Skip to content
  • About
  • Contact
  • Contribute
  • Book
  • Careers
  • Podcast
  • Recommended
  • Speaking
  • All
  • Physician
  • Practice
  • Policy
  • Finance
  • Conditions
  • .edu
  • Patient
  • Meds
  • Tech
  • Social
  • Video
    • All
    • Physician
    • Practice
    • Policy
    • Finance
    • Conditions
    • .edu
    • Patient
    • Meds
    • Tech
    • Social
    • Video
    • About
    • Contact
    • Contribute
    • Book
    • Careers
    • Podcast
    • Recommended
    • Speaking

The promise of in silico drug development to improve patient outcomes

Tanja Dowe
Meds
July 2, 2022
Share
Tweet
Share

In the last two years, pharmaceutical companies have become increasingly interested in the possibilities in silico technologies bring to the world’s multi-billion-dollar drug development market. Among the factors that have been reported as drivers of recent interest in what is also known as virtual clinical trials are the COVID-19-related restrictions that began impacting traditional human-based clinical trials in 2020.

In silico drug development utilizes real-world data (RWD), artificial intelligence (AI), computational biology, and mechanistic modeling to predict the efficacy and safety of drug treatments or to simulate control arms in clinical trials. By reducing the risk of failure or the size of control arms, in silico drug development is cost-effective and promises to create safer, more efficient drug development, reducing the time it takes to bring a drug to market. Although it represents only a small fraction of the annual global spend on drug development, the value of the in silico drug development market is expected to reach nearly $3 billion by the end of 2022.

Also, most importantly, by accelerating research and development (R&D) timelines, in silico drug development has the potential to bring better outcomes to patients faster.

With the goal of reducing R&D costs and time-to-market of novel therapies, some companies perform in silico simulation in different stages of drug development for pharma and biotech companies throughout the world. In silico simulation reduces R&D decision-related risks by predicting the clinical benefits of new drugs before a human trial is conducted and helps identify ineffective therapies at an early stage, or partly replaces and complements costly clinical study control arms, saving drug developers time and money.

U.S. regulators weigh in on reduced animal testing

Regulatory agencies also recognize the value of the virtual clinical trial model and regulators are expected to endorse an increasing range of therapies that begin their development journey in an in silico trial. In its report entitled 2021 Advancing Regulatory Science at FDA: Focus Areas of Regulatory Science, the U.S. Food and Drug Administration stated that the emergence of in silico trials has the potential to “replace, reduce, and refine reliance on animal testing.”

According to the report, “In some cases, in silico modelings such as using available information in computational science approaches to predict safety issues, can be used to supplement and may potentially replace risk analyses that are currently based on animal data.” By relying less on animal testing, pharma and biotech companies will have the advantage of utilizing more human-based data in the development of novel therapies.

Giving patients access to personalized medicine

In silico technologies also enable drug developers to perform, in theory, an unlimited number of tests using a wide range of variables that include age, sex, and the health status of each member of the virtual patient pool, compared to the more restrictive parameters of a traditional trial. By reducing the amount of trial and error involved in collecting data, drug developers can focus on therapies that prove to be more effective in treating a specific group of patients.

This increase of data related to the way a drug impacts specific patient populations will also help drive the development of personalized medicine. By performing in silico studies, drug makers will have the opportunity to develop better-targeted therapies for patients with critical diseases such as cancer, through the benefit of data that provides a deeper look at how each patient reacts to a treatment.

As the prevalence of in silico drug development increases in the years ahead, the pharmaceutical and biotech community is optimistic that more effective and affordable treatments will become available to the people who need them, and positive patient outcomes will rise dramatically.

Tanja Dowe is a health care executive. 

Image credit: Shutterstock.com

ADVERTISEMENT

Prev

5 tips for treating high-weight patients

July 2, 2022 Kevin 0
…
Next

When the music stopped

July 2, 2022 Kevin 0
…

Tagged as: Medications

Post navigation

< Previous Post
5 tips for treating high-weight patients
Next Post >
When the music stopped

ADVERTISEMENT

Related Posts

  • 3 medical student tips to improve patient communication

    Subha Mohan
  • How value-based pay can worsen patient outcomes

    Matthew Hahn, MD
  • Do quality metrics really improve patient care?

    Fred N. Pelzman, MD
  • Physicians and patients must work together to improve health care

    Michele Luckenbaugh
  • A universal patient medical record

    Michael R. McGuire
  • A patient waits. And waits.

