Evidence map›Paper›PMID 35768613›Full record

ArticleNature nanotechnology2022

Nanoparticle single-cell multiomic readouts reveal that cell heterogeneity influences lipid nanoparticle-mediated messenger RNA delivery.

Curtis Dobrowolski, Kalina Paunovska, Elisa Schrader Echeverri, David Loughrey, Alejandro J Da Silva Sanchez, Huanzhen Ni, Marine Z C Hatit, Melissa P Lokugamage, Yanina Kuzminich, Hannah E Peck and 2 more

Abstract read
In one paragraph

Article in Nature nanotechnology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 54 papers.

0numbers the graph read from it
0cells of the map it votes in
54citing 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

54 citing papers in PubMed.

  1. Review
  2. Review
  3. Article
  4. SORT LNPs encapsulating Cas9 mRNA achieve efficient editing in skeletal muscle in a dystrophic mouse model.Molecular therapy : the journal of the American Society of Gene Therapy · 2026
    Article
  5. Article
  6. Review
  7. Article
  8. Article
  9. Review
  10. Article
  11. Review
  12. Lipid nanoparticle GM-CSF replacement for autoimmune pulmonary alveolar proteinosis.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  13. Article
  14. Article
  15. Genes & diseases · 2026
    Review
  16. Article
  17. The Need for a Systems Biology Approach in Cancer Explained.International journal of molecular sciences · 2025
    Review
  18. Article
  19. Review
  20. Glycolipid nanoparticles target the spleen and detarget the liver without charge.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

12 authors.

Curtis Dobrowolski *Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University School of Medicine, Atlanta, GA, USA.ORCID http://orcid.org/0000-0001-6576-8318
Kalina Paunovska *Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University School of Medicine, Atlanta, GA, USA.ORCID http://orcid.org/0000-0003-4894-5751
Elisa Schrader EcheverriWallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University School of Medicine, Atlanta, GA, USA.
David LoughreyWallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University School of Medicine, Atlanta, GA, USA.
Alejandro J Da Silva SanchezParker H. Petit Institute for Bioengineering and Biosciences, Georgia Institute of Technology, Atlanta, GA, USA.
Huanzhen NiWallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University School of Medicine, Atlanta, GA, USA.
Marine Z C HatitWallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University School of Medicine, Atlanta, GA, USA.ORCID http://orcid.org/0000-0002-5713-6596
Melissa P LokugamageWallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University School of Medicine, Atlanta, GA, USA.
Yanina KuzminichParker H. Petit Institute for Bioengineering and Biosciences, Georgia Institute of Technology, Atlanta, GA, USA.ORCID http://orcid.org/0000-0002-6431-1508
Hannah E PeckWallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University School of Medicine, Atlanta, GA, USA.
Philip J SantangeloWallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University School of Medicine, Atlanta, GA, USA.ORCID http://orcid.org/0000-0001-7352-0339
James E DahlmanWallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University School of Medicine, Atlanta, GA, USA. james.dahlman@bme.gatech.edu.ORCID http://orcid.org/0000-0001-7580-436X

Funding

Intratumoral generation of F-Ade to ablate low growth fraction HNSCCR01DE026941 · NIDCR · EMORY UNIVERSITY · PI SORSCHER, ERIC J · 2017 to 2021
$2.3M
Highly Specific ZFN-Based HSC Gene Editing Therapies Identified By In Vivo Barcode Nanoparticle Screens And Rationally Designed MrnaUG3TR002855 · NCATS · GEORGIA INSTITUTE OF TECHNOLOGY · PI DAHLMAN, JAMES, SANTANGELO, PHILIP J · 2019 to 2021
$2.2M
Highly Specific ZFN-Based HSC Gene Editing Therapies Identified By In Vivo Barcode Nanoparticle Screens And Rationally Designed MrnaUH3TR002855 · NCATS · EMORY UNIVERSITY · PI DAHLMAN, JAMES · 2022 to 2023
$1.3M
NCATS NIH HHS UG3 TR002855NCATS NIH HHS UH3 TR002855NIDCR NIH HHS R01 DE026941
6 · The paper itself

Abstract

Cells that were previously described as homogeneous are composed of subsets with distinct transcriptional states. However, it remains unclear whether this cell heterogeneity influences the efficiency with which lipid nanoparticles (LNPs) deliver messenger RNA therapies in vivo. To test the hypothesis that cell heterogeneity influences LNP-mediated mRNA delivery, we report here a new multiomic nanoparticle delivery system called single-cell nanoparticle targeting-sequencing (SENT-seq). SENT-seq quantifies how dozens of LNPs deliver DNA barcodes and mRNA into cells, the subsequent protein production and the transcriptome, with single-cell resolution. Using SENT-seq, we have identified cell subtypes that exhibit particularly high or low LNP uptake as well as genes associated with those subtypes. The data suggest that cell subsets have distinct responses to LNPs that may affect mRNA therapies.

Indexed as

LipidsNanoparticlesLiposomesRNA, MessengerRNA, Small InterferingLipid NanoparticlesLipidsLiposomesRNA, MessengerRNA, Small Interfering

Identifiers

PMID35768613
PMCPMC11784293

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Registered trials

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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 OpenQuestion graph.