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Polick CS, Darwish H, de Oliveira LP, Watson A, Vissoci JRN, Calhoun PS, Ploutz-Snyder RJ, Connell CM, Braley TJ, Stoddard SA. Resilience, Mental Health, Sleep, and Smoking Mediate Pathways Between Lifetime Stressors and Multiple Sclerosis Severity. SCLEROSIS 2024; 2:341-354. [PMID: 39619286 PMCID: PMC11606570 DOI: 10.3390/sclerosis2040022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/11/2024]
Abstract
Introduction Lifetime stressors (e.g., poverty, violence, discrimination) have been linked to features of multiple sclerosis (MS); yet mechanistic pathways and relationships with cumulative disease severity remain nebulous. Further, protective factors like resilience, that may attenuate the effects of stressors on outcomes, are seldom evaluated. Aim To deconstruct pathways between lifetime stressors and cumulative severity on MS outcomes, accounting for resilience. Methods Adults with MS (N = 924) participated in an online survey through the National MS Society listserv. Structural equation modeling was used to examine the direct and indirect effects of lifetime stressors (count/severity) on MS severity (self-reported disability, relapse burden, fatigue, pain intensity, and interference) via resilience, mental health (anxiety and depression), sleep disturbance, and smoking. Results The final analytic model had an excellent fit (GFI = 0.998). Lifetime stressors had a direct relationship with MS severity (β = 0.27, p < 0.001). Resilience, mental health, sleep disturbance, and smoking significantly mediated the relationship between lifetime stressors and MS severity. The total effect of the mediation was significant (β = 0.45). Conclusions This work provides foundational evidence to inform the conceptualization of pathways by which stress could influence MS disease burden. Resilience may attenuate the effects of stressors, while poor mental health, smoking, and sleep disturbances may exacerbate their impact. Parallel with usual care, these mediators could be targets for early multimodal therapies to improve the disease course.
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Affiliation(s)
- Carri S. Polick
- School of Nursing, Duke University, Durham, NC 27710, USA
- VA Healthcare System, Durham, NC 27705, USA
| | - Hala Darwish
- Division of Multiple Sclerosis & Neuroimmunology, Department of Neurology, Michigan Medicine, Ann Arbor, MI 48109, USA
- School of Nursing, University of Michigan, Ann Arbor, MI 48109, USA
| | | | - Ali Watson
- School of Medicine, Duke University, Durham, NC 27710, USA
| | | | - Patrick S. Calhoun
- VA Healthcare System, Durham, NC 27705, USA
- Department of Psychiatry, Duke University, Durham, NC 27710, USA
| | | | | | - Tiffany J. Braley
- Division of Multiple Sclerosis & Neuroimmunology, Department of Neurology, Michigan Medicine, Ann Arbor, MI 48109, USA
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Polick CS, Dennis P, Calhoun PS, Braley TJ, Lee E, Wilson S. Investigating disparities in smoking cessation treatment for veterans with multiple sclerosis: A national analysis. Brain Behav 2024; 14:e3513. [PMID: 38698620 PMCID: PMC11066415 DOI: 10.1002/brb3.3513] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/11/2024] [Revised: 04/02/2024] [Accepted: 04/13/2024] [Indexed: 05/05/2024] Open
Abstract
BACKGROUND AND AIMS Smoking is a risk factor for multiple sclerosis (MS) development, symptom burden, decreased medication efficacy, and increased disease-related mortality. Veterans with MS (VwMS) smoke at critically high rates; however, treatment rates and possible disparities are unknown. To promote equitable treatment, we aim to investigate smoking cessation prescription practices for VwMS across social determinant factors. METHODS We extracted data from the national Veterans Health Administration electronic health records between October 1, 2017, and September 30, 2018. To derive marginal estimates of the association of MS with receipt of smoking-cessation pharmacotherapy, we used propensity score matching through the extreme gradient boosting machine learning model. VwMS who smoke were matched with veterans without MS who smoke on factors including age, race, depression, and healthcare visits. To assess the marginal association of MS with different cessation treatments, we used logistic regression and conducted stratified analyses by sex, race, and ethnicity. RESULTS The matched sample achieved a good balance across most covariates, compared to the pre-match sample. VwMS (n = 3320) had decreased odds of receiving prescriptions for nicotine patches ([Odds Ratio]OR = 0.86, p < .01), non-patch nicotine replacement therapy (NRT; OR = 0.81, p < .001), and standard practice dual NRT (OR = 0.77, p < .01), compared to matches without MS (n = 13,280). Men with MS had lower odds of receiving prescriptions for nicotine patches (OR = 0.88, p = .05), non-patch NRT (OR = 0.77, p < .001), and dual NRT (OR = 0.72, p < .001). Similarly, Black VwMS had lower odds of receiving prescriptions for patches (OR = 0.62, p < .001), non-patch NRT (OR = 0.75, p < .05), and dual NRT (OR = 0.52, p < .01). The odds of receiving prescriptions for bupropion or varenicline did not differ between VwMS and matches without MS. CONCLUSION VwMS received significantly less smoking cessation treatment, compared to matched controls without MS, showing a critical gap in health services as VwMS are not receiving dual NRT as the standard of care. Prescription rates were especially lower for male and Black VwMS, suggesting that under-represented demographic groups outside of the white female category, most often considered as the "traditional MS" group, could be under-treated regarding smoking cessation support. This foundational work will help inform future work to promote equitable treatment and implementation of cessation interventions for people living with MS.
