bioRxiv Science⌕ Search

Biology subjects

Rivero-Garcia, I.

Publications and source records attributed to Rivero-Garcia, I..

4 recordsLinked to original sources

Multicellular signaling and partial recovery define reverse cardiac remodeling

Heart failure results from maladaptive multicellular remodeling triggered by sustained biomechanical stress. Although mechanical unloading can promote reverse remodeling, recovery is frequently incomplete and its mechanistic basis remains unclear. Using a reversible murine pressure-overload model combined with bulk and single-nucleus transcriptomics, we demonstrate that reverse remodeling represents an actively maintained yet constrained multicellular state. Unloading improved cardiac function and partially restored extracellular matrix and metabolic programs, whereas inflammatory and mitochondrial dysfunction signatures persisted. Cardiomyocytes and endothelial cells largely re-established homeostatic transcriptional states, while fibroblasts retained activated programs that dominated residual pathology. Multicellular factor analysis delineated a reversible metabolic stress program and a persistent inflammatory-mitochondrial program coordinated across cardiac cell types. Cell-cell communication analysis identified lymphatic endothelial cells as key instructive regulators of recovery. Notably, lymphatic-derived Reelin directly suppressed pathological fetal gene activation in murine and human cardiomyocytes, uncovering a previously unrecognized lymphoangiocrine mechanism that constrains myocardial recovery in chronic heart failure.

molecular biology↗

AXL governs axolotl cardiac regeneration and directs mammalian cardiomyocyte dedifferentiation

Cardiac injury outcomes vary widely across species, from complete regeneration to irreversible scarring. Using single-nucleus multiomics and spatial transcriptomics, we generated a spatially resolved atlas of axolotl heart regeneration following injury, identifying a distinct border-zone cardiomyocyte population with a pro-regenerative transcriptional program. Ligand-receptor analysis of the border zone niche identified enrichment of the receptor tyrosine kinase AXL in injury-responsive cardiomyocytes and its ligand Gas6 in endothelial cells. Functional perturbation demonstrated AXL requirement for border-zone cardiomyocyte activation and axolotl heart regeneration. In murine cardiomyocytes, AXL overexpression induced sarcomere disassembly, metabolic rewiring, and immature gene expression without triggering proliferation. These findings show that AXL signaling induces cardiomyocyte dedifferentiation and uncouples dedifferentiation from cell cycle re-entry, providing mechanistic insight into cellular plasticity during heart regeneration.

cell biology↗

Functional rescue of critical-size bone defect using molecular network analysis of axolotl limb regeneration.

The salamander limb has served as a canonical model for successful regeneration that has yielded numerous molecular insights on its basic mechanism. Harnessing such information to induce regeneration in a non-regenerative setting has been a long-sought goal. The amputated salamander limb efficiently regenerates all of its missing bones, but paradoxically, a large bone gap without amputation - commonly called a Critical Size Defect (CSD) - is not regenerated, similarly to other vertebrates1. This non-regenerating injury provides a human-relevant setting to understand how to rescue lack-of-regeneration. Satoh and colleagues demonstrated in axolotl that transplantation of blastema cells from an amputated limb into a CSD yields cartilage bridging of the CSD2. This work provided a roadmap for rescuing the CSD. Here we asked, what are the crucial molecular differences in cells populating a regenerating blastema versus the CSD and can they be used to elicit CSD bridging? Previous genetic fate mapping and single cell transcriptomics showed that limb regeneration occurs via migration and dedifferentiation of fibroblastic, soft connective tissue (CT) cells that form a multipotent, skeletal stem cell 3, 4. Here using single cell transcriptomics and genetic fate mapping we found that the CSD is populated by CT cells that undergo a divergent molecular transition compared to the blastema. Using gene regulatory network (GRN) modeling, and lipid nanoparticle (LNP) delivery of mRNA we could express a single molecular factor, Wnt3a, to induce cartilage bridging of the CSD. Our results demonstrate the power of using molecular information from successful regeneration to rescue a non-regenerating injury.

cell biology↗

SpatialDDLS: An R package to deconvolute spatial transcriptomics data using neural networks

SummarySpatial transcriptomics has changed our way to study tissue structure and cellular organization. However, there are still limitations in its resolution, and most available plaXorms do not reach a single cell resolution. To address this issue, we introduce SpatialDDLS, a fast neural network-based algorithm for cell type deconvolution of spatial transcriptomics data. SpatialDDLS leverages single-cell RNA sequencing (scRNA-seq) data to simulate mixed transcriptional profiles with predefined cellular composition, which are subsequently used to train a fully-connected neural network to uncover cell type diversity within each spot. By comparing it with two state-of-the-art spatial deconvolution methods, we demonstrate that SpatialDDLS is an accurate and faster alternative to the available state-of-the art tools. Availability and implementationThe R package SpatialDDLS is available via CRAN-The Comprehensive R Archive Network: https://CRAN.R-project.org/package=SpatialDDLS. A detailed manual of the main functionalities implemented in the package can be found at https://diegommcc.github.io/SpatialDDLS. Contactfscabo@cnic.es Supplementary informationSupplementary data are available at Bioinformatics online.

bioinformatics↗