Back

Morphotype-Resolved 3D Morphometry Reveals a Structure-Density-Location Coupling in Mitochondrial Networks

Singh, A.; Yadav, A.; Deshmukh, A.; Singh, A.; Verma, R.; White, K. L.; Singla, J.

2026-03-20 cell biology
10.64898/2026.03.19.712811 bioRxiv
Show abstract

Mitochondrial architecture plays a critical role in cellular function, yet how organelle structure, metabolic density, and subcellular position are jointly remodeled across whole cells remains poorly understood. We applied quantitative 3D soft X-ray tomography to analyze intact INS-1E cells in a native, cryo-hydrated state. By integrating morphometric profiling with voxel-level linear absorption coefficients (LAC) and contour-based radial mapping, we tracked the structural, biochemical, and spatial remodeling of fragmented, intermediate, and interconnected mitochondrial morphotypes under high glucose and Exendin-4 stimulation. High glucose induces morphotype-specific hypertrophy, fission, and perinuclear redistribution of low-density fragments. Co-stimulation with Exendin-4 stabilizes interconnected networks and increases metabolic density at the cell periphery. Morphotype-resolved analysis uncovers a structure-density-location coupling in which mitochondrial shape, macromolecular packing, and radial position shift in concert. These results offer a quantitative framework and high-resolution spatial constraints for whole-cell modeling of organelle dynamics.

Matching journals

The top 6 journals account for 50% of the predicted probability mass.

50% of probability mass above

"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.