Evidence map›Paper›PMID 16645204›Full record

ArticleThe Journal of molecular diagnostics : JMD2006

In vitro transcription amplification and labeling methods contribute to the variability of gene expression profiling with DNA microarrays.

Changqing Ma, Maureen Lyons-Weiler, Wenjing Liang, William LaFramboise, John R Gilbertson, Michael J Becich, Federico A Monzon

Abstract read
In one paragraph

Article in The Journal of molecular diagnostics : JMD, 2006. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.

0numbers the graph read from it
0cells of the map it votes in
13citing 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

13 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. Article
  5. Influence of RNA labeling on expression profiling of microRNAs.The Journal of molecular diagnostics : JMD · 2012
    Article
  6. Quality assurance of RNA expression profiling in clinical laboratories.The Journal of molecular diagnostics : JMD · 2012
    Review
  7. Article
  8. Article
  9. Article
  10. Article
  11. Article
  12. Article
  13. 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.

Changqing MaDepartment of Pathology, Center for Pathology Informatics, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania 15237, USA. monzonfa@upmc.edu
Maureen Lyons-Weiler
Wenjing Liang
William LaFramboise
John R Gilbertson
Michael J Becich
Federico A Monzon

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The effect of different amplification and labeling methods on DNA microarray expression results has not been previously delineated. To analyze the variation associated with widely accepted T7-based RNA amplificationand labeling methods, aliquots of the Stratagene Human Universal Reference RNA were labeled using three eukaryotic target preparation methods followed by uniform replicate array hybridization (Affymetrix U95Av2). Method-dependent variability was observed in the yield and size distribution of labeled products, as well as in the gene expression results. A significant increase in short transcripts, when compared to unamplified mRNA, was observed in methods with long in vitro transcription reactions. Intramethod reproducibility showed correlation coefficients >0.99, whereas intermethod comparisons showed coefficients ranging from 0.94 to 0.98 and a nearly twofold increase in coefficient of variation. Fold amplification for each method positively correlated with the number of genes present. Our experiments uncovered two factors that introduced significant bias in gene expression data: the number of labeled nucleotides, which introduces sequence-dependent bias, and the length of the in vitro transcription reaction, which introduces transcript size-dependent bias. This study provides evidence that variability in expression data may be caused, in part, by differences in amplification and labeling protocols.

Indexed as

Gene Expression ProfilingGenetic VariationHumansOligonucleotide Array Sequence AnalysisReproducibility of ResultsRNA, ComplementaryRNA, MessengerTranscription, GeneticRNA, ComplementaryRNA, Messenger

Identifiers

PMID16645204
PMCPMC1867595

What OpenQuestion holds

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Registered trials

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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.