Drug development

Drug development is the process of bringing a new pharmaceutical drug to the market once a lead compound has been identified through the process of drug discovery. It includes preclinical research on microorganisms and animals, filing for regulatory status, such as via the United States Food and Drug Administration for an investigational new drug to initiate clinical trials on humans, and may include the step of obtaining regulatory approval with a new drug application to market the drug.[1][2]

New chemical entity development

Broadly, the process of drug development can be divided into preclinical and clinical work.

Timeline showing the various drug approval tracks and research phases[3]

Pre-clinical

New chemical entities (NCEs, also known as new molecular entities or NMEs) are compounds that emerge from the process of drug discovery. These have promising activity against a particular biological target that is important in disease. However, little is known about the safety, toxicity, pharmacokinetics, and metabolism of this NCE in humans. It is the function of drug development to assess all of these parameters prior to human clinical trials. A further major objective of drug development is to recommend the dose and schedule for the first use in a human clinical trial ("first-in-human" [FIH] or First Human Dose [FHD], previously also known as "first-in-man" [FIM]).

In addition, drug development must establish the physicochemical properties of the NCE: its chemical makeup, stability, and solubility. Manufacturers must optimize the process they use to make the chemical so they can scale up from a medicinal chemist producing milligrams, to manufacturing on the kilogram and ton scale. They further examine the product for suitability to package as capsules, tablets, aerosol, intramuscular injectable, subcutaneous injectable, or intravenous formulations. Together, these processes are known in preclinical and clinical development as chemistry, manufacturing, and control (CMC).

Many aspects of drug development focus on satisfying the regulatory requirements of drug licensing authorities. These generally constitute a number of tests designed to determine the major toxicities of a novel compound prior to first use in humans. It is a legal requirement that an assessment of major organ toxicity be performed (effects on the heart and lungs, brain, kidney, liver and digestive system), as well as effects on other parts of the body that might be affected by the drug (e.g., the skin if the new drug is to be delivered through the skin). Increasingly, these tests are made using in vitro methods (e.g., with isolated cells), but many tests can only be made by using experimental animals to demonstrate the complex interplay of metabolism and drug exposure on toxicity.

The information is gathered from this preclinical testing, as well as information on CMC, and submitted to regulatory authorities (in the US, to the FDA), as an Investigational New Drug (IND) application. If the IND is approved, development moves to the clinical phase.

Clinical phase

Clinical trials involve three or four steps:[4]

  • Phase I trials, usually in healthy volunteers, determine safety and dosing.
  • Phase II trials are used to get an initial reading of efficacy and further explore safety in small numbers of patients having the disease targeted by the NCE.
  • Phase III trials are large, pivotal trials to determine safety and efficacy in sufficiently large numbers of patients with the targeted disease. If safety and efficacy are adequately proved, clinical testing may stop at this step and the NCE advances to the new drug application (NDA) stage.
  • Phase IV trials are post-approval trials that are sometimes a condition attached by the FDA, also called post-market surveillance studies.

The process of defining characteristics of the drug does not stop once an NCE begins human clinical trials. In addition to the tests required to move a novel drug into the clinic for the first time, manufacturers must ensure that any long-term or chronic toxicities are well-defined, including effects on systems not previously monitored (fertility, reproduction, immune system, among others). They must also test the compound for its potential to cause cancer (carcinogenicity testing).

If a compound emerges from these tests with an acceptable toxicity and safety profile, and the company can further show it has the desired effect in clinical trials, then the NCE portfolio of evidence can be submitted for marketing approval in the various countries where the manufacturer plans to sell it. In the United States, this process is called a "new drug application" or NDA.

Most NCEs fail during drug development, either because they have unacceptable toxicity or because they simply do not have the intended effect on the targeted disease as shown in clinical trials.

A trend toward the collection of biomarker and genetic information from clinical trial participants, and increasing investment by companies in this area, led by 2018 to fully half of all drug trials collecting this information, the prevalence reaching above 80% among oncology trials.[5]

Cost

One 2010 study assessed both capitalized and out-of-pocket costs for bringing a single new drug to market as about US$1.8 billion and $870 million, respectively.[6] A median cost estimate of 2015-16 trials for development of 10 anti-cancer drugs was US$648 million.[7] In 2017, the median cost of a pivotal trial across all clinical indications was $19 million.[8] The average cost for a pivotal trial to demonstrate its equivalence or superiority to an existing approved drug was $347 million.[8]

The full cost of bringing a new drug (i.e., new chemical entity) to market – from discovery through clinical trials to approval – is complex and controversial. Typically, companies spend tens to hundreds of millions of U.S. dollars.[8][9] One element of the complexity is that the much-publicized final numbers often not only include the out-of-pocket expenses for conducting a series of Phase I-III clinical trials, but also the capital costs of the long period (10 or more years) during which the company must cover out-of-pocket costs for preclinical drug discovery.

