Evidence map›Paper›PMID 27881084›Full record

ArticleBMC genomics2016

Assessing characteristics of RNA amplification methods for single cell RNA sequencing.

Hannah R Dueck, Rizi Ai, Adrian Camarena, Bo Ding, Reymundo Dominguez, Oleg V Evgrafov, Jian-Bing Fan, Stephen A Fisher, Jennifer S Herstein, Tae Kyung Kim and 21 more

Abstract read
In one paragraph

Article in BMC genomics, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers.

0numbers the graph read from it
0cells of the map it votes in
20citing 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

20 citing papers in PubMed.

  1. Review
  2. Article
  3. Gene expression in the primate orbitofrontal cortex related to anxious temperament.Proceedings of the National Academy of Sciences of the United States of America · 2023
    Article
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  5. Article
  6. Review
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  17. Review
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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

31 authors.

Hannah R DueckDepartment of Genomics and Computational Biology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
Rizi AiDepartment of Chemistry and Biochemistry, University of California at San Diego, La Jolla, CA, USA.
Adrian CamarenaDepartment of Psychiatry & The Behavioral Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.
Bo DingDepartment of Chemistry and Biochemistry, University of California at San Diego, La Jolla, CA, USA.
Reymundo DominguezDepartment of Physiology & Biophysics, Zilkha Neurogenetic Institute, University of Southern California, Los Angeles, CA, USA.
Oleg V EvgrafovDepartment of Psychiatry & The Behavioral Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.
Jian-Bing FanIllumina, Inc., San Diego, CA, USA.
Stephen A FisherDepartment of Biology, University of Pennsylvania, 415 S. University Ave, Philadelphia, PA, 19104, USA.
Jennifer S HersteinDepartment of Psychiatry & The Behavioral Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.
Tae Kyung KimDepartment of Pharmacology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
Jae Mun Hugo KimDepartment of Psychiatry & The Behavioral Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.
Ming-Yi LinDepartment of Physiology & Biophysics, Zilkha Neurogenetic Institute, University of Southern California, Los Angeles, CA, USA.
Rui LiuDepartment of Bioengineering, University of California at San Diego, La Jolla, CA, USA.
William J MackDepartment of Neurological Surgery, Zilkha Neurogenetic Institute, University of Southern California, Los Angeles, CA, USA.
Sean McGrotyDepartment of Biology, University of Pennsylvania, 415 S. University Ave, Philadelphia, PA, 19104, USA.
Joseph D NguyenDepartment of Psychiatry & The Behavioral Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.
Neeraj SalathiaIllumina, Inc., San Diego, CA, USA.
Jamie ShallcrossDepartment of Biology, University of Pennsylvania, 415 S. University Ave, Philadelphia, PA, 19104, USA.
Tade SouaiaiaDepartment of Psychiatry & The Behavioral Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.
Jennifer M SpaethlingDepartment of Pharmacology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
Christopher P WalkerDepartment of Psychiatry & The Behavioral Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.
Jinhui WangDepartment of Pharmacology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
Kai WangDepartment of Psychiatry & The Behavioral Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.
Wei WangDepartment of Chemistry and Biochemistry, University of California at San Diego, La Jolla, CA, USA.
Andre WildbergDepartment of Chemistry and Biochemistry, University of California at San Diego, La Jolla, CA, USA.
Lina ZhengDepartment of Chemistry and Biochemistry, University of California at San Diego, La Jolla, CA, USA.
Robert H ChowDepartment of Physiology & Biophysics, Zilkha Neurogenetic Institute, University of Southern California, Los Angeles, CA, USA.
James EberwineDepartment of Pharmacology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
James A KnowlesDepartment of Psychiatry & The Behavioral Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.
Kun ZhangDepartment of Bioengineering, University of California at San Diego, La Jolla, CA, USA.
Junhyong KimDepartment of Biology, University of Pennsylvania, 415 S. University Ave, Philadelphia, PA, 19104, USA. Junhyong@upenn.edu.

Funding

Role of Single Cell mRNA Variation in Systems Associated Electrically Excitable CU01MH098953 · NIMH · UNIVERSITY OF PENNSYLVANIA · PI EBERWINE, JAMES H, KIM, JUNHYONG · 2012 to 2016
$11.4M
Single-cell sequencing and in situ mapping of RNA transcripts in human brainsU01MH098977 · NIMH · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI ZHANG, KUN · 2012 to 2016
$9.8M
Evaluation of Cellular Heterogeneity Using Patchclamp and RNA-Seq of Single CellsU01MH098937 · NIMH · UNIVERSITY OF SOUTHERN CALIFORNIA · PI CHOW, ROBERT HSIU-PING, KNOWLES, JAMES A · 2012 to 2016
$8.6M
NIMH NIH HHS U01 MH098937NIMH NIH HHS U01 MH098953NIMH NIH HHS U01 MH098977
6 · The paper itself

Abstract

backgroundRecently, measurement of RNA at single cell resolution has yielded surprising insights. Methods for single-cell RNA sequencing (scRNA-seq) have received considerable attention, but the broad reliability of single cell methods and the factors governing their performance are still poorly known.

resultsHere, we conducted a large-scale control experiment to assess the transfer function of three scRNA-seq methods and factors modulating the function. All three methods detected greater than 70% of the expected number of genes and had a 50% probability of detecting genes with abundance greater than 2 to 4 molecules. Despite the small number of molecules, sequencing depth significantly affected gene detection. While biases in detection and quantification were qualitatively similar across methods, the degree of bias differed, consistent with differences in molecular protocol. Measurement reliability increased with expression level for all methods and we conservatively estimate measurements to be quantitative at an expression level greater than ~5-10 molecules.

conclusionsBased on these extensive control studies, we propose that RNA-seq of single cells has come of age, yielding quantitative biological information.

Indexed as

High-Throughput Nucleotide SequencingNucleic Acid Amplification TechniquesSingle-Cell AnalysisReproducibility of ResultsRNASensitivity and SpecificitySequence Analysis, RNARNABioinformaticsBiotechnologyGenomicsSingle-cell RNA-sequencing

Identifiers

PMID27881084
PMCPMC5122016

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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.