Monday October 21, 2019

Novel AI Method Predicts Future Risk of Breast Cancer

The advantages held across different subgroups of women, said the study published in the journal Radiology

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Cancer
Cancer Ribbon. Pixabay

Researchers have developed a new tool with advanced artificial intelligence (AI) methods to predict a woman’s future risk of breast cancer.

For the study, the researchers used almost 90,000 full-resolution screening mammograms from about 40,000 women to train, validate and test the deep learning model.

“There’s much more information in a mammogram than just the four categories of breast density, “said study lead author Adam Yala from the Massachusetts Institute of Technology (MIT) in the US.

“By using the deep learning model, we learn subtle cues that are indicative of future cancer,” Yala added.

The research team recently compared three different risk assessment approaches. The first model relied on traditional risk factors, the second on deep learning that used the mammogram alone, and the third on a hybrid approach that incorporated both the mammogram and traditional risk factors into the deep learning model.

Cancer patient
Cancer patient.

The deep learning models yielded substantially improved risk discrimination over the Tyrer-Cuzick model, a current clinical standard that uses breast density in factoring risk.

When comparing the hybrid deep learning model against breast density, the researchers found that patients with non-dense breasts and model-assessed high risk had 3.9 times the cancer incidence of patients with dense breasts and model-assessed low risk.

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The advantages held across different subgroups of women, said the study published in the journal Radiology.

“Unlike traditional models, our deep learning model performs equally well across diverse races, ages and family histories,” said Regina Barzilay, Professor at MIT. (IANS)

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Breast Cancer Drugs may Force Some Cancer Cells into ‘Sleeper Mode’

The team studied human breast cancer cells in the laboratory and examined the effects of a group of breast cancer drugs called hormone treatments

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Breast Cancer, Drugs, Cells
The research could open avenues for finding ways of keeping the cancer cells dormant for longer, or even potentially finding a way of awakening the cells so they can then be killed by the treatment. Pixabay

Breast cancer drugs may force some cancer cells into ‘sleeper mode’, allowing them to potentially come back to life years after initial treatment.

The research could open avenues for finding ways of keeping the cancer cells dormant for longer, or even potentially finding a way of awakening the cells so they can then be killed by the treatment.

The team studied human breast cancer cells in the laboratory and examined the effects of a group of breast cancer drugs called hormone treatments.

“For a long time scientists have debated whether hormone therapies – which are a very effective treatment and save millions of lives – work by killing breast cancer cells or whether the drugs flip them into a dormant ‘sleeper’ state,” said Luca Magnani, lead author of the study from Imperial College London.

Breast Cancer, Drugs, Cells
Breast cancer drugs may force some cancer cells into ‘sleeper mode’, allowing them to potentially come back to life years after initial treatment. Pixabay

“This is an important question as hormone treatments are used on the majority of breast cancers. Our findings suggest the drugs may actually kill some cells and switch others into this sleeper state,” Magnani added.

“If we can unlock the secrets of these dormant cells, we may be able to find a way of preventing cancer coming back, either by holding the cells in permanent sleep mode, or be waking them up and killing them,” Magnani said.

In the study, published in the journal Nature Communications, the team studied around 50,000 human breast cancer single cells in the lab, and found that treating them with hormone treatment exposed a small proportion of them as being in a dormant state.

The ‘sleeper cells’ may also provide clues as to why some breast cancer cells become resistant to treatment, causing a patient’s drugs to stop working, and their cancer to return, the researchers said.

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Hormone therapies are used to treat a type of breast cancer called oestrogen-receptor positive. These make up over 70 per cent of all breast cancers, and are fuelled by the hormone oestrogen.

These cancers are usually treated with surgery to remove the tumour, followed by a course of targeted hormone therapy – usually either aromatase inhibitors or tamoxifen, which target oestrogen receptors.

However, around 30 per cent of breast cancer patients taking hormone therapies see their cancer eventually return – sometimes as long as 20 years after treatment.

This returning cancer is usually metastatic, meaning it has spread around the body, and the tumours are often now resistant to medication. (IANS)