In an analysis of the drug development costs for 98 companies over a decade, the average cost per drug developed and approved by a single-drug company was $350 million.[10] But for companies that approved between eight and 13 drugs over 10 years, the cost per drug went as high as $5.5 billion, due mainly to geographic expansion for marketing and ongoing costs for Phase IV trials and continuous monitoring for safety.[10]

Alternatives to conventional drug development have the objective for universities, governments, and the pharmaceutical industry to collaborate and optimize resources.[11]

Valuation

The nature of a drug development project is characterised by high attrition rates, large capital expenditures, and long timelines. This makes the valuation of such projects and companies a challenging task. Not all valuation methods can cope with these particularities. The most commonly used valuation methods are risk-adjusted net present value (rNPV), decision trees, real options, or comparables.

The most important value drivers are the cost of capital or discount rate that is used, phase attributes such as duration, success rates, and costs, and the forecasted sales, including cost of goods and marketing and sales expenses. Less objective aspects like quality of the management or novelty of the technology should be reflected in the cash flows estimation.[12][13]

Success rate

Candidates for a new drug to treat a disease might, theoretically, include from 5,000 to 10,000 chemical compounds. On average about 250 of these show sufficient promise for further evaluation using laboratory tests, mice and other test animals. Typically, about ten of these qualify for tests on humans.[14] A study conducted by the Tufts Center for the Study of Drug Development covering the 1980s and 1990s found that only 21.5 percent of drugs that started Phase I trials were eventually approved for marketing.[15] In the time period of 2006 to 2015, the success rate was 9.6%.[16] The high failure rates associated with pharmaceutical development are referred to as the "attrition rate" problem. Careful decision making during drug development is essential to avoid costly failures.[17] In many cases, intelligent programme and clinical trial design can prevent false negative results. Well-designed, dose-finding studies and comparisons against both a placebo and a gold-standard treatment arm play a major role in achieving reliable data.[18]

Novel initiatives to boost development

Novel initiatives include partnering between governmental organizations and industry, such as the European Innovative Medicines Initiative.[19] The US Food and Drug Administration created the "Critical Path Initiative" to enhance innovation of drug development,[20] and the Breakthrough Therapy designation to expedite development and regulatory review of candidate drugs for which preliminary clinical evidence shows the drug candidate may substantially improve therapy for a serious disorder.[21]. Additionally there is a strong emphasis of computational approaches and artificial intelligence[22][23][24].

gollark: Yes.
gollark: From my limited knowledge, it's kind of cool but also horribly confusing because everything has 1892791824 functions and there's no documentation.
gollark: Perhaps there's some ridiculous extremophile bacterium doing it, but something.
gollark: I don't think even biology can just casually make things into different isotopes.
gollark: The wikipedia page says they used a "scanning-tunneling microscope".

