Skip to content
#diffusion models Open access

Glucose transport as a design constraint in white-zone meniscus tissue engineering: a reaction-diffusion framework

Oct 2026 · Frontiers in Bioengineering and Biotechnology · 24 references
Knee injuries and reconstruction techniques

Abstract

The adult knee meniscus has a strong vascular gradient: the peripheral red zone is vascularized, whereas the inner white zone is largely avascular and has limited intrinsic healing potential after injury. Although biologic augmentation and scaffold-based strategies are being explored to improve meniscal repair, it remains unclear whether modifying local glucose transport can improve glucose availability at deep white-zone tears. This study uses a one-dimensional reaction-diffusion framework to model normalized glucose concentration from a vascularized red-zone boundary toward a simulated 2.5 mm white-zone tear. Glucose diffusivity values were selected from reported meniscus glucose-diffusion measurements under different compressive strain conditions, and the model compares native diffusivity cases with an augmented sustained-source case representing a hypothetical scaffold- or microchannel-assisted transport scenario. The framework reports threshold-free glucose profiles, mathematical fractional-restoration comparison levels (C/C0 = 0.20, 0.30, 0.40, and 0.50), source-release kinetics, tear-depth sensitivity, initial-condition sensitivity, extended simulation windows, and model-derived diffusivity enhancement estimates. The comparison levels are not validated healing thresholds or clinical targets. Native glucose diffusivity cases remained below C/C0 = 0.30 at a tear located 2.5 mm from the red-zone boundary, even when selected simulations were extended to 24 h. In contrast, an augmented sustained-source example reached C/C0 = 0.20, 0.30, and 0.40 within the 4-h transport window. Initial condition sensitivity showed that the main interpretation remained unchanged when the model was initialized with a reference steady glucose profile rather than a depleted domain. These results do not demonstrate biological healing, but they provide a hypothesis-generating framework for defining glucose transport experiments and planning future ex vivo validation studies.

Read PDF

Similar papers

#computer vision Open access Jun 2016

Software Development in Startup Companies: The Greenfield Startup Model

The results are packaged in the Greenfield Startup Model (GSM), which explains the priority of startups to release the product as quickly as possible, and the need to shorten time-to-market, by speeding up the development through low-precision engineering activities.

Carmine Giardino, Nicolò Paternoster, M. Unterkalmsteiner et al. · 178 citations · ⚡14
#computer vision Open access Oct 2016

Software Startups - A Research Agenda

Software startup companies develop innovative, software-intensive products within limited timeframes and with few resources, searching for sustainable and scalable business models.

M. Unterkalmsteiner, P. Abrahamsson, Xiaofeng Wang et al. · 157 citations · ⚡17
#machine learning Review Open access Oct 2016

“Failures” to be celebrated: an analysis of major pivots of software startups

This study conducts a case survey study based on the secondary data of the major pivots happened in 49 software startups, and demonstrates that customer need pivot is the most common among all pivot types.

Sohaib Shahid Bajwa, Xiaofeng Wang, Anh Nguyen-Duc et al. · 127 citations · ⚡15
#computer vision Review Open access May 2015

A survey study on major technical barriers affecting the decision to adopt cloud services

The comparison of adopter and non-adopter sample reveals three potential adoption inhibitor, security, data privacy, and portability, which underlines the importance of the technical and security perspectives for research investigating the adoption of technology.

Nattakarn Phaphoom, Xiaofeng Wang, S. Samuel et al. · 111 citations · ⚡8
#computer vision Open access Feb 2018

Lean Internal Startups for Software Product Innovation in Large Companies: Enablers and Inhibitors

This study investigates how Lean internal startup facilitates software product innovation in large companies and identifies its enablers and inhibitors, and shows the potential of the method-in-action framework to investigate the Lean startup approach in non-startup context.

Henry Edison, Nina M. Smørsgård, Xiaofeng Wang et al. · 78 citations · ⚡6
#computer vision Conference Sep 2010

Exploring the Sources of Waste in Kanban Software Development Projects

The application of agile software methods and more recently the integration of Lean practices contribute to the trend of continuous improvement in the software industry. One such area warranting proper empirical evidence is a project’s operational efficiency when using the Kanban method. This short paper takes a new an...

Marko Ikonen, Petri Kettunen, Nilay V. Oza et al. · 67 citations · ⚡9

Related blog posts

MIT News · Artificial Intelligence Oct 15, 2026

AI model decodes the language cells use to communicate

A new computational approach reveals how cells communicate to assemble into tissues. This could accelerate stem cell engineering, improve disease models, and inform therapies.

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.