Functional, metabolic and transcriptional maturation of human pancreatic islets derived from stem cells
Source
- PDF: raw/sources/balboa_2022_functional_metabolic_and_transcriptional.pdf
- Article: Nature Biotechnology
- Labs: Timo Otonkoski + Diego Balboa (University of Helsinki; also CRG Barcelona)
- Status: deep ingested 2026-04-09
Study design
- Starting material: hPSCs (3 iPSC lines for robustness testing)
- Protocol innovations over baseline SC-islet methods:
- Adherent differentiation until pancreatic progenitor stage (S4)
- Optimized S4: nicotinamide + EGF + Activin A + ROCK inhibitor
- Microwell aggregation step → ~80% PDX1+/NKX6-1+ pancreatic progenitor clusters
- Improved final maturation stage (S7) in suspension culture
- S7 omits ALK5 inhibitor and adds aurora kinase inhibitor ZM447439 (anti-proliferative) + T3 + N-acetyl cysteine (NAC)
- Timepoints: S7w0 (start of final maturation) → S7w6 (6 weeks of maturation)
- Comparison: primary adult human islets
- Readouts: morphometry, GSIS (glucose-stimulated insulin secretion), metabolomics, electrophysiology, exocytosis, single-cell transcriptomics (in vitro + 6 months post-engraftment in mice)
Key findings
- Biphasic GSIS develops during in vitro S7 maturation — by S7w2 onwards, SC-islets show biphasic responses similar to primary islets.
- 4-fold increase in insulin content during first 3 weeks of S7.
- SC-β cells acquire dense-core insulin granules resembling those of primary β cells (ultrastructural).
- Cytoarchitecture reorganizes: from periphery-localized INS+ cells at S7w0 → polarized GCG+/INS+ clusters at S7w3 → intermingled mature cytoarchitecture at S7w6 (mirrors fetal islet development).
- Ki-67+ proliferation reduces by 80% during S7 — maturation linked to cell cycle exit.
- ZM / NAC / T3 all required for the maturation effect.
- SC-EC (enterochromaffin-like) byproduct cells reduce from ~13% → ~6.5% during S7 — another ZM-dependent outcome.
- Electrophysiology, signaling, and exocytosis approach primary islet levels.
- Glycolytic and mitochondrial glucose metabolism still differ from primary islets — maturation is not complete.
- scRNA-seq over 6 months of in vivo engraftment shows continued maturation trajectory converging toward primary islet transcriptome.
Distinctive contribution in this corpus
- Most comprehensive maturation benchmark of SC-islets vs primary in the corpus.
- Establishes the "how mature are the cells really" framework for stem-cell-derived β cells.
- Identifies specific molecular maturation axes (cytoarchitecture, granule morphology, GSIS biphasicity, proliferation) and their dependencies.
- Complements Hogrebe 2021 (which is primarily about production protocol).
Limitations and caveats
- Metabolic differences (glycolysis, mitochondrial metabolism) persist even after 6 weeks of S7.
- Maturation is assessed in vitro; full equivalence with adult β cells may require in vivo maturation.
- Primary islet comparison used donors at the lower end of functional responses — caveat for generalization.
Relevance to corpus
- Together with Hogrebe 2021, establishes the current best-practice pair for pancreatic β cell generation (production + maturation).
- Represents the "functional fidelity" axis for pancreatic organoids — parallel to what Bhaduri 2020 did for brain organoids.
Related concepts
Related sources
- Hogrebe 2021 — complementary production-focused protocol (planar).
- Koike 2021 — multi-organ model that includes pancreas lineage.
- Bhaduri 2020 — analogous "fidelity check vs primary" for brain.
Open questions
- Why do glycolytic and mitochondrial metabolism remain different even after functional maturation?
- Can the ZM / NAC / T3 cocktail be transferred to other endocrine differentiation systems?
- What is the cytoarchitectural reorganization mechanism (mechanical? paracrine?)?
- How do Hogrebe 2021's planar SC-β cells compare on these maturation benchmarks?
<!-- opendataloader:begin -->
Parsed Artifacts
- Parser: OpenDataLoader PDF
- Generated: 2026-04-12T12:39:52+09:00
- Command:
/Users/davin/paper_collect/.venv-opendataloader/bin/opendataloader-pdf /Users/davin/paper_collect/collections/organoid/raw/sources/balboa_2022_functional_metabolic_and_transcriptional.pdf -o /Users/davin/paper_collect/collections/organoid/raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional -f json,markdown - Manifest: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/opendataloader-run.json
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional.json
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional.md
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile1.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile10.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile11.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile12.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile13.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile14.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile15.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile16.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile17.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile18.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile19.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile2.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile20.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile21.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile22.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile23.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile24.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile25.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile26.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile27.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile28.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile29.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile3.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile30.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile31.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile32.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile33.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile34.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile35.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile36.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile37.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile38.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile39.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile4.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile40.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile41.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile42.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile43.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile44.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile45.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile46.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile47.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile48.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile49.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile5.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile50.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile51.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile52.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile53.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile54.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile55.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile56.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile57.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile58.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile59.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile6.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile60.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile61.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile62.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile63.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile64.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile65.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile66.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile67.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile68.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile69.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile7.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile8.png
- Output: raw/derived/opendataloader/balboa_2022_functional_metabolic_and_transcriptional/balboa_2022_functional_metabolic_and_transcriptional_images/imageFile9.png
These parsed files are helper artifacts. Treat the original raw PDF as the source of truth. <!-- opendataloader:end -->