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Yiu S, Wang Q, Mercier F, Manfrini M, Koendgen H, Kletzl H, Model F. Estimating drug concentration-response relationships by applying causal inference methods for continuous point exposures and time-to-event outcomes. Stat Methods Med Res 2023; 32:2440-2454. [PMID: 37964549 DOI: 10.1177/09622802231212274] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2023]
Abstract
In clinical development, it is useful to characterize the causal relationship between individual drug concentrations and clinical outcomes in large phase III trials of new therapeutic agents because it can provide insights on whether increasing the currently administered drug dose may lead to better outcomes. However, estimating causal effects of drug concentration is complicated by the fact that drug concentration is a continuous measure and it is usually influenced by patient-level prognostic characteristics such as body weight and sex. In this article, we compare two approaches to estimate causal effects of continuous point exposures on time-to-event outcomes: (a) outcome regression (OR) and (b) weighting. In particular, we make the first direct comparison of the balancing weights, inverse probability weighting and OR methods for estimating the effects of continuous exposures on time-to-event outcomes in simulations and demonstrate that these methods can exhibit markedly different behaviours that subsequently lead to a change in the conclusions. To improve weighted exposure effect estimators, we also propose a new simple-to-apply diagnostic to detect when such estimators might be subject to severe bias, and demonstrate its effectiveness in simulations. Finally, we apply these methods to an example of multiple sclerosis drug development by providing causal effect estimates of average ocrelizumab concentrations on time-to-event disability progression outcomes.
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Affiliation(s)
- Sean Yiu
- Roche Products Limited, Welwyn Garden City, UK
| | - Qing Wang
- F. Hoffmann-La Roche Ltd, Basel, Switzerland
| | | | | | | | | | - Fabian Model
- Denali Therapeutics, South San Francisco, CA, USA
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Rinaldo N, Pasini A, Straudi S, Piva G, Crepaldi A, Baroni A, Caruso L, Manfredini F, Lamberti N. Effects of Exercise, Rehabilitation, and Nutritional Approaches on Body Composition and Bone Density in People with Multiple Sclerosis: A Systematic Review and Meta-Analysis. J Funct Morphol Kinesiol 2023; 8:132. [PMID: 37754965 PMCID: PMC10532597 DOI: 10.3390/jfmk8030132] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/03/2023] [Revised: 09/05/2023] [Accepted: 09/07/2023] [Indexed: 09/28/2023] Open
Abstract
People with multiple sclerosis (pwMS) are affected by a wide range of disabilities, including a decrease in bone mineral density (BMD) and a worsening of body composition (BC), which negatively impact their quality of life quality. This study aims to analyze the effects of nonpharmacological interventions-in particular, physical activity, nutritional approaches, and rehabilitation-on BC and BMD in pwMS. This systematic review and meta-analysis was performed following the updated version of the PRISMA guidelines. In July 2022, five databases (MEDLINE, Embase, The Cochrane Library, Google Scholar, Web of Science) and gray literature were screened. Relevant articles published between 1 January 1990 and 1 September 2022 in any language were included. Outcomes of interest were anthropometric, BC measures, and BMD. The RoB 2.0 tool was used to assess the risk of bias. After duplicates elimination, 1120 records were screened, and 36 studies were included. A total of 25 articles were focused on physical activity and rehabilitation, 10 on nutrition, and 1 on multimodal intervention. One-third of the studies were judged to be at high risk of bias. The meta-analysis showed a high degree of heterogeneity due to the high variability in disease severity and intervention duration, intensity, frequency, and type. In general, no intervention showed consistent positive effects on BC. However, the most promising interventions seemed to be high-intensity training and ketogenic diets. Only a few studies considered BMD, and the results are inconsistent. Nevertheless, more studies are needed in order to confirm these results.
