Guest Column | April 23, 2024

Will Today's Clinical Trial Trends Become Tomorrow's Routine?

By S.S. Milovanov, Ph.D., independent auditor, clinical research specialist, entrepreneur

Find the direction-GettyImages-1793160432

Clinical trials are not only the practical application of changes and discoveries in medicine — that is, they make changes in medical practice — but they themselves are subject to change. Changes in the clinical research industry are tendentious and develop gradually, which requires both study and forecasting. To understand where clinical trials have been and where they are headed, we studied open-source publications between 1930 and 2023 and analyzed them by clinical trial industry keywords in both Russian and English.

What we found is that clinical trial trends until the end of 2023 can be divided into two groups — those related to changes in the conduct of clinical trials and those related to the changes in the products of a given nosology. If in the first group the trends remain similar to those of 2022, the ongoing digitalization of operations, the shift of centralized research toward decentralization, and the shift in protocol design toward patient centricity will continue. For the second group, the trend of a decline in the number of expected drugs will continue, and there will continue to be a shift toward biologics and gene therapy drugs.

Then And Now — The Evolution of Trials

The first time the term “clinical trials” appears is in 19311,2, but another source dates the concept back as far as 18964. Nonetheless, after 1946, prototypes of clinical trials appeared, consisting of a sponsor, a researcher, and a patient, which were then joined by an ethical component (the Nuremberg Code and the Declaration of Helsinki5). Until the end of the 20th century, the scheme included a clinical center where patients were concentrated and underwent basic procedures; that is, centralized clinical trials were formed3.

With the development of technology, the need for centralization in research began to decrease, although I determined6 that the role of the clinical center remains. With the established classical centralized scheme for conducting clinical trials, the changes concerned the nosology and indications of the studied new medical substances of chemical synthesis. With the discovery of hybridoma technologies (those that support the production of monoclonal antibodies)7 in 1975, the era of clinical trials of biological preparations began, and the development of genomic and gene technologies in the early 1990s8 can be considered the beginning of gene and cell therapy trial preparations. As for the methods of conducting clinical trials, changes began to appear in recent decades, and by the end of 2022, the classical scheme underwent modifications associated with the introduction of new technologies. Those permutations of clinical trials now include9,10,11,12,13,14:

  • centralized clinical trials (CT) — conventional or routine
  • decentralized clinical trials (DCTs)
  • personalized clinical trials
  • hybrid clinical trials
  • virtual clinical trials
  • clinical trials using Bayesian statistics
  • clinical studies using real-world data (RWD) and real-world evidence (RWE)
  • clinical trials based on AI

The therapeutic area of clinical trials is also tendentious in nature and is undoubtedly determined by the need for the treatment of diseases. For example, the emergence of new infectious diseases like COVID-19, Ebola, and others has significantly increased the number of clinical trials in the field of infections, and the clinicaltrial.gov database now contains more than 18,000 clinical trials in the field of infectious diseases, compared with 590 in the last decade of the 20th century.

Trends That Will Continue Throughout 2024 And Beyond

After surveying the landscape of existing publications on clinical trials, two main groups of trends revealed themselves: trends in the organization and conduct of clinical trials and trends in the release of new drugs in a particular therapeutic area.

Emerging And Sustaining Trends In Trial Design

Digitalization

The trend of digitalization of clinical trials in 2023 will continue to accelerate as many of the activities related to conducting clinical trials have moved into the digital realm. In particular, electronic informed consent (eConsent) will see continued adoption, and this will likely increase patient awareness and participation in studies. The FDA in 201618,19 issued a regulatory document on the implementation of eConsent. In addition to maximizing the availability of research participants, eConsent may also attract patients from remote regions.

What’s more, paper originals and copies of study documents are also being transferred to digital formats, including primary documentation, and this is facilitated by the development of EMRs. Electronic signature technologies, such as DocuSign20, and electronic payments to researchers, such as with Popsipay21, make it possible to solve the problem of payments in clinical trials. Blockchain, cloud technologies, and cybersecurity are also among the trends in the digitalization of clinical research22.

