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Metabolic atlas of early human cortex reveals glycolytic remodeling and pentose phosphate pathway control of cell fate transitions.

Overview

Authors: Jessenya Mil1,2, Jose A. Soto1,2, Abigail S. Krall1, Julia Peloggia1, Sara Frigui1, Olivia S. Fong1, Laila Sathe3, Nedas Matulionis1, Francesca Day1, Linsey Stiles4,5, Katrina P. Montales3, Daria J. Azizad1, Carlos E. Gonzalez1, Elisa Fazzari1, Matthew X. Li1, Patricia R. Nano1, Antoni A. Martija1, Cesar A. Perez-Ramirez1, Claudia V. Nguyen1, Brittney Wick6
and 7 other authorsWeihong Ge1, Ryan L. Kan1, Madeline G. Andrews7, Maximilian Haeussler6, Michael F. Wells3,8, Heather R. Christofk1, Aparna Bhaduri1,9
  1. Department of Biological Chemistry, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA
  2. These authors contributed equally
  3. Department of Human Genetics, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA
  4. Department of Medicine, Endocrinology, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA
  5. Department of Molecular and Medical Pharmacology, University of California, Los Angeles, Los Angeles, CA, USA
  6. Genomics Institute, University of California, Santa Cruz, Santa Cruz, CA, USA
  7. School of Biological and Health Systems Engineering, Arizona State University, Phoenix, AZ, USA
  8. Molecular Biology Institute, University of California, Los Angeles, Los Angeles, CA, USA
  9. Lead contact
Institutions: University of California, Los Angeles (United States); University of California, Santa Cruz (United States); Arizona State University (United States)
Journal: Cell, pages S0092-8674(26)00821-4
Dates: published online 4 August 2026; in print August 2026
Type: Research article · Language: English
License: CC BY-NC
Identifiers: DOI 10.1016/j.cell.2026.07.023 · PMID 42551423 · PMCID PMC13537306 · OpenAlex W7172409250
Open access: hybrid, a free copy (OpenAlex)
Status: code on request
Categories: genetics / omics (modality), human (organism)
Methods: Spectral & time-frequency, Statistics, Evoked potentials, fMRI & imaging
Keywords: Metabolism, Neurodevelopment, Pentose phosphate pathway, Cortical Development, Metabolomics, glycolysis, Cell Fate, Radial Glia, Cortical Organoids
Topic: Biomedical Research and Pathophysiology (Pathology and Forensic Medicine, Medicine), according to OpenAlex
Funding: NIMH NIH HHS (R01 MH132689, UM1 MH130991); NINDS NIH HHS (R00 NS111731, T32 NS048004); NIGMS NIH HHS (T32 GM145388)
Citations: cited by 1 paper (Europe PMC); 75 references in the paper
Research resources: Chicken anti-GFP RRID:AB_10000240, Rabbit polyclonal anti-HOPX RRID:AB_10693525, Mouse monoclonal anti-SOX2, clone E-4 RRID:AB_10842165, Chicken polyclonal anti-MAP2 RRID:AB_1509808, Mouse monoclonal anti-PAX6, clone AD2.38 RRID:AB_1566562, Alexa Fluor, 647 anti-Sox2 RRID:AB_1645324, RRID:AB_2064130, RRID:AB_2070042, Rabbit polyclonal anti-TBR1 RRID:AB_2200219, RRID:AB_2536183, RRID:AB_2762830, RRID:AB_2762833, RRID:AB_2762834, RRID:AB_2762848, RRID:AB_2889972, RRID:AB_2893137, RRID:AB_2910635, RRID:AB_2921070, PE, Bcl11b Antibody RRID:AB_2936634, RRID:AB_2938602, RRID:AB_302459, Chicken polyclonal anti-GFAP RRID:AB_304558, RRID:AB_3095692, Mouse monoclonal anti-HMGB1, clone 1F3 RRID:AB_3711424, Rabbit polyclonal anti-EOMES/TBR2 RRID:AB_778267, RRID:AB_882455, pLKO.1 TRC cloning vector RRID:Addgene_10878, CellTag-V1 barcode library RRID:Addgene_115643, pMD2.G lentiviral envelope plasmid RRID:Addgene_12259, psPAX2 lentiviral packaging plasmid RRID:Addgene_12260, RRID:Addgene_243805, pDONR221-EGFP entry clone RRID:Addgene_25899, pLEX_305 lentiviral Gateway vector RRID:Addgene_41390, HEK293T cells RRID:CVCL_0063, CW20047 human iPSC line, male RRID:CVCL_4Q84, RRID:CVCL_9951, RRID:CVCL_9957, KOLF2 hIPSC line, male RRID:CVCL_B5P3, CW20077 human iPSC line, female RRID:CVCL_DJ14, CW60286 human iPSC line, female RRID:CVCL_JI94, C57BL/6J mice RRID:IMSR_JAX:000664, Enrichr RRID:SCR_001575, R RRID:SCR_001905, Fiji/ImageJ RRID:SCR_002285, GraphPad Prism RRID:SCR_002798, Fiji/ImageJ RRID:SCR_003070, Seurat RRID:SCR_007322, Imaris and ImarisFileConverter RRID:SCR_007370, FlowJo RRID:SCR_008520, ggplot2 RRID:SCR_014601, Microsoft Excel RRID:SCR_016137, Cell Ranger RRID:SCR_017344, DoubletFinder RRID:SCR_018771, CellBender RRID:SCR_025990

