Single-cell perturbations decipher ribosomal stress-surveillance regulators in type 2 diabetes

Nat Metab. 2026 Jan;8(1):139-158. doi: 10.1038/s42255-025-01407-6. Epub 2026 Jan 2.

Abstract

Systemic characterization of genes and pathways underlying the genetic architecture of type 2 diabetes (T2D) requires scalable functional genomics approaches. Molecular readouts from CRISPR perturbations can effectively uncover the mechanistic effects of underexplored genes. Here we performed single-cell RNA sequencing on pooled CRISPR screens (Perturb-seq) of 61 T2D-associated genes and 40 ribosome-associated quality control (RQC) genes in human pancreatic β cells (EndoC-βH1) for investigations of insulin production and T2D pathology. We identified 21 functional genes, including the uncharacterized KLHL42 and ZZEF1. Findings from global and β cell-specific knockout male mice, islet organoids and human islets reveal that ZZEF1 is a regulator of insulin synthesis and β cell stress through ribosomal stress-surveillance pathways in working and stress status-defined β cell subtypes. ZZEF1 deficiency impairs β cell function by inhibiting the RQC sensor EDF1, which could be improved by azoramide and ISRIB treatments. These Perturb-seq analyses and identification of functional RQC-related genes can provide potential therapeutic targets for T2D.

MeSH terms

  • Animals
  • Diabetes Mellitus, Type 2* / genetics
  • Diabetes Mellitus, Type 2* / metabolism
  • Humans
  • Insulin / biosynthesis
  • Insulin-Secreting Cells / metabolism
  • Male
  • Mice
  • Mice, Knockout
  • Ribosomes* / genetics
  • Ribosomes* / metabolism
  • Single-Cell Analysis*
  • Stress, Physiological* / genetics

Substances

  • Insulin