Focused ultrasound blood-brain barrier opening reveals a paradoxical remote metabolic response in the primate brain.
The 3 matches
- [1] § MATERIALS AND METHODS › Statistical analysis ↔ 3-Combined_Monkeys_OEF_Bayesian_template.ipynb, lines 641–699 · score 0.77 · random intercept, PyMC, ROI side, Student, likelihood, hierarchical
- [2] § MATERIALS AND METHODS › Quantitative BOLD modeling ↔ 1-Monkey_qBOLD_BBBO_template.ipynb, lines 96–102 · score 0.62 · PyTorch, model parameters, OEF map, fitting
- [3] § MATERIALS AND METHODS › LIFU BBBO ↔ 3-Combined_Monkeys_OEF_Bayesian_template.ipynb, lines 18–100 · score 0.55 · right caudate, left caudate, M2, M1, M3, M4
Paper
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The authors' code
Jupyter notebook · 951 lines · 1.1 MB · apgl-v3 · 2 matches
3-Combined_Monkeys_OEF_Bayesian_template.ipynb, under apgl-v3 · at the source
Overview
- Zuckerman Mind Brain Behavior Institute, Columbia University, New York, NY, USA
- Department of Psychiatry, Columbia University, New York, NY, USA
- Department of Radiology, Columbia University, New York, NY, USA
- Department of Biomedical Engineering, Columbia University, New York, NY, USA
- Department of Neuroscience, Columbia University, New York, NY, USA
Abstract
Low-intensity focused ultrasound (LIFU) is a promising technique for opening the blood-brain barrier (BBB) for drug delivery, but its physiological consequences in remote brain regions remain a major blind spot for clinical safety and efficacy. To address this gap, we performed the quantitative mapping of brain metabolism following a focal LIFU-induced BBB opening in a nonhuman primate model, using quantitative BOLD MRI to measure the oxygen extraction fraction (OEF). We report a paradoxical response: While the targeted striatum showed no significant metabolic changes, we observed a profound and spatially specific increase in OEF in the homologous contralateral striatum, an effect predominantly driven by the putamen. These findings demonstrate that focal BBB opening is not merely a localized vascular event but a potent neuromodulatory intervention that induces metabolic stress in distant, untreated brain regions, a discovery with critical implications for the safe and effective clinical translation of all focal brain therapies.
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Zenodo 19188809
Availability: 1 check, the latest on 27 September 2026: the link answers (HTTP 200)
- 27 September 2026: the link answers (HTTP 200)
4 files, not copied: shown from their source
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- 1-Monkey_qBOLD_BBBO_temp
late.ipynb — Jupyter, 597 lines, 1 match, shown from its source - 2-Combined_Monkeys_OEF_A
nalysis_template.ipynb — Jupyter, 231 lines, shown from its source - 3-Combined_Monkeys_OEF_B
ayesian_template.ipynb — Jupyter, 951 lines, 2 matches, shown from its source - 4-Monkey_OEF_Visualizati
on_template.ipynb — Jupyter, 1,616 lines, shown from its source
The paper's code and data availability statement is in the Data section.
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Data
Datasets cited
- zenodo:19186774 — at Zenodo; found in “Data, code, and materials availability:”
Data, code, and materials availability
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Reproduced under the paper's license (CC BY), from the paper cited above.
Versions
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Version 1, 27 September 2026: the first record
Recorded: type, language, journal, volume, issue, pages, dates, 6 authors, 9 MeSH terms, 1 funder, 63 references.
Cite
This paper
Sanatkhani, S., Liu, D., Munoz, F., Grinband, J., Konofagou, E. E., & Ferrera, V. P. (2026). Focused ultrasound blood-brain barrier opening reveals a paradoxical remote metabolic response in the primate brain. Science advances, 12(29), eaed4944. https://
BibTeX
@article{sanatkhani2026f
author = {Sanatkhani, Soroosh and Liu, Dong and Munoz, Fabian and Grinband, Jack and Konofagou, Elisa E and Ferrera, Vincent P},
title = {{Focused ultrasound blood-brain barrier opening reveals a paradoxical remote metabolic response in the primate brain}},
journal = {Science advances},
year = {2026},
month = jul,
volume = {12},
number = {29},
pages = {eaed4944},
publisher = {American Association for the Advancement of Science},
issn = {2375-2548},
doi = {10.1126/
url = {https://
pmid = {42467769},
pmcid = {PMC13378551}
}
RIS
TY - JOUR
AU - Sanatkhani, Soroosh
AU - Liu, Dong
AU - Munoz, Fabian
AU - Grinband, Jack
AU - Konofagou, Elisa E
AU - Ferrera, Vincent P
TI - Focused ultrasound blood-brain barrier opening reveals a paradoxical remote metabolic response in the primate brain
T2 - Science advances
J2 - Sci Adv
PY - 2026
DA - 2026/
VL - 12
IS - 29
SP - eaed4944
SN - 2375-2548
PB - American Association for the Advancement of Science
DO - 10.1126/
UR - https://
LA - en
ER -
CSL-JSON
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