Decentralization

The tendency for centralized clinical trials is rooted in procedures23,24 becoming more complicated and those that can only be performed at a clinical trial site. Yet, the trend toward decentralization has been made possible by the advent of new wearable technologies and the improvement of remote data transmission capabilities25. The driver for the development of decentralized research is the fact that 70% of patients live more than two hours away from a clinical trial site26. Mobile sites and smartphone applications also contribute to the development of decentralization. In turn, a propensity for decentralization has given impetus to the development of in-home nursing care services within CROs27,28.

Tangentially, the rise in telemedicine in clinical research is related to the trend of decentralized clinical research, as is the trend of remote auditing, which originally gathered momentum during the pandemic42.

RWD/RWE

The trend to implement clinical research based on real clinical data, such as RWD and RWE, in which data generated by the patient’s own body is immediately recorded and transferred to the data center.29 Currently, in particular, a HARPER (HARmonized Protocol template to Enhance Reproducibility for RWD/RWE) protocol template is being developed for such a study30.

Risk-Based Trials

A risk-based approach calculates all risks that could occur during a particular clinical trial, and it’s an approach that continues to be relevant for 2023. It also remains relevant to finding effective ways to recruit patients23,31.

Virtual Trials

The introduction of virtual trials is based on the rejection of preclinical studies in some cases. A law enacted at the end of 2022 gives the FDA the authority to approve clinical trials without requiring preclinical animal trials,32 and the issue of a unified platform for preclinical and clinical studies33 is being considered; that is, a trend of connected studies is emerging. The trend of introducing AI into clinical trials has already borne fruit, and in 2023 the first drug discovered by AI passed Phase 1 clinical trials34. Work is underway to improve the use of AI in medicine35.

Personalized Trials

Personalized clinical trials, also known as patient-centric trials, allow the patient to actively participate in the design of the protocol and other activities14. This trend is closely intertwined with trends in patient diversity, RWD/RWE, telemedicine, and personalized medicine — when medicines are developed based on a patient's genetic profile37.

Bayesian Trials

Incorporating Bayesian statistics into clinical trials allows one to continuously reassess generated data and results while moving forward on clinical trials, which could lead to "rearranging the cause and effect” and eventually, based on the known fact of the event,  speeding up and increasing the credibility of results in clinical trials concerning both efficacy and safety38.

Gamification

Gaming elements and technologies15,39 have been created to introduce augmented reality (AR), mixed reality (MR), virtual reality (VR)40, and extended reality (XR) game technologies into clinical research.  Abhishek Sinha said, “With use of AR, MR, VR, and XR, scenario building becomes more manageable. Testing simulations save time and money, reduce risk, and provide additional benefits. Consider these examples:  XR in pharma allows scientists and engineers to review 3D assets and models at full scale by inspecting data in a spatial context.” Using the FDA Phase 2-3 pharmacotherapy model as guidance, VR has been used to assess and treat a wide variety of medical, surgical, psychiatric, and neurocognitive conditions.

Single Ethics Committee Approval

This trend refers to the approval of a clinical trial by a single ethics committee for all clinical sites in the study, and regulatory authorities have supported this trend41. This contrasts with the common practice of using many central and local ethics committees.  

Pharmacy Chains As Sites

Large pharmacy chains have begun to offer trials, in part, as a way to fulfill diversity initiatives. Walgreens and CVS, in 2022, launched their clinical trial plans on the heels of the decentralization trend43.

Emerging And Sustaining Trends In Therapeutic Areas And Drug Types

Biologics

In 2023, heavy research into biological drugs for the treatment of oncologic and orphan diseases continued and in 2024 will continue to be supplemented by research into gene therapy drugs. Of the 10 most anticipated approvals44,45 of new drugs, approximately 10% are gene therapy drugs, 20% are for the treatment of degenerative diseases of the elderly, and 70% are biological drugs, such as monoclonal antibodies (including 20% that are oncologic drugs).

Cannabinoids

A new trend is to conduct clinical trials on drugs, like cannabinoids17 and thalidomide,60 that have restrictions on their use for new indications. This means that existing ready-to-use substances are inspiring new research into unmet needs. This trend is expected to be extended to other similar (often addictive) products.

Personalized Medicine

Almost all expected drugs in 2023 compared to the previous year are for personalized medicine46,47,48 — either gene-based or marker-based45,50. The development of personalized clinical research is closely related to the development of data from real clinical practice, telemedicine, and patient diversity.

Personalized medicine came to the fore for the first time; however, we believe that in the development of drugs, it is also necessary to focus on the development of new antimicrobial drugs, quite possibly including biologics54.

