Big data brings breast cancer research forwards by 'decades'

breast cancer
Micrograph showing a lymph node invaded by ductal breast carcinoma, with extension of the tumour beyond the lymph node. Credit: Nephron/Wikipedia

Scientists have created a 'map' linking the shape of breast cancer cells to genes turned on and off, and matched it to real disease outcomes, which could one day help doctors select treatments, according to a study published in Genome Research today.

In a revolutionary new approach, Cancer Research UK-funded scientists at The Institute of Cancer Research, London, used large sets of data to map out a network of links between and genes.

By analysing cell shape in millions of images of more than 300,000 , and data for more than 28,000 different genes, researchers found that cell shape changes, which can be caused by physical pressures on the tumour, are converted into changes in gene activity.

When they then used their maps to analyse thousands of samples taken from women who took part in the Cancer Research UK funded METABRIC study, the researchers discovered that these changes are linked to clinical outcomes for patients.

They also identified key areas or 'stations' within the network that acted as hubs for the flow of information, controlling the levels of many other genes.

Specifically, they found that a protein called NF-kappaB plays a central role in this shape-gene network and could drive the growth and spread of cancer cells. This response was associated with tumour grade in patients and could be used to predict survival.

These findings suggest that because NF-kappaB is rarely faulty in solid tumours, the surrounding mechanical forces are playing a large role in disease progression by switching the gene on.

Dr Chris Bakal, team leader in dynamic cell systems at the Institute of Cancer Research, said: "Our study reveals an exciting link between the forces that act on and the development of the disease.

"We used 'big data' approaches to carry out a complex analysis that would once have taken decades, in a matter of months.

"The maps we've created of cell shapes and their effects on provide important pointers to new forms of cancer treatment, and ways of making existing therapies more effective."

Professor Karen Vousden, Cancer Research UK's chief scientist, said: "Understanding the links between how a looks and acts, alongside its genetic makeup, will help researchers develop a more detailed picture of the disease.

"The insights and approaches used in this research could one day lead to us being able to tell from appearance, how aggressive someone's cancer is and how likely to spread, helping doctors decide the best course of treatment."


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More information: Heba Z. Sailem et al, Identification of clinically predictive metagenes that encode components of a network coupling cell shape to transcription by image-omics, Genome Research (2016). DOI: 10.1101/gr.202028.115
Journal information: Genome Research

Provided by Cancer Research UK
Citation: Big data brings breast cancer research forwards by 'decades' (2017, January 31) retrieved 1 December 2020 from https://medicalxpress.com/news/2017-01-big-breast-cancer-forwards-decades.html
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