# Parsing Glomerular and Tubular Structure Variability in High-Throughput Kidney Organoid Culture

**Authors:** Kristiina Uusi-Rauva, Anniina Pirttiniemi, Antti Hassinen, Ras Trokovic, Sanna Lehtonen, Jukka Kallijärvi, Markku Lehto, Vineta Fellman, Per-Henrik Groop

PMC · DOI: 10.3390/mps8050125 · Methods and Protocols · 2025-10-19

## TL;DR

This study examines how different culture methods affect kidney organoid development, showing that high-throughput techniques can reduce variability.

## Contribution

The study introduces a novel patient-derived iPSC line and evaluates high-throughput methods for kidney organoid culture.

## Key findings

- Culture approach and conditions significantly influence glomerular and tubular structure development in kidney organoids.
- High-throughput methods explain 35–77% of variability in organoid structure development.
- The protocol is adaptable for other labs to reduce organoid size variability.

## Abstract

High variability in stem cell research is a well-known limiting phenomenon, with technical variation across experiments and laboratories often surpassing variation caused by genotypic effects of induced pluripotent stem cell (iPSC) lines. Evaluation of kidney organoid protocols and culture conditions across laboratories remains scarce in the literature. We used the original air-medium interface protocol to evaluate kidney organoid success rate and reproducibility with several human iPSC lines, including a novel patient-derived GRACILE syndrome iPSC line. Organoid morphology was assessed with light microscopy and immunofluorescence-stained maturing glomerular and tubular structures. The protocol was further adapted to four microplate-based high-throughput approaches utilizing spheroid culture steps. Quantitative high-content screening analysis of the nephrin-positive podocytes and ECAD-positive tubular cells revealed that the choice of approach and culture conditions were significantly associated with structure development. The culture approach, iPSC line, experimental replication, and initial cell number explained 35–77% of the variability in the logit-transformed proportion of nephrin and ECAD-positive area, when fitted into multiple linear models. Our study highlights the benefits of high-throughput culture and multivariate techniques to better distinguish sources of technical and biological variation in morphological analysis of organoids. Our microplate-based high-throughput approach is easily adaptable for other laboratories to combat organoid size variability.

## Linked entities

- **Proteins:** NPHS1 (NPHS1 adhesion molecule, nephrin), CDH1 (cadherin 1)
- **Diseases:** GRACILE syndrome (MONDO:0011308)
- **Species:** Homo sapiens (taxon 9606)

## Full-text entities

- **Genes:** CDH1 (cadherin 1) [NCBI Gene 999] {aka Arc-1, BCDS1, CD324, CDHE, ECAD, LCAM}, NPHS1 (NPHS1 adhesion molecule, nephrin) [NCBI Gene 4868] {aka CNF, NPHN, nephrin}
- **Diseases:** GRACILE syndrome (MESH:C537934)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12566879/full.md

## References

51 references — full list in the complete paper: https://tomesphere.com/paper/PMC12566879/full.md

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Source: https://tomesphere.com/paper/PMC12566879