Clinical Trial Trends For The Years Ahead

We can also anticipate several new trends in the coming years. An implicit trend is the search for ways to successfully recruit patients55, which can be traced as the basis of some trends — a risk-based approach, decentralized research that requires clear algorithms. The outcome of a successful recruitment of patients may be the success or failure of a clinical trial, which may be the trend in subsequent years56. Also continuing in the years ahead will be a vibrant M&A market57.

Finally, I posit that perhaps a new trend is emerging — private clinical trials. These would comprise both patient-centered studies and new approaches in technology and imply unconditional and investigator-initiated clinical trials58,59. More plainly, I see a future where trials are not only conducted by medical professionals but by enthusiasts as well.

 

References:

  1. Bull JP. The historical development of clinical therapeutic trials. J Chronic Dis 1959;10:218–248
  2. Lilienfeld AM. Ceteris paribus: the evolution of the clinical trial. Bull Hist Med 1982;56:1–18
  3. Koterov A.N., Tikhonova O.A., Ushenkova L.N., Biryukov A.P. History of controlled trials in medicine: real priorities are little-known. Report 1. Basic concepts, terms, and disciplines that use medical experiment: historical and philosophical sources. FARMAKOEKONOMIKA. Modern Pharmacoeconomics and Pharmacoepidemiology. 2021;14(1):72-98. (In Russ.) https://doi.org/10.17749/2070-4909/farmakoekonomika.2021.059
  4. Langton J. A discussion on the treatment of hernia in children. Brit Med J. 1896; 2 (73): 470–2. Cited by Koterov. 
  5. https://ru.wikipedia.org/wiki/Нюрнбергский_кодекс/ Last access -  12 March 2023
  6. Milovanov Svyatoslav. (2022) Principal Investigators and Site in the Challenges of Clinical Trials - Recruitment and Contemporary Tendencies. Clinical Research and Clinical Trials. 6(1); DOI: 10.31579/2693-4779/099. https://www.auctoresonline.org/article/principal-investigators-and-site-in-the-challenges-of-clinical-trials-recruitment-and-contemporary-tendencies
  7. Kozlov I.G. Monoclonal antibodies - a new era in pharmacology and therapy. // Medical business, 1, 2006, pp. 26-29. Available URL: - https://cyberleninka.ru/article/n/monoklonalnye-antitela-novaya-era-v-farmakologii-i-terapii/viewer
  8. Xavier Anguela M. and Katherine A. High Entering the Modern Era of Gene Therapy // Annual Review of Medicine 2019 70:1, 273-288
  9. Lazarus, A. (2004, July/August). “The changing landscape of pharmaceutical medicine,” Physician Executive. Retrieved March 18, 2006, from: .
  10. DeSantis, S. (2005, December). “Biotech changing the clinical trial landscape,” The CenterWatch Monthly, 12(12), 1, 11–16
  11. Munroe, J.B. (2004, December). “A coalition to drive personalized medicine forward,” Personalized Medicine Journal, 1(1), 9–13
  12.  Hekmat Rezzan, MHSNawshin Kutub, PhDCourtney VanHouten, MARyad Ramda, MSVan C. Willis, PhDGretchen P. Jackson, MD, PhDCindy HendersonDilhan Weeraratne, PhDRobert A. DiCicco, PharmDJane L. Snowdon, PhD, FAMIA. Accelerating Clinical Trial Design and Operations. March 9, 2021. // Applied Clinical Trials, Applied Clinical Trials-03-01-2021, Volume 30, Issue 3. P. 25- 29. https://www.appliedclinicaltrialsonline.com/view/accelerating-clinical-trial-design-and-operations
  13. Blake Adams. Decentralized Clinical Trials | What the Future Holds.  2022.  URL:https://florencehc.com/learn/blog-posts/decentralized-clinical-trials-what-the-future-holds. Last access 18-NOV-2022
  14. Li, B.T., Daly, B., Gospodarowicz, M. et al. Reimagining patient-centric cancer clinical trials: a multi-stakeholder international coalition. Nat Med 28, 620–626 (2022). https://doi.org/10.1038/s41591-022-01775-6
