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Kappen, C.

Publications and source records attributed to Kappen, C..

2 recordsLinked to original sources

A Novel Imaging Mass Spectrometry Computational Tool for Biomedical Discovery: Untargeted pixel-by-pixel imaging of Metabolite Ratio Pairs

Mass spectrometry imaging (MSI) is a powerful technology used to define the spatial distribution and relative abundance of metabolites across tissue cryosections. While software packages exist for pixel-by-pixel individual metabolite and limited target pairs of ratio imaging, the research community lacks an easy computing and application tool that images any metabolite abundance ratio pairs. Importantly, recognition of correlated metabolite pairs may contribute to the discovery of unanticipated molecules in shared metabolic pathways. Here, we describe the development and implementation of an untargeted R package workflow for pixel-by-pixel ratio imaging of all metabolites detected in an MSI experiment. Considering untargeted MSI studies of murine brain and embryogenesis, we demonstrate that ratio imaging minimizes systematic data variation introduced by sample handling, markedly enhances spatial image contrast, and reveals previously unrecognized metabotype-distinct tissue regions. Furthermore, ratio imaging facilitates identification of novel regional biomarkers and provides anatomical information regarding spatial distribution of metabolite-linked biochemical pathways. The algorithm described herein is applicable to any MSI dataset containing spatial information for metabolites, peptides or proteins, offering a potent hypothesis generation tool to enhance knowledge obtained from current spatial metabolite profiling technologies.

bioinformatics↗

Unbiased transcriptomic analysis of chondrocyte differentiation in a high-density cell culture model

In the developing vertebrate skeleton, cartilage is an important precursor to the formation of bones. Cartilage is produced by chondrocytes, which derive from embryonic mesoderm and undergo a stereotypical program of differentiation and maturation. Here we modeled this process in vitro, using primary fetal mouse rib chondrocytes in a high-density cell culture model of cartilage differentiation, and performed genome-wide gene expression profiling over the course of culture. The overarching goal of this study was to characterize the molecular pathways involved in cartilage differentiation and maturation. Our results also enable a comprehensive appraisal of distinctions between common in vitro models for cartilage differentiation, and of differences in their molecular resemblance to cartilage formation in vivo.

developmental biology↗