Bifurcation in the healing or fibrotic response in a network model of fibrosis: role of the initial injury structure.

Results demonstrate that fibrosis is strongly associated with increased initial clustering of injured springs, reduced intercluster distances, and the presence of critical stiffening sites, or hotspots, that act as bifurcation points for disease progression. Furthermore, we show that selectively modifying the stiffness of pivotal network regions at the time of injury can shift the network's trajectory from fibrosis to healing, highlighting potential intervention targets. These findings suggest that the network structure of tissue injury may serve as a predictive marker for fibrosis susceptibility and provide a mechanistic basis for understanding the nonlinear progression of PF.

Authors

Institutions

Publication Details

Journal
PubMed
Published
2025-01-01
DOI
https://doi.org/10.3389/fnetp.2025.1589216
Primary Topic
Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Bifurcation in the healing or fibrotic response in a network model of fibrosis: role of the initial injury structure.

Jason H. T. Bates, Bélâ Suki, Elliot Israel, Joseph K. Hall et al.
PubMed
Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis
article

Bifurcation in the healing or fibrotic response in a network model of fibrosis: role of the initial injury structure.

Jason H. T. Bates, Bélâ Suki, Elliot Israel, Joseph K. Hall, Yuqing Deng
article en

Abstract

Results demonstrate that fibrosis is strongly associated with increased initial clustering of injured springs, reduced intercluster distances, and the presence of critical stiffening sites, or hotspots, that act as bifurcation points for disease progression. Furthermore, we show that selectively modifying the stiffness of pivotal network regions at the time of injury can shift the network's trajectory from fibrosis to healing, highlighting potential intervention targets. These findings suggest that the network structure of tissue injury may serve as a predictive marker for fibrosis susceptibility and provide a mechanistic basis for understanding the nonlinear progression of PF.

PubMedVol. 5
Boston University (US), University of Vermont (US)
Good health and well-being
Openalex Percentile: Top 70%
Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Bifurcation in the healing or fibrotic response in a network model of fibrosis: role of the initial injury structure. — Jason H. T. Bates, Bélâ Suki, et al. · PubMed (2025) | TGRS Research Map | TGRS