Evidence map›Paper›PMID 41155096›Full record

ArticleBioengineering (Basel, Switzerland)2025

Bidirectional Endothelial Feedback Drives Turing-Vascular Patterning and Drug-Resistance Niches: A Hybrid PDE-Agent-Based Study.

Zonghao Liu, Louis Shuo Wang, Jiguang Yu, Jilin Zhang, Erica Martel, Shijia Li

Abstract read
In one paragraph

Article in Bioengineering (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  2. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Zonghao LiuInnovation Center for Cancer Research, Clinical Oncology School, Fujian Medical University, Fuzhou 350014, China.
Louis Shuo WangDepartment of Mathematics, University of Tennessee, Knoxville, TN 37996, USA.ORCID 0009-0007-0977-7894
Jiguang YuCollege of Engineering, Boston University, Boston, MA 02215, USA.ORCID 0009-0007-9758-6237
Jilin ZhangDepartment of Mathematics, Imperial College London, London SW7 2AZ, UK.
Erica MartelDepartment of Internal Medicine, Yale School of Medicine, Bridgeport Hospital, Bridgeport, CT 06610, USA.
Shijia LiDepartment of Internal Medicine, Yale School of Medicine, Bridgeport Hospital, Bridgeport, CT 06610, USA.

Funding

Major Scientific Research Program for Young and Middle-aged Health Professionals of Fujian Province, China 2021ZQNZD009
6 · The paper itself

Abstract

We present a hybrid partial differential equation-agent-based model (PDE-ABM). In our framework, tumor cells secrete tumor angiogenic factor (TAF), while endothelial cells chemotactically migrate and branch in response. Reaction-diffusion PDEs for TAF, oxygen, and cytotoxic drug are coupled to discrete stochastic dynamics of tumor cells and endothelial tip cells, ensuring multiscale integration. Motivated by observed perfusion heterogeneity in tumors and its pharmacokinetic consequences, we conduct a linear stability analysis for a reduced endothelial-TAF reaction-diffusion subsystem and derive an explicit finite-domain threshold for Turing instability. We demonstrate that bidirectional coupling, where endothelial cells both chemotactically migrate along TAF gradients and secrete TAF, is necessary and sufficient to generate spatially periodic vascular clusters and inter-cluster hypoxic regions. These emergent patterns produce heterogeneous drug penetration and resistant niches. Our results identify TAF clearance, chemotactic sensitivity, and endothelial motility as effective levers to homogenize perfusion. The model is two-dimensional and employs simplified kinetics, and we outline necessary extensions to three dimensions and saturable kinetics required for quantitative calibration. The study links reaction-diffusion mechanisms with clinical principles and suggests actionable strategies to mitigate resistance by targeting endothelial-TAF feedback.

Indexed as

angiogenesischemotaxisendothelial-sourced angiogenic feedbackhybrid PDE-agent-based modelperfusion heterogeneitypharmacokineticsreaction-diffusion equationstumor drug resistancetumor microenvironmentTuring instability

Identifiers

PMID41155096
PMCPMC12562088

What OpenQuestion holds

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Registered trials

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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.