1
|
Simon V, Vadel J. Evaluating the Performance of High-Dimensional Propensity Scores Compared with Standard Propensity Scores for Comparing Antihypertensive Therapies in the CPRD GOLD Database. Cardiol Ther 2023; 12:393-408. [PMID: 37145352 DOI: 10.1007/s40119-023-00316-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2023] [Accepted: 03/30/2023] [Indexed: 05/06/2023] Open
Abstract
INTRODUCTION Propensity score (PS) matching is widely used in medical record studies to create balanced treatment groups, but relies on prior knowledge of confounding factors. High-dimensional PS (hdPS) is a semi-automated algorithm that selects variables with the highest potential for confounding from medical databases. The objective of this study was to evaluate performance of hdPS and PS when used to compare antihypertensive therapies in the UK clinical practice research datalink (CPRD) GOLD database. METHODS Patients initiating antihypertensive treatment with either monotherapy or bitherapy were extracted from the CPRD GOLD database. Simulated datasets were generated using plasmode simulations with a marginal hazard ratio (HRm) of 1.29 for bitherapy versus monotherapy for reaching blood pressure control at 3 months. Either 16 or 36 known covariates were forced into the PS and hdPS models, and 200 additional variables were automatically selected for hdPS. Sensitivity analyses were conducted to assess the impact of removing known confounders from the database on hdPS performance. RESULTS With 36 known covariates, the estimated HRm (RMSE) was 1.31 (0.05) for hdPS and 1.30 (0.04) for PS matching; the crude HR was 0.68 (0.61). Using 16 known covariates, the estimated HRm (RMSE) was 1.23 (0.10) and 1.09 (0.20) for hdPS and PS, respectively. Performance of hdPS was not compromised when known confounders were removed from the database. RESULTS ON REAL DATA With 49 investigator-selected covariates, the HR was 1.18 (95% CI 1.10; 1.26) for PS and 1.33 (95% CI 1.22; 1.46) for hdPS. Both methods yielded the same conclusion, suggesting superiority of bitherapy over monotherapy for time to blood pressure control. CONCLUSION HdPS can identify proxies for missing confounders, thereby having an advantage over PS in case of unobserved covariates. Both PS and hdPS showed superiority of bitherapy over monotherapy for reaching blood pressure control.
Collapse
Affiliation(s)
- Virginie Simon
- Global Real World Evidence, Institut de Recherches Internationales Servier (IRIS), Suresnes, France.
| | - Jade Vadel
- Global Real World Evidence, Institut de Recherches Internationales Servier (IRIS), Suresnes, France.
| |
Collapse
|
2
|
Ozer I, Kelly G, Gu R, Li X, Zakharov N, Sirohi P, Nair SK, Collier JH, Hershfield MS, Hucknall AM, Chilkoti A. Polyethylene Glycol-Like Brush Polymer Conjugate of a Protein Drug Does Not Induce an Antipolymer Immune Response and Has Enhanced Pharmacokinetics than Its Polyethylene Glycol Counterpart. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2022; 9:e2103672. [PMID: 35133079 PMCID: PMC9008788 DOI: 10.1002/advs.202103672] [Citation(s) in RCA: 22] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/23/2021] [Revised: 12/04/2021] [Indexed: 05/13/2023]
Abstract
Protein therapeutics, except for antibodies, have a short plasma half-life and poor stability in circulation. Covalent coupling of polyethylene glycol (PEG) to protein drugs addresses this limitation. However, unlike previously thought, PEG is immunogenic. In addition to induced PEG antibodies, ≈70% of the US population has pre-existing anti-PEG antibodies. Both induced and preexisting anti-PEG antibodies result in accelerated drug clearance, reduced clinical efficacy, and severe hypersensitivity reactions that have limited the clinical utility of uricase, an enzyme drug for treatment for refractory gout that is decorated with a PEG corona. Here, the authors synthesize a poly(oligo(ethylene glycol) methyl ether methacrylate) (POEGMA) conjugate of uricase that decorates the protein with multiple polymer chains to create a corona to solve these problems. The resulting uricase-POEGMA is well-defined, has high bioactivity, and outperforms its PEG counterparts in its pharmacokinetics (PK). Furthermore, the conjugate does not induce anti-POEGMA antibodies and is not recognized by anti-PEG antibodies. These findings suggest that POEGMA conjugation may provide a solution to the immunogenicity and antigenicity limitations of PEG while improving upon its PK benefits. These results transcend uricase and can be applied to other PEGylated therapeutics and the broader class of biologics with suboptimal PK.
