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Updated: Jul 10, 2026

Spatial Profiling of Protein and RNA Expression in Tissue: An Approach to Fine-Tune Virtual Microdissection
Published on: July 6, 2022
InSituPy: Un marco para el análisis de datos ómicos espaciales de células únicas guiado por histología y de múltiples
Johannes Wirth1, Anna Chernysheva1, Birthe Lemke1
1Institute of Pathology, School of Medicine and Health, Technical University of Munich, Munich, Germany.
Motivation:
Single-cell spatial omics data provides unprecedented insights into disease states. Comprehensive analysis of such data requires frameworks that integrate diverse modalities and enable joint processing of multiple datasets and corresponding metadata.
Results:
To address these challenges, we introduce InSituPy, a versatile and scalable framework for analyzing spatial omics data from the multi-sample level down to the cellular and subcellular level. Its modular data structure organizes all relevant data modalities per sample and links them to their corresponding metadata, enabling scalable analysis of large patient cohorts using spatial omics technologies. Interactive visualization tools within InSituPy enable seamless integration of histopathological expertise, promoting collaborative hypothesis generation in translational research. Additionally, InSituPy includes built-in analytical algorithms and interfaces with external tools, establishing a standardized workflow for multi-sample spatial omics data analysis.
Availability:
The Python packages InSituPy is publicly available on GitHub (https://github.com/SpatialPathology/InSituPy) and PyPi (https://pypi.org/project/insitupy-spatial/), and archived on Zenodo (DOI: 10.5281/zenodo.18459471). Tutorials and documentation for InSituPy are available at https://insitupy.readthedocs.io/. All code to replicate the results shown in this manuscript can be found in the GitHub repository. Scripts to connect QuPath and InSituPy can be found at https://github.com/SpatialPathology/InSituPy-QuPath. All data required to complete the tutorials is publicly available, and functions to download the data have been implemented. A Zulip community chat for user support and discussion is accessible at https://insitupy.zulipchat.com.
Supplementary Information:
Supplementary data are available at Bioinformatics online.
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