Literature DB >> 34071939

Data Driven Mathematical Model of FOLFIRI Treatment for Colon Cancer.

Aparajita Budithi1, Sumeyye Su1, Arkadz Kirshtein2, Leili Shahriyari1.   

Abstract

Many colon cancer patients show resistance to their treatments. Therefore, it is important to consider unique characteristic of each tumor to find the best treatment options for each patient. In this study, we develop a data driven mathematical model for interaction between the tumor microenvironment and FOLFIRI drug agents in colon cancer. Patients are divided into five distinct clusters based on their estimated immune cell fractions obtained from their primary tumors' gene expression data. We then analyze the effects of drugs on cancer cells and immune cells in each group, and we observe different responses to the FOLFIRI drugs between patients in different immune groups. For instance, patients in cluster 3 with the highest T-reg/T-helper ratio respond better to the FOLFIRI treatment, while patients in cluster 2 with the lowest T-reg/T-helper ratio resist the treatment. Moreover, we use ROC curve to validate the model using the tumor status of the patients at their follow up, and the model predicts well for the earlier follow up days.

Entities:  

Keywords:  5-FU; FOLFIRI treatment; colon cancer; data-driven mathematical model; digital cytometry; gene expression profiles; immune variations; irinotecan; leucovorin; precision medicine

Year:  2021        PMID: 34071939     DOI: 10.3390/cancers13112632

Source DB:  PubMed          Journal:  Cancers (Basel)        ISSN: 2072-6694            Impact factor:   6.639


  114 in total

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Authors:  Xiaoqiang Zhu; Xianglong Tian; Linhua Ji; Xinyu Zhang; Yingying Cao; Chaoqin Shen; Ye Hu; Jason W H Wong; Jing-Yuan Fang; Jie Hong; Haoyan Chen
Journal:  NPJ Precis Oncol       Date:  2021-02-12
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  6 in total

Review 1.  A comprehensive review on methotrexate containing nanoparticles; an appropriate tool for cancer treatment.

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Journal:  Mol Biol Rep       Date:  2022-09-12       Impact factor: 2.742

2.  A PDE Model of Breast Tumor Progression in MMTV-PyMT Mice.

Authors:  Navid Mohammad Mirzaei; Zuzana Tatarova; Wenrui Hao; Navid Changizi; Alireza Asadpoure; Ioannis K Zervantonakis; Yu Hu; Young Hwan Chang; Leili Shahriyari
Journal:  J Pers Med       Date:  2022-05-17

3.  A Mathematical Model of Breast Tumor Progression Based on Immune Infiltration.

Authors:  Navid Mohammad Mirzaei; Sumeyye Su; Dilruba Sofia; Maura Hegarty; Mohamed H Abdel-Rahman; Alireza Asadpoure; Colleen M Cebulla; Young Hwan Chang; Wenrui Hao; Pamela R Jackson; Adrian V Lee; Daniel G Stover; Zuzana Tatarova; Ioannis K Zervantonakis; Leili Shahriyari
Journal:  J Pers Med       Date:  2021-10-15

4.  Identification of autophagy related genes in predicting the prognosis and aiding 5- fluorouracil therapy of colorectal cancer.

Authors:  Tianyi Gao; Dan Yuan; Bangshun He; Yingdong Gao; Caidong Liu; Huilin Sun; Junjie Nie; Shukui Wang; Zhenlin Nie
Journal:  Heliyon       Date:  2022-03-01

5.  Investigating key cell types and molecules dynamics in PyMT mice model of breast cancer through a mathematical model.

Authors:  Navid Mohammad Mirzaei; Navid Changizi; Alireza Asadpoure; Sumeyye Su; Dilruba Sofia; Zuzana Tatarova; Ioannis K Zervantonakis; Young Hwan Chang; Leili Shahriyari
Journal:  PLoS Comput Biol       Date:  2022-03-16       Impact factor: 4.475

6.  Data-driven causal model discovery and personalized prediction in Alzheimer's disease.

Authors:  Haoyang Zheng; Jeffrey R Petrella; P Murali Doraiswamy; Guang Lin; Wenrui Hao
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  6 in total

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