Computational Models

This page includes Agent-based three-dimensional cancer-tumour-microenvironment (TME) models were developed within the scope of the TÜBİTAK 1001 Project with the number 120S987.

In this study, the brain tumour and tumour microenvironment are being mathematically modelled using PhysiCell/BioFVM and PhysiCell Studio. More than ten thousand individual cells and more than fifty substrates already implemented and under development in our in-silico tissue including their biological and physical properties according to literature information in addition to spatial and omics data collected from healthy and tumour tissues.  In this way Cancer-TME is reconstructed at the individual agent level, that can reflect heterogeneity among different cell types even between individual cells, thanks to PhysiCell’s agent-based-continuum structure.

Glioblastoma and Tumor Microenvironment

Glioblastoma (GM) is one of most common and aggressive malignant brain tumours with poor prognosis. The median overall survival of GBM patients is only 15 months. [Cybulska, 2022]. GM Characterized by hypervascularized and necrotic microenvironment caused by hypoxia, the tumour and its microenvironment form a complex tangle of interactions [Balañà, 2021]. Tumour tissue communicates with the surrounding healthy tissue and often manipulate it for its own favor.

Our 3D brain tissue with glioblastoma, can serve virtual laboratory to test or discover novel drug targets such as associated gene products and metabolites which can play significant role in development of brain tumours.


Adenocarcinoma and Tumor Microenvironment

Non-small cell lung carcinoma, (NSCLC) Corresponding to 85% of all lung cancers, NSCLC is the most common type of lung cancer. 50% of the NSCLC cases are lung adenocarcinomas (LUADs), being the most common subtype of NSCLC. With a 5-year survival rate of 15%, LUAD is the most frequent cause of cancer-related death. The late diagnosis of the cases, and the high inter- and intratumoral heterogeneity challenge the treatment efforts.


Hepatocellular carcinoma and Tumor Microenvironment

Hepatocellular carcinoma (HCC), 90% of all liver cancer cases are HCC, which is the most common type of liver cancer. HCC is the third most frequent cause of cancer-related death in the world. The severity of the HCC is underpinned by the fact that the worldwide incidence and mortality of the disease are very close to each other. HCC progression is characterized by the interaction of cancer cells with the cellular and non-cellular components of the TME such as immune cells, parenchymal cells, hypoxia, and ECM.

This page is under construction, new models and information will be available by the end of January 2025, in the meantime you can check our YouTube channel.

