The excitement bubbling up around artificial intelligence has been spilling into the biotechnology sector, with a steady flow of stories about how the technology is helping to support drug discovery – from an antibiotic that shows promise against drug-resistant bacteria to a new psoriasis treatment with multibillion-dollar sales potential.
These accounts have piqued investor interest, given claims that AI can speed drug development, reduce costs and improve outcomes.
A Morgan Stanley report last year estimated that AI and machine learning could lead to 50 additional novel drugs worth more than $50 billion in sales over a 10-year period.
The excitement has some merit. AI is being adopted throughout the sector and is showing early signs of its potential.
Covid-19 mRNA vaccines, for example, were developed in record time thanks to AI algorithms that helped design synthetic mRNA, identify drug/vaccine targets and automate quality control steps.
In breast cancer screening, AI-based 3D imaging is improving the chances of detecting invasive breast cancer earlier and reducing the number of images radiologists must review.
And in a recent report, the US Food and Drug Administration said there was a significant increase in drug submissions with AI-based components. It expects the number to accelerate from here.
However, as with any new technology, we believe it is important for investors to remember the bottom line. While AI may appear to be hastening medical breakthroughs, these advances are often rooted in extensive research and development, with AI playing a supporting role.
Moderna, which developed one of the mRNA Covid vaccines, spent years fine-tuning synthetic mRNA and collecting and analysing data that later could be harnessed to fight the virus.
And when it comes to drug development, certain time-intensive aspects will be difficult for AI to change drastically.
These include clinical development (the phase one, two and three clinical trials that test efficacy and safety on patients) and regulatory filings and review, which together can take many years to complete.
Today, it is possible to invest in so-called digital biotech companies that use AI to develop new molecules. And while these companies are making progress in building drug pipelines, it may be many years before the companies bring a therapy to market – even as some of these stocks get lifted by AI enthusiasm.
That said, more tangible progress has been made when it comes to computational tools and methods to help enhance preclinical drug development.
Today, the best biotech companies are taking advantage of these tools, benefitting the companies that provide them.
In short, we believe AI has an important future in biotech, with the potential to speed drug discovery and support effective and specific treatments for patients.
But ultimately, the value of the companies behind the technology will be derived from the products created – the success of which depends on clinical data that will take years to produce.
Until such data is available, we believe investors should approach AI in biotech with caution.
Andy Acker and Meshal Al Faras are with Janus Henderson Investors, a member of The Gulf Capital Market Association
J%20Street%20Polling%20Results
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Citadel: Honey Bunny first episode
Directors: Raj & DK
Stars: Varun Dhawan, Samantha Ruth Prabhu, Kashvi Majmundar, Kay Kay Menon
Rating: 4/5
Afghanistan Premier League - at a glance
Venue: Sharjah Cricket Stadium
Fixtures:
Tue, Oct 16, 8pm: Kandahar Knights v Kabul Zwanan; Wed, Oct 17, 4pm: Balkh Legends v Nangarhar Leopards; 8pm: Kandahar Knights v Paktia Panthers; Thu, Oct 18, 4pm: Balkh Legends v Kandahar Knights; 8pm: Kabul Zwanan v Paktia Panthers; Fri, Oct 19, 8pm: First semi-final; Sat, Oct 20, 8pm: Second semi-final; Sun, Oct 21, 8pm: final
Table:
1. Balkh Legends 6 5 1 10
2. Paktia Panthers 6 4 2 8
3. Kabul Zwanan 6 3 3 6
4. Nagarhar Leopards 7 2 5 4
5. Kandahar Knights 5 1 4 2
WEST ASIA RUGBY 2017/18 SEASON ROLL OF HONOUR
Western Clubs Champions League
Winners: Abu Dhabi Harlequins
Runners up: Bahrain
Dubai Rugby Sevens
Winners: Dubai Exiles
Runners up: Jebel Ali Dragons
West Asia Premiership
Winners: Jebel Ali Dragons
Runners up: Abu Dhabi Harlequins
UAE Premiership Cup
Winners: Abu Dhabi Harlequins
Runners up: Dubai Exiles
UAE Premiership
Winners: Dubai Exiles
Runners up: Abu Dhabi Harlequins
Getting%20there%20and%20where%20to%20stay
%3Cp%3EFly%20with%20Etihad%20Airways%20from%20Abu%20Dhabi%20to%20New%20York%E2%80%99s%20JFK.%20There's%2011%20flights%20a%20week%20and%20economy%20fares%20start%20at%20around%20Dh5%2C000.%3Cbr%3EStay%20at%20The%20Mark%20Hotel%20on%20the%20city%E2%80%99s%20Upper%20East%20Side.%20Overnight%20stays%20start%20from%20%241395%20per%20night.%3Cbr%3EVisit%20NYC%20Go%2C%20the%20official%20destination%20resource%20for%20New%20York%20City%20for%20all%20the%20latest%20events%2C%20activites%20and%20openings.%3Cbr%3E%3C%2Fp%3E%0A
The%C2%A0specs%20
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The specs
Engine: 2.0-litre 4-cylturbo
Transmission: seven-speed DSG automatic
Power: 242bhp
Torque: 370Nm
Price: Dh136,814
Results
5.30pm: Maiden Dh165,000 (Turf) 1,600m; Winner: Al Battar, Mickael Barzalona (jockey), Salem bin Ghadayer (trainer).