  15. Sinha Abhishek. The Future Of Pharma Lies In Gaming Technologies // Life Science Leader, Magazine Article | July 1, 2022. https://www.lifescienceleader.com/doc/the-future-of-pharma-lies-in-gaming-technologies-0001?vm_tId=2433458&vm_nId=74124&user=86482a36-9d03-47b9-9346-7682233c7b29&gdpr=0&vm_alias=The%20Future%20Of%20Pharma%20Lies%20In%20Gaming%20Technologies&utm_source=mkt_LSL&utm_medium=email&utm_campaign=LSL_07-15-2022&utm_term=86482a36-9d03-47b9-9346-7682233c7b29&utm_content=The%20Future%20Of%20Pharma%20Lies%20In%20Gaming%20Technologies&mkt_tok=MDc1LU5WQy0wODYAAAGFoidP7mPQV4vZQx6z7VbEZhnaJIWGjN04WE1TfmYknHNfWvDFjFZz8eM6ejPAQqwmiq2InkF0PN6VmgpRN5H3jC9ZfEZlEiFUVhURK9zoWyhT Последний доступ 12Марта 2023 года.
  16. Koski, Greg; Kennedy, Larry; Tobin, Mary F.; Whalen, Matthew (2018). Accreditation of Clinical Research Sites — Moving Forward. New England Journal of Medicine, (), NEJMp1806934–. doi:10.1056/NEJMp1806934
  17. Pfizer Bets On Medical Cannabis With $6.7 Billion Acquisition (forbes.com)  https://www.forbes.com/sites/dariosabaghi/2021/12/20/pfizer-to-enter-the-medical-cannabis-industry-with-67-billion-acquisition/?sh=104816ee6072  Last access -  12 March 2023
  18. Use of Electronic Informed Consent in Clinical Investigations – Questions and AnswersGuidance for Institutional Review Boards, Investigators, and SponsorsDECEMBER 2016. https://www.fda.gov/regulatory-information/search-fda-guidance-documents/use-electronic-informed-consent-clinical-investigations-questions-and-answers/  Last access -  12 March 2023
  19. 2020 Drug Trials Snapshots Summary Report https://www.fda.gov/media/145718/download.  Last access -  12 March 2023
  20. https://docusign.com/   Last access -  12 March 2023
  21. https://popsicube.com/project/popsipay/  Last access -  12 March 2023
  22. 8 Clinical Trial Trends in 2023 https://www.startus-insights.com/innovators-guide/clinical-trial-trends/  Last access -  12 March 2023
  23. SPECIAL REPORT Top 8 Trends In Clinical Research For 2023 Insights from chief editor Ed Miseta’s advisory board of industry leaders.  ©2022 Clinical Leader | www.clinicalleader.com.  https://www9.clinicalleader.com/cl-clinical-trends-2023-special-report/?utm_source=linkedin&utm_medium=social&utm_campaign=clncl-social-02-13-2023  Last access -  12 March 2023
  24. 2023 Trends Impacting Clinical Research. Source: Advarrahttps://www.clinicalleader.com/doc/trends-impacting-clinical-research-0001  Last access -  12 March 2023 year
  25. Petrini C, Mannelli C, Riva L, Gainotti S, Gussoni G. Decentralized clinical trials (DCTs): A few ethical considerations. Front Public Health. 2022 Dec 15;10:1081150. doi: 10.3389/fpubh.2022.1081150. PMID: 36590004; PMCID: PMC9797802.
  26. Moe Alsumidaie. SCOPE 2023: Adapting to the Changing Landscape of Clinical Trials and the Biopharmaceutical Industry. Published on: March 8, 2023, URL: https://www.appliedclinicaltrialsonline.com/view/scope-2023-adapting-to-the-changing-landscape-of-clinical-trials-and-the-biopharmaceutical-industry  Last access -  12 March 2023 year
  27. Grady C, Edgerly M. Science, technology, and innovation: nursing responsibilities in clinical research. Nurs Clin North Am. 2009 Dec;44(4):471-81. doi: 10.1016/j.cnur.2009.07.011. PMID: 19850183; PMCID: PMC2792873.
  28. Revolutionizing Clinical Trials: The Vital Role of Research Nurses in Decentralized Trials  https://wrenhc.com/news/the-role-of-research-nurses-in-decentralized-clinical-trials/  Last access -  12 March 2023 year
  29. https://www.fda.gov/science-research/science-and-research-special-topics/real-world-evidence  Last access -  12 March 2023
