Evidence map›Paper›PMID 37664174›Full record

ArticleComputational and structural biotechnology journal2023

scDemultiplex: An iterative beta-binomial model-based method for accurate demultiplexing with hashtag oligos.

Li-Ching Huang, Lindsey K Stolze, Hua-Chang Chen, Alexander Gelbard, Yu Shyr, Qi Liu, Quanhu Sheng

Abstract read
In one paragraph

Article in Computational and structural biotechnology journal, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Article
  2. Article
  3. Review
  4. Mapping CMV-related immune signatures in blood, aorta and perivascular mediastinal adipose tissue.Philosophical transactions of the Royal Society of London. Series B, Biological sciences · 2025
    Article
  5. Intelligent biology and medicine: Accelerating innovative computational approaches.Computational and structural biotechnology journal · 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

7 authors.

Li-Ching HuangDepartment of Biostatistics, Vanderbilt University School of Medicine, Nashville, TN 37232, USA.
Lindsey K StolzeDepartment of Biostatistics, Vanderbilt University School of Medicine, Nashville, TN 37232, USA.
Hua-Chang ChenDepartment of Biostatistics, Vanderbilt University School of Medicine, Nashville, TN 37232, USA.
Alexander GelbardDepartment of Otolaryngology, Vanderbilt University School of Medicine, Nashville, TN 37232, USA.
Yu ShyrDepartment of Biostatistics, Vanderbilt University School of Medicine, Nashville, TN 37232, USA.
Qi LiuDepartment of Biostatistics, Vanderbilt University School of Medicine, Nashville, TN 37232, USA.
Quanhu ShengDepartment of Biostatistics, Vanderbilt University School of Medicine, Nashville, TN 37232, USA.

Funding

Tumor Immunology and Microenvironment Research ProgramP30CA068485 · NCI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI MATTHEW J TYSKA · 1995 to 2026
$172.8M
TISSUE CoreP50CA098131 · NCI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI PARK, BEN HO, PIETENPOL, JENNIFER A · 2003 to 2024
$48.7M
Vanderbilt-Ingram Cancer Center SPORE in Gastrointestinal CancerP50CA236733 · NCI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI STEPHEN W. FESIK · 2019 to 2026
$19.6M
Roles for Supermeres in CRC ProgressionP01CA229123 · NCI · VANDERBILT UNIVERSITY · PI Alissa M Weaver · 2020 to 2026
$12.9M
Molecular, Cellular and Tissue Characterization UnitU2CCA233291 · NCI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI COFFEY, ROBERT J. · 2018 to 2023
$12.2M
Project 3 - Differential contribution of thymic APCs to central tolerance during the perinatal to adult transitionP01AI139449 · NIAID · UNIVERSITY OF TX MD ANDERSON CAN CTR · PI RICHIE, ELLEN R · 2020 to 2024
$12.0M
Shaping the Microenvironment by DPEP1 Facilitates Adenoma ProgressionU54CA274367 · NCI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI Ken S Lau, Martha J. Shrubsole · 2022 to 2026
$9.7M
Single-Cell Biology and Data Analysis Shared Resource (SCB-DA SR)U54CA217450 · NCI · VANDERBILT UNIVERSITY · PI WEAVER, ALISSA M · 2018 to 2022
$8.5M
Molecular Interrogation of the Host-Pathogen Interface in Idiopathic Subglottic StensosisR01HL146401 · NHLBI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI GELBARD, ALEXANDER · 2019 to 2023
$1.9M
NCI NIH HHS P01 CA229123NCI NIH HHS P30 CA068485NCI NIH HHS P50 CA098131NCI NIH HHS U2C CA233291NCI NIH HHS U54 CA217450NCI NIH HHS U54 CA274367NHLBI NIH HHS R01 HL146401NIAID NIH HHS P01 AI139449
6 · The paper itself

Abstract

Single-cell sequencing have been widely used to characterize cellular heterogeneity. Sample multiplexing where multiple samples are pooled together for single-cell experiments, attracts wide attention due to its benefits of increasing capacity, reducing costs, and minimizing batch effects. To analyze multiplexed data, the first crucial step is to demultiplex, the process of assigning cells to individual samples. Inaccurate demultiplexing will create false cell types and result in misleading characterization. We propose scDemultiplex, which models hashtag oligo (HTO) counts with beta-binomial distribution and uses an iterative strategy for further refinement. Compared with seven existing demultiplexing approaches, scDemultiplex achieved great performance in both high-quality and low-quality data. Additionally, scDemultiplex can be combined with other approaches to improve their performance.

Indexed as

Beta-binomialDemultiplexingHashtag oligo (HTO)Single-cell sequencing

Identifiers

PMID37664174
PMCPMC10469060

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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 OpenQuestion graph.