Evidence map›Paper›PMID 37118773›Full record

ArticleEpigenetics & chromatin2023

An optimized approach for multiplexing single-nuclear ATAC-seq using oligonucleotide-conjugated antibodies.

Betelehem Solomon Bera, Taylor V Thompson, Eric Sosa, Hiroko Nomaru, David Reynolds, Robert A Dubin, Shahina B Maqbool, Deyou Zheng, Bernice E Morrow, John M Greally and 1 more

Abstract read
In one paragraph

Article in Epigenetics & chromatin, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Review
  2. Article
  3. 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

11 authors.

Betelehem Solomon BeraDepartment of Genetics, Albert Einstein College of Medicine, Bronx, NY, USA.
Taylor V ThompsonDepartment of Genetics, Albert Einstein College of Medicine, Bronx, NY, USA.
Eric SosaDepartment of Genetics, Albert Einstein College of Medicine, Bronx, NY, USA.
Hiroko NomaruDepartment of Genetics, Albert Einstein College of Medicine, Bronx, NY, USA.
David ReynoldsDepartment of Genetics, Albert Einstein College of Medicine, Bronx, NY, USA.
Robert A DubinDepartment of Genetics, Albert Einstein College of Medicine, Bronx, NY, USA.
Shahina B MaqboolDepartment of Genetics, Albert Einstein College of Medicine, Bronx, NY, USA.
Deyou ZhengDepartment of Genetics, Albert Einstein College of Medicine, Bronx, NY, USA.
Bernice E MorrowDepartment of Genetics, Albert Einstein College of Medicine, Bronx, NY, USA.
John M GreallyDepartment of Genetics, Albert Einstein College of Medicine, Bronx, NY, USA.
Masako SuzukiDepartment of Genetics, Albert Einstein College of Medicine, Bronx, NY, USA. masako.suzuki@ag.tamu.edu.

Funding

UNDERSTANDING CELLULAR AND TRANSCRIPTIONAL REGULATORY CHANGES IN HUMAN AGINGR01AG057422 · NIA · ALBERT EINSTEIN COLLEGE OF MEDICINE, INC · PI GREALLY, JOHN, LAPPALAINEN, TUULI · 2018 to 2022
$4.5M
Cell fate choices by Tbx1 in forming the mammalian heartR01HL153920 · NHLBI · ALBERT EINSTEIN COLLEGE OF MEDICINE · PI BERNICE E MORROW, Deyou Zheng · 2020 to 2026
$4.0M
Molecular pathogenesis of congenital heart disease mediated by neural crest and second heart field cellsR01HL163667 · NHLBI · ALBERT EINSTEIN COLLEGE OF MEDICINE · PI MORROW, BERNICE E, ZHENG, DEYOU · 2022 to 2025
$2.5M
IMPACT OF PRENATAL VITAMIN A DEFICIENCY ON CELL FATE ALTERATIONS IN ADULT AIRWAY HYPERRESPONSIVENESSR01HL145302 · NHLBI · TEXAS A&M AGRILIFE RESEARCH · PI SUZUKI, MASAKO · 2020 to 2023
$1.6M
Defining the gene regulatory roles of non-coding variants in the pathogenesis of autismF31MH131380 · NIMH · ALBERT EINSTEIN COLLEGE OF MEDICINE · PI SOSA, ERIC ALEXANDER · 2022 to 2025
$213k
NHLBI NIH HHS R01 HL145302NHLBI NIH HHS R01 HL153920NHLBI NIH HHS R01 HL163667NIA NIH HHS R01 AG057422NIMH NIH HHS F31 MH131380
6 · The paper itself

Abstract

backgroundSingle-cell technologies to analyze transcription and chromatin structure have been widely used in many research areas to reveal the functions and molecular properties of cells at single-cell resolution. Sample multiplexing techniques are valuable when performing single-cell analysis, reducing technical variation and permitting cost efficiencies. Several commercially available methods have been used in many scRNA-seq studies. On the other hand, while several methods have been published, multiplexing techniques for single nuclear assay for transposase-accessible chromatin (snATAC)-seq assays remain under development. We developed a simple nucleus hashing method using oligonucleotide-conjugated antibodies recognizing nuclear pore complex proteins, NuHash, to perform snATAC-seq library preparations by multiplexing.

resultsWe performed multiplexing snATAC-seq analyses on a mixture of human and mouse cell samples (two samples, 2-plex, and four samples, 4-plex) using NuHash. The analyses on nuclei with at least 10,000 read counts showed that the demultiplexing accuracy of NuHash was high, and only ten out of 9144 nuclei (2-plex) and 150 of 12,208 nuclei (4-plex) had discordant classifications between NuHash demultiplexing and discrimination using reference genome alignments. The differential open chromatin region (OCR) analysis between female and male samples revealed that male-specific OCRs were enriched in chromosome Y (four out of nine). We also found that five female-specific OCRs (20 OCRs) were on chromosome X. A comparative analysis between snATAC-seq and deeply sequenced bulk ATAC-seq on the same samples revealed that the bulk ATAC-seq signal intensity was positively correlated with the number of cell clusters detected in snATAC-seq. Moreover, when we categorized snATAC-seq peaks based on the number of cell clusters in which the peak was present, we observed different distributions over different genomic features between the groups. This result suggests that the peak intensities of bulk ATAC-seq can be used to identify different types of functional loci.

conclusionsOur multiplexing method using oligo-conjugated anti-nuclear pore complex proteins, NuHash, permits high-accuracy demultiplexing of samples. The NuHash protocol is straightforward, works on frozen samples, and requires no modifications for snATAC-seq library preparation.

Indexed as

Cell NucleusChromatin Immunoprecipitation SequencingAnimalsChromatinFemaleHumansMaleMiceOligonucleotidesSequence Analysis, DNAChromatinOligonucleotidesAssay for transposase-accessible chromatin (ATAC)MultiplexingOpen-chromatin regionsSingle-cell

Identifiers

PMID37118773
PMCPMC10142415

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.