  30. Mukhina S. M., Baranova M. I., Balykina Yu. E. HARPER — protocol template for real clinical practice studies to evaluate the effectiveness of treatment. Real clinical practice: data and evidence. 2022;2(4):17-25. https://doi.org / 10.37489 / 2782‑3784‑myrwd-23
  31. Milovanov Svyatoslav. Predicting Of Enrollment As A Part Of Risk-Based Management Of Clinical Trials. DOI: 10.55920/IJCIMR.2022.03.001113
  32. FDA no longer needs to require animal tests before human drug trials | Science | AAAS. URL:  https://www.science.org/content/article/fda-no-longer-needs-require-animal-tests-human-drug-trials.  Last access -  12 March 2023.
  33. A Connected Clinical Trial Experience - End Fragmented Data & Elevate Success . https://video.financialforce.com/watch/CxJrESDy2wFR1J6Nd1pF1e Последний доступ 12Марта 2023 года.
  34. Insilico Medicine announces positive topline results of the New Zealand Phase I trial of INS018_055, an AI-designed drug for an AI-discovered target // https://www.eurekalert.org/news-releases/976036.  Last access -  12 March 2023 year
  35. Karan SinghalShekoofeh AziziTao TuS. Sara MahdaviJason WeiHyung Won ChungNathan ScalesAjay TanwaniHeather Cole-LewisStephen PfohlPerry PayneMartin SeneviratnePaul GambleChris KellyNathaneal ScharliAakanksha ChowdheryPhilip MansfieldBlaise Aguera y ArcasDale WebsterGreg S. CorradoYossi MatiasKatherine ChouJuraj GottweisNenad TomasevYun LiuAlvin RajkomarJoelle BarralChristopher SemtursAlan KarthikesalingamVivek Natarajanю Large Language Models Encode Clinical Knowledge https://doi.org/10.48550/arXiv.2212.13138
  36. The "Father of the Internet" called for an end to investment in artificial intelligence - https://www.cnews.ru/news/top/2023-02-17_otets_interneta_predostereg Last access - 12 March 2023
  37. PERSONALIZED MEDICINE AT FDA.  The Scope & Significance of Progress in 2021 URL. https://www.personalizedmedicinecoalition.org/Userfiles/PMC-Corporate/file/Personalized_Medicine_at_FDA_The_Scope_Significance_of_Progress_in_2021.pdf  Last access -  12 March 2023
  38. https://ru.wikipedia.org/wiki/теорема_Байеса.  Last access -  12 March 2023 year
  39. Birckhead B, Khalil C, Liu X, Conovitz S, Rizzo A, Danovitch I, Bullock K, Spiegel B. Recommendations for Methodology of Virtual Reality Clinical Trials in Health Care by an International Working Group: Iterative Study. JMIR Ment Health. 2019 Jan 31;6(1):e11973. doi: 10.2196/11973. PMID: 30702436; PMCID: PMC6374734.  Last access -  12 March 2023
  40. https://medvr.io/  Last access -  12 March 2023
  41. https://www.federalregister.gov/documents/search?conditions%5Bpublication_date%5D%5Bis%5D=2022-09-28&conditions%5Btype%5D%5B%5D=PRORULE  Last access -  12 March 2023
  42. Ayalew K, et al. The United States Food and Drug Administration’s Innovative Alternative Tools To Evaluate Good Clinical Practice During the COVID-19 Public Health Emergency. Journal of the Society for Clinical Data Management. 2022; 2(2): 1, pp. 1–7. DOI: https://doi.org/10.47912/jscdm.216
  43. Walgreens will launch its clinical trial program // https://pharmvestnik.ru/content/news/Aptechnaya-set-Walgreens-zapustit-svou-programmu-klinicheskih-ispytanii.html?utm_source=letternews&utm_medium=letter&utm_campaign=daily  Last access -  12 March 2023
  44.  List of Potential Blockbuster Drugs of 2023 Compiled - CVT ChemRar (chemrar.ru) on Russian URL: https://chemrar.ru/sostavlen-spisok-potencialnyx-lekarstv-blokbasterov-2023-goda/?utm_source=telegram&utm_medium=cpc&utm_campaign=20-02-2023-1  Last access -  12 March 2023
  45. Drugs to Watch 2023. url https://clarivate.com/wp-content/uploads/dlm_uploads/2022/12/J0541_Drugs-to-Watch_Report_2023_V8.2.pdf. https://dx.doi.org/10.14322/drugs.to.watch.report.2023
