HomeCell BiologySA computing team decodes cancer’s best survival strategy

SA computing team decodes cancer’s best survival strategy

A team of scientists from Cape Town has made a breakthrough discovery that may mean a giant leap forward in decoding one of cancer’s most effective survival strategies, and contribute towards the future development of precision drugs, suggests Kevin Naidoo in The Conversation.

Naidoo writes:

In the intricate biology of the human body, organs like the breast, colon and lungs are lined with a defensive barrier known as the epithelium, at the heart of which is a remarkable protein called Mucin-1 (MUC1). In a healthy body, MUC1 is like a sentinel.

It stands on the cell wall, draped in a complex “armour” of long chains of sugar molecules (carbohydrates), serving as a physical shield against bacteria, viruses and toxins. Crucially, it communicates with the immune system, telling our natural defences when the body is under threat.

But in the case of cancer, this guardian exchanges its sugar coat armour for shorter sugar chains and so turns into a traitor. It stops sending danger signals to the immune system and instead binds to the immune cells, creating an anti-inflammatory microenvironment that promotes tumours.

The team I lead at the Scientific Computing Research Unit at the University of Cape Town is home to computer modelling experts and experimental chemical biology research scientists.

The molecular details of this MUC1 alteration, which contributes to the transformation of normal cells into tumour cells, were recently published in Nature Communications, providing a new look at exactly how this process happens.

By developing a novel “test-tube” synthetic biology approach, we modelled and decoded the molecular assembly line reorganisation that allows cancer to “redecorate” MUC1, turning it from a protective shield into a cloak of invisibility.

We used our own computational chemistry algorithms to map the exact sugar coating positions that create a tumour-promoting environment.

Understanding the location and nature of the MUC1 sugars that prevent the immune system from detecting tumours provides the foundation for our laboratory and others in the field to develop cancer vaccines, biomarkers and therapeutics.

This South African-led discovery represents a major leap forward in our ability to decode one of cancer’s most effective survival strategies.

The problem: a malignant makeover

In a normal cell, the sugar molecules attached to MUC1 are long and complex. The process of attaching sugars is called glycosylation. In cancer cells, however, this process goes haywire. The sugar molecules are often cut short or altered, creating “aberrant” structures like the Tn and sialyl-Tn (sTn) antigens. These are specific types of sugar-protein combinations that are tags for tumour cells.

These altered sugars do two dangerous things: they allow the tumour to evade detection by the immune system, and they actively trigger the process of turning a normal cell into a cancerous one.

Because MUC1 is found in so many different types of cancer, the US National Cancer Institute has ranked it as the most accessible target.

To stop the cascading effect of the MUC1 changes from normal to tumour cells, scientists first had to understand exactly how the “assembly line” breaks down.

The discovery: relocating the factory

Our research team set out to do something ambitious: recreate the transition from a healthy sugar coating to a cancerous one in a laboratory setting.

In normal cells, the enzymes that build these sugar chains (long molecules) live in a part of the cell called the Golgi apparatus, the cell’s “packaging and delivery centre”. We built an in vitro (test-tube) model to simulate what happens when these conditions change. We discovered that in tumour cells, the enzymes responsible for starting the sugar chains are relocated to another part of the cell, the endoplasmic reticulum, essentially the cell’s “factory floor”.

This relocation changes everything. Here, the enzymes are no longer inhibited by the usual cellular checks and balances. They take over the sugar sites on the MUC1 protein, creating the foundation for the cancerous Tn antigen.

To take the study even further, we used quantum chemistry. We simulated the behaviour of atoms and molecules at the most fundamental level to find out where these changes are most likely to happen. We identified a specific location on the MUC1 protein, known as the T13 site, which cancer enzymes prefer. This specific interaction is what drives the massive increase in the sTn antigen seen in malignant tumours.

Why this matters: from lab to patient

Understanding the “how” and the “where” of these sugar changes is the first step towards stopping them. The research didn’t stop at the test tube: the team is already looking at what this means for patients.

The next phase of the research, as detailed in a recent paper in Glycobiology, involves building a sophisticated “systems biology” computational model. A model can connect the changes in the MUC1 sugar coating to the behaviour of immune cells. For example, scientists found that when these cancerous sugars interact with macrophages (a type of white blood cell), they trigger the release of specific signals that tell the tumour to grow and spread.

We are refining these details for various types of cancer. We are comparing common forms of breast cancer with more aggressive, currently untreatable types to see if the “sugar code” differs between them.

By using this accurate, atomic-level data to build computer models of the entire biological system, we hope to identify new drugs that can block these signals. The goal is to move towards precision medicine: treatments that can strip away cancer’s sugar shield, allowing the patient’s own immune system to finally see and destroy the tumour.

Kevin Naidoo – Professor of Scientific Computing and Physical Chemistry, University of Cape Town

Study details

An in vitro approach for simulating divergent Golgi O-glycosylation of tumour-associated MUC1 from normal MUC1

Abdullateef Nashed, Kyllen Dilsook, Tharindu Senapathi & Kevin Naidoo.

Published in Nature Communications on 22 April 2026

Abstract

Peptide O-glycosylation relies on the coordinated action of glycosyltransferases across the endoplasmic reticulum (ER) and Golgi apparatus. However, the molecular mechanisms driving aberrant glycosylation in cancer remain poorly understood. Here we show an in vitro one-pot synthetic biology approach that simulates divergent glycosylation pathways to map the synthesis of mucin 1 (MUC1) tumor-associated antigens. By modelling the cancer-associated relocation of initiation enzymes (GALNTs) to the ER, we demonstrate that this spatial shift leads to complete GalNAc (Tn antigen) occupancy. This occurs because ER localization extends reaction times and prevents inhibition by downstream Golgi enzymes. Furthermore, combined kinetic and computer reaction dynamic simulations reveal that ST6GALNAC1 exclusively drives α−2-6 sialylation, with a strict preference for the T13 site on fully glycosylated MUC1. This suggests that cancer-associated sTn upregulation is directly linked to T13 occupancy. Ultimately, this systems modelling approach decodes the enzyme localisation and substrate specificities fundamental to tumourigenesis.

 

Nature Communications article – An in vitro approach for simulating divergent Golgi O-glycosylation of tumour-associated MUC1 from normal MUC1 (Open access)

 

The Conversation article – South African scientists make breakthrough in decoding cancer’s most effective survival strategy (Creative Commons Licence)

 

See more from MedicalBrief archives:

 

SA’s cancer fight needs backing of local science

 

Century-old tumours hold clues to young people's cancer

 

Cancer – the good, the bad, the ugly, and the hope

MedicalBrief — our free weekly e-newsletter

We'd appreciate as much information as possible, however only an email address is required.