Skip to Content
Biotechnology and health

Measuring the shape of proteins just got easier thanks to mathematics

Analyzing the difference in results between two ways of determining protein structure offers help with one of the great challenges for molecular biologists.
Protein structure
Protein structureAnalyses Of Protein Cores Reveal Fundamental Differences Between Solution And Crystal Structures

Proteins are the building blocks of life. They are long chains of amino acids that self-assemble into molecular machines of extraordinary complexity. These machines include computing devices called ribosomes, scaffolding skeletons called microtubules, and leg-like walking machines called kinesin, among many others.

This process of self-assembly is one of the great marvels of modern science—almost as if a chain of Lego bricks were to suddenly assemble into a robot. Nobody is quite sure how this happens, but scientists do know that the shape of the resulting structure determines the protein’s function and how it interacts with other proteins.

Protein structure

So measuring the shape of proteins is a crucial task. The most common method is to form crystals from proteins and then use x-ray crystallography to determine the protein structure.

That’s a problem because most proteins do not form crystals. And even when they do, the protein molecules may not all take the same shape as they become packed, leading to inaccuracies.

Another technique, called nuclear magnetic resonance, creates images of proteins in solution but requires them to be tightly packed into bundles.  Again, only a few proteins can do this.

However, a tiny fraction of proteins can be imaged with both techniques. That’s handy because it allows molecular biologists to compare the structures that each technique produces.

And it turns out that the structures found by each technique differ in significant ways. But it isn’t clear exactly what causes the differences and how to interpret them.

Today that changes, at least in part, thanks to the work of Zhe Mei and colleagues at Yale University in New Haven. This team has measured the difference in the protein structure determined by x-ray crystallography and NMR. And they’ve worked out why the difference arises and how to correct for it.

The team began by compiling a database of proteins with structures determined by both techniques at high resolution. That turns out to be a relatively small list—just 16 proteins fit the bill. 

The researchers also created a database of x-ray crystallography protein structures determined by several different groups at different temperatures. This allowed the team to study how temperature influences structure.

They then created a mathematical model of the way proteins pack together to form either solid crystals or bundles in solution for NMR.

It turns out that the packing density can exactly explain the difference in structure for both techniques, the bundles in solution having a higher density than crystals. “We identify the physical basis for these differences by modelling protein cores as jammed packings of amino-acid-shaped particles,” the researchers say.

They can also fine-tune their mathematical model by varying the thermal energy used to generate the packings. Indeed, protein packing that is uninfluenced by temperature has about the same density as structures determined by x-ray crystallography

This suggests that temperature plays an important role in protein packing structure, since structures determined by NMR are denser. “These results indicate that thermalized systems can pack more densely than athermal systems, which suggests a physical basis for the structural differences between protein structures solved by NMR and x-ray crystallography,” say Mei and co.

However, temperature is not the whole story. Proteins in crystal structures are forced to take a certain shape, and this reduces the amount of thermal distortion the molecule can undergo.

So the Mei and co’s result raises an interesting question: To what extent is protein structure the result of temperature or the result of crystal packing?

That will have to wait for further work.

Ref: : Analyses Of Protein Cores Reveal Fundamental Differences Between Solution And Crystal Structures

Deep Dive

Biotechnology and health

FDA advisors just said no to the use of MDMA as a therapy

The studies demonstrating MDMA’s efficacy against PTSD left experts with too many questions to greenlight the treatment.

What’s next for MDMA

The FDA is poised to approve the notorious party drug as a therapy. Here’s what it means, and where similar drugs stand in the US. 

Biotech companies are trying to make milk without cows

The bird flu crisis on dairy farms could boost interest in milk protein manufactured in microorganisms and plants. 

Beyond Neuralink: Meet the other companies developing brain-computer interfaces

Companies like Synchron, Paradromics, and Precision Neuroscience are also racing to develop brain implants

Stay connected

Illustration by Rose Wong

Get the latest updates from
MIT Technology Review

Discover special offers, top stories, upcoming events, and more.

Thank you for submitting your email!

Explore more newsletters

It looks like something went wrong.

We’re having trouble saving your preferences. Try refreshing this page and updating them one more time. If you continue to get this message, reach out to us at with a list of newsletters you’d like to receive.