Orgo-Seq integrates single-cell and bulk transcriptomic data to identify cell type specific-driver genes associated with autism spectrum disorder

Nat Commun. 2022 Jun 10;13(1):3243. doi: 10.1038/s41467-022-30968-3.

Abstract

Cerebral organoids can be used to gain insights into cell type specific processes perturbed by genetic variants associated with neuropsychiatric disorders. However, robust and scalable phenotyping of organoids remains challenging. Here, we perform RNA sequencing on 71 samples comprising 1,420 cerebral organoids from 25 donors, and describe a framework (Orgo-Seq) to integrate bulk RNA and single-cell RNA sequence data. We apply Orgo-Seq to 16p11.2 deletions and 15q11-13 duplications, two loci associated with autism spectrum disorder, to identify immature neurons and intermediate progenitor cells as critical cell types for 16p11.2 deletions. We further applied Orgo-Seq to identify cell type-specific driver genes. Our work presents a quantitative phenotyping framework to integrate multi-transcriptomic datasets for the identification of cell types and cell type-specific co-expressed driver genes associated with neuropsychiatric disorders.

Publication types

  • Research Support, Non-U.S. Gov't
  • Research Support, N.I.H., Extramural

MeSH terms

  • Autism Spectrum Disorder* / genetics
  • Autistic Disorder* / genetics
  • Chromosome Deletion
  • Chromosome Disorders
  • Chromosomes, Human, Pair 16
  • Humans
  • Intellectual Disability* / genetics
  • Sequence Analysis, RNA
  • Single-Cell Analysis
  • Transcriptome / genetics

Supplementary concepts

  • 16p11.2 Deletion Syndrome