How Statistics Weakened mRNA’s Predictive Power

Transcript abundance isn’t a reliable indicator of protein quantity, contrary to studies’ suggestions.

Written byRuth Williams
| 3 min read

Register for free to listen to this article
Listen with Speechify
0:00
3:00
Share

WIKIMEDIA, NICOLLE RAGER, NATIONAL SCIENCE FOUNDATIONUsing the quantity of messenger RNA (mRNA) as a proxy for protein abundance could be risky, concludes a paper published in PLOS Computational Biology today (May 22). The authors examined data from previous proteomic studies, and their new statistical calculations revealed that while mRNA levels can be a useful guide to protein levels when comparing different genes, relying on mRNA to evaluate the same gene in different tissues can be rather misleading.

“There has been controversy over the question of how well mRNA levels can predict protein levels,” said cell and molecular biologist Marko Jovanovic of Columbia University who was not involved in the study. “A few papers claim that their predictive power is very limited, others say they predict it very well. . . . The problem [is] that it depends what you are looking at—are you interested in the expression differences of different genes within the same tissues, or of the same gene in different tissues? Here, [the authors] have nicely separated these two, which is crucially important.”

In 2014, two papers published in Nature provided the first draft maps of the human proteome—each detailing the abundance and distribution of the assorted proteins throughout the ...

Interested in reading more?

Become a Member of

The Scientist Logo
Receive full access to more than 35 years of archives, as well as TS Digest, digital editions of The Scientist, feature stories, and much more!
Already a member? Login Here

Related Topics

Meet the Author

  • ruth williams

    Ruth is a freelance journalist. Before freelancing, Ruth was a news editor for the Journal of Cell Biology in New York and an assistant editor for Nature Reviews Neuroscience in London. Prior to that, she was a bona fide pipette-wielding, test tube–shaking, lab coat–shirking research scientist. She has a PhD in genetics from King’s College London, and was a postdoc in stem cell biology at Imperial College London. Today she lives and writes in Connecticut.

    View Full Profile
Share
Illustration of a developing fetus surrounded by a clear fluid with a subtle yellow tinge, representing amniotic fluid.
January 2026, Issue 1

What Is the Amniotic Fluid Composed of?

The liquid world of fetal development provides a rich source of nutrition and protection tailored to meet the needs of the growing fetus.

View this Issue
Skip the Wait for Protein Stability Data with Aunty

Skip the Wait for Protein Stability Data with Aunty

Unchained Labs
Graphic of three DNA helices in various colors

An Automated DNA-to-Data Framework for Production-Scale Sequencing

illumina
Exploring Cellular Organization with Spatial Proteomics

Exploring Cellular Organization with Spatial Proteomics

Abstract illustration of spheres with multiple layers, representing endoderm, ectoderm, and mesoderm derived organoids

Organoid Origins and How to Grow Them

Thermo Fisher Logo

Products

Brandtech Logo

BRANDTECH Scientific Introduces the Transferpette® pro Micropipette: A New Twist on Comfort and Control

Biotium Logo

Biotium Launches GlycoLiner™ Cell Surface Glycoprotein Labeling Kits for Rapid and Selective Cell Surface Imaging

Colorful abstract spiral dot pattern on a black background

Thermo Scientific X and S Series General Purpose Centrifuges

Thermo Fisher Logo
Abstract background with red and blue laser lights

VANTAstar Flexible microplate reader with simplified workflows

BMG LABTECH