ArticleCommunications biology2021
hReg-CNCC reconstructs a regulatory network in human cranial neural crest cells and annotates variants in a developmental context.
Article in Communications biology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers, 1 of them a synthesis that pooled it.
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Who cites it
10 citing papers in PubMed, 1 synthesis or guideline pooled it, 21 citations in OpenAlex.
- A Systematic Review of the Human Accelerated Regions in Schizophrenia and Related Disorders: Where the Evolutionary and Neurodevelopmental Hypotheses Converge.International journal of molecular sciences · 2023Pooled it
- PRMT1-SFPQ regulates intron retention to control matrix gene expression during craniofacial development.eLife · 2026Article
- A Twist1-regulated distal enhancer crucial for Alx1 gene expression and function during craniofacial development.Developmental biology · 2026Article
- Gene expression dynamics of human and mouse craniofacial development at the single-cell level.Nature communications · 2026Article
- Modeling combinatorial regulation from single-cell multi-omics provides regulatory units underpinning cell type landscape using cRegulon.Genome biology · 2025Article
- Combined genome-wide association study of facial traits in Europeans increases explained variance and improves prediction.Nature communications · 2025Article
- Gene expression patterns of the developing human face at single cell resolution reveal cell type contributions to normal facial variation and disease risk.bioRxiv : the preprint server for biology · 2025Article
- TFAP2 paralogs regulate midfacial development in part through a conserved ALX genetic pathway.Development (Cambridge, England) · 2024Article
- Article
- Extracellular Matrix in Human Craniofacial Development.Journal of dental research · 2022Review
Corrections and comments
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Authors and funding
7 authors at 4 institutions in 3 countries.
Funding
Abstract
Cranial Neural Crest Cells (CNCC) originate at the cephalic region from forebrain, midbrain and hindbrain, migrate into the developing craniofacial region, and subsequently differentiate into multiple cell types. The entire specification, delamination, migration, and differentiation process is highly regulated and abnormalities during this craniofacial development cause birth defects. To better understand the molecular networks underlying CNCC, we integrate paired gene expression & chromatin accessibility data and reconstruct the genome-wide human Regulatory network of CNCC (hReg-CNCC). Consensus optimization predicts high-quality regulations and reveals the architecture of upstream, core, and downstream transcription factors that are associated with functions of neural plate border, specification, and migration. hReg-CNCC allows us to annotate genetic variants of human facial GWAS and disease traits with associated cis-regulatory modules, transcription factors, and target genes. For example, we reveal the distal and combinatorial regulation of multiple SNPs to core TF ALX1 and associations to facial distances and cranial rare disease. In addition, hReg-CNCC connects the DNA sequence differences in evolution, such as ultra-conserved elements and human accelerated regions, with gene expression and phenotype. hReg-CNCC provides a valuable resource to interpret genetic variants as early as gastrulation during embryonic development. The network resources are available at https://github.com/AMSSwanglab/hReg-CNCC .
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Registered trials
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