WoundPy: an improved automatized method for in vitro cell motility investigation based on wound alignment and absolute velocity profiling
Unknown authors
Sep 2026· Frontiers in Cell and Developmental Biology· 0 citations· 31 references
TL;DR
WoundPy, a Python-based executable software featuring a user-friendly interface for semi-automatic, researcher-supervised Region of Interest detection, streamlines image analysis and management of replicates, providing rapid graphical outputs.
Abstract
The Wound Healing Assay is a standard technique for studying cell motility, yet it faces challenges in reproducibility and data interpretation. Here we present WoundPy, a Python-based executable software featuring a user-friendly interface for semi-automatic, researcher-supervised Region of Interest detection. WoundPy streamlines image analysis and management of replicates, providing rapid graphical outputs. A key pre-processing feature is the automated vertical wound alignment, which eliminates operator-dependent errors typical of optical microscopy. Velocity results are calculated as absolute values from multi-time-point imaging. The software was tested on three datasets from biological experiments, and a comparison with ImageJ Wound Healing Size tool revealed a significant underestimation of the wound area by the latter compared to WoundPy. In conclusion, this new software offers an extremely streamlined approach that easily enables to perform an analysis that is both accurate and fast, drastically reducing the time required for both numerical data acquisition and its subsequent analysis.
This publication proposes a definition and a classification of agile software development approaches and analyses ten software development methods that can be characterized as being "agile" against the defined criterion.
P. Abrahamsson, O. Salo, Jussi Ronkainen et al.· arXiv.org· 727 citations· ⚡54
The study shows that agile practices improve both informal and formal communication, but indicates that, in larger development situations involving multiple external stakeholders, a mismatch of adequate communication mechanisms can sometimes even hinder the communication.
M. Pikkarainen, Jukka Haikara, O. Salo et al.· Empirical Software Engineeri...· 401 citations· ⚡48
The results indicate that software engineering work practices are chosen opportunistically, adapted and configured to provide value under the constrains imposed by the startup context.
Nicolò Paternoster, Carmine Giardino, M. Unterkalmsteiner et al.· Information and Software Tec...· 394 citations· ⚡54
The results show that the embedded industry has been able to apply agile methods in its development processes and that the appreciation of the agile methods and their individual practices appears to increase once adopted and applied in practice.
O. Salo, P. Abrahamsson· IET Software· 238 citations· ⚡9
Consequences of happiness and unhappiness that are beneficial and detrimental for developers' mental well-being, the software development process, and the produced artifacts are found.
D. Graziotin, Fabian Fagerholm, Xiaofeng Wang et al.· Journal of Systems and Softw...· 236 citations· ⚡13
The Mobile-D approach is briefly outlined here and the experiences gained from four case studies are discussed, which helped develop an agile development approach for mobile application development.
P. Abrahamsson, Antti Hanhineva, H. Hulkko et al.· Conference on Object-Oriente...· 225 citations· ⚡18
AI is making software generation faster, but speed does not remove the need for expertise. As more work is delegated to AI, tacit knowledge may become one of the most important human advantages in software engineering. The post Beyond Prompt Engineering: The Role of Tacit Knowledge in Software Engineering appeared first on GPT-Lab.
A path, a fence, a knot. MindTopo sets a new benchmark for testing how AI understands topological relationships and highlights new opportunities to strengthen spatial reasoning and planning. The post MindTopo reveals VLMs’ spatial reasoning abilities appeared first on Microsoft Research.
We use cookies to run the site and, with your consent, for analytics and to show ads.
See our Cookie Policy.