Evidence map›Paper›PMID 42554672›Full record

ArticleACS chemical neuroscience2026

Single-Cell Proteomics Reveals Proteome Remodeling and Cellular Heterogeneity During NGF-Induced PC12 Neuronal Differentiation.

Arpa Ebrahimi, Shuxin Chi, Jun Yang, Phoebe Y Lee, Prongbaramee K Colling, Hailey Mendenhall, Chad Giusti, David A Hendrix, Leonard J Foster, Claudia S Maier

Abstract read
In one paragraph

Article in ACS chemical neuroscience, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

10 authors.

Arpa EbrahimiDepartment of Chemistry, Oregon State University, Corvallis, Oregon97331, United States.ORCID 0009-0004-3454-2112
Shuxin ChiDepartment of Biochemistry and Molecular Biology, University of British Columbia, VancouverV6T 1Z4, Canada.
Jun YangDepartment of Biochemistry and Biophysics, Oregon State University, Corvallis, Oregon97331, United States.
Phoebe Y LeeDepartment of Chemistry, Oregon State University, Corvallis, Oregon97331, United States.
Prongbaramee K CollingDepartment of Biochemistry and Biophysics, Oregon State University, Corvallis, Oregon97331, United States.
Hailey MendenhallSchool of Electrical Engineering and Computer Science, Oregon State University, Corvallis, Oregon97331, United States.
Chad GiustiDepartment of Mathematics, Oregon State University, Corvallis, Oregon97331, United States.
David A HendrixDepartment of Biochemistry and Biophysics, Oregon State University, Corvallis, Oregon97331, United States.
Leonard J FosterDepartment of Biochemistry and Molecular Biology, University of British Columbia, VancouverV6T 1Z4, Canada.ORCID 0000-0001-8551-4817
Claudia S MaierDepartment of Chemistry, Oregon State University, Corvallis, Oregon97331, United States.ORCID 0000-0003-0743-8956

Funding

Orbitrap Elite with ETDS10OD020111 · OD · OREGON STATE UNIVERSITY · PI MAIER, CLAUDIA S · 2015 to 2015
$600k
National Institutes of Health (NIH) S10OD020111NIH HHS S10 OD020111
6 · The paper itself

Abstract

Single-cell proteomics enables direct measurement of cellular heterogeneity during dynamic biological processes, but its application to fragile and highly adherent neuronal models remains challenging. Here, we developed and applied an optimized single-cell proteomics workflow to characterize proteome remodeling during nerve growth factor (NGF)-induced differentiation of PC12 cells. To enable reliable single-cell analysis, we implemented gentle dissociation, antiaggregation strategies, and thermal inkjet-based cell dispensing, achieving high accuracy in single-cell isolation. Inclusion of n-dodecyl-β-d-maltoside (DDM) improved recovery of membrane-associated and low-solubility proteins. Coupled with LC-ion mobility-mass spectrometry, this workflow enabled quantification of 2,000-3,000 proteins per cell across the differentiation time course. Single-cell proteomic analysis revealed progressive and heterogeneous proteome remodeling during differentiation. While undifferentiated cells formed a relatively homogeneous population, later stages (Days 4-6) exhibited increased variability, including multimodal protein abundance distributions and separation into distinct subpopulations. Dimensionality reduction, clustering, and non-negative matrix factorization identified multiple coexisting proteomic states within the same time points, reflecting asynchronous differentiation trajectories. These subpopulations were characterized by coordinated differences in pathways related to intracellular trafficking, protein translation, cytoskeletal organization, and neuronal maturation. Comparison with bulk proteomics demonstrated that proteins associated with differentiated neuronal states, including those involved in neurite formation and structural remodeling, are underrepresented in population-averaged measurements but are enriched within specific single-cell subpopulations. Temporal and cluster-resolved analyses further revealed distinct protein expression trajectories, including early decreases in cell cycle and metabolic pathways and later increases in neuronal structural and regulatory proteins. Together, this study establishes an optimized workflow for single-cell proteomics of neuronal systems and demonstrates that NGF-induced PC12 differentiation proceeds through heterogeneous and divergent proteomic states that are not resolved by bulk analysis.

Indexed as

Cell DifferentiationNerve Growth FactorNeurogenesisNeuronsProteomeProteomicsSingle-Cell AnalysisAnimalsPC12 CellsRatsNerve Growth FactorProteomecellular heterogeneitymass spectrometrynerve growth factor (NGF)neurodevelopmentneuronal differentiationPC12 cellssingle-cell proteomicsthermal inkjet (TIJ) dispensing system

Identifiers

PMID42554672
PMCPMC13618693

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