Collapse
Affiliation(s)
- Imran Ozer
- Department of Biomedical EngineeringDuke UniversityDurhamNC27708USA
| | - Garrett Kelly
- Department of Biomedical EngineeringDuke UniversityDurhamNC27708USA
| | - Renpeng Gu
- Department of Biomedical EngineeringDuke UniversityDurhamNC27708USA
| | - Xinghai Li
- Department of Biomedical EngineeringDuke UniversityDurhamNC27708USA
| | - Nikita Zakharov
- Department of Biomedical EngineeringDuke UniversityDurhamNC27708USA
| | - Parul Sirohi
- Department of Biomedical EngineeringDuke UniversityDurhamNC27708USA
| | - Smita K. Nair
- Department of SurgeryDuke University School of MedicineDurhamNC27710USA
| | - Joel H. Collier
- Department of Biomedical EngineeringDuke UniversityDurhamNC27708USA
| | - Michael S. Hershfield
- Department of MedicineDivision of RheumatologyDuke University Medical CenterDurhamNC27710USA
- Department of BiochemistryDuke University School of MedicineDurhamNC27710USA
| | | | | |
Collapse
|
3
|
Shi D, Beasock D, Fessler A, Szebeni J, Ljubimova JY, Afonin KA, Dobrovolskaia MA. To PEGylate or not to PEGylate: Immunological properties of nanomedicine's most popular component, polyethylene glycol and its alternatives. Adv Drug Deliv Rev 2022; 180:114079. [PMID: 34902516 PMCID: PMC8899923 DOI: 10.1016/j.addr.2021.114079] [Citation(s) in RCA: 177] [Impact Index Per Article: 88.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2021] [Revised: 12/01/2021] [Accepted: 12/03/2021] [Indexed: 01/03/2023]
Abstract
Polyethylene glycol or PEG has a long history of use in medicine. Many conventional formulations utilize PEG as either an active ingredient or an excipient. PEG found its use in biotechnology therapeutics as a tool to slow down drug clearance and shield protein therapeutics from undesirable immunogenicity. Nanotechnology field applies PEG to create stealth drug carriers with prolonged circulation time and decreased recognition and clearance by the mononuclear phagocyte system (MPS). Most nanomedicines approved for clinical use and experimental nanotherapeutics contain PEG. Among the most recent successful examples are two mRNA-based COVID-19 vaccines that are delivered by PEGylated lipid nanoparticles. The breadth of PEG use in a wide variety of over the counter (OTC) medications as well as in drug products and vaccines stimulated research which uncovered that PEG is not as immunologically inert as it was initially expected. Herein, we review the current understanding of PEG's immunological properties and discuss them in the context of synthesis, biodistribution, safety, efficacy, and characterization of PEGylated nanomedicines. We also review the current knowledge about immunological compatibility of other polymers that are being actively investigated as PEG alternatives.