See also

References

  1. Strovel, Jeffrey; Sittampalam, Sitta; Coussens, Nathan P.; Hughes, Michael; Inglese, James; Kurtz, Andrew; Andalibi, Ali; Patton, Lavonne; Austin, Chris; Baltezor, Michael; Beckloff, Michael; Weingarten, Michael; Weir, Scott (July 1, 2016). "Early Drug Discovery and Development Guidelines: For Academic Researchers, Collaborators, and Start-up Companies". Assay Guidance Manual. Eli Lilly & Company and the National Center for Advancing Translational Sciences.
  2. Taylor, David (2015). "The Pharmaceutical Industry and the Future of Drug Development". Issues in Environmental Science and Technology. Royal Society of Chemistry: 1–33. doi:10.1039/9781782622345-00001. ISBN 978-1-78262-189-8.
  3. Kessler, David A.; Feiden, Karyn L. (1995). "Faster Evaluation of Vital Drugs". Scientific American. 272 (3): 48–54. Bibcode:1995SciAm.272c..48K. doi:10.1038/scientificamerican0395-48. PMID 7871409.
  4. Ciociola AA; et al. (May 2014). "How drugs are developed and approved by the FDA: current process and future directions". Am J Gastroenterol. 109 (5): 620–3. doi:10.1038/ajg.2013.407. PMID 24796999.
  5. Miseta, Ed (August 17, 2018). "Gene Therapies Create Moral Dilemma For Clinical Researchers". Clinical Leader. Pennsylvania, United States: VertMarkets, Inc.
  6. Paul, Steven M.; Mytelka, Daniel S.; Dunwiddie, Christopher T.; Persinger, Charles C.; Munos, Bernard H.; Lindborg, Stacy R.; Schacht, Aaron L. (2010). "How to improve R&D productivity: The pharmaceutical industry's grand challenge". Nature Reviews Drug Discovery. 9 (3): 203–14. doi:10.1038/nrd3078. PMID 20168317.
  7. Prasad, Vinay; Mailankody, Sham (1 October 2017). "Research and development spending to bring a single cancer drug to market and revenues after approval". JAMA Internal Medicine. 177 (11): 1569. doi:10.1001/jamainternmed.2017.3601. ISSN 2168-6106. PMC 5710275. PMID 28892524.
  8. Moore, Thomas J.; Zhang, Hanzhe; Anderson, Gerard; Alexander, G. Caleb (1 October 2018). "Estimated costs of pivotal trials for novel therapeutic agents approved by the US Food and Drug Administration, 2015-2016". JAMA Internal Medicine. 178 (11): 1451. doi:10.1001/jamainternmed.2018.3931. ISSN 2168-6106. PMC 6248200. PMID 30264133.
  9. Sertkaya, A; Wong, H. H.; Jessup, A; Beleche, T (2016). "Key cost drivers of pharmaceutical clinical trials in the United States". Clinical Trials. 13 (2): 117–26. doi:10.1177/1740774515625964. PMID 26908540.
  10. Herper, Matthew (11 August 2013). "The Cost Of Creating A New Drug Now $5 Billion, Pushing Big Pharma To Change". Forbes, Pharma & Healthcare. Retrieved 17 July 2016.
  11. Maxmen A (2016). "Busting the billion-dollar myth: how to slash the cost of drug development". Nature. 536 (7617): 388–90. Bibcode:2016Natur.536..388M. doi:10.1038/536388a. PMID 27558048.
  12. Boris Bogdan and Ralph Villiger, "Valuation in Life Sciences. A Practical Guide", 2008, 2nd edition, Springer Verlag.
  13. Nielsen, Nicolaj Hoejer "Financial valuation methods for biotechnology", 2010. "Archived copy" (PDF). Archived from the original (PDF) on 2012-03-05. Retrieved 2014-11-25.CS1 maint: archived copy as title (link)
  14. Stratmann, Dr. H.G. (September 2010). "Bad Medicine: When Medical Research Goes Wrong". Analog Science Fiction and Fact. CXXX (9): 20.
  15. "R&D costs are on the rise". Medical Marketing and Media. 38 (6): 14. June 1, 2003. Archived from the original on October 18, 2016.
  16. "Clinical Development Success Rates 2006-2015" (PDF). BIO Industry Analysis. June 2016.
  17. Wang Y. (2012). "Extracting Knowledge from Failed Development Programmes". Pharm Med. 26 (2): 91–96. doi:10.1007/BF03256897.
  18. Herschel, M. (2012). "Portfolio Decisions in Early Development: Don't Throw Out the Baby with the Bathwater". Pharm Med. 26 (2): 77–84. doi:10.1007/BF03256895. Archived from the original on 2012-06-16. Retrieved 2012-06-12.
  19. "About the Innovative Medicines Initiative". European Innovative Medicines Initiative. 2020. Retrieved 24 January 2020.
  20. "Critical Path Initiative". US Food and Drug Administration. 23 April 2018. Retrieved 24 January 2020.
  21. "Breakthrough Therapy". US Food and Drug Administration. 4 January 2018. Retrieved 24 January 2020.
  22. Marshall, S F (2016). "Good Practices in Model-Informed Drug Discovery and Development: Practice, Application, and Documentation". CPT Pharmacomet. Syst. Pharmacol. 5: 93–122. doi:10.1002/psp4.12049.
  23. Marshall, S F (2019). "Model-Informed Drug Discovery and Development: Current Industry Good Practice and Regulatory Expectations and Future Perspectives". CPT Pharmacomet. Syst. Pharmacol. 8: 87–96. doi:10.1002/psp4.12372.
  24. Van Wijk, Rob C (2020). "Model-Informed Drug Discovery and Development Strategy for the Rapid Development of Anti-Tuberculosis Drug Combinations". Applied Sciences. 10 (2376). doi:10.3390/app10072376.
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