Fisher, D. 2017. Spatial competition constrains resistance to targeted cancer therapy.
Nature Communications 8(1): 1995.
 Basanta, D. & Anderson, A. R. A. 2013. Exploiting ecological principles to better understand cancer
progression and treatment. Interface Focus 3(4): 20130020.
 Beck, J. S. 2020. Cognitive behavior therapy: Basics and beyond. Guilford Publications.
 Carlson, C. 2016. Effectiveness of the World Health Organization Cancer Pain Relief Guidelines: An
integrative review. Journal of Pain Research, Volume 9: 515–534.
 Cerrone, A., Hochhalter, J., Heber, G. & Ingraffea, A. 2014. On the effects of modeling as-manufactured
geometry: Toward digital twin. International Journal of Aerospace Engineering 2014.
 Chaplain, M. A. J. 1996. Avascular growth, angiogenesis and vascular growth in solid tumours: The
mathematical modelling of the stages of tumor development. Mathematical and Computer Modelling
23(6): 47–87.
Mathematical Modelling of Adaptive Therapy for braincancer.pptx

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Mathematical Modelling of Adaptive Therapy for braincancer.pptx

  • 1. Mathematical Modelling of Adaptive Therapy for brain cancer Name: Fatimah Al shehri Reg.No: p126935 Supervisor’s Name: Dr.Mohd Almie bin Alias
  • 2.  Introduction  Problem Statement  Research Question  Research Objectives  Literature Review  Methodology  Expected Results  Gantt Chart  References
  • 3.  Cancer is a type of disease that can lead to death after a heart attack, The number of deaths reached 10 million in the world in 2020.  One of the main problems with cancer is that it is very invasive and disappear and come back offer, which makes treatment difficult.  Continuous therapy (CT) is a standard way of cancer treatment method involving consistent drug dosages.  Recently, Adaptive therapy (AT) has emerged as an innovative strategy, when treatment is planned to stop when the cancer burden decreasing to specific value, and treatment restarts when the burden returns to its initial point.
  • 4. • While existing models often use (ODEs), this study propos advanced 1D and 2D continuous spatial models with (PDEs) to capture spatial heterogeneity within cancer. • Mathematical modles for (AT) are not a lot ,we need models condition under which situations (AT) is better than (CT). Recent attempts to incorporate spatial distribution using 2D agent-based and hybrid cellular automaton models have fallen short. • lacking the ability to accurately represent the heterogeneity of drug nutrients, and other materials within a tumor. There is a need for advanced modeling approaches that address these limitations and provide a more realistic depiction of tumor dynamics • Our problem statement focuses on developing 1D and 2D continuous spatial models using (PDEs), specifically advection-reaction-diffusion equations. • These equations will account for changes in drug-resistant cells, drug-sensitive cells, drug concentration, and nutrient concentration within a tumor.This study will allow for a more accurate representation of the effectiveness of (AT) over (CT)
  • 5.  How can mathematical models be developed that provide continuous representation and incorporate spatial variation in the distribution of nutrients, drugs, and tumor cells?  What are the methods that can be used to measure the effectiveness of drug administration?  How does competition between tumor cells modulate the relationship between spatial variation in cell, nutrient and drug administrated through (AT) and (CT)?  What are the spatial conditions where (AT) can be more effective than (CT)?
  • 6.  To develop 1D and 2D continuous mathematical models with spatial variations in the distribution of nutrient, drug, and tumor cells.  To investigate the effects spatial variations (in the distribution of nutrients, drugs, and tumor cells) on (i) time to progression of tumors and (ii) total drug doses administered for both (CT) and (AT).  To investigate how the nature and strength of competition between tumor cells modulates the effects of spatial variations (in the distribution of nutrient, drug, and tumor cells) on (i) time to progression of tumors and (ii) total drug doses administered for both(AT) and (CT).  To determine the spatial conditions where (AT) is more effective than (CT).
  • 7.  Spatial variations in the distribution of tumor cells, nutrient and drug could affect time to progression of tumor and total drug doses administered for both (AT) and (CT).  The nature and strength of tumor cell competition could change the effects of spatial variations in the distribution of tumor cells, nutrient and drug on time to progression of tumor and total drug doses administered for both (AT) and (CT).  (AT) is more effective than (CT) when the competition between drug-resistant and drug-sensitive cancer cells is increased by spatial variations in the distribution of tumor cells, nutrient and drug.
  • 8. Result Topic Researcher Create 1D and 2D continuous spatial modles Areaction Diffusion model of cancer invasion Gatenby (1996) Inability to represent the heterogeneity of drug and... 2D Agent hybrid modles. Anderson (1998) A specific drug is administrated to apatient can affect the efficiency Adaptive therapy Frieden (2009) This strategy offers anti- cancer benefits and may lessen drug resistance Combination therapy in combating cancer. Mokhtari (2017)
  • 9. Result Topic Researcher Optimising cancer treatment strategies Recognise the spatial- temporal complexities within the tumor is crucial Norton (2019) Influencing the efficacy of (AT) and (CT) The spatial distributation of cancer cells,... Wang (2022)
  • 10. • Development of general-Dimensional models General methods A continuous Mathematical models (PDEs)
  • 11. • Solving a 1D mathematical model: Rewritten in one dimension or not Analytically and numerically
  • 12. • Solving 2D mathematical model Numerical Finite difference method The general Dimensional Mathematical models
  • 13.  Mathematical Model Development:  Development 1D and 2D continuous spatial models based on (PDEs) for advection-reaction-diffusion equations, account spatial variations in drug-resistant cells, drug-sensitive cells, drug concentration, and nutrient concentration within tumors.  Also, develop 1D and 2D continuous spatial models using PDEs to represent the heterogeneity of materials within tumors.  We need advanced modelling approaches that address these limitations.  Provide a more realistic depiction of tumor dynamics.  This study will allow for a more accurate representation of the effectiveness (AT) over (CT).  Compare the result with output from experimental studies obtained from the reported tumor volume.  We will also compare our output with those of the discrete models hybirid discrete models and ODEs.  By altering parameter values obtained through estimation based methods, one can achieve the effects of spatial variations in tumor cells, nutrients, and drugs.  Incorporate (AT) for brain cancer and benefit MRI data contributes to the development of treatment strategies for brain cancer.
  • 14.
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