Collapse
Key Words
- Poly(ethylene)glycol, PEG, immunogenicity, immunology, nanomedicine, toxicity, anti-PEG antibodies, hypersensitivity, synthesis, drug delivery, biotherapeutics
Collapse
Affiliation(s)
- Da Shi
- Nanotechnology Characterization Lab, Frederick National Laboratory for Cancer Research Sponsored by the National Cancer Institute, Frederick, MD, USA
| | - Damian Beasock
- University of North Carolina Charlotte, Charlotte, NC, USA
| | - Adam Fessler
- University of North Carolina Charlotte, Charlotte, NC, USA
| | - Janos Szebeni
- Nanomedicine Research and Education Center, Institute of Translational Medicine, Semmelweis University, Budapest, Hungary; SeroScience LCC, Budapest, Hungary; Department of Nanobiotechnology and Regenerative Medicine, Faculty of Health, Miskolc University, Miskolc, Hungary
| | | | | | - Marina A Dobrovolskaia
- Nanotechnology Characterization Lab, Frederick National Laboratory for Cancer Research Sponsored by the National Cancer Institute, Frederick, MD, USA.
| |
Collapse
|
4
|
Bedőcs P, Szebeni J. The Critical Choice of Animal Models in Nanomedicine Safety Assessment: A Lesson Learned From Hemoglobin-Based Oxygen Carriers. Front Immunol 2020; 11:584966. [PMID: 33193403 PMCID: PMC7649120 DOI: 10.3389/fimmu.2020.584966] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2020] [Accepted: 09/10/2020] [Indexed: 12/26/2022] Open
Abstract
Intravenous injection of nanopharmaceuticals can induce severe hypersensitivity reactions (HSRs) resulting in anaphylactoid shock in a small percentage of patients, a phenomenon explicitly reproducible in pigs. However, there is a debate in the literature on whether the pig model of HSRs can be used as a safety test for the prediction of severe adverse reactions in humans. Given the importance of using appropriate animal models for toxicity/safety testing, the choice of the right species and model is a critical decision. In order to facilitate the decision process and to expand the relevant information regarding the pig or no pig dilemma, this review examines an ill-fated clinical development program conducted by Baxter Corporation in the United States 24 years ago, when HemeAssist, an αα (diaspirin) crosslinked hemoglobin-based O2 carrier (HBOC) was tested in trauma patients. The study showed increased mortality in the treatment group relative to controls and had to be stopped. This disappointing result had far-reaching consequences and contributed to the setback in blood substitute research ever since. Importantly, the increased mortality of trauma patients was predicted in pig experiments conducted by US Army scientists, yet they were considered irrelevant to humans. Here we draw attention to that the underlying cause of hemoglobin-induced aggravation of hemorrhagic shock and severe HSRs have a common pathomechanism: cardiovascular distress due to vasoconstrictive effects of hemoglobin (Hb) and reactogenic nanomedicines, manifested, among others, in pulmonary hypertension. The main difference is that in the case of Hb this effect is due to NO-binding, while nanomedicines can trigger the release of proinflammatory mediators. Because of the higher sensitivity of cloven-hoof animals to this kind of cardiopulmonary distress compared to rodents, these reactions can be better reproduced in pigs than in murine or rat models. When deciding on the battery of tests and the appropriate models to identify the potential hazard for nanomedicine-induced severe HSR, the pros and cons of the various species must be considered carefully.
