Drug makers are racing to scoop up patient health records and strike deals with technology companies as big data analytics start to unlock a trove of information about how medicines perform in the real world.
"It's getting more expensive to do traditional clinical trial research, so industry is looking at ways it can achieve similar goals using routinely collected data," said Paul Taylor, a health informatics expert at University College London.
"The thing that has made all this possible is the increasing digitisation of health records."
Studying such real-world evidence offers manufacturers a powerful tool to prove the value of their drugs - something Roche aims to leverage, for example, with last month's $2 billion purchase of Flatiron Health.
Real-world evidence involves collecting data outside traditional randomised clinical trials, the current gold standard for judging medicines, and interest in the field is ballooning.
Half of the world's 1,800 clinical studies involving real-world or real-life data since 2006 have been started in the last three years, with a record 300 last year, according to a Reuters analysis of the US National Institutes of Health's clinicaltrials.gov website.
Hot areas for such studies include cancer, heart disease and respiratory disorders.
Historically, it has been hard to get a handle on how drugs work in routine clinical practice but the rise of electronic medical records, databases of insurance claims, fitness wearables and even social media now offers a wealth of new data.
The ability to capture the experience of real-world patients, who represent a wider sample of society than the relatively narrow selection enrolled into traditional trials, is increasingly useful as medicine becomes more personalised.
However it also opens a new front in the debate about corporate access to personal data at a time when tech giants Apple, Amazon and Google's parent Alphabet are seeking to carve out a healthcare niche.
Some campaigners and academics worry such data will be used primarily as a commercial tool by drug makers and may intrude upon patients' privacy.
Learning from the experience of millions of patients provides granularity and is especially important in a disease like cancer, where doctors want to know if there is a greater benefit from using a certain drug in patients with highly specific tumour characteristics.
In the case of the Flatiron deal, Roche is acquiring a firm working with 265 US community cancer clinics and six major academic research centres, making it a leading curator of oncology evidence. Roche, which already owns 12.6 per cent of Flatiron, will pay $1.9bn for the rest.
But interest in such real-world data goes far beyond cancer.
All the world's major drug companies now have departments focused on the use of real-world data across multiple diseases and several have completed scientific studies using the information to delve into key areas addressed by their drugs.
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They include diabetes studies by AstraZeneca and Sanofi, joint research by Pfizer and Bristol-Myers Squibb into stroke prevention, and a Takeda Pharmaceutical project in bowel disease.
Significantly, the world's regulators are taking notice.
US Food and Drug Administration (FDA) commissioner Scott Gottlieb - the gatekeeper to the world's biggest pharmaceutical market - believes more widespread use of real-world evidence (RWE) could cut drug development costs and help doctors make better medical choices.
Under the 21st Century Cures Act, the FDA has been directed to evaluate the expanded use of RWE. "As the breadth and reliability of RWE increases, so do opportunities for FDA to also make use of this information," Gottlieb said in a speech last September.
The European Medicines Agency, too, is studying ways to use RWE in its decision making.
But the growth of real-world evidence also raises questions about data access and patient privacy, as Britain's National Health Service (NHS) - a uniquely comprehensive source of healthcare data - has found to its cost.
An ambitious scheme to pool anonymised NHS patient data for both academic and commercial use had to be scrapped in 2016 after protests from both patients and doctors.
And last year a British hospital trust was rapped by the Information Commissioner's Office for misusing data, after it passed on personal information of around 1.6 million patients to artificial-intelligence firm Google DeepMind.
Sam Smith, a campaigner for medical data privacy at Britain's MedConfidential, is concerned drug makers' RWE studies are just a cover for marketing. "How much of this is really for scientific discovery and how much is it about boosting profits by getting one product used instead of another?"
Some academics also worry RWE studies could be susceptible to "data dredging", where multiple analyses are conducted until one gives the hoped-for result.
AstraZeneca's head of innovative medicines Mene Pangalos, whose company has struck several deals with tech start-ups and patient groups to gather real-world data, acknowledges ensuring privacy and scientific rigour is a challenge.
"It's a real problem but I don't think it's insurmountable," he said.
"As people get more comfortable with real-world evidence studies I think it will be much more widely used. I would like to see a world where real-world data can be used to help change drug labels and be used much more aggressively than it is today."
Roche Chief Executive Severin Schwan believes data is the next frontier for drug makers and he is betting that the Swiss group's leadership in both cancer medicine and diagnostics will put it in pole position.
"There's an opportunity for us to have a strategic advantage by bringing together diagnostics and pharma with data management. This triangle is almost impossible for anybody else to copy," he said in December.
Still, even Roche cannot work alone in this new world.
"You can have a big debate about whose data it is - the patient's, the government's, the insurer's - but one thing for sure is the pharmaceutical company does not own it. So there's no choice but to do partnerships," Mr Schwan said.
With Apple's latest iPhone update including a new feature allowing users to view their medical records, Amazon teaming with Berkshire Hathaway and JP Morgan on a new healthcare company, and numerous start-ups flooding in, the partnering opportunities are plentiful.
"You are going to see more deals," said Susan Garfield, a partner in EY's life sciences advisory practice.
"Data already has tremendous value and it is going to have increasing value in future. The question is who is going to own and capture it."
