Evidence map›Paper›PMID 42649841›Full record

ArticleBioengineering (Basel, Switzerland)2026

Computational Oncology of Chemotaxis-Driven Tumour-Immune Spatial Patterning and Stability.

Zonghao Liu, Jiguang Yu, Louis Shuo Wang, Lei Su, Ye Liang, Yang Du, Jingfeng Liu

Abstract read
In one paragraph

Article in Bioengineering (Basel, Switzerland), 2026. 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

7 authors.

Zonghao LiuDepartment of Hepatopancreatobiliary Surgery, Clinical Oncology School, Fujian Medical University, Fuzhou 350014, China.
Jiguang YuCollege of Engineering, Boston University, Boston, MA 02215, USA.
Louis Shuo WangDepartment of Mathematics, Northeastern University, Boston, MA 02115, USA.
Lei SuInstitute of Automation, Chinese Academy of Sciences, Beijing 100190, China.
Ye LiangDepartment of Industrial and Systems Engineering, The University of Iowa, Iowa City, IA 52242, USA.
Yang DuInstitute of Automation, Chinese Academy of Sciences, Beijing 100190, China.ORCID 0000-0002-1564-1842
Jingfeng LiuDepartment of Hepatopancreatobiliary Surgery, Clinical Oncology School, Fujian Medical University, Fuzhou 350014, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

We develop a reaction-diffusion-chemotaxis model for spatial tumour-immune-chemokine dynamics that couples logistic tumour growth, immune-mediated killing, chemokine-dependent immune recruitment, chemotactic migration, and signal production. For the non-dimensional system, we establish local classical solvability, nonnegativity, a uniform tumour-density bound, and global mass estimates for the immune and chemokine components. The tumour-free equilibrium is stable precisely when the baseline immune-control index satisfies σ0/δ>1, whereas positive homogeneous coexistence is characterized by a scalar nonlinear equation. Linearization in the Neumann Laplacian eigenbasis yields a mode-dependent cubic dispersion relation, showing that chemotaxis does not alter the tumour-invasion threshold but can destabilize homogeneous coexistence through a finite-wavelength oscillatory instability above a critical sensitivity ξc. A conservative finite-volume discretization with upwind chemotactic fluxes and implicit backward differentiation formula time integration is used to test these predictions. Numerical experiments recover the analytical equilibria and growth rates, identify the dominant unstable mode, reproduce the transition to spatial heterogeneity, and quantify the effects of immune recruitment, decay, and diffusion on the stability boundary. Grid-refinement, mass-balance, residual, and nonnegativity diagnostics support the computational reliability of the results.

Indexed as

computational oncologydispersion relationfinite-volume methodfinite-wavelength oscillatory instabilitylinear stabilitypattern formationreaction–diffusion–chemotaxis systemsensitivity analysistumour–immune–chemokine dynamicstumour invasion threshold

Identifiers

PMID42649841
PMCPMC13509848

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.