Jove
Visualize
Contact Us
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Concept Videos

Electron Microscope Tomography and Single-particle Reconstruction01:07

Electron Microscope Tomography and Single-particle Reconstruction

2.1K
Transmission electron microscopy (TEM) can be used to determine the 3D structure of biological samples with the help of techniques such as electron microscope tomography and single-particle reconstruction. While single-particle reconstruction can examine macromolecules and macromolecular complexes in vitro conditions only, tomography permits the study of cell components or small cells in vivo.
Electron Tomography
Electron tomography can be performed either in TEM or STEM (scanning transmission...
2.1K

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by
Same author

Microbial characterization of oral microbiome in patients with open-angle glaucoma.

Scientific reports·2026
Same author

ASO Visual Abstract: Comparing Resident Team Performance in Complex Surgical Oncology: A Single-Institution Cohort Study.

Annals of surgical oncology·2026
Same author

Patient Outcome Reports for Senior Residents: An Opportunity to Foster Reflection and Identify Outliers for Intervention.

Journal of surgical education·2026
Same author

Emergency hernia hospitalizations in older adults with and without multimorbidity.

Hernia : the journal of hernias and abdominal wall surgery·2026
Same author

An Assessment of Hospital Performance in Emergency General Surgery Using Direct and Indirect Standardization.

Annals of surgery open : perspectives of surgical history, education, and clinical approaches·2026
Same author

A Multi-State Cohort Study of Hospital Utilization and Treatment Modality for Malignant Gastrointestinal Obstructions.

Journal of surgical oncology·2026

Related Experiment Video

Updated: May 6, 2026

Counting Proteins in Single Cells with Addressable Droplet Microarrays
12:25

Counting Proteins in Single Cells with Addressable Droplet Microarrays

Published on: July 6, 2018

8.6K

Probability of stealth multiplets in sample-multiplexing for droplet-based single-cell analysis.

Fumio Nakaki1, James Sharpe2,3,4

  • 1European Molecular Biology Laboratory, EMBL Barcelona, Carrer del Dr. Aiguader, 88, PRBB Building, 08003, Barcelona, Spain. fumio.nakaki@embl.es.

BMC Genomics
|July 23, 2025
PubMed
Summary

Sample multiplexing single-cell RNA sequencing (mx-scRNA-seq) can contain hidden multiplets. Our model quantifies stealth multiplets, revealing their potential impact on data integrity and highlighting the need for optimized labeling and demultiplexing.

Keywords:
Poisson distributionSample multiplexingSingle-cell analysisStealth multipletscRNA-seq

More Related Videos

Multiplexed Single Cell mRNA Sequencing Analysis of Mouse Embryonic Cells
08:30

Multiplexed Single Cell mRNA Sequencing Analysis of Mouse Embryonic Cells

Published on: January 7, 2020

13.3K
Methylation Specific Multiplex Droplet PCR using Polymer Droplet Generator Device for Hematological Diagnostics
09:05

Methylation Specific Multiplex Droplet PCR using Polymer Droplet Generator Device for Hematological Diagnostics

Published on: June 29, 2020

5.3K

Related Experiment Videos

Last Updated: May 6, 2026

Counting Proteins in Single Cells with Addressable Droplet Microarrays
12:25

Counting Proteins in Single Cells with Addressable Droplet Microarrays

Published on: July 6, 2018

8.6K
Multiplexed Single Cell mRNA Sequencing Analysis of Mouse Embryonic Cells
08:30

Multiplexed Single Cell mRNA Sequencing Analysis of Mouse Embryonic Cells

Published on: January 7, 2020

13.3K
Methylation Specific Multiplex Droplet PCR using Polymer Droplet Generator Device for Hematological Diagnostics
09:05

Methylation Specific Multiplex Droplet PCR using Polymer Droplet Generator Device for Hematological Diagnostics

Published on: June 29, 2020

5.3K

Area of Science:

  • Genomics
  • Bioinformatics
  • Molecular Biology

Background:

  • Droplet-based single-cell RNA sequencing (scRNA-seq) is limited by multiplets (multiple cells per droplet).
  • Sample-multiplexing scRNA-seq (mx-scRNA-seq) reduces multiplets but can still contain undetectable 'stealth multiplets'.

Purpose of the Study:

  • To quantitatively examine the probability and impact of stealth multiplets in mx-scRNA-seq.
  • To introduce a theoretical model for predicting different classes of multiplets in mx-scRNA-seq.

Main Methods:

  • Development of a theoretical model to predict four classes of multiplets: homogeneous stealth, partial stealth, multilabelled, and unlabelled.
  • Estimation of the probability of each multiplet class.
  • Demonstration of stealth multiplet presence in real mx-scRNA-seq datasets using oligonucleotide-barcode and genotype-based demultiplexing.

Main Results:

  • Partial stealth multiplets, previously overlooked, can significantly impact mx-scRNA-seq datasets, especially with suboptimal labeling or demultiplexing.
  • The theoretical model successfully predicted and quantified various multiplet classes.
  • Stealth multiplets were confirmed in both oligonucleotide-barcode and genotype-based demultiplexing strategies.

Conclusions:

  • Optimizing labeling procedures and selecting appropriate demultiplexing algorithms are crucial for mx-scRNA-seq integrity.
  • The developed theoretical framework provides a basis for estimating multiplet probabilities.
  • Ensuring data integrity in mx-scRNA-seq requires careful consideration of potential stealth multiplets.