6.05pm: Maiden Dh165,000 (Dirt) 1,200m; Winner: Good Fighter, Richard Mullen, Satish Seemar.
6.40pm: Handicap Dh185,000 (T) 1,200m; Winner: Way Of Wisdom, Tadhg O’Shea, Satish Seemar.
7.15pm: Handicap Dh170,000 (D) 2,200m; Winner: Immortalised, Tadhg O’Shea, Satish Seemar.
7.50pm: Handicap Dh185,000 (T) 2,000m; Winner: Franz Kafka, James Doyle, Simon Crisford.
8.25pm: Handicap Dh185,000 (D) 1,200m; Winner: Mayadeen, Connor Beasley, Doug Watson.
9pm: Handicap Dh185,000 (T) 1,600m; Winner: Chiefdom, Mickael Barzalona, Salem bin Ghadayer
UAE currency: the story behind the money in your pockets
Company%20profile
%3Cp%3EName%3A%20Tabby%3Cbr%3EFounded%3A%20August%202019%3B%20platform%20went%20live%20in%20February%202020%3Cbr%3EFounder%2FCEO%3A%20Hosam%20Arab%2C%20co-founder%3A%20Daniil%20Barkalov%3Cbr%3EBased%3A%20Dubai%2C%20UAE%3Cbr%3ESector%3A%20Payments%3Cbr%3ESize%3A%2040-50%20employees%3Cbr%3EStage%3A%20Series%20A%3Cbr%3EInvestors%3A%20Arbor%20Ventures%2C%20Mubadala%20Capital%2C%20Wamda%20Capital%2C%20STV%2C%20Raed%20Ventures%2C%20Global%20Founders%20Capital%2C%20JIMCO%2C%20Global%20Ventures%2C%20Venture%20Souq%2C%20Outliers%20VC%2C%20MSA%20Capital%2C%20HOF%20and%20AB%20Accelerator.%3Cbr%3E%3C%2Fp%3E%0A
Two products to make at home
Toilet cleaner
1 cup baking soda
1 cup castile soap
10-20 drops of lemon essential oil (or another oil of your choice)
Method:
1. Mix the baking soda and castile soap until you get a nice consistency.
2. Add the essential oil to the mix.
Air Freshener
100ml water
5 drops of the essential oil of your choice (note: lavender is a nice one for this)
Method:
1. Add water and oil to spray bottle to store.
2. Shake well before use.
THE SPECS
Engine: Four-cylinder 2.5-litre
Transmission: Seven-speed auto
Power: 165hp
Torque: 241Nm
Price: Dh99,900 to Dh134,000
On sale: now
The specs
Engine: 2.0-litre turbo 4-cyl
Transmission: eight-speed auto
Power: 190bhp
Torque: 300Nm
Price: Dh169,900
On sale: now
WRESTLING HIGHLIGHTS
more from Janine di Giovanni
World record transfers
1. Kylian Mbappe - to Real Madrid in 2017/18 - €180 million (Dh770.4m - if a deal goes through)
2. Paul Pogba - to Manchester United in 2016/17 - €105m
3. Gareth Bale - to Real Madrid in 2013/14 - €101m
4. Cristiano Ronaldo - to Real Madrid in 2009/10 - €94m
5. Gonzalo Higuain - to Juventus in 2016/17 - €90m
6. Neymar - to Barcelona in 2013/14 - €88.2m
7. Romelu Lukaku - to Manchester United in 2017/18 - €84.7m
8. Luis Suarez - to Barcelona in 2014/15 - €81.72m
9. Angel di Maria - to Manchester United in 2014/15 - €75m
10. James Rodriguez - to Real Madrid in 2014/15 - €75m
Tamkeen's offering
- Option 1: 70% in year 1, 50% in year 2, 30% in year 3
- Option 2: 50% across three years
- Option 3: 30% across five years
$1,000 award for 1,000 days on madrasa portal
Daily cash awards of $1,000 dollars will sweeten the Madrasa e-learning project by tempting more pupils to an education portal to deepen their understanding of math and sciences.
School children are required to watch an educational video each day and answer a question related to it. They then enter into a raffle draw for the $1,000 prize.
“We are targeting everyone who wants to learn. This will be $1,000 for 1,000 days so there will be a winner every day for 1,000 days,” said Sara Al Nuaimi, project manager of the Madrasa e-learning platform that was launched on Tuesday by the Vice President and Ruler of Dubai, to reach Arab pupils from kindergarten to grade 12 with educational videos.
