Organoid profiling identifies common responders to chemotherapy in pancreatic cancer
Source Tiriac et al., 2018 · Cold Spring Harbor Laboratory · 10.1158/2159-8290.cd-18-0349
Abstract
This protocol describes the generation, molecular characterization, and pharmacotyping of pancreatic cancer patient-derived organoids (PDOs). The workflow enables deep genomic and transcriptomic profiling of PDOs and establishes a drug-testing pipeline (pharmacotyping) to predict individual patient chemotherapy responses and identify alternative treatment strategies for chemotherapy-refractory disease.
Protocol overview
57 steps across 10 phases
- 1 Source human pancreatic tissues
- 2 Mince tissue samples
- 1 Enzymatic digestion of tissue
- 2 Plate cells with Matrigel
- 3 Add Human complete Feeding Medium
- 4 Incubate organoid cultures
- 1 Monitor organoid growth
- 2 Passage organoids
- 3 Test for Mycoplasma contamination
- 4 Prepare organoid samples for sequencing
- 1 Extract genomic DNA from organoids
- 2 Prepare Whole Exome Sequencing (WES) libraries
- 3 Sequence WES libraries
- 4 Prepare Whole Genome Sequencing (WGS) libraries for matched tumor-normal pairs
- 5 Sequence WGS libraries
- 1 Extract total RNA from organoids
- 2 Construct RNA-seq libraries
- 3 Sequence RNA-seq libraries
- 1 Preprocess sequencing reads
- 2 Call somatic single nucleotide variants (SNVs)
- 3 Call somatic indels
- 4 Detect structural variants (SVs)
- 5 Call copy number variants (CNVs)
- 6 Calculate purity and ploidy estimates
- 7 Determine organoid-tumor SNV concordance
- 8 Compare CNV between organoids and primary tumors
- 1 Assess RNA-seq read quality
- 2 Trim sequencing reads
- 3 Align reads to reference genome
- 4 Quantify gene expression
- 5 Normalize gene expression counts
- 6 Perform principal component analysis (PCA)
- 7 Identify PDAC molecular subtypes (Classical vs. Basal-like)
- 8 Perform non-negative matrix factorization (NMF) clustering
- 9 Perform differential gene expression analysis
- 10 Perform gene set enrichment analysis (GSEA)
- 1 Dissociate organoids into single cells
- 2 Plate dissociated cells in ultra-low attachment 96-well plates with Matrigel
- 3 Add chemotherapeutic agents
- 4 Add targeted agents (optional alternative therapy screening)
- 5 Incubate with drugs for 5 days
- 6 Assess cell viability
- 7 Fit dose-response curves
- 8 Calculate area under the curve (AUC)
- 9 Classify PDOs by drug sensitivity
- 10 Validate pharmacotyping stability across passages
- 1 Correlate PDO drug sensitivity with gene expression
- 2 Filter genes for drug-specific sensitivity signatures
- 3 Cluster genes by correlation coefficient
- 4 Score PDO cultures using drug sensitivity signatures
- 5 Validate signatures in independent patient cohorts
- 6 Correlate signature enrichment with patient clinical outcomes
- 7 Assess signature performance in treatment-naïve controls
- 1 Verify PDO tumor identity
- 2 Check pharmacotyping curve quality
- 3 Validate concordance between primary tumor and PDO
- 4 Document all QC metrics
Full SOP
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Attribution
This SOP was authored by Organthis based on the published method in Tiriac et al., 2018. The originating laboratory holds no rights in this SOP and has not endorsed it unless marked Verified.
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