Biology subjects

Ochocka, N.

Publications and source records attributed to Ochocka, N..

4 recordsLinked to original sources

bioRxiv2025

Identifying multimodal molecular programs with mTopic.

The simultaneous profiling of diverse molecular modalities offers unprecedented insight into complex biological processes, yet it poses significant computational challenges. Here, we introduce mTopic, a generalizable topic modeling framework for analysis of unlimited types of modalities across both single-cell and spatial contexts. mTopic enables identification of coherent multimodal molecular programs at enhanced resolution and supports investigation of cross-modality associations.

bioinformatics↗

bioRxiv2024

Tracking changes in functionality and morphology of repopulated microglia in young and old mice

Microglia (MG) are myeloid cells of the central nervous system supporting its homeostasis and instigating neuroinflammation in pathologies. Single-cell RNA sequencing (scRNA-seq) revealed the functional heterogeneity of MG in mice brains. Inhibition of colony-stimulating factor 1 receptor (CSF1R) signaling with inhibitors deplete microglia which rapidly repopulate. Functionalities of repopulated microglia are poorly known. We combined scRNA-seq, bulk RNA-seq, immunofluorescence and confocal imaging to study functionalities and morphology of repopulated microglia. CSRF1R inhibitor (BLZ-945) depleted MG in 21 days and their numbers were restored 7 days later as evidenced by TMEM119 staining and flow cytometry. ScRNA-seq and computational analyses demonstrate that repopulated MG originate from preexisting MG progenitors and reconstitute functional clusters but upregulate inflammatory genes. Percentages of proliferating, immature MG displaying inflammatory gene expression increase in aging mice. Morphometric analysis of MG cell body and branching shows distinct morphology of repopulated MG, particularly in old mouse brains. We demonstrate that with aging some repopulated MG fail to reach the homeostatic phenotype. These differences microglia may contribute to the deterioration of microglia protective functions with age.

neuroscience↗

bioRxiv2023

scRNA-seq reveals the diversity of the developing cardiac cell lineage and molecular building blocks of the primary pacemaker

The heart is comprised of a variety of specialized cell types that work in unison to maintain blood flow. Here we utilized scRNA-seq analysis to delineate the diversity of cardiac cell types in the zebrafish. With the growing use of the zebrafish to model human heart biology, a deeper insight into its complex cellular composition is critical for a better understanding of heart function, development, and associated malformations. We present a high resolution atlas of zebrafish heart single cells transcriptomics, consisting of over 50 000 cells representing the building blocks of the zebrafish heart at 48 and 72 hpf. We defined 18 discrete cell populations comprising major cell lineages and sublineages of the developing heart. We pinpointed a population of cells likely to be the primary pacemaker and identified the transcriptome profile defining this critical cell type. Our analyses identified two genes, atp1b3b and colec10, which were enriched in the sinoatrial pacemaker cells. CRISPR/Cas9-mediated knockout of these two genes significantly reduced heart rate which is accompanied by arrhythmia or morphological defects, suggesting their novel function in cardiac development and conduction. Additionally, we describe other subpopulations of cardiac cell lineages, including the endothelial and neural cells, whose expression profiles we provide as a resource for further investigations into the cellular and molecular mechanisms of this organ.

developmental biology↗

bioRxiv2019

Single-cell RNA sequencing reveals functional heterogeneity and sex differences of glioma-associated brain macrophages

Microglia are resident myeloid cells in the central nervous system (CNS) that control homeostasis and protect CNS from damage and infections. Microglia and peripheral myeloid cells accumulate and adapt tumor supporting roles in human glioblastomas that show prevalence in men. Cell heterogeneity and functional phenotypes of myeloid subpopulations in gliomas remain elusive. Single-cell RNA sequencing (scRNA-seq) of CD11b+ myeloid cells in naive and GL261 glioma-bearing mice revealed distinct profiles of microglia, infiltrating monocytes/macrophages and CNS border-associated macrophages. We demonstrated an unforeseen molecular heterogeneity among myeloid cells in naive and glioma-bearing brains, validated selected marker proteins and showed distinct spatial distribution of identified subsets in experimental gliomas. We found higher expression of MHCII encoding genes in glioma-activated male microglia, which was corroborated in bulk and scRNA-seq data from human diffuse gliomas. Sex-specific gene expression in glioma-activated microglia may be relevant to sex differences in incidence and outcomes of glioma patients.

cancer biology↗