Four-dimensional molecular mapping from a spatial snapshot reveals the dynamics of hair follicle organogenesis

Четырёхмерная молекулярная карта пространственной «снимки», раскрывающая динамику органогенеза волосяного фолликула
Jean Fan, Reza Kalhor, Soichiro Asami, Chenshuo Yin, Luis A. Garza
2026-07-01

3D DNase-Enhanced Expression Profiling (3DEEP)Foxn1-deficient nude micefour-dimensional molecular maphair follicle organogenesisspatial transcriptomics
Understanding organ formation requires capturing molecular information simultaneously in three-dimensional (3D) space and across developmental time. To this end, we developed 3D DNase-Enhanced Expression Profiling (3DEEP), a tissue-clearing approach that removes genomic DNA to extend spatial transcriptomic profiling hundreds of microns into intact tissues. We applied 3DEEP to neonatal mouse skin, capturing hundreds of developing hair follicles across their organogenesis trajectory. Ordering follicles by molecularly inferred developmental age transformed this single spatial snapshot into a four-dimensional (3D + time) molecular map of organogenesis. This map revealed developmental dynamics spanning stem cell compartment stratification, emergence of new cell subtypes within the follicle, and cascading structural transformations leading to hair canal formation. Comparative analysis of Foxn1-deficient nude mice, a hairlessness model, revealed organ-wide changes in developmental dynamics, including delayed molecular progression, reduced coordination, and increased developmental instability, preceding overt structural defects. This work demonstrates how deep-tissue spatial transcriptomics can uncover hidden dynamics of organ formation.
1
3DEEP, a tissue-clearing method that removes genomic DNA, extends spatial transcriptomic profiling hundreds of microns into intact tissues.
2
Applying 3DEEP to neonatal mouse skin captured hundreds of developing hair follicles across their organogenesis trajectory from a single spatial snapshot.
3
Comparative analysis of Foxn1-deficient nude mice showed organ-wide changes: delayed molecular progression, reduced coordination, and increased developmental instability prior to structural defects.
4
Ordering follicles by molecularly inferred developmental age converted the spatial snapshot into a four-dimensional (3D + time) molecular map of organogenesis.
5
The 4D molecular map revealed dynamics including stem cell compartment stratification, emergence of new follicle cell subtypes, and cascades leading to hair canal formation.

Developing hair follicles in neonatal mouse skin captured by 3DEEP spatial transcriptomics

Four-dimensional (3D + time) molecular dynamics of hair follicle organogenesis, including stem cell compartment stratification, emergence of new cell subtypes, cascading structural transformations (hair canal formation), and altered developmental dynamics in Foxn1-deficient nude mice

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2026-07-01
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Jean Fan
Reza Kalhor
Soichiro Asami
Chenshuo Yin
Luis A. Garza
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