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Affiliation(s)
- Natascia Rinaldo
- Department of Neuroscience and Rehabilitation, University of Ferrara, 44124 Ferrara, Italy; (N.R.); (A.P.); (S.S.); (A.B.); (F.M.)
| | - Alba Pasini
- Department of Neuroscience and Rehabilitation, University of Ferrara, 44124 Ferrara, Italy; (N.R.); (A.P.); (S.S.); (A.B.); (F.M.)
| | - Sofia Straudi
- Department of Neuroscience and Rehabilitation, University of Ferrara, 44124 Ferrara, Italy; (N.R.); (A.P.); (S.S.); (A.B.); (F.M.)
| | - Giovanni Piva
- Doctoral Program in Environmental Sustainability and Wellbeing, Department of Humanities, University of Ferrara, 44121 Ferrara, Italy;
| | - Anna Crepaldi
- Unit of Nephrology, University Hospital of Ferrara, 44124 Ferrara, Italy;
- Department of Nursing, Instituto Maimónides de Investigación Biomédica de Córdoba (IMIBIC), 14004 Córdoba, Spain
| | - Andrea Baroni
- Department of Neuroscience and Rehabilitation, University of Ferrara, 44124 Ferrara, Italy; (N.R.); (A.P.); (S.S.); (A.B.); (F.M.)
| | - Lorenzo Caruso
- Department of Environment and Prevention Sciences, University of Ferrara, 44121 Ferrara, Italy;
| | - Fabio Manfredini
- Department of Neuroscience and Rehabilitation, University of Ferrara, 44124 Ferrara, Italy; (N.R.); (A.P.); (S.S.); (A.B.); (F.M.)
| | - Nicola Lamberti
- Department of Neuroscience and Rehabilitation, University of Ferrara, 44124 Ferrara, Italy; (N.R.); (A.P.); (S.S.); (A.B.); (F.M.)
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Ditmer M, Gabryelska A, Turkiewicz S, Białasiewicz P, Małecka-Wojciesko E, Sochal M. Sleep Problems in Chronic Inflammatory Diseases: Prevalence, Treatment, and New Perspectives: A Narrative Review. J Clin Med 2021; 11:67. [PMID: 35011807 PMCID: PMC8745687 DOI: 10.3390/jcm11010067] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2021] [Revised: 12/15/2021] [Accepted: 12/19/2021] [Indexed: 12/12/2022] Open
Abstract
Epidemiological studies have shown that individuals with sleep problems are at a greater risk of developing immune and chronic inflammatory diseases. As sleep disorders and low sleep quality in the general population are frequent ailments, it seems important to recognize them as serious public health problems. The exact relation between immunity and sleep remains elusive; however, it might be suspected that it is shaped by others stress and alterations of the circadian rhythm (commonly caused by for example shift work). As studies show, drugs used in the therapy of chronic inflammatory diseases, such as steroids or monoclonal antibodies, also influence sleep in more complex ways than those resulting from attenuation of the disease symptoms. Interestingly, the relation between sleep and immunity appears to be bidirectional; that is, sleep may influence the course of immune diseases, such as inflammatory bowel disease. Thus, proper diagnosis and treatment of sleep disorders are vital to the patient's immune status and, in effect, health. This review examines the epidemiology of sleep disorders and immune diseases, the associations between them, and their current treatment and novel perspectives in therapy.
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Affiliation(s)
- Marta Ditmer
- Department of Sleep Medicine and Metabolic Disorders, Medical University of Lodz, 92-215 Lodz, Poland; (M.D.); (A.G.); (S.T.); (P.B.)
| | - Agata Gabryelska
- Department of Sleep Medicine and Metabolic Disorders, Medical University of Lodz, 92-215 Lodz, Poland; (M.D.); (A.G.); (S.T.); (P.B.)
| | - Szymon Turkiewicz
- Department of Sleep Medicine and Metabolic Disorders, Medical University of Lodz, 92-215 Lodz, Poland; (M.D.); (A.G.); (S.T.); (P.B.)
| | - Piotr Białasiewicz
- Department of Sleep Medicine and Metabolic Disorders, Medical University of Lodz, 92-215 Lodz, Poland; (M.D.); (A.G.); (S.T.); (P.B.)
| | - Ewa Małecka-Wojciesko
- Department of Digestive Tract Diseases, Medical University of Lodz, 92-215 Lodz, Poland;
| | - Marcin Sochal
- Department of Sleep Medicine and Metabolic Disorders, Medical University of Lodz, 92-215 Lodz, Poland; (M.D.); (A.G.); (S.T.); (P.B.)
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