Collapse
Affiliation(s)
- Peter Bedőcs
- Department of Anesthesiology, Uniformed Services University of the Health Sciences, Bethesda, MD, United States.,Henry M Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD, United States.,Defense and Veterans Center for Integrative Pain Management, Rockville, MD, United States
| | - János Szebeni
- Nanomedicine Research and Education Center, Department of Translational Medicine, Semmelweis University, Budapest, Hungary.,SeroScience Ltd., Budapest, Hungary.,Department of Nanobiotechnology and Regenerative Medicine, Faculty of Health, University of Miskolc, Miskolc, Hungary
| |
Collapse
|
5
|
Kozma GT, Shimizu T, Ishida T, Szebeni J. Anti-PEG antibodies: Properties, formation, testing and role in adverse immune reactions to PEGylated nano-biopharmaceuticals. Adv Drug Deliv Rev 2020; 154-155:163-175. [PMID: 32745496 DOI: 10.1016/j.addr.2020.07.024] [Citation(s) in RCA: 303] [Impact Index Per Article: 75.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2020] [Revised: 07/28/2020] [Accepted: 07/29/2020] [Indexed: 12/20/2022]
Abstract
Conjugation of polyethylene glycols (PEGs) to proteins or drug delivery nanosystems is a widely accepted method to increase the therapeutic index of complex nano-biopharmaceuticals. Nevertheless, these drugs and agents are often immunogenic, triggering the rise of anti-drug antibodies (ADAs). Among these ADAs, anti-PEG IgG and IgM were shown to account for efficacy loss due to accelerated blood clearance of the drug (ABC phenomenon) and hypersensitivity reactions (HSRs) entailing severe allergic symptoms with occasionally fatal anaphylaxis. In addition to recapitulating the basic information on PEG and its applications, this review expands on the physicochemical factors influencing its immunogenicity, the prevalence, features, mechanism of formation and detection of anti-PEG IgG and IgM and the mechanisms by which these antibodies (Abs) induce ABC and HSRs. In particular, we highlight the in vitro, animal and human data attesting to anti-PEG Ab-induced complement (C) activation as common underlying cause of both adverse effects. A main message is that correct measurement of anti-PEG Abs and individual proneness for C activation might predict the rise of adverse immune reactions to PEGylated drugs and thereby increase their efficacy and safety.
Collapse
Affiliation(s)
- Gergely Tibor Kozma
- Nanomedicine Research and Education Center, Department of Translational Medicine, Semmelweis University Medical School, Budapest, Hungary; SeroScience Ltd, Budapest, Hungary
| | - Taro Shimizu
- Department of Pharmacokinetics and Biopharmaceutics, Institute of Biomedical Sciences, Tokushima University, 1-78-1, Sho-machi, Tokushima 770-8505, Japan
| | - Tatsuhiro Ishida
- Department of Pharmacokinetics and Biopharmaceutics, Institute of Biomedical Sciences, Tokushima University, 1-78-1, Sho-machi, Tokushima 770-8505, Japan
| | - Janos Szebeni
- Nanomedicine Research and Education Center, Department of Translational Medicine, Semmelweis University Medical School, Budapest, Hungary; SeroScience Ltd, Budapest, Hungary; Department of Nanobiotechnology and Regenerative Medicine, Faculty of Health, Miskolc University, Miskolc, Hungary.
| |
Collapse
|
6
|
Erythropoietin mimetic peptides and erythropoietin fusion proteins for treating anemia of chronic kidney disease. Curr Opin Nephrol Hypertens 2018; 27:345-350. [PMID: 29746307 DOI: 10.1097/mnh.0000000000000430] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
PURPOSE OF REVIEW First generation erythropoiesis stimulating agents (ESAs) have short duration of action which requires administration once weekly or greater. Second generation ESAs were developed which have longer duration of action and can be administered one to two times monthly. Erythropoietin (EPO) mimetic peptides (EMPs) activate the EPO receptor but have no structural analogy to EPO, offering the potential for lower cost as they are not biologic drugs. The first approved EMP, peginesatide, was withdrawn from the market within a year of its approval because of fatal anaphylactic reactions. In this review, we summarize recent progress regarding the development of newer, possibly less toxic, EMPs. We also summarize the development of EPO fusion proteins which fuse EPO with a portion of an immunoglobulin molecule or another EPO molecule, achieving a longer duration of action and less frequent dosing. RECENT FINDINGS AGEM400(hydroxyethyl starch) and pegolsihematide are EMPs in phase II clinical trials. Three EPO fusion proteins are under development, two in phase I and one in phase II. SUMMARY The future success of EMPs is limited by the prior experience with peginesatide and EPO fusion proteins do not offer cost savings or longer duration of action than currently available ESAs.
