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

  • Oral Wegovy: the miracle and the mess of the new GLP-1 pill

    Shiv K. Goel, MD
  • U.S. opioid policy history: How politics replaced science in pain care

    Richard A. Lawhern, PhD & Stephen E. Nadeau, MD
  • How CAR-NK cancer therapy could be safer than CAR-T

    Cliff Dominy, PhD
  • Psychedelic-assisted therapy: science, safety, and regulation

    Muhamad Aly Rifai, MD
  • The anticoagulant evidence controversy: a whistleblower’s perspective

    David K. Cundiff, MD
  • Is tramadol really ineffective and risky?

    John A. Bumpus, PhD
  • Most Popular

  • Past Week

    • My wife’s story: How DEA and CDC guidelines destroyed our golden years

      Monty Goddard & Richard A. Lawhern, PhD | Conditions
    • The hidden costs of the physician non-clinical career transition

      Carlos N. Hernandez-Torres, MD | Physician
    • The gastroenterologist shortage: Why supply is falling behind demand

      Brian Hudes, MD | Physician
    • Health care as a human right vs. commodity: Resolving the paradox

      Timothy Lesaca, MD | Physician
    • Why voicemail in outpatient care is failing patients and staff

      Dan Ouellet | Tech
    • Waking up at 4 a.m. is not required for success [PODCAST]

      The Podcast by KevinMD | Podcast
  • Past 6 Months

    • How environmental justice and health disparities connect to climate change

      Kaitlynn Esemaya, Alexis Thompson, Annique McLune, and Anamaria Ancheta | Policy
    • Will AI replace primary care physicians?

      P. Dileep Kumar, MD, MBA | Tech
    • A physician father on the Dobbs decision and reproductive rights

      Travis Walker, MD, MPH | Physician
    • What is the minority tax in medicine?

      Tharini Nagarkar and Maranda C. Ward, EdD, MPH | Education
    • Why the U.S. health care system is failing patients and physicians

      John C. Hagan III, MD | Policy
    • Alex Pretti: a physician’s open letter defending his legacy

      Mousson Berrouet, DO | Physician
  • Recent Posts

    • Primary care offers unexpected financial and emotional wealth [PODCAST]

      The Podcast by KevinMD | Podcast
    • Social work accountability: the danger of hindsight bias

      Gerald Kuo | Conditions
    • When diagnosis becomes closure: the harm of stopping too soon

      Ann Lebeck, MD | Physician
    • Celiac disease psychiatric symptoms: When anxiety is autoimmune

      Carrie Friedman, NP | Conditions
    • Prostate cancer screening limitations: Why PSA isn’t enough

      Francisco M. Torres, MD | Conditions
    • From flight surgeon to investor: a doctor’s guide to financial freedom

      David B. Mandell, JD, MBA | Physician

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

    • My wife’s story: How DEA and CDC guidelines destroyed our golden years

      Monty Goddard & Richard A. Lawhern, PhD | Conditions
    • The hidden costs of the physician non-clinical career transition

      Carlos N. Hernandez-Torres, MD | Physician
    • The gastroenterologist shortage: Why supply is falling behind demand

      Brian Hudes, MD | Physician
    • Health care as a human right vs. commodity: Resolving the paradox

      Timothy Lesaca, MD | Physician
    • Why voicemail in outpatient care is failing patients and staff

      Dan Ouellet | Tech
    • Waking up at 4 a.m. is not required for success [PODCAST]

      The Podcast by KevinMD | Podcast
  • Past 6 Months

    • How environmental justice and health disparities connect to climate change

      Kaitlynn Esemaya, Alexis Thompson, Annique McLune, and Anamaria Ancheta | Policy
    • Will AI replace primary care physicians?

      P. Dileep Kumar, MD, MBA | Tech
    • A physician father on the Dobbs decision and reproductive rights

      Travis Walker, MD, MPH | Physician
    • What is the minority tax in medicine?

      Tharini Nagarkar and Maranda C. Ward, EdD, MPH | Education
    • Why the U.S. health care system is failing patients and physicians

      John C. Hagan III, MD | Policy
    • Alex Pretti: a physician’s open letter defending his legacy

      Mousson Berrouet, DO | Physician
  • Recent Posts

    • Primary care offers unexpected financial and emotional wealth [PODCAST]

      The Podcast by KevinMD | Podcast
    • Social work accountability: the danger of hindsight bias

      Gerald Kuo | Conditions
    • When diagnosis becomes closure: the harm of stopping too soon

      Ann Lebeck, MD | Physician
    • Celiac disease psychiatric symptoms: When anxiety is autoimmune

      Carrie Friedman, NP | Conditions
    • Prostate cancer screening limitations: Why PSA isn’t enough

      Francisco M. Torres, MD | Conditions
    • From flight surgeon to investor: a doctor’s guide to financial freedom

      David B. Mandell, JD, MBA | Physician

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...