Image-based profiling identifies compound induced phenotypes in patient-derived organoids
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PROVIDER: PRJNA482444 | ENA |
REPOSITORIES: ENA
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Project description:Patient derived organoids (PDOs) closely resemble individual tumor biology. They are thus promising models for drug discovery and precision medicine. Here, we describe high-throughput imaging and automated image analysis of PDOs. We generated PDOs from colorectal cancer patients. Subsequently, we treated them with >500 substances to capture almost 6 million images by confocal microscopy. We developed a software framework to analyze how perturbations alter the organization of multicellular PDOs. Therewith, we observed a rich spectrum of reoccurring phenotypes. Targeting cellular processes, including signaling by MEK, GSK3 or CDKs, led to distinct architectural changes. Also, we detected compound-induced phenotypes only present in subsets of PDOs with specific molecular alterations. Finally, PDO response to anticancer drugs matched the clinical course of corresponding patients. The presented high-throughput imaging workflow and data allow compound profiling with complex multicellular organoid models for drug discovery and personalized medicine. We used microarrays to detail the global programme of gene expression underlying different lines of patient-derived colorectal cancer organoids.
2019-03-03 | GSE117548 | GEO
Project description:We established a platform for high-throughput confocal fluorescence microscopy and automated image analysis to perform large-scale drug response profiling with patient derived organoids (PDOs). Using PDO lines newly established from colorectal cancer patients with a standardized workflow, we performed chemical perturbations with more than 500 experimental and clinically used compounds. Subsequently, we captured approx. six million images by confocal microscopy. To analyze drug-induced PDO re-organization on a single organoid level we developed SCOPE, a software framework for automated PDO high-throughput image analysis. We observed a rich variety of divergent and reoccurring compound induced phenotypes in organoids. Perturbation of cellular processes, including signaling by MEK, GSK3β, cyclin dependent kinases (CDKs) and others, led to recurring and distinct architectural changes. Highlighting the clinical relevance, PDO viability was heterogeneous after perturbation with anticancer drugs and matched clinical response of corresponding colorectal cancer patients. Our work opens new avenues for image-based profiling for accelerated drug discovery and clinical decision-making.
| EGAS00001003140 | EGA
Project description:Background: Primary luminal breast cancers lose hormone receptors rapidly in standard tissue culture. Breast cancer organoids are thought to retain tumor characteristics better, but long-term viability of luminal-subtype cases is a persistent challenge. Methods: We freshly isolated patient-derived cells from luminal tumor scrapes, miniaturized the organoid format into 5 µl replicates to increase throughput, and set an endpoint of 14 days to minimize drift. Therapeutic hormone targeting was mimicked in these “zero–passage” organoids by withdrawing β-estradiol and adding tamoxifen. We tested sulforaphane as an electrophilic stress and commercial neutraceutical. Genetic perturbations were introduced by lentiviral transduction of two complementary sgRNAs and Cas9 stabilization for the first week of organoid culture. Transcriptional changes were measured by RT-qPCR or RNA sequencing; organoid phenotypes were quantified by serial brightfield imaging, digital image segmentation, and regression modeling of cellular doubling times. Results: We achieved >50% success in initiating luminal breast cancer organoids from tumor scrapes and maintaining them to the 14-day zero-passage endpoint. Few clinical parameters reliably impacted success. Abundance of ESR1 and PGR in zero-passage organoids consistently remained within the range of patient variability at the endpoint. However, responsiveness to hormone withdrawal and blockade was highly variable among luminal breast cancer cases. Combining sulforaphane with knockout of NQO1 (a phase II enzyme) also yielded a breadth of growth phenotypes, including growth inhibition with sulforaphane, growth promotion with NQO1 knockout, and growth antagonism when combined. Conclusions: Zero-passage organoids are a rapid and scalable way to interrogate properties of luminal breast cancer cells from patient-derived material.