    Michele Luckenbaugh

More in Meds

  • My persistent adverse reaction to an SSRI

    Scott McLean
  • Tofacitinib: a lesson in heart-immune health

    Larry Kaskel, MD
  • The case for regulating, not banning, kratom

    Heidi Sykora, DNP, RN
  • How India-Pakistan tensions could break America’s generic drug pipeline

    Adwait Chafale
  • The unfair war on buprenorphine

    Brian Lynch, MD
  • Drug giants face suit over hidden cancer risks

    Martha Rosenberg
  • Most Popular

  • Past Week

    • The dismantling of public health infrastructure

      Ronald L. Lindsay, MD | Physician
    • Rethinking cholesterol and atherosclerosis

      Larry Kaskel, MD | Conditions
    • The difference between a doctor and a physician

      Mick Connors, MD | Physician
    • How undermining physicians harms society

      Olumuyiwa Bamgbade, MD | Physician
    • Why women in medicine need to lift each other up [PODCAST]

      The Podcast by KevinMD | Podcast
    • What psychiatry can teach all doctors

      Farid Sabet-Sharghi, MD | Physician
  • Past 6 Months

    • The dangerous racial bias in dermatology AI

      Alex Siauw | Tech
    • When language barriers become a medical emergency

      Monzur Morshed, MD and Kaysan Morshed | Physician
    • The dismantling of public health infrastructure

      Ronald L. Lindsay, MD | Physician
    • Why doctors are losing the health care culture war

      Rusha Modi, MD, MPH | Policy
    • The hypocrisy of insurance referral mandates

      Ryan Nadelson, MD | Physician
    • A cancer doctor’s warning about the future of medicine

      Banu Symington, MD | Physician
  • Recent Posts

    • Why women in medicine need to lift each other up [PODCAST]

      The Podcast by KevinMD | Podcast
    • The problem with laboratory reference ranges

      Larry Kaskel, MD | Conditions
    • My persistent adverse reaction to an SSRI

      Scott McLean | Meds
    • Why carrier screening results are complex

      Oluyemisi Famuyiwa, MD | Conditions
    • The crisis in modern autism diagnosis

      Ronald L. Lindsay, MD | Conditions
    • A poem about being seen by your doctor

      Michele Luckenbaugh | Conditions

Subscribe to KevinMD and never miss a story!

Get free updates delivered free to your inbox.


Find jobs at
Careers by KevinMD.com

Search thousands of physician, PA, NP, and CRNA jobs now.

Learn more

Leave a Comment

Founded in 2004 by Kevin Pho, MD, KevinMD.com is the web’s leading platform where physicians, advanced practitioners, nurses, medical students, and patients share their insight and tell their stories.

Social

  • Like on Facebook
  • Follow on Twitter
  • Connect on Linkedin
  • Subscribe on Youtube
  • Instagram

ADVERTISEMENT

ADVERTISEMENT

  • Most Popular

  • Past Week

    • The dismantling of public health infrastructure

      Ronald L. Lindsay, MD | Physician
    • Rethinking cholesterol and atherosclerosis

      Larry Kaskel, MD | Conditions
    • The difference between a doctor and a physician

      Mick Connors, MD | Physician
    • How undermining physicians harms society

      Olumuyiwa Bamgbade, MD | Physician
    • Why women in medicine need to lift each other up [PODCAST]

      The Podcast by KevinMD | Podcast
    • What psychiatry can teach all doctors

      Farid Sabet-Sharghi, MD | Physician
  • Past 6 Months

    • The dangerous racial bias in dermatology AI

      Alex Siauw | Tech
    • When language barriers become a medical emergency

      Monzur Morshed, MD and Kaysan Morshed | Physician
    • The dismantling of public health infrastructure

      Ronald L. Lindsay, MD | Physician
    • Why doctors are losing the health care culture war

      Rusha Modi, MD, MPH | Policy
    • The hypocrisy of insurance referral mandates

      Ryan Nadelson, MD | Physician
    • A cancer doctor’s warning about the future of medicine

      Banu Symington, MD | Physician
  • Recent Posts

    • Why women in medicine need to lift each other up [PODCAST]

      The Podcast by KevinMD | Podcast
    • The problem with laboratory reference ranges

      Larry Kaskel, MD | Conditions
    • My persistent adverse reaction to an SSRI

      Scott McLean | Meds
    • Why carrier screening results are complex

      Oluyemisi Famuyiwa, MD | Conditions
    • The crisis in modern autism diagnosis

      Ronald L. Lindsay, MD | Conditions
    • A poem about being seen by your doctor

      Michele Luckenbaugh | Conditions

MedPage Today Professional

An Everyday Health Property Medpage Today
  • Terms of Use | Disclaimer
  • Privacy Policy
  • DMCA Policy
All Content © KevinMD, LLC
Site by Outthink Group

Leave a Comment

Comments are moderated before they are published. Please read the comment policy.

Loading Comments...