Evidence map›Paper›PMID 41533050›Full record

ArticleBulletin of mathematical biology2026

A Phenotype-Structured PDE Framework for Investigating the Role of Hypoxic Memory on Tumor Invasion under Cyclic Hypoxia.

Gopinath Sadhu, Paras Jain, Jason Thomas George, Mohit Kumar Jolly

Abstract read
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Article in Bulletin of mathematical biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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1citing papers in PubMed
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1 · What the graph read from it

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3 · Its place in the literature

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1 citing paper in PubMed.

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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

4 authors.

Gopinath Sadhu *Department of Bioengineering, Indian Institute of Science, Bengaluru, 560012, Karnataka, India.ORCID http://orcid.org/0000-0002-8553-5375
Paras Jain *Department of Bioengineering, Indian Institute of Science, Bengaluru, 560012, Karnataka, India.
Jason Thomas GeorgeDepartment of Biomedical Engineering, Texas A&M University College Station, Houston, TX, USA. jason.george@tamu.edu.ORCID https://orcid.org/0000-0002-8248-2888
Mohit Kumar JollyDepartment of Bioengineering, Indian Institute of Science, Bengaluru, 560012, Karnataka, India. mkjolly@iisc.ac.in.ORCID https://orcid.org/0000-0002-6631-2109

Funding

Quantifying phenotypic adaptation of biological systems in dynamic environmentsR35GM155458 · NIGMS · TEXAS ENGINEERING EXPERIMENT STATION · PI Jason George · 2024 to 2026
$1.1M
NIGMS NIH HHS R35 GM155458
6 · The paper itself

Abstract

Tumor growth and angiogenesis drive complex spatiotemporal variation in micro-environmental oxygen levels. Previous experimental studies have observed that cancer cells exposed to chronic hypoxia retained a phenotype characterized by enhanced migration and reduced proliferation, even after being shifted to normoxic conditions, a phenomenon which we refer to as hypoxic memory. However, because dynamic hypoxia and related hypoxic memory effects are challenging to measure experimentally, our understanding of their implications in tumor invasion is quite limited. Here, we propose a novel phenotype-structured partial differential equation modeling framework to elucidate the effects of hypoxic memory on tumor invasion along one spatial dimension in a cyclically varying hypoxic environment. We incorporated hypoxic memory by including time-dependent changes in hypoxic-to-normoxic phenotype transition rate upon continued exposure to hypoxic conditions. Our model simulations demonstrate that hypoxic memory significantly enhances tumor invasion without necessarily reducing tumor volume. This enhanced invasion was sensitive to the induction rate of hypoxic memory, but not the dilution rate. Further, shorter periods of cyclic hypoxia contributed to a more heterogeneous profile of hypoxic memory in the population, with the tumor front dominated by hypoxic cells that exhibited stronger memory. Overall, our model highlighted the complex interplay between hypoxic memory and cyclic hypoxia in shaping heterogeneous tumor invasion patterns.

Indexed as

Neoplasm InvasivenessNeovascularization, PathologicAnimalsCell HypoxiaCell MovementCell ProliferationComputer SimulationHumansMathematical ConceptsModels, BiologicalNeoplasmsPhenotypeTumor HypoxiaTumor MicroenvironmentCyclic hypoxiaHypoxic memoryPhenotype structure modelTumor invasion

Identifiers

PMID41533050
PMCPMC12804273

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.