Collapse
|
7
|
Hermanson T, Bennett CL, Macdougall IC. Peginesatide for the treatment of anemia due to chronic kidney disease - an unfulfilled promise. Expert Opin Drug Saf 2016; 15:1421-6. [PMID: 27551882 DOI: 10.1080/14740338.2016.1218467] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
INTRODUCTION The introduction of recombinant human erythropoietin revolutionized the management of anemia in patients with chronic kidney disease (CKD). In order to circumvent costly recombinant DNA technology, synthetic chemistry techniques were used to manufacture peginesatide, a synthetic peptide that bore no resemblance to previous erythropoiesis-stimulating agents (ESAs), and yet was capable of stimulating erythropoiesis. Compared with other ESAs, peginesatide was deemed to have advantages related to immunogenicity, administration schedule, and cost. Marketing approval was restricted to CKD patients on dialysis because cardiovascular events were more common with peginesatide than with darbepoetin in non-dialysis CKD patients. Unfortunately, unexplained serious adverse drug reactions (sADR) led to quick withdrawal of peginesatide from the market. AREAS COVERED This review describes the efficacy and safety of peginesatide in pre-approval clinical trials, sADRs after marketing approval, and lessons learned during its short life-span. EXPERT OPINION The case of peginesatide illustrates the difficulties in detecting rare sADRs in trials with limited patient populations and the need for improved pharmacovigilance after marketing approval. However, the need for simpler drug production methods as a result of non-dependence on recombinant DNA techniques and mammalian cell lines remains. Lessons learned during the scientific development of peginesatide can be used in developing other drugs.
Collapse
Affiliation(s)
- Terhi Hermanson
- a Comprehensive Cancer Center , Helsinki University Central Hospital , Helsinki , Finland
| | - Charles L Bennett
- a Comprehensive Cancer Center , Helsinki University Central Hospital , Helsinki , Finland.,b SmartState Center for Medication Safety and Efficacy, South Carolina College of Pharmacy , University of South Carolina , Columbia , SC , United States.,c Medical University of South Carolina , Hollings Cancer Center , Charleston , SC , United States
| | - Iain C Macdougall
- d Department of Renal Medicine , King's College Hospital , London , UK
| |
Collapse
|
8
|
Hermanson T, Bennett CL, Macdougall IC. Peginesatide for the treatment of anemia due to chronic kidney disease – an unfulfilled promise. Expert Opin Drug Saf 2016. [DOI: 10.1080/14740338.2016.1218467 pmid: 27551882] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/30/2022]
Affiliation(s)
- Terhi Hermanson
- Comprehensive Cancer Center, Helsinki University Central Hospital, Helsinki, Finland
| | - Charles L. Bennett
- Comprehensive Cancer Center, Helsinki University Central Hospital, Helsinki, Finland
- SmartState Center for Medication Safety and Efficacy, South Carolina College of Pharmacy, University of South Carolina, Columbia, SC, United States
- Medical University of South Carolina, Hollings Cancer Center, Charleston, SC, United States
| | | |
Collapse
|
9
|
Jelkmann W. Watch out for a revival of peginesatide in sports. Drug Test Anal 2016; 9:157-160. [DOI: 10.1002/dta.1979] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2016] [Revised: 03/22/2016] [Accepted: 03/22/2016] [Indexed: 12/28/2022]
Affiliation(s)
- Wolfgang Jelkmann
- Institute of Physiology; University of Lübeck; D-23562 Lübeck Germany
| |
Collapse
|
10
|
Schmid H, Jelkmann W. Investigational therapies for renal disease-induced anemia. Expert Opin Investig Drugs 2016; 25:901-16. [DOI: 10.1080/13543784.2016.1182981] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
|
11
|
Hajage D, Tubach F, Steg PG, Bhatt DL, De Rycke Y. On the use of propensity scores in case of rare exposure. BMC Med Res Methodol 2016; 16:38. [PMID: 27036963 PMCID: PMC4815252 DOI: 10.1186/s12874-016-0135-1] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2015] [Accepted: 03/15/2016] [Indexed: 12/03/2022] Open
Abstract
Background Observational post-marketing assessment studies often involve evaluating the effect of a rare treatment on a time-to-event outcome, through the estimation of a marginal hazard ratio. Propensity score (PS) methods are the most used methods to estimate marginal effect of an exposure in observational studies. However there is paucity of data concerning their performance in a context of low prevalence of exposure. Methods We conducted an extensive series of Monte Carlo simulations to examine the performance of the two preferred PS methods, known as PS-matching and PS-weighting to estimate marginal hazard ratios, through various scenarios. Results We found that both PS-weighting and PS-matching could be biased when estimating the marginal effect of rare exposure. The less biased results were obtained with estimators of average treatment effect in the treated population (ATT), in comparison with estimators of average treatment effect in the overall population (ATE). Among ATT estimators, PS-weighting using ATT weights outperformed PS-matching. These results are illustrated using a real observational study. Conclusions When clinical objectives are focused on the treated population, applied researchers are encouraged to estimate ATT with PS-weighting for studying the relative effect of a rare treatment on time-to-event outcomes. Electronic supplementary material The online version of this article (doi:10.1186/s12874-016-0135-1) contains supplementary material, which is available to authorized users.
