Validation Issues Could Dull Synthetic Data Benefits

Is it real, or is it synthetic? When it comes to drug development data in the future, the answer could be the latter. Datasets that replicate the statistical patterns of real patient populations but carry no risk of privacy disclosures could enable the use of synthetic control arms. However, the biopharma industry and regulators will need assurance that these datasets accurately reflect the population from which they were derived.

light bulbs
• Source: Shutterstock

Synthetic datasets, which replicate the statistical patterns of real patient populations but carry no risk of privacy disclosures, are becoming part of the vernacular of the pharmaceutical development and real-world evidence landscape.

Read the full article – start your free trial today!

Join thousands of industry professionals who rely on In Vivo for daily insights

  • Start your 7-day free trial
  • Explore trusted news, analysis, and insights
  • Access comprehensive global coverage
  • Enjoy instant access – no credit card required

More from Innovation

Building The Worm Atlas For I&I Breakthroughs

 
• By 

The next big thing in auto-immune therapies: worms. Or so a young California biotech believes. Holoclara is pioneering a new class of medicines derived from intestinal worms to revolutionize the treatment of autoimmune diseases, allergies, and more.

BioBytes: AI-Related Deals In Q1 2025

 
• By 

AI-related deal activitiy in the first quarter of 2025 was punctuated by a last-minute $600m raise for Isomorphic Labs.

RESILIENCE Initiative Navigates The World Of Making Medicines Through VR Technology

 

The process of manufacturing medicines can often be complex, expensive and harmful to the environment. Initiatives like RESILIENCE UK are seeking to simplify this process, utilizing VR technology to create a more sustainable learning environment for both students and companies.

Antag Therapeutics: Developing Peptide-Based Treatments For Obesity Management

 
• By 

Antag CEO Joerg Moeller talked to In Vivo about the young company’s gilded roots, and how its GIP receptor antagonist asset will differentiate in the crowded obesity market.

More from In Vivo

Rising Leaders 2025: Partnerships Propel Crystal Qin’s LaNova To Record-Breaking Merck Deal

 
• By 

Crystal Qin has led LaNova Medicines’ swift rise in the biotech world through strategic partnerships and innovative R&D, highlighted by a record deal with big pharma.

Rising Leaders 2025: Amir Hefni Puts Optimism Into Action At Resolution Therapeutics

 
• By 

In Vivo Rising Leader Amir Hefni, CEO of Resolution Therapeutics, discusses the company's advancements in macrophage cell therapies for inflammatory and fibrotic diseases, and his transition from big pharma to biotech leadership.

In Vivo’s 2025 Rising Leaders

 
• By 

The sixth annual edition of In Vivo’s Rising Leaders features entrepreneurs, academics, lawyers, regulators and innovators from around the globe, representing the forefront of creativity in health care.