Evidence map›Paper›PMID 31092822›Full record

ArticleNature communications2019

Hydro-Seq enables contamination-free high-throughput single-cell RNA-sequencing for circulating tumor cells.

Yu-Heng Cheng, Yu-Chih Chen, Eric Lin, Riley Brien, Seungwon Jung, Yu-Ting Chen, Woncheol Lee, Zhijian Hao, Saswat Sahoo, Hyun Min Kang and 5 more

Open access · goldAbstract read
In one paragraph

Article in Nature communications, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 126 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
126citing papers in PubMed, 1 pooled it
11.9field-weighted citation impact, top 1% of its field
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

126 citing papers in PubMed, 1 synthesis or guideline pooled it, 222 citations in OpenAlex.

  1. [Liquid Biopsy Revolutionizes the Precise Management of Tumors Across the Entire Course: Current Situation and Future Prospects].Sichuan da xue xue bao. Yi xue ban = Journal of Sichuan University. Medical science edition · 2026
    Pooled it
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  17. Enter sandman: how to tackle dormant breast cancer cells.Medical oncology (Northwood, London, England) · 2025
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  19. Single-cell Technology in Stem Cell Research.Current stem cell research & therapy · 2025
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66 more citing papers are in PubMed but not listed here.

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

15 authors at 1 institution in 1 country.

Yu-Heng ChengDepartment of Electrical Engineering and Computer Science, University of Michigan, 1301 Beal Avenue, Ann Arbor, MI, 48109-2122, USA.
Yu-Chih ChenDepartment of Electrical Engineering and Computer Science, University of Michigan, 1301 Beal Avenue, Ann Arbor, MI, 48109-2122, USA.
Eric LinDepartment of Chemical Engineering, University of Michigan, 2300 Hayward St, Ann Arbor, MI, 48109, USA.ORCID http://orcid.org/0000-0001-7571-1657
Riley BrienDepartment of Electrical Engineering and Computer Science, University of Michigan, 1301 Beal Avenue, Ann Arbor, MI, 48109-2122, USA.
Seungwon JungDepartment of Electrical Engineering and Computer Science, University of Michigan, 1301 Beal Avenue, Ann Arbor, MI, 48109-2122, USA.
Yu-Ting ChenComputer Science Department UCLA, Boelter Hall, Los Angeles, CA, 90095-1596, USA.
Woncheol LeeDepartment of Electrical Engineering and Computer Science, University of Michigan, 1301 Beal Avenue, Ann Arbor, MI, 48109-2122, USA.
Zhijian HaoDepartment of Electrical Engineering and Computer Science, University of Michigan, 1301 Beal Avenue, Ann Arbor, MI, 48109-2122, USA.
Saswat SahooDepartment of Biomedical Engineering, University of Michigan, 2200 Bonisteel, Blvd., Ann Arbor, MI, 48109-2099, USA.ORCID http://orcid.org/0000-0002-2151-9579
Hyun Min KangSchool of Public Health, University of Michigan, 1415 Washington Heights, Ann Arbor, MI, 48109-2029, USA.
Jason CongComputer Science Department UCLA, Boelter Hall, Los Angeles, CA, 90095-1596, USA.
Monika BurnessRogel Cancer Center, University of Michigan, 1500 E. Medical Center Drive, Ann Arbor, MI, 48109, USA.
Sunitha NagrathDepartment of Chemical Engineering, University of Michigan, 2300 Hayward St, Ann Arbor, MI, 48109, USA.ORCID http://orcid.org/0000-0002-1497-7977
Max S WichaForbes Institute for Cancer Discovery, University of Michigan, 2800 Plymouth Rd., Ann Arbor, MI, 48109, USA.
Euisik YoonDepartment of Electrical Engineering and Computer Science, University of Michigan, 1301 Beal Avenue, Ann Arbor, MI, 48109-2122, USA. esyoon@umich.edu.
University of Michigan · US

Funding

Targeting breast cancer stem cellsR35CA197585 · NCI · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI WICHA, MAX S. · 2016 to 2022
$6.4M
Stem Cell Self-Renewal mammary CarcinogenesisR01CA129765 · NCI · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI WICHA, MAX S. · 2008 to 2015
$2.4M
Using Microfluidic Single Cell Culture to Characterize Cancer Cell Asymmetric DivisionR01CA203810 · NCI · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI BUCKANOVICH, RONALD J, YOON, EUISIK · 2017 to 2020
$1.6M
Engineered Microenvironments to Study Heterogeneity and Stemness in Breast CancerR21CA195016 · NCI · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI YOON, EUISIK · 2016 to 2017
$354k
Single Cell to Spheres in High-Throughput Microfluidics for Cancer Drug ScreeningR21CA175857 · NCI · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI YOON, EUISIK · 2013 to 2014
$333k
NCI NIH HHS R01 CA129765NCI NIH HHS R01 CA203810NCI NIH HHS R21 CA175857NCI NIH HHS R21 CA195016NCI NIH HHS R35 CA197585University of Michigan (U-M) 2017 Translational Research Partnership ProgramU.S. Department of Health & Human Services | NIH | National Cancer Institute (NCI) R01 CA 203810U.S. Department of Health & Human Services | NIH | National Cancer Institute (NCI) R21 CA 195016U.S. Department of Health & Human Services | NIH | National Cancer Institute (NCI) R35 CA 129765
6 · The paper itself

Abstract

Molecular analysis of circulating tumor cells (CTCs) at single-cell resolution offers great promise for cancer diagnostics and therapeutics from simple liquid biopsy. Recent development of massively parallel single-cell RNA-sequencing (scRNA-seq) provides a powerful method to resolve the cellular heterogeneity from gene expression and pathway regulation analysis. However, the scarcity of CTCs and the massive contamination of blood cells limit the utility of currently available technologies. Here, we present Hydro-Seq, a scalable hydrodynamic scRNA-seq barcoding technique, for high-throughput CTC analysis. High cell-capture efficiency and contamination removal capability of Hydro-Seq enables successful scRNA-seq of 666 CTCs from 21 breast cancer patient samples at high throughput. We identify breast cancer drug targets for hormone and targeted therapies and tracked individual cells that express markers of cancer stem cells (CSCs) as well as of epithelial/mesenchymal cell state transitions. Transcriptome analysis of these cells provides insights into monitoring target therapeutics and processes underlying tumor metastasis.

Indexed as

AnimalsBiomarkers, TumorBreast NeoplasmsCell LineEpithelial-Mesenchymal TransitionFemaleGene Expression ProfilingHigh-Throughput Nucleotide SequencingHigh-Throughput Screening AssaysHumansLiquid BiopsyMiceNeoplastic Cells, CirculatingNeoplastic Stem CellsSequence Analysis, RNASingle-Cell AnalysisBiomarkers, Tumor

Identifiers

PMID31092822
PMCPMC6520360
OpenAlexW2946428860

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.