Trends of drug use with suggested shortages and their alternatives across 41 real world data sources and 18 countries in Europe and North America (2024)

Advanced Search

Marta Pineda-Moncusi, Alexandros Rekkas, alvaro Martinez Perez, Angela Leis, Carlos Lopez Gomez, Eric Fey, Erwin Bruninx, Jordi Rodeiro, Filip Maljkovic, Michael Franz, Miguel-Angel Mayer, Neva Eleangovan, Pantelis Natsiavas, Selcuk Sen, Steven Cooper, Sulev Reisberg, Katrin Manlik, Francisco Sanchez-Saez, Beatriz del Pino, View ORCID ProfileAlbert Prats Uribe Albert Prats Uribe, Ali Yag?z Uresin, Ana Danilovic Bastic, Ana Maria Rodrigues, Anna Palomar-Cros, Annelies Verbiest, Bar?S Erdo?an, Carina Dinkel-Keuthage, Carmen Olga Torre, Caroline de Beukelaar, Caroline Eteve-Pitsaer, Catia F. Goncalves, Costantino de Palma, Cristina Gavina, Daniel Dedman, David Brendan Price, Denisa Gabriela Balan, Dirk Enders, Elisa Henke, Elyne Scheurwegs, Emma Callewaert, Encarnacion Perez Martinez, View ORCID ProfileEng Hooi Tan, Fabian Prasser, Frank Staelens, View ORCID ProfileFredrik Nyberg, Gianmario Candore, Gianny Mestdach, Hadas Shachaf, Huiqi Li, Ines Reinecke, Irene Lopez-Sanchez Irene Lopez-Sanchez, Javier de la Cruz Bertolo, Jelle Evers, Joao Firmino-Machado, Jonas Wastesson, Juan Luis Cruz Bermudez, Juan Manuel Ramirez-Anguita, View ORCID ProfileKimmo Porkka, Kristina Johnell, Lieselot Cool, Loretta Zsuzsa Kiss, Luca Moscetti, Manon Merkelbach, Mariana Canelas-Pais, Massimo Dominici, Mate Szilcz, Matteo Puntoni, Mees Mosseveld, Mina Tadrous, Mona Bove, View ORCID ProfileNadav Rappoport, Noelia Garcia Barrio, Otto Ettala, Paolo Baili, Pau Pericas Pulido, Paula Rubio Mayo, Peter Prinsen, Raeleesha Norris, Ravinder Claire, Roberto Lillini, Silvia Lazzarelli, View ORCID ProfileTalita Duarte-Salles, Tiago Taveira-Gomes, Tim Jansen, Ulrich Keilholz, Xintong Li, View ORCID ProfileDaniel Prieto-Alhambra, Peter R. Rijnbeek, Theresa Burkard

doi: https://doi.org/10.1101/2024.08.28.24312695

  • Abstract
  • Info/History
  • Metrics
  • Supplementary material
  • Data/Code
  • Preview PDF

Abstract

Importance: Drug production not meeting the demand leaves affected patients in a vulnerable position. Objective: To describe incidence and prevalence of medicines with suggested shortages in at least one European countryDesign: We performed a descriptive cohort study between 2010 in a network of databases which have mapped their data to the OMOP common data model. Setting: Setting included primary care, secondary care, and various disease registries whose previously collected data was leveraged.Participants: We included all patients with at least 365 days of history on the database.Exposures: We investigated all medicines with a suggested shortage in at least one European country for more than 365 days (n=18). Furthermore, we assessed their alternatives as well (n=39). Main outcomes and measures: We estimated annual incidence rates and period prevalence of all medicines with suggested shortages and their alternatives. A drop in incidence or prevalence of more than 33% after the shortage announce by the European Medicines Agency was considered confirmation of a shortage.Results: Among 41 databases from Europe and the United States, we observed shortages according to incidence for 12 drugs and shortages according to prevalence for 4 drugs. The drugs varenicline, cetrorelix, and amoxicillin plus clavulanate were in shortage in the most countries. Conclusion and relevance: We compiled and analysed data of annual incidence and prevalence of 57 medicines among 41 databases in Europe and the United States. We detected shortages of several drugs and suggest monitoring and stewardship for drug availability.

