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31 August 2021 | Story Leonie Bolleurs | Photo Supplied
UFS scientists involved in revolutionary protein structure prediction
Left: Dr Ana Ebrecht, a former postdoctoral student of the UFS, was part of the team that validated the data for the Science paper. Right: Prof Dirk Opperman was involved in a revolutionary finding in biology, which predicts the structure of a protein. His work in collaboration with other scientists has been published in Science.

Prof Dirk Opperman, Associate Professor in the Department of Microbiology and Biochemistry at the University of the Free State (UFS), in collaboration with Dr Ana Ebrecht (a former postdoc in the same department) and Prof Albie van Dijk from the Department of Biochemistry at the North-West University (NWU), was part of an international collaboration of researchers who participated in solving an intricate problem in science – accurate protein structure prediction.

The team of researchers recently contributed to an influential paper describing new methods in protein structure prediction using machine learning. The paper was published in the prestigious scientific journal, Science.

“These new prediction methods can be a game changer,” believes Prof Opperman.

“As some proteins simply do not crystalise, this could be the closest we get to a three-dimensional view of the protein. Accurate enough prediction of proteins, each with its own unique three-dimensional shape, can also be used in molecular replacement (MR) instead of laborious techniques such as incorporating heavy metals into the protein structure or replacing sulphur atoms with selenium,” he says.

Having insight into the three-dimensional structure of a protein has the potential to enable more advanced drug discovery, and subsequently, managing diseases.

Exploring several avenues …

According to Prof Opperman, protein structure prediction has been available for many years in the form of traditional homological modelling; however, there was a big possibility of erroneous prediction, especially if no closely related protein structures are known.

Besides limited complementary techniques such as nuclear magnetic resonance (NMR) and electron microscopy (Cryo-EM), he explains that the only way around this is to experimentally determine the structure of the protein through crystallisation and X-ray diffraction. “But it is a quite laborious and long technique,” he says.

Prof Opperman adds that with X-ray diffraction, one also has to deal with what is known in X-ray crystallography as the ‘phase problem’ – solving the protein structure even after you have crystallised the protein and obtained good X-ray diffraction data, as some information is lost.

He states that the phase problem can be overcome if another similar-looking protein has already been determined.

This indeed proved to be a major stumbling block in the determination of bovine glycine N-acyltransferase (GLYAT), a protein crystallised in Prof Opperman’s research group by Dr Ebrecht, currently a postdoc in Prof Van Dijk’s group at the NWU, as no close structural homologous proteins were available.

“The collaboration with Prof Opperman’s research group has allowed us to continue with this research that has been on hold for almost 16 years,” says Prof Van Dijk, who believes the UFS has the resources and facilities for structural research that not many universities in Africa can account for.

The research was conducted under the Synchrotron Techniques for African Research and Technology (START) initiative, funded by the Global Challenges Research Fund (GCRF). After a year and multiple data collections at a specialised facility, Diamond Light Source (synchrotron) in the United Kingdom, the team was still unable to solve the structure.

Dr Carmien Tolmie, a colleague from the UFS Department of Microbiology and Biochemistry, also organised a Collaborative Computational Project Number 4 (CCP4) workshop, attended by several well-known experts in the field. Still, the experts who usually participate in helping students and researchers in structural biology to solve the most complex cases, were stumped by this problem.

Working with artificial intelligence

“We ultimately decided to turn to a technique called sulphur single-wavelength anomalous dispersion (S-SAD), only available at specialised beam-lines at synchrotrons, to solve the phase problem, says Prof Opperman.

Meanwhile, Prof Randy Read from the University of Cambridge, who lectured at the workshop hosted by Dr Tolmie, was aware of the difficulties in solving the GLYAT structure. He also knew of the Baker Lab at the University of Washington, which is working on a new way to predict protein structures; they developed RoseTTAaFold to predict the folding of proteins by only using the amino acid sequence as starting point.

RoseTTAaFold, inspired by AlphaFold 2, the programme of DeepMind (a company that develops general-purpose artificial intelligence (AGI) technology), uses deep learning artificial intelligence (AI) to generate the ‘most-likely’ model. “This turned out to be a win-win situation, as they could accurately enough predict the protein structure for the UFS, and the UFS in turn could validate their predictions,” explains Prof Opperman.

A few days after the predictions from the Baker Lab, the S-SAD experiments at Diamond Light Source confirmed the solution to the problem when they came up with the same answer.

Stunning results in a short time

“Although Baker’s group based their development on the DeepMind programme, the way the software works is not completely the same,” says Dr Ebrecht. “In fact, AlphaFold 2 has a slightly better prediction accuracy. Both, however, came with stunningly good results in an incredibly short time (a few minutes to a few hours),” she says.

Both codes are now freely available, which will accelerate improvements in the field even more. Any researcher can now use that code to develop new software. In addition, RoseTTAFold is offered on a platform accessible to any researcher, even if they lack knowledge in coding and AI.

News Archive

Architecture does it again!
2009-03-27

 

From the left are: Prof. Jan Smit, Head of the Department of Architecture at the UFS, Wim Steenkamp, National Corobrik Architecture Student of the Year 2008, and Ms Petria Jooste-Smit, Wim's tutor and former lecturer at the department.
Photo: Stephen Collett

Architecture does it again!

A student from the Department of Architecture at the University of the Free State (UFS), Wim Steenkamp, was recently named National Corobrik Architecture Student of the Year 2008.

This is the second time in the past three years that a student from the department has won this prestigious competition.

The award, given to the best student in his/her final year of the M.Arch. (Prof) degree in South Africa, entails prize money to the value of R40 000.

“The competition was of a high standard and we are extremely proud of Wim. Seven architecture departments of universities and universities of technology took part in the competition. Students had to submit the final project that was used to obtain their professional degree. This entails the design, technical drawings, a model of a building of their choice as well as a thesis explaining the theory and approach,” said Prof. Jan Smit, Head of the Department of Architecture at the UFS.

In his project, Wim created and designed “a memorable place for the Herero culture and their history through an architectural intervention in the desert/cultural landscape”. His tutor was Ms Petria Jooste-Smit, a former lecturer at the department.

According to Prof. Smit, the department has already won this competition six times out of the 22 times it has been presented. “This once again confirms the high regard the department has in the architecture field in South Africa. It is also proof of the quality of our staff and the programmes we offer,” said Prof. Smit.

The past year was an exceptional one for the department. It received unconditional accreditation from the South African Council for the Architecture Profession (SACAP) for all three courses offered; and its students won the Tripod Photography Competition, the National Cement and Concrete Institute Competition for honours students, and the Carl and Emily Fuchs Foundation Student Prestigious Prize.

Media Release
Issued by: Lacea Loader
Assistant Director: Media Liaison
Tel: 051 401 2584
Cell: 083 645 2454
E-mail: loaderl.stg@ufs.ac.za  
26 March 2009

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