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Biology subjects

Ampartzidis, I.

Publications and source records attributed to Ampartzidis, I..

4 recordsLinked to original sources

Deep generative embeddings of gene expression and splicing reposition the interpretation of single-cell transcriptomic signatures

Single-cell transcriptomic analysis predominantly derives cell identity from gene expression analysis, while alternative splicing is processed separately despite its fundamental role for cell homeostasis. To overcome the limits of separate investigations, we developed a probabilistic deep learning framework, Crecerelle, enabling resolution of the contributions of gene expression and alternative splicing in each cell. Crecerelle learns cell embeddings from gene expressions and alternative splicing isoforms, to decipher their mutually dependent impact on the functional characterisation of cells in a data-driven manner, exemplified for the Tabula Muris dataset. This is enabled through a zero-and-N-inflated Dirichlet-Multinomial for a variational autoencoder that learns cell embeddings solely from splicing profiles, as well as a bi-modal variational autoencoder with a relevance-weighted mixture-of-experts variational posterior to consolidate the modality-specific contribution at single-cell level. Crecerelle reveals cell-type-specific isoform markers as well as subpopulations with unique isoforms and uncovers regulatory and disease-associated pathways not detected by gene expression analyses alone. This scalable and interpretable framework thus allows a more holistic study of transcriptomic regulation and will open a route to modality-relevance-weighted investigations across single-cell multiomics datasets and their influence on cellular homeostasis, tissue development and disease phenotypes.

cell biology↗

Extracellular matrix defects destabilise apical cytoarchitecture and mechanical properties during early Down syndrome neurodevelopment

Down syndrome (DS) is associated with altered brain development, especially in the cerebellum. However, how trisomy 21 (TS21) is linked to cerebellar defects remains poorly understood. Cerebellar organoids reveal that TS21 leads to extracellular matrix (ECM) alterations, perturbing downstream pathways linked to reduction of apical RAB11+ endosomes. These changes lead to impaired apical maintenance and altered progenitor composition. Significantly, ECM-enriched culture rescues apical defects in TS21 organoids, supporting a functional role for ECM in preserving apical organisation and progenitor niche integrity. In the developing human DS cerebellum and 2D neural cultures, where exogenous ECM is present, severe epithelial disorganisation is attenuated. Nevertheless, ECM organisation and mechanical properties remain altered in 2D cultures. Our findings identify TS21-driven ECM abnormalities as a mechanism impairing apical integrity, progenitor composition and mechanical proprieties in neural stem cell models of DS. Altogether, we established apical maintenance instability as an early developmental defect contributing for DS neuropathology.

Developmental Biology↗

Patient-specific iPSC models of neural tube defects identify underlying deficiencies in neuroepithelial cell shape regulation and differentiation

Spina bifida and anencephaly are neural tube defects caused by failure of embryonic neural tube closure. Successful closure requires apicobasal elongation and apical constriction of neuroepithelial cells. These critical behaviours have not been studied in human, patient-specific models. We characterise a human iPSC-derived neuroepithelial morphogenesis model that is highly reproducible across three parental iPSC lines of diverse origin and reprogramming technologies. Differentiated neuroepithelial cells actively undergo ROCK-dependent apical constriction. ROCK acts downstream of planar cell polarity/VANGL2 in other species. We find that VANGL2 is up-regulated and phosphorylated during iPSCs-to-neuroepithelial differentiation. The patient-identified VANGL2-R353C mutation does not alter VANGL2 expression, localisation or phosphorylation, but reduces myosin-II phosphorylation and apical constriction relative to congenic control iPSCs. Non-congenic comparisons and forward genetic testing are also informative in this reproducible model. We compare lines reprogrammed from amniocytes of two patients with spina bifida, versus two controls. One patient-derived line forms a morphologically normal neuroepithelium, but fails to differentiate into neurons. The second fails to undergo apicobasal elongation, and harbours compound heterozygous mutations in the MED24 gene previously implicated in neuroepithelial elongation in mice. Thus, iPSC-derived neuroepithelial modelling reveals mechanistic insights into conserved cell behaviours, including apical constriction, apicobasal elongation and neural differentiation, links genetically-impaired apical constriction to human disease, and establishes patient-specific models which recapitulate failures across these heterogenous neuroepithelial functions.

developmental biology↗

Synchronisation of apical constriction and cell cycle progression is a conserved behaviour of pseudostratified neuroepithelia informed by their tissue geometry

Neuroepithelial cells balance tissue growth requirement with the morphogenetic imperative of closing the neural tube. They apically constrict to generate mechanical forces which elevate the neural folds, but are thought to apically dilate during mitosis. However, we previously reported that mitotic neuroepithelial cells in the mouse posterior neuropore have smaller apical surfaces than non-mitotic cells. Here, we document progressive apical enrichment of non-muscle myosin-II in mitotic, but not non-mitotic, neuroepithelial cells with smaller apical areas. Live-imaging of the chick posterior neuropore confirms apical constriction synchronised with mitosis, reaching maximal constriction by anaphase, before division and re-dilation. Mitotic apical constriction amplitude is significantly greater than interphase constrictions. To investigate conservation in humans, we characterised early stages of iPSC differentiation through dual SMAD-inhibition to robustly produce pseudostratified neuroepithelia with apically enriched actomyosin. These cultured neuroepithelial cells achieve an equivalent apical area to those in mouse embryos. iPSC-derived neuroepithelial cells have large apical areas in G2 which constrict in M phase and retain this constriction in G1/S. Given that this differentiation method produces anterior neural identities, we studied the anterior neuroepithelium of the elevating mouse mid-brain neural tube. Instead of constricting, mid-brain mitotic neuroepithelial cells have larger apical areas than interphase cells. Tissue geometry differs between the apically convex early midbrain and flat posterior neuropore. Culturing human neuroepithelia on equivalently convex surfaces prevents mitotic apical constriction. Thus, neuroepithelial cells undergo high-amplitude apical constriction synchronised with cell cycle progression but the timing of their constriction if influenced by tissue geometry.

cell biology↗