Tanos, R. | Search bioRxiv

bioRxiv2022

Inferring ligand-receptor cellular networks from bulk and spatial transcriptomic datasets with BulkSignalR

The study of cellular networks mediated by ligand-receptor interactions has attracted much attention recently owing to single-cell omics. However, rich collections of bulk data accompanied with clinical information exists and continue to be generated with no equivalent in single-cell so far. In parallel, spatial transcriptomic (ST) analyses represent a revolutionary tool in biology. A large number of ST projects rely on multicellular resolution, for instance the Visium platform, where several cells are analyzed at each location, thus producing localized bulk data. Here, we describe BulkSignalR, a R package to infer ligand-receptor networks from bulk data. BulkSignalR integrates ligand-receptor interactions with downstream pathways to estimate statistical significance. A range of visualization methods complement the statistics, including functions dedicated to spatial data. We demonstrate BulkSignalR relevance using different bulk datasets, including new Visium liver metastasis ST data, with experimental validation of selected interactions. A comparison with other ST packages shows the significantly higher quality of BulkSignalR inferences. BulkSignalR can be applied to any species thanks to its built-in generic ortholog mapping functionality.

bioinformatics↗

bioRxiv2021

Plasma derived cell-free mitochondrial DNA originates mainly from circulating cell-free mitochondria

Circulating mitochondrial DNA (cir-mtDNA) could have a potential comparable to circulating nuclear DNA (cir-nDNA), with numerous applications. However, research and development in this area have fallen behind, particularly considering its origin and structural features. To tackle this, we initially combined Q-PCR and low-pass whole genome sequencing in the same analytical strategy previously and successfully used for cir-nDNA. This revealed unexplained structural patterns and led us to correlate these data with observations made during physical examinations such as filtration, and differential centrifugation in various plasma preparations. Both the integrity index and number of reads revealed a very minor proportion of low size-ranged fragments (<1000 bp) in plasma obtained with a standard preparation (0.06%). Filtration and high speed second step centrifugation revealed that 98.7 and 99.4% corresponded to extracellular mitochondria either free or in large extracellular vesicles. When avoiding platelet activation during plasma preparation, the proportion of both types of entities was still preponderant (76-80%), but the amount of detected mitochondrial DNA decreased 67-fold. In correlation with our previous study on the presence of circulating cell-free mitochondria in blood, our differential centrifugation procedure suggested that cir-mtDNA is also associated with approximately 18% small extracellular vesicles, 1.7% exosomes and 4% protein complexes.

genomics↗