Competing Interest Statement

AMR declares consulting and/or speaking from Abbvie, Amgen; Research grant from Novartis, Pfizer, Amgen. APU has received consultancy fees from Synapse Partners unrelated to the work. CDK is a full-time employee of Bayer AG. CGdeclares consulting and/or speaking from AstraZeneca, Bayer, BIAL, Boehringer-Ingelheim, Daiichi Sankyo, Lilly, MSD, Novartis and Novo Nordisk. CT holds shares and is an employee at Roche Pharmaceuticals. DBP has advisory board membership with AstraZeneca, Boehringer Ingelheim, Chiesi, GlaxoSmithKline, Novartis, Viatris, Teva Pharmaceuticals; consultancy agreements with AstraZeneca, Boehringer Ingelheim, Chiesi, GlaxoSmithKline, Novartis, Viatris, Teva Pharmaceuticals; grants and unrestricted funding for investigator-initiated studies (conducted through Observational and Pragmatic Research Institute Pte Ltd) from AstraZeneca, Chiesi, Viatris, Novartis, Regeneron Pharmaceuticals, Sanofi Genzyme, and UK National Health Service; payment for lectures/speaking engagements from AstraZeneca, Boehringer Ingelheim, Chiesi, Cipla, Inside Practice, GlaxoSmithKline, Medscape, Viatris, Novartis, Regeneron Pharmaceuticals and Sanofi Genzyme, Teva Pharmaceuticals; payment for travel/accommodation/meeting expenses from AstraZeneca, Boehringer Ingelheim, Novartis, Medscape, Teva Pharmaceuticals.; owns 74 of the social enterprise Optimum Patient Care Ltd (Australia and UK) and 92.61 of Observational and Pragmatic Research Institute Pte Ltd (Singapore); is peer reviewer for grant committees of the UK Efficacy and Mechanism Evaluation programme, and Health Technology Assessment; and was an expert witness for GlaxoSmithKline. EB owns Pfizer Shares. EHT received consultancy fees from Janssen Pharmaceutica NV, outside the submitted work. FN owns some AstraZeneca shares. GC is a full-time employee of Bayer AG. KM is a full time employee of Bayer AG. MT has received consulting fees from Health Canada and CDA. PR works for a research group that receives/received unconditional research grants from Chiese, GSK, UCB, Amgen, Johnson and Johnson, European Medicines Agency, none of which relate the content of this manuscript. TB declares consultant for IBSA. DPA's research group has received grant/s from Amgen, Chiesi-Taylor, Lilly, Janssen, Novartis, and UCB Biopharma. His research group has received consultancy fees from Astra Zeneca and UCB Biopharma. Amgen, Astellas, Janssen, Synapse Management Partners and UCB Biopharma have funded or supported training programmes organised by DPA's department.

Clinical Protocols

https://catalogues.ema.europa.eu/node/3843/administrative-details

Funding Statement

Funding This project has received funding from the Innovative Medicines Initiative 2 Joint Undertaking (JU) under grant agreement No 806968. The JU receives support from the European Union's Horizon 2020 research and innovation programme and EFPIA.

Author Declarations

I confirm all relevant ethical guidelines have been followed, and any necessary IRB and/or ethics committee approvals have been obtained.

Yes

The details of the IRB/oversight body that provided approval or exemption for the research described are given below:

Use of Clinical Practice Research Datalink (CPRD) data for this study was approved via the Research Data Governance (RDG) Process of the UK Medicines and Healthcare Products Regulatory Agency (protocol 23_003389). Ethical approval for Fundacion para la Investigacion del Hospital Universitario La Fe de la Comunidad Valenciana (HULAFE) was obtained from the Comite de etica de la investigacion con medicamentos (number 2024-561-1). Ethical approval for IMIM-Hospital del Mar Barcelona (IMASIS) was obtained by the Parc de Salut Mar Research Ethics Committee CEIm-Parc de Salut Mar (number 2023/11266). Ethical approval number for Hospital District of Helsinki and Uusimaa (HUS) in this study was HUS/325/2023. Ethical approval number for Istanbul University (ITF) was 2302692. Ethical approval number for Netherlands Comprehensive Cancer Organisation (NCR) was K23.338. Ethical approval number for University Medicine Dresden (UM DRESDEN) was SR-EK-181052024. Ethical approval number for Optimum Patient Care Limited (OPCRD) was ADEPT0624. Ethical approval number for Clinical-hospital center Zvezdara (CHCZ) was FWA00024180. Ethical approval number for Fundacio Institut d'Investigacio Sanitaria Illes Balears (PRISIB) was CI-866-24. Ethical approval number for EGAS MONIZ HEALTH ALLIANCE (EMHA ULSRA and EMHA ULSGE) was 4/2023 Ref 19-CE-ICVS/CAC-EMHA. Ethical approval number for FISABIO-HSRU (VID-CONSIGN) was 2023/382. Ethical approval number for University Hospital Antwerp (UZA) was 5957-EDGE 3372-BUN. Ethical approval number for AZ Groeninge (AZGR) was AZGD2024008. Ethical approval number for Viecuri was 2022_088. Ethical approval number for Charite - Universitatsmedizin (CHA CAN) was EA1/04124. Ethical approval number for THIN databases was 2024-06-R. Ethical approval for The Integrated Primary Care Information Project (IPCI) was obtained by the Integrated Primary Care Information review board (registration number 9/2023).

I confirm that all necessary patient/participant consent has been obtained and the appropriate institutional forms have been archived, and that any patient/participant/sample identifiers included were not known to anyone (e.g., hospital staff, patients or participants themselves) outside the research group so cannot be used to identify individuals.

Yes

I understand that all clinical trials and any other prospective interventional studies must be registered with an ICMJE-approved registry, such as ClinicalTrials.gov. I confirm that any such study reported in the manuscript has been registered and the trial registration ID is provided (note: if posting a prospective study registered retrospectively, please provide a statement in the trial ID field explaining why the study was not registered in advance).

Yes

I have followed all appropriate research reporting guidelines, such as any relevant EQUATOR Network research reporting checklist(s) and other pertinent material, if applicable.

Yes

Data Availability

All data sources were previously mapped to the Observational Medical Outcomes Partnership (OMOP) Common Data Model (CDMv5). Thus, only aggregated data was shared by each of the data partners. Aggregated data is fully available in the shiny app of the study: https://dpa-pde-oxford.shinyapps.io/MegaStudy_webinar_incprev_BG1/. Access to patient level data are specific to each database and must be requested individually to each data source. Code of the study is fully available in GitHub: https://github.com/oxford-pharmacoepi/MegaStudy

https://github.com/oxford-pharmacoepi/MegaStudy

https://dpa-pde-oxford.shinyapps.io/MegaStudy_webinar_incprev_BG1/

Copyright

The copyright holder for this preprint is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY 4.0 International license.

Back to top

PreviousNext

PostedAugust 29, 2024.

Download PDF

Supplementary Material

Data/Code

Email

Citation Tools

  • Facebook Like
  • Google Plus One

Subject Areas

All Articles

  • Addiction Medicine (346)

  • Allergy and Immunology (666)

  • Anesthesia (181)

  • Cardiovascular Medicine (2636)

  • Dentistry and Oral Medicine (314)

  • Dermatology (223)

  • Emergency Medicine (398)

  • Endocrinology (including Diabetes Mellitus and Metabolic Disease) (938)

  • Epidemiology (12206)

  • Forensic Medicine (10)

  • Gastroenterology (756)

  • Genetic and Genomic Medicine (4081)

  • Geriatric Medicine (387)

  • Health Economics (679)

  • Health Informatics (2639)

  • Health Policy (1002)

  • Health Systems and Quality Improvement (983)

  • Hematology (362)

  • HIV/AIDS (849)

  • Infectious Diseases (except HIV/AIDS) (13675)

  • Intensive Care and Critical Care Medicine (793)

  • Medical Education (399)

  • Medical Ethics (109)

  • Nephrology (433)

  • Neurology (3861)

  • Nursing (209)

  • Nutrition (575)

