Drivers of Transcriptional Variance in Human Intestinal Epithelial Organoids

Criss, Z. K.; Bhasin, N.; Di Rienzi, S. C.; Rajan, A.; Deans-Fielder, K.; Swaminathan, G.; Kamyabi, N.; Zeng, X.-L.; Chakravarti, D.; Estrella, C.; Yu, X.; Patil, K.; Fleet, J. C.; Verzi, M. P.; Christakos, S.; Helmrath, M. A.; Arimura, S.; DePinho, R. A.; Britton, R.; Maresso, A.; Grande-Allen, J.; Blutt, S. E.; Crawford, S. E.; Estes, M. K.; Ramani, S.; Shroyer, N. F.

doi:10.1101/2021.06.02.446644

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bioRxiv · 10.1101/2021.06.02.446644

Drivers of Transcriptional Variance in Human Intestinal Epithelial Organoids

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Abstract

Background & AimsHuman intestinal epithelial organoids (enteroids and colonoids) are tissue cultures used for understanding the physiology of the intestinal epithelium. Here, we explored the effect on the transcriptome of common variations in culture methods, including extracellular matrix substrate, format, tissue segment, differentiation status, and patient heterogeneity. MethodsRNA-sequencing datasets from 251 experiments performed on 35 human enteroid and colonoid lines from 28 patients were aggregated from several groups in the Texas Medical Center. DESeq2 and Gene Set Enrichment Analysis (GSEA) was used to identify differentially expressed genes and enriched of pathways. ResultsPERMANOVA, Pearson correlations, and dendrogram analysis of all data indicated three tiers of influence of culture methods on transcriptomic variation: substrate (collagen vs. Matrigel) and format (3D, transwell, and monolayer) had the largest effect (7,271-1,305 differentially expressed genes-DEGs); segment of origin (duodenum, jejunum, ileum, colon) and differentiation status had a moderate effect (5,977-420 DEGs), and patient heterogeneity and specific experimental manipulations (e.g., pathogen infection) had the smallest effect. GSEA identified hundreds of pathways that varied between culture methods, such as IL1 cytokine signaling enriched in transwell vs. monolayer cultures, and cholesterol biosynthesis genes enriched in Matrigel vs. collagen cultures. ConclusionsSurprisingly large differences in organoid transcriptome were driven by variations in culture methods such as format and substrate, whereas experimental manipulations such as infection had modest effects. These results show that common variations in culture conditions can have large effects on intestinal organoids and should be accounted for when designing experiments and comparing results between laboratories. Our data constitute the largest RNA-seq dataset interrogating human intestinal organoids.

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Criss, Z. K., Bhasin, N., Di Rienzi, S. C., Rajan, A., Deans-Fielder, K., Swaminathan, G., Kamyabi, N., Zeng, X.-L., Chakravarti, D., Estrella, C., Yu, X., Patil, K., Fleet, J. C., Verzi, M. P., Christakos, S., Helmrath, M. A., Arimura, S., DePinho, R. A., Britton, R., Maresso, A., Grande-Allen, J., Blutt, S. E., Crawford, S. E., Estes, M. K., Ramani, S., Shroyer, N. F.. 2021-06-03. Drivers of Transcriptional Variance in Human Intestinal Epithelial Organoids. https://doi.org/10.1101/2021.06.02.446644

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