‘New algorithm may help improve taste of beer’


Team Udayavani, Sep 7, 2018, 3:00 PM IST

London: Scientists have created a machine learning algorithm that may help brewers to have greater control over the flavour of beer, and also yield personalised treatments for metabolic disorders in future.

The algorithm developed by scientists at the Francis Crick Institute in the UK can predict yeast metabolism from its protein content.

Metabolism is the process by which organisms convert nutrients into energy and essential molecules, via a series of chemical reactions.

When yeast metabolises sugar in the absence of oxygen, it ‘ferments’ to produce alcohol, acids and gases, including flavour compounds, that make bread, wine and beer taste good.

Within a cell, metabolism produces hundreds of small molecules, called metabolites.

Although yeast is evolutionarily very distant to humans, many of these metabolites are identical, and are made in a similar way.

Until now, however, the mechanisms controlling metabolism have not been fully understood.

The study, published in the journal Cell Systems, shows that to a large extent, the metabolism of brewer’s yeast (S cerevisiae) is predictable by machine learning algorithms, if they are provided with large amounts of protein expression information.

“Thanks to machine learning, we now have a better understanding of what controls metabolism, which is good news for brewers looking to create the perfect pint, or for biotechnologists that use yeast to produce vaccines and other proteins that are medically important,” said Aleksej Zelezniak, a researcher at Francis Crick Institute.

“Until now, scientists have been divided over whether metabolism is self-regulating or controlled by gene expression changes; partly because existing methods have failed to detect any strong correlation between the read-out of genes — proteins — and metabolites,” Zelezniak said.

Scientists quantified enzyme expression in 97 different strains of S cerevisiae, known to show differences in metabolism, linking it to changes in metabolite concentrations measured.

They developed machine learning algorithms that could pick up complex relationships between changes in gene expression and metabolites produced.

They found that metabolism was controlled by lots of enzymes acting in concert — with no single enzyme having a major effect by itself.

The team is hoping to transfer their findings in yeast cells to the clinic in the next few years to help patients with metabolic diseases. 

Udayavani is now on Telegram. Click here to join our channel and stay updated with the latest news.

Top News

BJP accuses Kejriwal of deception over ‘Sanjeevani’ and ‘Mahila Samman’ schemes

Theatre stampede case: Police grill actor Allu Arjun for over 3 hrs; ask about sequence of events

Karnataka CM Siddaramaiah wishes Shivarajkumar speedy recovery

HC asks Centre’s response on plea of Yuvraj Singh’s NGO seeking FCRA renewal

Rafi a musical genius, his cultural influence transcends generations: PM Modi

Kalaburagi: GESCOM officials booked after woman injured by live wire

Derogatory comments row: K’taka Minister Hebbalkar dares BJP’s Ravi to take oath before god

Related Articles More

Study shows how brain chemicals control eating, could help develop improved obesity drugs

‘Faster walkers’ had significantly lower risk of diabetes, hypertension: Study

World Meditation Day 2024: Celebrating inner peace and well-being

Virus causing gut infections could play role in development of Alzheimer’s: Study

Air pollution linked to more hospitalisations for all causes, mental illness too, study finds

MUST WATCH

Tulunadu Daivaradane

Feeding Birds with Creative Paddy Art!

Areca Nut

HOTEL SRI DURGA BHAVANA

Harish Poonja


Latest Additions

BJP accuses Kejriwal of deception over ‘Sanjeevani’ and ‘Mahila Samman’ schemes

Theatre stampede case: Police grill actor Allu Arjun for over 3 hrs; ask about sequence of events

Karnataka CM Siddaramaiah wishes Shivarajkumar speedy recovery

HC asks Centre’s response on plea of Yuvraj Singh’s NGO seeking FCRA renewal

Rafi a musical genius, his cultural influence transcends generations: PM Modi

Thanks for visiting Udayavani

You seem to have an Ad Blocker on.
To continue reading, please turn it off or whitelist Udayavani.