Brain Microenviroment

Oxygen Level – Low

Oxygen Level – Mid

Oxygen Level- High

Ici Initial Time – 7

Ici Initial Time – 15

Ici Initial Time – 30

Ici Period – 7

Ici Period – 14

Ici Period – 28

Cart Dose cn – 375

Cart Dose cn -750

Cart Dose cn – 1500

Migration Speed – 2.5

Migration Speed – 5

Migration Speed – 10

Glucose Level – Low

Glucose Level – Mid

Glucose Level – High

Brain – Max Biomass 3e-4

Brain – Max Biomass 6e-4

Brain – Max Biomass 15e-4

Brain – crat_init_thres 250

Brain – crat_init_thres 500

Brain – crat_init_thres 750

Brain – cart_optxglucose Low

Brain – cart_optxglucose Mid

Brain – cart_optxglucose High

Brain – cartopxglucose_var High

Brain – cartopxglucose_var Mid

Brain – cartopxglucose_var Low

Liver Microenviroment

Liver – _cart_dose_cn – 335

https://youtube.com/shorts/WRuAt7pZakI?si=vsWMuTYScTDhm1pd

Liver – _cart_dose_cn – 675

https://youtube.com/shorts/Qw0VtlLBZOA?si=XQSsv_Wifxqit4Tb

Liver – _cart_dose_cn – 1350

https://youtube.com/shorts/mSE_5B1Pcu0?si=8Yl7HohxZ91JdA-3

Liver – _cart_init_thr – 350

https://youtube.com/shorts/C-D11SA7AQU?si=ao8OD4xw51d3MnB-

Liver – _cart_init_thr – 450

https://youtube.com/shorts/sd0fzviuRZ0?si=nDrI0FhFtr7cs-Hx

Liver – _cart_init_thr – 550

https://youtube.com/shorts/E6efGIk4thI?si=Hjg3GTQlEnT_lj3Q

Liver – _cart_optxglucose_var – High

https://youtube.com/shorts/80t9yDaG7ZA?si=Peu5m_4aJokAUWQ9

Liver – _cart_optxglucose_var – Mid

https://youtube.com/shorts/xOfWZybTdws?si=9w6ph45B6x2jGc8w

Liver – _cart_optxglucose_var – Low

https://youtube.com/shorts/_oOas1Bp5mM?si=m6JM8W61UaFHZsim

Liver – Glucose Levels – High

https://youtube.com/shorts/QKjKdNeFZ-Q?si=wt6y5LxIdaXRWji4

Liver – Glucose Levels – Mid

https://youtube.com/shorts/zO3s9zynoIg?feature=share

Liver – Glucose Levels – Low

https://youtube.com/shorts/GPO5CjBP93s?feature=share

Liver – ici period – 7

https://youtube.com/shorts/t0URu7521Zw?feature=share

Liver – ici period – 14

https://youtube.com/shorts/oV2T0V56x64?feature=share

Liver – ici period – 28

https://youtube.com/shorts/sNQ19i-qb3E?feature=share

Liver – Oxygen Levels – High

https://youtube.com/shorts/GdyVzTk_3rg?feature=share

Liver – Oxygen Levels – Mid

https://youtube.com/shorts/t0_ldv78kc4?feature=share

Liver – Oxygen Levels – Low

https://youtube.com/shorts/iTlH0kWb7g8?feature=share

Liver – Max Biomass – 0.02

https://youtube.com/shorts/4QI-x4l1jPw?feature=share

Liver – Max Biomass – 0.01

https://youtube.com/shorts/NVUHuRvDKYA?feature=share

Liver – Max Biomass – 0.005

https://youtube.com/shorts/MXrV9GAqst0?feature=share

Liver – Migration Speed – 5

https://youtube.com/shorts/U_Y2eKsQyfc?feature=share

Liver – Migration Speed – 10

https://youtube.com/shorts/Z3swjSHVB8U?feature=share

Liver – Migration Speed – 20

https://youtube.com/shorts/cdvdYT_3VbQ?feature=share

Liver – ici_optxglucose_var – High

https://youtube.com/shorts/QXZ8cxfUb0E?feature=share

Liver – ici_optxglucose_var – Mid

https://youtube.com/shorts/nf7HeTb4EqY?feature=share

Liver – ici_optxglucose_var – Low

https://youtube.com/shorts/e8-7ooEZYnQ?feature=share

Liver – ici_initial_time – 7

https://youtube.com/shorts/1NfbYXnyjWU?feature=share

Liver – ici_initial_time – 15

https://youtube.com/shorts/7BVNbvikuxA?feature=share

Liver – ici_initial_time – 30

https://youtube.com/shorts/C6sTHRV6Z0M?feature=share

Lung Microenviroment

Lung – _cart_dose_cn – 200

https://www.youtube.com/shorts/HqqH8Ex7T6M

Lung – _cart_dose_cn – 400

https://youtube.com/shorts/ma78bWNtFzw?si=8jZkVCy1UhYAomxt

Lung – _cart_dose_cn – 800

https://youtube.com/shorts/Q0Bme5OGrIg?si=ho3tRiNvuLnYITif

Lung – _cart_init_thr – 225

https://youtube.com/shorts/ycCVeAsdQvg?si=C1Uqm_3ZkjrYLg52

Lung – _cart_init_thr – 450

https://youtube.com/shorts/FAHskHWkvuM?si=ytflRWgm7V-UoeMY

Lung – _cart_init_thr – 900

https://youtube.com/shorts/LC-6Pju7ajw?si=z70r9oHQ_qrcHDWz

Lung – _cart_optxglucose_var – High

https://youtube.com/shorts/P601_1rjiR4?si=bfcqN6XkyY2JdzCf

Lung – _cart_optxglucose_var – Mid

https://youtube.com/shorts/KO1lcjSXPgw?si=Kc-l2Ig6OES2xRXn

Lung – _cart_optxglucose_var – Low

https://youtube.com/shorts/I8x9lVZeJ8Q?si=EqCbHnXir_1rkxyZ

Lung – glucose_levels – High

https://youtube.com/shorts/ekIX9G0qi3Q?si=R-Uin8iLesWzPjpv

Lung – glucose_levels – Mid

https://youtube.com/shorts/EEJ8oPmfhwY?si=slV5QjycfckWbw4l

Lung – glucose_levels – Low

https://youtube.com/shorts/SGM_sfGEcas?si=WC6w8JcQGUYHhSpe

Lung – _ici_initial_time – 7.5

https://youtube.com/shorts/etETttuKoGA?si=vGOTfm4-Z32W7dp6

Lung – _ici_initial_time – 15

https://youtube.com/shorts/iNDVlUMIaaw?si=Ozowo4SU3Zyt-FqG

Lung – _ici_initial_time – 30

https://youtube.com/shorts/DaoJgOkl-h0?si=pfCbHNbp0VENq6_H

Lung – ici_optxglucose_var – High

https://youtube.com/shorts/8qfvpLoZ4ac?si=gF2dGkhd2_2jihFo

Lung – ici_optxglucose_var – Mid

https://youtube.com/shorts/iJhDARDMZoo?si=UIA-CkgqiNpWfGh3

Lung – ici_optxglucose_var – Low

https://youtube.com/shorts/xsPdbJVpFVk?si=iXjnHyExAylN40J-

Lung – _ici_period – 7

https://youtube.com/shorts/VV6YnZ7oGJU?si=O0FiUiocTBr_tKyD

Lung – _ici_period – 14

https://youtube.com/shorts/4NME1pAtGgs?si=Kj4SUaxHd4txg2gA

Lung – _ici_period – 28

https://youtube.com/shorts/jZc6OtIPc78?si=jXlBQzlkhuSJ0wyG

Lung – Oxygen Levels – High

https://youtube.com/shorts/40N3YRLjYBw?si=KcBWElwmqIHNxIRw

Lung – Oxygen Levels – Mid

https://youtube.com/shorts/heLaaEWDobM?si=4_zskqnwIMXxhMCl

Lung – Oxygen Levels – Low

https://youtube.com/shorts/HCDVAP1xaak?si=AQav8ONg5vGrN4ts

Lung – Migration Speed – 2.5

https://youtube.com/shorts/FyAz7WPQJSI?si=IoLfJEzrcvAAXnmZ

Lung – Migration Speed – 5

https://youtube.com/shorts/5klmcJMhwGs?si=-CMaFION9U-3bU0o

Lung – Migration Speed – 10

https://youtube.com/shorts/BeP118G63Rs?si=XyCyQgcVpb7I8t3B

Lung – Max Biomass Level – 1e-5

https://youtube.com/shorts/V1UXakPWq5M?si=hjnWQMxCrP3hhVFs

Lung – Max Biomass Level – 2e-5

https://youtube.com/shorts/Au0mcJ4dS0U?si=1Cv-xr_QfL1y6hRu

Lung – Max Biomass Level – 4e-5

https://youtube.com/shorts/pkqbevsPWJ4?si=lMLMUKb6zfKj5Hps