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
How it works
Each player begins with one of the great empires of history, from Julius Caesar's Rome to Ramses of Egypt, spread over Europe and the Middle East.
Round by round, the player expands their empire. The more land they have, the more money they can take from their coffers for each go.
As unruled land and soldiers are acquired, players must feed them. When a player comes up against land held by another army, they can choose to battle for supremacy.
A dice-based battle system is used and players can get the edge on their enemy with by deploying a renowned hero on the battlefield.
Players that lose battles and land will find their coffers dwindle and troops go hungry. The end goal? Global domination of course.
UAE currency: the story behind the money in your pockets
Results
2.15pm: Handicap Dh80,000 1,950m
Winner: Hello, Tadhg O’Shea (jockey), Ali Rashid Al Raihi (trainer).
2.45pm: Handicap Dh90,000 1,800m
Winner: Right Flank, Pat Dobbs, Doug Watson.
3.15pm: Handicap Dh115,000 1,000m
Winner: Leading Spirit, Richard Mullen, Satish Seemar.
3.45pm: Jebel Ali Mile Group 3 Dh575,000 1,600m
Winner: Chiefdom, Royston Ffrench, Salem bin Ghadayer.
4.15pm: Handicap Dh105,000 1,400m
Winner: Ode To Autumn, Patrick Cosgrave, Satish Seemar.
4.45pm: Shadwell Farm Conditions Dh125,000 1,200m
Winner: Last Surprise, James Doyle, Simon Crisford.
5.15pm: Handicap Dh85,000 1,200m
Winner: Daltrey, Sandro Paiva, Ali Rashid Al Raihi.
UAE currency: the story behind the money in your pockets
SPEC%20SHEET%3A%20APPLE%20M3%20MACBOOK%20AIR%20(13%22)
%3Cp%3E%3Cstrong%3EProcessor%3A%3C%2Fstrong%3E%20Apple%20M3%2C%208-core%20CPU%2C%20up%20to%2010-core%20CPU%2C%2016-core%20Neural%20Engine%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EDisplay%3A%3C%2Fstrong%3E%2013.6-inch%20Liquid%20Retina%2C%202560%20x%201664%2C%20224ppi%2C%20500%20nits%2C%20True%20Tone%2C%20wide%20colour%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EMemory%3A%3C%2Fstrong%3E%208%2F16%2F24GB%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EStorage%3A%3C%2Fstrong%3E%20256%2F512GB%20%2F%201%2F2TB%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EI%2FO%3A%3C%2Fstrong%3E%20Thunderbolt%203%2FUSB-4%20(2)%2C%203.5mm%20audio%2C%20Touch%20ID%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EConnectivity%3A%3C%2Fstrong%3E%20Wi-Fi%206E%2C%20Bluetooth%205.3%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EBattery%3A%3C%2Fstrong%3E%2052.6Wh%20lithium-polymer%2C%20up%20to%2018%20hours%2C%20MagSafe%20charging%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3ECamera%3A%3C%2Fstrong%3E%201080p%20FaceTime%20HD%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EVideo%3A%3C%2Fstrong%3E%20Support%20for%20Apple%20ProRes%2C%20HDR%20with%20Dolby%20Vision%2C%20HDR10%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EAudio%3A%3C%2Fstrong%3E%204-speaker%20system%2C%20wide%20stereo%2C%20support%20for%20Dolby%20Atmos%2C%20Spatial%20Audio%20and%20dynamic%20head%20tracking%20(with%20AirPods)%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EColours%3A%3C%2Fstrong%3E%20Midnight%2C%20silver%2C%20space%20grey%2C%20starlight%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EIn%20the%20box%3A%3C%2Fstrong%3E%20MacBook%20Air%2C%2030W%2F35W%20dual-port%2F70w%20power%20adapter%2C%20USB-C-to-MagSafe%20cable%2C%202%20Apple%20stickers%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EPrice%3A%3C%2Fstrong%3E%20From%20Dh4%2C599%3C%2Fp%3E%0A
Groom and Two Brides
Director: Elie Samaan
Starring: Abdullah Boushehri, Laila Abdallah, Lulwa Almulla
Rating: 3/5
Spider-Man%202
%3Cp%3E%3Cstrong%3EDeveloper%3A%3C%2Fstrong%3E%20Insomniac%20Games%0D%3Cbr%3E%3Cstrong%3EPublisher%3A%3C%2Fstrong%3E%20%20Sony%20Interactive%20Entertainment%0D%3Cbr%3E%3Cstrong%3EConsole%3A%20%3C%2Fstrong%3EPlayStation%205%0D%3Cbr%3E%3Cstrong%3ERating%3A%3C%2Fstrong%3E%205%2F5%3C%2Fp%3E%0A
RESULTS
Welterweight
Tohir Zhuraev (TJK) beat Mostafa Radi (PAL)
(Unanimous points decision)
Catchweight 75kg
Anas Siraj Mounir (MAR) beat Leandro Martins (BRA)
(Second round knockout)
Flyweight (female)
Manon Fiorot (FRA) beat Corinne Laframboise (CAN)
(RSC in third round)
Featherweight
Bogdan Kirilenko (UZB) beat Ahmed Al Darmaki
(Disqualification)
Lightweight
Izzedine Al Derabani (JOR) beat Rey Nacionales (PHI)
(Unanimous points)
Featherweight
Yousef Al Housani (UAE) beat Mohamed Fargan (IND)
(TKO first round)
Catchweight 69kg
Jung Han-gook (KOR) beat Max Lima (BRA)
(First round submission by foot-lock)
Catchweight 71kg
Usman Nurmogamedov (RUS) beat Jerry Kvarnstrom (FIN)
(TKO round 1).
Featherweight title (5 rounds)
Lee Do-gyeom (KOR) v Alexandru Chitoran (ROU)
(TKO round 1).
Lightweight title (5 rounds)
Bruno Machado (BRA) beat Mike Santiago (USA)
(RSC round 2).
GIANT REVIEW
Starring: Amir El-Masry, Pierce Brosnan
Director: Athale
Rating: 4/5