Abstract

Cortical development involves rapid progenitor expansion and cell diversification supported by tightly regulated metabolic programs, yet these programs remain largely uncharacterized in human development. Here, we generated a metabolic atlas of the early human cortex using primary tissue and stem cell-derived cortical organoids. We observed dynamic changes in core metabolic functions, including an unexpected increase in glycolysis and pentose phosphate pathway (PPP) activity during late neurogenesis. Manipulation of glucose availability in cortical organoids altered cell-type composition, increasing outer radial glia (oRG) and inhibitory neuron populations. Pharmacological and genetic inhibition of PPP enzymes recapitulated these cell fate changes. Ribose was sufficient to rescue radial glia (RG) gene expression changes, revert organoid cell-type composition, and restore levels of ATP and hypotaurine. These data identify a critical role for the PPP in modulating RG cell fate specification and generate a resource for future exploration of additional metabolic pathways in human cortical development.

Reproduced under the paper's license (CC BY-NC), from the paper cited above.

Code

The paper says that its authors' code is available on request: it was not published with the paper, so there is nothing to verify.

The paper's code and data availability statement is in the Data section.

Tracing map

A tracing map links a paper to the code its authors published: this paper has none (its code is available on request), so it has no map.

Data

Datasets cited

Data and code availability

scRNA-seq and snRNA-seq data generated in this study have been deposited in GEO under accession number GSE292425. Processed metabolomics, methylation, imaging quantification, and sequencing metadata are provided in the supplemental tables indicated in the manuscript. Additional information required to reanalyze the data is available from the lead contact upon request.

All of the metabolomics data from this study are available in the supplemental tables. Additionally, we have created a heatmap viewer for the visualization, subsetting, and interaction with this metabolomic data that can be found here: https://cells.ucsc.edu/?ds=dev-metabolism+heatmaps. Additionally, we have created a Cell Browser for the interactive analysis, exploration, and download of working objects for our scRNA-seq and snRNA-seq datasets that can be found here: https://cells.ucsc.edu/?ds=dev-metabolism.

Supplementary tables are available in Mendeley Data: https://doi.org/10.17632/yd6d2g8mkn.1.

Reproduced under the paper's license (CC BY-NC), from the paper cited above.