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Killing of Qassem Suleimani
RESULT
Norway 1 Spain 1
Norway: King (90 4')
Spain: Niguez (47')
MATCH INFO
Chelsea 0
Liverpool 2 (Mane 50', 54')
Red card: Andreas Christensen (Chelsea)
Man of the match: Sadio Mane (Liverpool)
What is Reform?
Reform is a right-wing, populist party led by Nigel Farage, a former MEP who won a seat in the House of Commons last year at his eighth attempt and a prominent figure in the campaign for the UK to leave the European Union.
It was founded in 2018 and originally called the Brexit Party.
Many of its members previously belonged to UKIP or the mainstream Conservatives.
After Brexit took place, the party focused on the reformation of British democracy.
Former Tory deputy chairman Lee Anderson became its first MP after defecting in March 2024.
The party gained support from Elon Musk, and had hoped the tech billionaire would make a £100m donation. However, Mr Musk changed his mind and called for Mr Farage to step down as leader in a row involving the US tycoon's support for far-right figurehead Tommy Robinson who is in prison for contempt of court.
At a glance
Global events: Much of the UK’s economic woes were blamed on “increased global uncertainty”, which can be interpreted as the economic impact of the Ukraine war and the uncertainty over Donald Trump’s tariffs.
Growth forecasts: Cut for 2025 from 2 per cent to 1 per cent. The OBR watchdog also estimated inflation will average 3.2 per cent this year
Welfare: Universal credit health element cut by 50 per cent and frozen for new claimants, building on cuts to the disability and incapacity bill set out earlier this month
Spending cuts: Overall day-to day-spending across government cut by £6.1bn in 2029-30
Tax evasion: Steps to crack down on tax evasion to raise “£6.5bn per year” for the public purse
Defence: New high-tech weaponry, upgrading HM Naval Base in Portsmouth
Housing: Housebuilding to reach its highest in 40 years, with planning reforms helping generate an extra £3.4bn for public finances
Match info
Liverpool 4
Salah (19'), Mane (45 2', 53'), Sturridge (87')
West Ham United 0
The 12 Syrian entities delisted by UK
Ministry of Interior
Ministry of Defence
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Air Force Intelligence Agency
Political Security Directorate
Syrian National Security Bureau
Military Intelligence Directorate
Army Supply Bureau
General Organisation of Radio and TV
Al Watan newspaper
Cham Press TV
Sama TV
ICC Women's T20 World Cup Asia Qualifier 2025, Thailand
UAE fixtures
May 9, v Malaysia
May 10, v Qatar
May 13, v Malaysia
May 15, v Qatar
May 18 and 19, semi-finals
May 20, final
Specs
Engine: Duel electric motors
Power: 659hp
Torque: 1075Nm
On sale: Available for pre-order now
Price: On request
Countries offering golden visas
UK
Innovator Founder Visa is aimed at those who can demonstrate relevant experience in business and sufficient investment funds to set up and scale up a new business in the UK. It offers permanent residence after three years.
Germany
Investing or establishing a business in Germany offers you a residence permit, which eventually leads to citizenship. The investment must meet an economic need and you have to have lived in Germany for five years to become a citizen.
Italy
The scheme is designed for foreign investors committed to making a significant contribution to the economy. Requires a minimum investment of €250,000 which can rise to €2 million.
Switzerland
Residence Programme offers residence to applicants and their families through economic contributions. The applicant must agree to pay an annual lump sum in tax.
Canada
Start-Up Visa Programme allows foreign entrepreneurs the opportunity to create a business in Canada and apply for permanent residence.
Pari
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Director: Prosit Roy
Starring: Anushka Sharma, Parambrata Chattopadhyay, Ritabhari Chakraborty, Rajat Kapoor, Mansi Multani
Three stars
COMPANY PROFILE
Name: Kumulus Water
Started: 2021
Founders: Iheb Triki and Mohamed Ali Abid
Based: Tunisia
Sector: Water technology
Number of staff: 22
Investment raised: $4 million
SPECS
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MATCH INFO
Bayern Munich 2 Borussia Monchengladbach 1
Bayern: Zirkzee (26'), Goretzka (86')
Gladbach: Pavard (37' og)
Man of the Match: Breel Embolo (Borussia Monchengladbach)
In-demand jobs and monthly salaries
- Technology expert in robotics and automation: Dh20,000 to Dh40,000
- Energy engineer: Dh25,000 to Dh30,000
- Production engineer: Dh30,000 to Dh40,000
- Data-driven supply chain management professional: Dh30,000 to Dh50,000
- HR leader: Dh40,000 to Dh60,000
- Engineering leader: Dh30,000 to Dh55,000
- Project manager: Dh55,000 to Dh65,000
- Senior reservoir engineer: Dh40,000 to Dh55,000
- Senior drilling engineer: Dh38,000 to Dh46,000
- Senior process engineer: Dh28,000 to Dh38,000
- Senior maintenance engineer: Dh22,000 to Dh34,000
- Field engineer: Dh6,500 to Dh7,500
- Field supervisor: Dh9,000 to Dh12,000
- Field operator: Dh5,000 to Dh7,000
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Cast: Nayanthara, Siddharth, Meera Jasmine, R Madhavan
Star rating: 2/5
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- Premier League-standard football pitch
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What's in the deal?
Agreement aims to boost trade by £25.5bn a year in the long run, compared with a total of £42.6bn in 2024
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India will also cut automotive tariffs to 10% under a quota from over 100% currently.
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