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Biology subjects

Souvik Ghosh

Publications and source records attributed to Souvik Ghosh.

2 recordsLinked to original sources

Exploiting variability of single cells to uncover the in vivo hierarchy of miRNA targets

MiRNAs are post-transcriptional repressors of gene expression that may additionally reduce the cell-to-cell variability in protein expression, induce correlations between target expression levels and provide a layer through which targets can influence each others expression as competing RNAs (ceRNAs). Here we combined single cell sequencing of human embryonic kidney cells in which the expression of two distinct miRNAs was induced over a wide range, with mathematical modeling, to estimate Michaelis-Menten (KM)-type constants for hundreds of evolutionarily conserved miRNA targets. These parameters, which we inferred here for the first time in the context of the entire network of endogenous miRNA targets, vary over ~2 orders of magnitude. They reveal an in vivo hierarchy of miRNA targets, defined by the concentration of miRNA-Argonaute complexes at which the targets are most sensitively down-regulated. The data further reveals miRNA-induced correlations in target expression at the single cell level, as well as the response of target noise to the miRNA concentration. The approach is generalizable to other miRNAs and post-transcriptional regulators and provides a deeper understanding of gene expression dynamics.

Systems Biology

A comprehensive analysis of 3′ end sequencing data sets reveals novel polyadenylation signals and the repressive role of heterogenous ribonucleoprotein C on cleavage and polyadenylation

Alternative polyadenylation (APA) is a general mechanism of transcript diversification in mammals, which has been recently linked to proliferative states and cancer. Different 3 untranslated region (3 UTR) isoforms interact with different RNA binding proteins (RBPs), which modify the stability, translation, and subcellular localization of the corresponding transcripts. Although the heterogeneity of pre-mRNA 3 end processing has been established with high-throughput approaches, the mechanisms that underlie systematic changes in 3 UTR lengths remain to be characterized. Through a uniform analysis of a large number of 3 end sequencing data sets we have uncovered 18 signals, 6 of which novel, whose positioning with respect to pre-mRNA cleavage sites indicates a role in pre-mRNA 3 end processing in both mouse and human. With 3 end sequencing we have demonstrated that the heterogeneous ribonucleoprotein C (HNRNPC), which binds the poly(U) motif whose frequency also peaks in the vicinity of polyadenylation (poly(A)) sites, has a genome-wide effect on poly(A) site usage. HNRNPC-regulated 3 UTRs are enriched in ELAV-like RNA binding protein 1 (ELAVL1) binding sites and include those of the CD47 molecule (CD47) gene, which participate in the recently discovered mechanism of 3 UTR-dependent protein localization (UDPL). Our study thus establishes an up-to-date, high-confidence catalog of 3 end processing sites and poly(A) signals and it uncovers an important role of HNRNPC in regulating 3 end processing. It further suggests that U-rich elements mediate interactions with multiple RBPs that regulate different stages in a transcripts life cycle.

Genomics