Science AdvancesSystems BiologyPeer-reviewed journal article
A Genome Scale Transcriptional Regulatory Model of the Human Placenta
Alison G. PaquetteiD, Kylia AhunaiD, Yeon Mi HwangiD, Jocelynn R. PearliD, Hanna LiaoiD, Paul T. ShannoniD, Leena KadamiD, Samantha LapehniD, Matthew BucheriD, Ryan T. RoperiD, Cory C. FunkiD, James W. MacDonaldiD, Theo K. BammleriD, Priyanka BaloniiD, Heather BrockwayiD, W. Alex MasoniD, Nicole R. BushiD, Kaja Z. LeWinniD, Catherine J. KarriD, John A. StamatoyannopoulosiD, Louis J. MugliaiD, Helen N JonesiD, Yoel SadovskyiD, Leslie MyattiD, Sheela SathyanarayanaiD, Nathan D. PriceiD
Abstract
Gene regulation is essential to placental function and fetal development. We report a genome-scale transcriptional regulatory network (TRN) of the human placenta built using digital genomic footprinting and transcriptomic data. We integrated 475 transcriptomes and 12 DNase hypersensitivity datasets from placental samples to globally and quantitatively map transcription factor (TF)-target gene interactions. In an independent dataset, the TRN model predicted target gene expression with an out of sample R2 value greater than 0.25 for 74% of target genes. We performed siRNA knockdowns of 4 TFs and achieved concordance between the predicted gene targets in our TRN and differences in expression of knockdowns with an accuracy of >0.7 for 3 of the 4 TFs. Our final model contained 113,158 interactions across 391 TFs and 7,712 target genes and is publicly available. We identified six TFs which were significantly enriched as regulators for genes previously associated with preterm birth.
- organism: human
- assay: bulk RNA-seq
- assay: DNA methylation
- research focus: gene regulatory network inference
- approach: statistical model
- Citations
- 18
- FWCI
- 2.44
- Field percentile
- top 10%
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