  46. A STRATEGIC PLAN FOR ADVANCING PERSONALIZED MEDICINE IN 2023 URL: https://www.personalizedmedicinecoalition.org/Userfiles/PMC-Corporate/file/strategic_plan1.pdf  Last access -  12 March 2023
  47. PERSONALIZED MEDICINE AT FDA  The Scope & Significance of Progress in 2022 https://www.personalizedmedicinecoalition.org/Userfiles/PMC-Corporate/file/report.pdf  Last access -  12 March 2023
  48. MOVING BEYOND POPULATION AVERAGES A Patient-Centered Research Agenda Advancing Personalized Medicine URL: https://www.personalizedmedicinecoalition.org/Userfiles/PMC-Corporate/file/PMC_Moving_Beyond_Population_Averages_A_Patient-Centered_Research_Agenda_Advancing_Personalized_Medicine1.pdf  Last access -  12 March 2023
  49. 2022 FDA approvals, https://www.nature.com/articles/d41573-023-00001-3  Last access -  12 March 2023
  50. Adams Ben. , Zoey Becker, Kevin Dunleavy. Top 10 most anticipated drug launches of 2023.  Feb 6, 2023. URL: https://www.fiercepharma.com/marketing/top-10-most-anticipated-drug-launches-2023  Last access -  12 March 2023
  51. Brian Buntz. 25 potential blockbusters to keep an eye on in 2023 By  | January 14, 2023 https://www.drugdiscoverytrends.com/25-potential-blockbusters-to-keep-an-eye-on-in-2023/  Last access -  12 March 2023
  52. Global Trends in R&D 2023 Activity, Productivity, and Enablers. Feb 15, 2023. URL: https://www.iqvia.com/insights/the-iqvia-institute/reports/global-trends-in-r-and-d-2023  Last access -  12 March 2023
  53. 2022’s seismic shift in US tech policy will change how we innovate | MIT Technology Review. URL: https://www.technologyreview.com/2023/01/09/1064735/us-tech-policy-changing-innovation/  Last access -  12 March 2023
  54. Hodin Michael W. Antimicrobial Resistance: A Major Threat To The Promise Of Healthy Aging . . JANUARY 13, 2023. URL: Antimicrobial Resistance: A Major Threat To The Promise Of Healthy Aging | Health Affairs, 10.1377/forefront.20230110.717379
  55. Milovanov SS. Predicting of patient’s enrollment to multicentral international clinical trials of II–III phase. Int J Clin Trials 2021;8(1):73-8.
  56. 2022's 10 top clinical trial flops (fiercebiotech.com) URL: https://www.fiercebiotech.com/special-reports/2022s-top-10-clinical-trial-flops  Last access -  12 March 2023
  57. The top 10 pharma M&A deals of 2022 | Drug Discovery (drugdiscoverytrends.com) https://www.drugdiscoverytrends.com/the-top-10-pharma-ma-deals-of-2022/  Last access -  12 March 2023
  58. Bridge, T., Wegmann, U., Crack, J.C. et al.°Site-specific encoding of photoactivity and photoreactivity into antibody fragments. Nat Chem Biol (2023). https://doi.org/10.1038/s41589-022-01251-9  Last access -  12 March 2023
  59. Scientists make breakthrough for 'next generation' cancer treatment (medicalxpress.com) https://medicalxpress.com/news/2023-02-scientists-breakthrough-generation-cancer-treatment.html  Last access -  12 March 2023

 

About The Author:

Svyatoslav Milovanov has more than 15 years of Phase 1-4 clinical research experience. Graduated in 2000 as a pediatrician, Dr. Milovanov has worked in large regional hospital settings and as a pediatrician. In 2003, Dr. Milovanov earned his Ph.D. Since 2006, Dr. Milovanov participated as a sub-investigator and since 2007 has fully dedicated himself to the clinical trial industry as medical monitor, CRA, auditor, and study physician. He has international certificates as both a doctor (AKH, CHOP) and clinical trial professional (CRP). In 2021, he became a certified as an oncologist. He is an active member of many professional societies, including ACRES, RQA, ESMO, and has published 80+ scientific articles.