News | 23/06/2026 | New Paper

AI Maps Obesity’s Hidden Impact Across the Entire Body

Obesity affects the whole body, but studying these changes at cellular resolution has been technically out of reach. Ali Ertürk, Doris Kaltenecker, Rami Al-Maskari and colleagues at Helmholtz Munich developed MouseMapper, an artificial intelligence framework that enables whole-body analysis of cells, nerves, and organs in three dimensions. Applying the approach to obesity revealed previously unrecognised nerve damage, inflammation patterns, and molecular changes linked to sensory dysfunction.

This is a summary of: Kaltenecker D, Horvath I, Al-Maskari R, et al. A deep-learning framework reveals whole-body perturbations at cell level. Nature (2026). https://doi.org/10.1038/s41586-026-10535-2

The Open question

Diseases like obesity affect multiple organ systems simultaneously, but existing tools can only examine selected tissues. Studying cellular and structural changes across an entire organism at single-cell resolution has remained technically impossible. This limited the ability to identify body-wide structural changes and understand how local abnormalities relate to systemic disease processes.

The Approach

We developed MouseMapper, a deep-learning platform that automatically segments organs, nerves, and immune-cell clusters across whole-body imaging datasets. The framework was applied to mouse models of obesity and combined with spatial proteomics and human tissue analyses.

What the data showed

MouseMapper identified obesity-associated structural alterations in the infraorbital branch of the trigeminal nerve, accompanied by impaired whisker sensory function. Proteomic analyses revealed changes in pathways linked to axon remodelling, cytoskeletal regulation, complement activation, and inflammation. Strikingly, similar molecular signatures were detected in trigeminal ganglia from individuals with obesity. The framework also generated detailed three-dimensional maps of immune-cell accumulation throughout the body.

What this changes

MouseMapper provides a scalable tool to study systemic disease in 3D. It enables identification of disease hotspots and the translation of cellular findings from animal models to human conditions.

Relevance for CRC1744

MouseMapper offers a powerful framework for studying neurovascular and neuroimmune interactions across organs and tissues. Its ability to map inflammation, neural alterations, and systemic disease processes has broad relevance for investigating mechanisms of cerebrovascular dysfunction and disease progression.

Ali Ertürk, Helmholtz Munich / SFB 1744

"Obesity is not just a metabolic condition – it rewires the nervous system across the entire body. MouseMapper allowed us to see this for the first time at cellular resolution, and the molecular signatures we found in mice, we also found in humans."