Fatty Liver Disease Organoids (2022)
Source Hess et al., 2022 · Massachusetts General Hospital · 10.1101/2022.07.19.500693
Abstract
This protocol describes the generation and treatment of human pluripotent stem cell-derived liver organoids (HLOs) to model progressive liver injury. HLOs are treated with palmitic acid to induce steatohepatitis or with TGF-β1 to induce fibrosis, and analyzed via morphological, histological, and single-cell transcriptomic approaches to characterize disease-specific cellular responses and their progression from inflammatory to fibrotic phenotypes.
Protocol overview
47 steps across 9 phases
- a hPSC culture and maintenance
- b Initiate HLO differentiation
- c Confirm pluripotency gene loss and liver marker induction (Day 16 and Day 21)
- d Assess HLO morphology and histology (Day 21)
- a Isolate HLOs from Matrigel
- b Plate isolated HLOs into different 3D culture systems
- a Prepare injury media solutions
- b Change medium to injury media (Day 20-21)
- c Culture HLOs under injury conditions
- a Document morphological changes
- b Perform Matrigel contraction assay
- a Fix HLOs for histology
- b Perform H&E staining
- c Perform Sirius red staining for collagen quantification
- d Quantify Sirius red staining using optimized pipeline
- a Harvest and lyse HLOs for RNA extraction
- b Extract total RNA via phenol-chloroform extraction
- c Synthesize cDNA
- d Design and validate qPCR primers
- e Perform qPCR reactions
- f Analyze qPCR data
- a Culture HLOs on ultra-low attachment plates for scRNA-seq
- b Dissociate HLOs to single cells
- c Prepare cells for library preparation
- d Prepare 10X Chromium libraries
- e Sequence libraries
- a Convert BCL files and assess quality
- b Align reads and generate count matrices
- c Calculate doublet scores
- d Apply quality control filters
- e Merge replicates and normalize data
- f Assign cell cycle scores
- g Perform dimensionality reduction and clustering
- h Correct batch effects
- i Annotate cell clusters using literature markers
- j Annotate cell clusters using database markers
- k Cross-validate with SingleCellNet classifier
- l Calculate inflammation and fibrosis scores
- m Perform differential gene expression analysis
- n Perform pathway enrichment analysis
- o Infer cell-cell interactions using CellPhoneDB
- p Perform trajectory inference
- q Perform MAGIC imputation and gene trajectory analysis
- r Apply NAFLD fibrosis stage signatures
- a Perform two-group statistical comparisons
- b Perform multi-group statistical comparisons
- c Determine significance threshold
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Attribution
This SOP was written by Organthis based on the published method in Hess et al., 2022. Once the originating laboratory has confirmed it, the SOP is marked Verified.
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