“The objective of the Madrasa is to become the number one reference for all Arab students in the world. The 5,000 videos we have online is just the beginning, we have big ambitions. Today in the Arab world there are 50 million students. We want to reach everyone who is willing to learn.”
How to volunteer
The UAE volunteers campaign can be reached at www.volunteers.ae , or by calling 800-VOLAE (80086523), or emailing info@volunteers.ae.
UAE currency: the story behind the money in your pockets
Dr Afridi's warning signs of digital addiction
Spending an excessive amount of time on the phone.
Neglecting personal, social, or academic responsibilities.
Losing interest in other activities or hobbies that were once enjoyed.
Having withdrawal symptoms like feeling anxious, restless, or upset when the technology is not available.
Experiencing sleep disturbances or changes in sleep patterns.
What are the guidelines?
Under 18 months: Avoid screen time altogether, except for video chatting with family.
Aged 18-24 months: If screens are introduced, it should be high-quality content watched with a caregiver to help the child understand what they are seeing.
Aged 2-5 years: Limit to one-hour per day of high-quality programming, with co-viewing whenever possible.
Aged 6-12 years: Set consistent limits on screen time to ensure it does not interfere with sleep, physical activity, or social interactions.
Teenagers: Encourage a balanced approach – screens should not replace sleep, exercise, or face-to-face socialisation.
Source: American Paediatric Association
Everything Now
Arcade Fire
(Columbia Records)
Boulder shooting victims
• Denny Strong, 20
• Neven Stanisic, 23
• Rikki Olds, 25
• Tralona Bartkowiak, 49
• Suzanne Fountain, 59
• Teri Leiker, 51
• Eric Talley, 51
• Kevin Mahoney, 61
• Lynn Murray, 62
• Jody Waters, 65
Polarised public
31% in UK say BBC is biased to left-wing views
19% in UK say BBC is biased to right-wing views
19% in UK say BBC is not biased at all
Source: YouGov
ASHES FIXTURES
1st Test: Brisbane, Nov 23-27
2nd Test: Adelaide, Dec 2-6
3rd Test: Perth, Dec 14-18
4th Test: Melbourne, Dec 26-30
5th Test: Sydney, Jan 4-8
INFO
AUSTRALIA%20SQUAD
%3Cp%3EPat%20Cummins%20(capt)%2C%20Scott%20Boland%2C%20Alex%20Carey%2C%20Cameron%20Green%2C%20Marcus%20Harris%2C%20Josh%20Hazlewood%2C%20Travis%20Head%2C%20Josh%20Inglis%2C%20Usman%20Khawaja%2C%20Marnus%20Labuschagne%2C%20Nathan%20Lyon%2C%20Mitchell%20Marsh%2C%20Todd%20Murphy%2C%20Matthew%20Renshaw%2C%20Steve%20Smith%2C%20Mitchell%20Starc%2C%20David%20Warner%3C%2Fp%3E%0A
COMPANY%20PROFILE
%3Cp%3E%3Cstrong%3ECompany%20name%3A%20%3C%2Fstrong%3ESupy%0D%3Cbr%3E%3Cstrong%3EStarted%3A%20%3C%2Fstrong%3E2021%0D%3Cbr%3E%3Cstrong%3EFounders%3A%20%3C%2Fstrong%3EDani%20El-Zein%2C%20Yazeed%20bin%20Busayyis%2C%20Ibrahim%20Bou%20Ncoula%0D%3Cbr%3E%3Cstrong%3EBased%3A%20%3C%2Fstrong%3EDubai%0D%3Cbr%3E%3Cstrong%3EIndustry%3A%20%3C%2Fstrong%3EFood%20and%20beverage%2C%20tech%2C%20hospitality%20software%2C%20Saas%0D%3Cbr%3E%3Cstrong%3EFunding%20size%3A%20%3C%2Fstrong%3EBootstrapped%20for%20six%20months%3B%20pre-seed%20round%20of%20%241.5%20million%3B%20seed%20round%20of%20%248%20million%0D%3Cbr%3E%3Cstrong%3EInvestors%3A%20%3C%2Fstrong%3EBeco%20Capital%2C%20Cotu%20Ventures%2C%20Valia%20Ventures%20and%20Global%20Ventures%3C%2Fp%3E%0A
Superliminal%20
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Roll of honour: Who won what in 2018/19?
West Asia Premiership: Winners – Bahrain; Runners-up – Dubai Exiles
UAE Premiership: Winners – Abu Dhabi Harlequins; Runners-up – Jebel Ali Dragons
Dubai Rugby Sevens: Winners – Dubai Hurricanes; Runners-up – Abu Dhabi Harlequins
UAE Conference: Winners – Dubai Tigers; Runners-up – Al Ain Amblers
More from Armen Sarkissian
Scoreline
UAE 2-1 Saudi Arabia
UAE Mabkhout 21’, Khalil 59’
Saudi Al Abed (pen) 20’
Man of the match Ahmed Khalil (UAE)
The%C2%A0specs%20
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