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Padilla, C. G.

Publications and source records attributed to Padilla, C. G..

2 recordsLinked to original sources

MERFISH+, a large-scale, multi-omics spatial technology resolves the molecular holograms of the 3D human developing heart

Hybridization-based spatial transcriptomics technologies have advanced our ability to map cellular and subcellular organization in complex tissues. However, existing methods remain constrained in gene coverage, multimodal compatibility, and scalability. Here, we present MERFISH+, an enhanced version of Multiplexed Error-Robust Fluorescence in Situ Hybridization (MERFISH), which integrates chemical probe anchoring in protective hydrogels with high-throughput microfluidics and microscopy. This optimized design supports robust and repeated hybridization cycles across an entire centimeter-scale tissue sample. MERFISH+ allowed to simultaneously quantify over 1,800 genes and resolve the 3D organization of chromatin loci and their associated epigenomic marks in developing human hearts. Using a generative integration framework for spatial multimodal data (Spateo-VI), we harmonized these MERFISH+ transcriptomic and chromatin data to reconstruct a 3D spatially-resolved multi-omic atlas of the developing human heart at subcellular resolution capturing 3.1 million cells across 34 distinct populations. This 3D atlas provides a holistic view of an entire organ enabling the characterization of 3D cellular neighborhoods and transcriptional gradients of substructures such as the descending arteries. Thus, MERFISH+ offers a robust, large-format platform for spatial multi-omics that enables high resolution mapping of gene expression at subcellular resolution and the characterization of cellular organization within 3D organs. One Sentence SummaryMERFISH+ is an spatial multi-omics platform that integrates hydrogel-based probe anchoring, automated high-throughput microfluidics, and large-format multimodal data production to enable comprehensive, subcellular resolution mapping of gene expression and chromatin organization across millions of cells within complex developing human organs. HighlightsO_LIMERFISH+ expands MERFISH capabilities to measure >1,800 genes and at whole-organ 3D imaging scale C_LIO_LICombines chemical probe anchoring with high-throughput volumetric microscopy and microfluidics C_LIO_LIGenerates a 3D molecular atlas of a developing human heart with > 3.1 million cells at subcellular resolution C_LIO_LIIntroduces Spateo-VI, a novel generative framework integrating 3D multimodal datasets C_LI

genomics↗

Hypermyelination Improves Strength and Detection of Neuronal Activity in the CA1 Hippocampus and Facilitates Neuroprotection in FusOLcKO Mice

1.0.Loss of oligodendrocytes (OLs) and myelin impairs cortical neuronal firing and network stability, whereas enhancement of oligodendrogenesis improves electrophysiological stability in cortex and, to a lesser extent, hippocampus. OLs exhibit regional heterogeneity, especially in their ability to synthesize cholesterol, a critical driver of myelin wrapping and ensheathment of axons. Conditional depletion of the Fused in sarcoma (Fus) gene in OLs, referred to as FusOLcKO, increases cholesterol biosynthesis, myelin thickness, and tissue cholesterol content. We examine whether this hypermyelination alters extracellular recordings across the layers of visual cortex and the underlying hippocampal CA1 over 16 weeks. In FusOLcKO mice, visually-evoked single-unit detectability and firing rate in CA1 increased relative to wild-type littermates, whereas cortical recordings showed no improvement. At the population level, FusOLcKO cortex exhibited reduced firing rates and lower functional connectivity, indicating altered network dynamics. Post-mortem histology revealed higher neuron density in recorded cortex and greater excitatory synapse density in CA1 of FusOLcKO mice suggesting region-specific neuroprotection and synaptic strengthening. These results demonstrate that cholesterol-driven hypermyelination enhances chronic hippocampal recordings while disrupting cortical network communication. Our study highlights myelins region-dependent roles in supporting single-cell reliability, tuning population dynamics, and maintaining circuit integrity under chronic perturbation. 2.0. SIGNIFICANCE STATEMENTMyelin critically regulates neural circuit function via conduction and metabolic support. Here, we show that cholesterol-driven hypermyelination in FusOLcKO mice augments single-unit detection and firing in hippocampal CA1 but reduces population firing and interlaminar connectivity within the cortex. These findings reveal a dual role for myelin: it can both safeguard specific circuit activity and perturb large-scale cortical communication. Understanding these dynamics is essential for designing myelin-targeted therapies in neurodegenerative disorders.

neuroscience↗