Versions

The history of this record: each version stored by the harvester or made by a correction of its authors or of the maintainers of its code, and what changed in its facts. The texts of the paper (its abstract, its availability statements) are not part of it; versions that changed only those are not listed.

Version 3, 28 September 2026

  • Publisher: — → Cell Press
  • Authors: added Aparna Bhaduri (0000-0003-4625-6899); removed Aparna Bhaduri

Version 1, 27 September 2026: the first record

Recorded: type, language, journal, pages, dates, 27 authors, 9 keywords, 3 funders, 75 references, 54 RRIDs.

Cite

This paper

Mil, J., Soto, J. A., Krall, A. S., Peloggia, J., Frigui, S., Fong, O. S., Sathe, L., Matulionis, N., Day, F., Stiles, L., Montales, K. P., Azizad, D. J., Gonzalez, C. E., Fazzari, E., Li, M. X., Nano, P. R., Martija, A. A., Perez-Ramirez, C. A., Nguyen, C. V., . . . Bhaduri, A. (2026). Metabolic atlas of early human cortex reveals glycolytic remodeling and pentose phosphate pathway control of cell fate transitions. Cell, S0092-8674(26)00821-4. https://doi.org/10.1016/j.cell.2026.07.023

BibTeX

@article{mil2026metabolic,
author = {Mil, Jessenya and Soto, Jose A. and Krall, Abigail S. and Peloggia, Julia and Frigui, Sara and Fong, Olivia S. and Sathe, Laila and Matulionis, Nedas and Day, Francesca and Stiles, Linsey and Montales, Katrina P. and Azizad, Daria J. and Gonzalez, Carlos E. and Fazzari, Elisa and Li, Matthew X. and Nano, Patricia R. and Martija, Antoni A. and Perez-Ramirez, Cesar A. and Nguyen, Claudia V. and Wick, Brittney and Ge, Weihong and Kan, Ryan L. and Andrews, Madeline G. and Haeussler, Maximilian and Wells, Michael F. and Christofk, Heather R. and Bhaduri, Aparna},
title = {{Metabolic atlas of early human cortex reveals glycolytic remodeling and pentose phosphate pathway control of cell fate transitions}},
journal = {Cell},
year = {2026},
month = aug,
pages = {S0092--8674(26)00821--4},
publisher = {Cell Press},
issn = {0092-8674},
doi = {10.1016/j.cell.2026.07.023},
url = {https://doi.org/10.1016/j.cell.2026.07.023},
pmid = {42551423},
pmcid = {PMC13537306}
}

RIS

TY - JOUR
AU - Mil, Jessenya
AU - Soto, Jose A.
AU - Krall, Abigail S.
AU - Peloggia, Julia
AU - Frigui, Sara
AU - Fong, Olivia S.
AU - Sathe, Laila
AU - Matulionis, Nedas
AU - Day, Francesca
AU - Stiles, Linsey
AU - Montales, Katrina P.
AU - Azizad, Daria J.
AU - Gonzalez, Carlos E.
AU - Fazzari, Elisa
AU - Li, Matthew X.
AU - Nano, Patricia R.
AU - Martija, Antoni A.
AU - Perez-Ramirez, Cesar A.
AU - Nguyen, Claudia V.
AU - Wick, Brittney
AU - Ge, Weihong
AU - Kan, Ryan L.
AU - Andrews, Madeline G.
AU - Haeussler, Maximilian
AU - Wells, Michael F.
AU - Christofk, Heather R.
AU - Bhaduri, Aparna
TI - Metabolic atlas of early human cortex reveals glycolytic remodeling and pentose phosphate pathway control of cell fate transitions
T2 - Cell
J2 - Cell
PY - 2026
DA - 2026/08/04
SP - S0092
EP - 8674(26)00821-4
SN - 0092-8674
PB - Cell Press
DO - 10.1016/j.cell.2026.07.023
UR - https://doi.org/10.1016/j.cell.2026.07.023
LA - en
ER -

CSL-JSON

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