2024-03-22 | GSE262110 | GEO
Project description:We here present a proteomic study of drug inhibiting the cell growth of pancreatic cancer patient-derived organoids
2024-05-27 | PXD031663 | Pride
Project description:Purpose: A proof of concept study examining the disease modelling capabilities of patient iPSC derived kidney organoids. Methods: A proband was diagnosed by genome sequencing with compound heterozygous IFT140 mutations. A one-step reprogramming/gene-editing protocol of proband fibroblasts was used to derive both uncorrected patient and isogenic gene-corrected induced pluripotent stem cells (iPSC) which were differentiated to kidney organoids. Organoids were examined by immunofluorescence. Additionally, epithelial cells magnetically sorted from whole kidney organoids underwent transcriptional profiling and spheroid culture. Results: Differential expression analysis of organoid epithelial cell fractions demonstrated apicobasal polarity, cell-cell junction and dynein motor assembly downregulation in patient organoids. Defective ciliary morphology and spheroid culture were rescued in gene corrected organoids. Conclusions: This study validates patient iPSC-derived kidney organoids as a novel, faithful and patient-specific model to further the study of inherited renal disease in regenerated, human, in vitro tissue.
2018-04-26 | GSE107230 | GEO
Project description:Thalamocortical organoids reveal axonogenesis phenotypes of 22q11.2 microdeletion [scRNA-seq]
| PRJNA1029625 | ENA
Project description:Two patient-derived organoids from liver metastasis of CRC samples were profiled by scGET-seq to analyze their genomic composition
2021-08-17 | E-MTAB-10219 | biostudies-arrayexpress
Project description:Patient-derived endometrial cancer organoids. The data was used to compare gene expression profile between organoids, and to explore whether an organoid-derived gene signature could predict disease outcomes in independent patient cohorts.
2021-07-16 | E-MTAB-10664 | biostudies-arrayexpress
Project description:Dysfunction of the thalamocortical pathway has been implicated in multiple psychiatric disorders, but mechanisms by which these defects emerge remain poorly understood. We explored this question in the context of the 22q11.2 microdeletion, which represents a significant genetic risk for schizophrenia, leveraging emerging technologies of in vitro brain organogenesis using chimeric brain organoids derived from human induced pluripotent stem cells. Here we show that the 22q11.2 microdeletion leads to transcriptional dysregulation in thalamic organoids that is enriched for psychiatric disease risk genes, including elevated expression of FOXP2, which represents the most significantly dysregulated transcription factor in glutamatergic neurons and astroctyes. In a co-culture model fusing thalamic and cortical organoids, we demonstrate that the 22q11.2 deletion mediates an overgrowth of thalamic axons via overexpression of FOXP2, which then subsequently mediates the overgrowth of reciprocal corticothalamic axons. Dysregulation of FOXP2 leads to downregulation of ROBO2, an axon repulsive receptor important for thalamocortical axon pathfinding, and knockdown of ROBO2 in control organoids phenocopies excessive outgrowth of thalamic axons. Together, our study suggests that early steps in thalamocortical pathway development may be dysregulated in a model of genetic risk for schizophrenia, and contribute to neural phenotypes in 22q11.2 microdeletion syndrome.
2024-02-22 | GSE245719 | GEO
Project description:The development of mirror-image biology systems and related applications is hindered by the lack of effective methods to sequence mirror-image (D-) proteins. Although natural-chirality (L-) proteins can be sequenced by bottom–up liquid chromatography–tandem mass spectrometry (LC–MS/MS), the sequencing of long D-peptides and D-proteins with the same strategy requires digestion by a site-specific D-protease before mass analysis. Here we apply solid-phase peptide synthesis and native chemical ligation to chemically synthesize a mirror-image version of trypsin, a widely used protease for site-specific protein digestion. Using mirror-image trypsin digestion and LC–MS/MS, we sequence a mirror-image large subunit ribosomal protein (L25) and a mirror-image Sulfolobus solfataricus P2 DNA polymerase IV (Dpo4), and distinguish between different mutants of D-Dpo4. We also perform writing and reading of digital information in a long D-peptide of 50 amino acids. Thus, mirror-image trypsin digestion in conjunction with LC–MS/MS may facilitate practical applications of D-peptides and D-proteins as potential therapeutic and informational tools.
2024-01-19 | PXD046228 | Pride