Evidence map›Paper›PMID 41801223›Full record

ArticleAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2026

An Open-Source Pipeline for Calcium Imaging and All-Optical Physiology in Human Stem Cell-Derived Neurons.

Wardiya Afshar-Saber, Federico M Gasparoli, Ziqin Yang, Nicole A Teaney, Rachel Hobson, Lahin Lalani, Gayathri Srinivasan, Dosh Whye, Ranit Karmakar, Elizabeth D Buttermore and 3 more

Abstract read
In one paragraph

Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

13 authors.

Wardiya Afshar-SaberDepartment of Neurology, F.M. Kirby Neurobiology Center, Harvard Medical School, Boston Children's Hospital, Boston, Massachusetts, USA.ORCID https://orcid.org/0000-0001-9488-7893
Federico M GasparoliDepartment of Systems Biology, Harvard Medical School, Boston, Massachusetts, USA.ORCID https://orcid.org/0000-0001-6865-2660
Ziqin YangDepartment of Neurology, F.M. Kirby Neurobiology Center, Harvard Medical School, Boston Children's Hospital, Boston, Massachusetts, USA.
Nicole A TeaneyDepartment of Neurology, F.M. Kirby Neurobiology Center, Harvard Medical School, Boston Children's Hospital, Boston, Massachusetts, USA.ORCID https://orcid.org/0009-0007-9069-4606
Rachel HobsonDepartment of Neurology, F.M. Kirby Neurobiology Center, Harvard Medical School, Boston Children's Hospital, Boston, Massachusetts, USA.
Lahin LalaniDepartment of Neurology, F.M. Kirby Neurobiology Center, Harvard Medical School, Boston Children's Hospital, Boston, Massachusetts, USA.ORCID https://orcid.org/0009-0003-6028-7613
Gayathri SrinivasanRosamund Stone Zander and Hansjoerg Wyss Translational Neuroscience Center, Boston, Massachusetts, USA.ORCID https://orcid.org/0000-0003-0245-5837
Dosh WhyeRosamund Stone Zander and Hansjoerg Wyss Translational Neuroscience Center, Boston, Massachusetts, USA.ORCID https://orcid.org/0000-0002-6895-9627
Ranit KarmakarDepartment of Systems Biology, Harvard Medical School, Boston, Massachusetts, USA.
Elizabeth D ButtermoreRosamund Stone Zander and Hansjoerg Wyss Translational Neuroscience Center, Boston, Massachusetts, USA.ORCID https://orcid.org/0000-0003-3194-5413
Kellen D WindenDepartment of Neurology, F.M. Kirby Neurobiology Center, Harvard Medical School, Boston Children's Hospital, Boston, Massachusetts, USA.ORCID https://orcid.org/0000-0001-5816-3724
Cidi ChenRosamund Stone Zander and Hansjoerg Wyss Translational Neuroscience Center, Boston, Massachusetts, USA.
Mustafa SahinDepartment of Neurology, F.M. Kirby Neurobiology Center, Harvard Medical School, Boston Children's Hospital, Boston, Massachusetts, USA.ORCID https://orcid.org/0000-0001-7741-2239

Funding

Congressionally Directed Medical Research Programs W81XWH2110209Equipment and Core Resources Allocation Committee award at Boston Children's HospitalRosamund Stone Zander and Hansjoerg Wyss Translational Neuroscience Center
6 · The paper itself

Abstract

High-throughput, single-cell resolution profiling of neuronal activity is critical for understanding brain function and modeling neurological disorders, yet existing approaches are often limited by scalability and manual workflows. Here, we present an open-source, scalable imaging and analysis platform that integrates optogenetic stimulation, calcium imaging, automated acquisition, single-cell and network analyses. The platform enables robust quantification of spontaneous and evoked neuronal activity across hundreds of human stem cell-derived neurons over multiple timepoints, supporting functional phenotyping at both cellular and network levels. We demonstrate the versatility of the platform across multiple disease-relevant contexts, including models of CDKL5 Deficiency, SSADH Deficiency, and tuberous sclerosis complex (TSC). Additionally, we generate CRISPR-Cas9 knock-in hiPSC lines expressing GCaMP6s and demonstrate partial reversal through pharmacological intervention in TSC. By linking single-cell dynamics to network-level measures, this platform provides a generalizable framework for scalable functional phenotyping and high-throughput screening in human neuronal models.

Indexed as

CalciumInduced Pluripotent Stem CellsNeuronsOptogeneticsHumansCalciumcalcium imagingmachine learningneurodevelopmental disordersopen‐sourceoptogeneticsstem cells

Identifiers

PMID41801223
PMCPMC13159138

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.