ArticleProceedings of the National Academy of Sciences of the United States of America2015
Highly multiplexed profiling of single-cell effector functions reveals deep functional heterogeneity in response to pathogenic ligands.
Article in Proceedings of the National Academy of Sciences of the United States of America, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 145 papers.
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Who cites it
145 citing papers in PubMed.
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- A high-throughput modular microfluidic platform for versatile functional assays at single-cell level.Microsystems & nanoengineering · 2026Article
- PiP-Plex: A Particle-in-Particle System for Multiplexed Quantification of Proteins Secreted by Single Cells.Advanced materials (Deerfield Beach, Fla.) · 2026Article
- Enhancing large particle recovery in high-throughput functional cell sorting through ΔBOP optimization.Scientific reports · 2025Article
- Multiplexed profiling of single-cell secretion on a hierarchical loading microwell chip.Biosensors & bioelectronics · 2025Article
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- Sensitive, high-throughput, metabolic analysis by molecular sensors on the membrane surface of mother yeast cells.Nature communications · 2025Article
- Advancing biological understanding of cellular senescence with computational multiomics.Nature genetics · 2025Review
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- Single-cell multi-omics in cancer immunotherapy: from tumor heterogeneity to personalized precision treatment.Molecular cancer · 2025Review
- An Organ-on-a-Chip Modular Platform with Integrated Immunobiosensors for Monitoring the Extracellular Environment.Micromachines · 2025Article
- Recent Developments in Single-Cell Metabolomics by Mass Spectrometry─A Perspective.Journal of proteome research · 2025Review
- Lossless single-molecule counting to absolute quantify proteoforms.Scientific reports · 2025Article
- Scavenger Receptor CD36 in Tumor-Associated Macrophages Promotes Cancer Progression by Dampening Type-I IFN Signaling.Cancer research · 2025Article
- Profiling signaling mediators for cell-cell interactions and communications with microfluidics-based single-cell analysis tools.iScience · 2025Review
- DropBlot: single-cell western blotting of chemically fixed cancer cells.Nature communications · 2024Article
85 more citing papers are in PubMed but not listed here.
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Authors and funding
10 authors.
Funding
Abstract
Despite recent advances in single-cell genomic, transcriptional, and mass-cytometric profiling, it remains a challenge to collect highly multiplexed measurements of secreted proteins from single cells for comprehensive analysis of functional states. Herein, we combine spatial and spectral encoding with polydimethylsiloxane (PDMS) microchambers for codetection of 42 immune effector proteins secreted from single cells, representing the highest multiplexing recorded to date for a single-cell secretion assay. Using this platform to profile differentiated macrophages stimulated with lipopolysaccharide (LPS), the ligand of Toll-like receptor 4 (TLR4), reveals previously unobserved deep functional heterogeneity and varying levels of pathogenic activation. Uniquely protein profiling on the same single cells before and after LPS stimulation identified a role for macrophage inhibitory factor (MIF) to potentiate the activation of LPS-induced cytokine production. Advanced clustering analysis identified functional subsets including quiescent, polyfunctional fully activated, partially activated populations with different cytokine profiles. This population architecture is conserved throughout the cell activation process and prevails as it is extended to other TLR ligands and to primary macrophages derived from a healthy donor. This work demonstrates that the phenotypically similar cell population still exhibits a large degree of intrinsic heterogeneity at the functional and cell behavior level. This technology enables full-spectrum dissection of immune functional states in response to pathogenic or environmental stimulation, and opens opportunities to quantify deep functional heterogeneity for more comprehensive and accurate immune monitoring.
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