  • Obstetrics and Gynecology (736)

  • Occupational and Environmental Health (693)

  • Oncology (2017)

  • Ophthalmology (584)

  • Orthopedics (240)

  • Otolaryngology (304)

  • Pain Medicine (250)

  • Palliative Medicine (75)

  • Pathology (472)

  • Pediatrics (1113)

  • Pharmacology and Therapeutics (464)

  • Primary Care Research (450)

  • Psychiatry and Clinical Psychology (3416)

  • Public and Global Health (6512)

  • Radiology and Imaging (1396)

  • Rehabilitation Medicine and Physical Therapy (811)

  • Respiratory Medicine (871)

  • Rheumatology (403)

  • Sexual and Reproductive Health (408)

  • Sports Medicine (342)

  • Surgery (442)

  • Toxicology (52)

  • Transplantation (185)

  • Urology (165)

Trends of drug use with suggested shortages and their alternatives across 41 real world data sources and 18 countries in Europe and North America (2024)

References

Top Articles
Wire Transfer Routing Number auf Deutsch. Alles zur amerikanischen Kontonummer!
Find your Routing Number (ABA) Transit Number - Wise
Places 5 Hours Away From Me
Voordelige mode in topkwaliteit shoppen
Polyhaven Hdri
2022 Apple Trade P36
Noaa Weather Philadelphia
Here's how eating according to your blood type could help you keep healthy
Does Publix Have Sephora Gift Cards
Www.paystubportal.com/7-11 Login
litter - tłumaczenie słowa – słownik angielsko-polski Ling.pl
Thayer Rasmussen Cause Of Death
The Connecticut Daily Lottery Hub
Lenscrafters Huebner Oaks
Spartanburg County Detention Facility - Annex I
Katherine Croan Ewald
2016 Hyundai Sonata Refrigerant Capacity
Grandview Outlet Westwood Ky
Joann Ally Employee Portal
Delaware Skip The Games
Our History
Somewhere In Queens Showtimes Near The Maple Theater
The Largest Banks - ​​How to Transfer Money With Only Card Number and CVV (2024)
R&S Auto Lockridge Iowa
[PDF] PDF - Education Update - Free Download PDF
University Of Michigan Paging System
14 Top-Rated Attractions & Things to Do in Medford, OR
Kabob-House-Spokane Photos
Lilpeachbutt69 Stephanie Chavez
Robert A McDougal: XPP Tutorial
Gus Floribama Shore Drugs
Chicago Pd Rotten Tomatoes
Persona 4 Golden Taotie Fusion Calculator
Acuity Eye Group - La Quinta Photos
Baldur's Gate 3 Dislocated Shoulder
Ni Hao Kai Lan Rule 34
Movies123.Pick
Babylon 2022 Showtimes Near Cinemark Downey And Xd
Sam's Club Gas Prices Florence Sc
About My Father Showtimes Near Amc Rockford 16
All Obituaries | Sneath Strilchuk Funeral Services | Funeral Home Roblin Dauphin Ste Rose McCreary MB
Devon Lannigan Obituary
Lamp Repair Kansas City Mo
Alpha Labs Male Enhancement – Complete Reviews And Guide
R: Getting Help with R
Cabarrus County School Calendar 2024
Advance Auto.parts Near Me
Puss In Boots: The Last Wish Showtimes Near Valdosta Cinemas
Raley Scrubs - Midtown
Mast Greenhouse Windsor Mo
Latest Posts
Article information

Author: Rueben Jacobs

Last Updated:

Views: 5739

Rating: 4.7 / 5 (57 voted)

Reviews: 80% of readers found this page helpful

Author information

Name: Rueben Jacobs

Birthday: 1999-03-14

Address: 951 Caterina Walk, Schambergerside, CA 67667-0896

Phone: +6881806848632

Job: Internal Education Planner

Hobby: Candle making, Cabaret, Poi, Gambling, Rock climbing, Wood carving, Computer programming

Introduction: My name is Rueben Jacobs, I am a cooperative, beautiful, kind, comfortable, glamorous, open, magnificent person who loves writing and wants to share my knowledge and understanding with you.