Collapse
Affiliation(s)
- David Hajage
- APHP, Hôpital Louis Mourier, Département d'Epidémiologie et Recherche Clinique, 178 Rue des Renouillers, Colombes, 92700, France. .,APHP, Hôpital Bichat, Centre de Pharmacoépidémiologie (Cephepi), 46 Rue Henri Huchard, Paris, F-75018, France. .,Univ Paris Diderot, Sorbonne Paris Cité, UMR 1123 ECEVE, Paris, F-75018, France. .,INSERM, UMR 1123 ECEVE, Paris, F-75018, France. .,INSERM, CIE-1425, Paris, F-75018, France.
| | - Florence Tubach
- APHP, Hôpital Bichat, Département d'Epidémiologie et Recherche Clinique, 46 Rue Henri Huchard, Paris, F-75018, France.,APHP, Hôpital Bichat, Centre de Pharmacoépidémiologie (Cephepi), 46 Rue Henri Huchard, Paris, F-75018, France.,Univ Paris Diderot, Sorbonne Paris Cité, UMR 1123 ECEVE, Paris, F-75018, France.,INSERM, UMR 1123 ECEVE, Paris, F-75018, France.,INSERM, CIE-1425, Paris, F-75018, France
| | - Philippe Gabriel Steg
- FACT, DHU FIRE, Univ Paris-Diderot, Sorbonne Paris-Cité, Paris, F-75018, France.,LVTS, INSERM U-1148, Hôpital Bichat, HUPNVS, AP-HP, Paris, F-75018, France.,NHLI, Imperial College, Royal Brompton Hospital, London, UK
| | - Deepak L Bhatt
- Brigham and Women's Hospital Heart & Vascular Center and Harvard Medical School, Boston, Massachusetts, USA
| | - Yann De Rycke
- APHP, Hôpital Bichat, Département d'Epidémiologie et Recherche Clinique, 46 Rue Henri Huchard, Paris, F-75018, France.,APHP, Hôpital Bichat, Centre de Pharmacoépidémiologie (Cephepi), 46 Rue Henri Huchard, Paris, F-75018, France.,Univ Paris Diderot, Sorbonne Paris Cité, UMR 1123 ECEVE, Paris, F-75018, France.,INSERM, UMR 1123 ECEVE, Paris, F-75018, France.,INSERM, CIE-1425, Paris, F-75018, France
| |
Collapse
|
12
|
Evans SJW, Leufkens HGM. Regulatory decision-making: are we getting it right? Pharmacoepidemiol Drug Saf 2014; 23:1012-6. [PMID: 25111962 DOI: 10.1002/pds.3695] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2014] [Revised: 07/09/2014] [Accepted: 07/21/2014] [Indexed: 11/09/2022]
Affiliation(s)
- Stephen J W Evans
- Department of Medical Statistics, The London School of Hygiene and Tropical Medicine, London, UK
| | | |
Collapse
|