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Affiliation(s)
- Carri S. Polick
- Durham VA Health Care SystemDurhamNorth CarolinaUSA
- School of Nursing, Duke UniversityDurhamNorth CarolinaUSA
| | - Paul Dennis
- Durham VA Health Care SystemDurhamNorth CarolinaUSA
- Department of Psychiatry and Behavioral SciencesDuke University School of MedicineDurhamNorth CarolinaUSA
| | - Patrick S. Calhoun
- Durham VA Health Care SystemDurhamNorth CarolinaUSA
- Department of Psychiatry and Behavioral SciencesDuke University School of MedicineDurhamNorth CarolinaUSA
| | | | | | - Sarah Wilson
- Durham VA Health Care SystemDurhamNorth CarolinaUSA
- Department of Psychiatry and Behavioral SciencesDuke University School of MedicineDurhamNorth CarolinaUSA
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Freedman MS, Coyle PK, Hellwig K, Singer B, Wynn D, Weinstock-Guttman B, Markovic-Plese S, Galazka A, Dangond F, Korich J, Reder AT. Twenty Years of Subcutaneous Interferon-Beta-1a for Multiple Sclerosis: Contemporary Perspectives. Neurol Ther 2024; 13:283-322. [PMID: 38206453 PMCID: PMC10951191 DOI: 10.1007/s40120-023-00565-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/26/2023] [Accepted: 11/06/2023] [Indexed: 01/12/2024] Open
Abstract
Multiple sclerosis (MS) is a chronic, progressive, inflammatory disorder of the central nervous system. Relapsing-remitting MS (RRMS), the most common form of the disease, is characterized by transient neurological dysfunction with concurrent accumulation of disability. Over the past three decades, disease-modifying therapies (DMTs) capable of reducing the frequency of relapses and slowing disability worsening have been studied and approved for use in patients with RRMS. The first DMTs were interferon-betas (IFN-βs), which were approved in the 1990s. Among them was IFN-β-1a for subcutaneous (sc) injection (Rebif®), which was approved for the treatment of MS in Europe and Canada in 1998 and in the USA in 2002. Twenty years of clinical data and experience have supported the efficacy and safety of IFN-β-1a sc in the treatment of RRMS, including pivotal trials, real-world data, and extension studies lasting up to 15 years past initial treatment. Today, IFN-β-1a sc remains an important therapeutic option in clinical use, especially around pregnancy planning and lactation, and may also be considered for aging patients, in which MS activity declines and long-term immunosuppression associated with some alternative therapies is a concern. In addition, IFN-β-1a sc is used as a comparator in many clinical studies and provides a framework for research into the mechanisms by which MS begins and progresses.
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Affiliation(s)
- Mark S Freedman
- Department of Medicine, University of Ottawa, Ottawa, ON, K1H 8L6, Canada.
- The Ottawa Hospital Research Institute, 501 Smyth, Ottawa, ON, K1H 8L6, Canada.
| | - Patricia K Coyle
- Department of Neurology, Renaissance School of Medicine, Stony Brook University, New York, NY, 11794, USA
| | - Kerstin Hellwig
- Katholisches Klinikum Bochum, Ruhr University, 44787, Bochum, Germany
| | - Barry Singer
- The MS Center for Innovations in Care, Missouri Baptist Medical Center, 3009 N. Ballas Road, Suite 105B, St. Louis, MO, 63131, USA
| | - Daniel Wynn
- Neurology MS Center, Consultants in Neurology, Ltd, 1535 Lake Cook Road, Suite 601, Northbrook, IL, 60062, USA
| | - Bianca Weinstock-Guttman
- Jacobs School of Medicine and Biomedical Sciences, University of Buffalo, Buffalo, NY, 14215, USA
- Jacobs MS Center for Treatment and Research, Buffalo, NY, 14202, USA
- Pediatric MS Center, NY State MS Consortium, 1010 Main Street, Buffalo, NY, 14203, USA
| | - Silva Markovic-Plese
- Division of Neuroimmunology, Department of Neurology, Thomas Jefferson University, 900 Walnut St, Rm 305-B, Philadelphia, PA, 19107, USA
| | | | - Fernando Dangond
- EMD Serono Research & Development Institute Inc., an affiliate of Merck GKaA, Billerica, MA, 01821, USA
| | - Julie Korich
- EMD Serono Inc., an affiliate of Merck KGaA, Rockland, MA, 02370, USA
| | - Anthony T Reder
- Department of Neurology A-205, University of Chicago Medicine, MC-2030, 5841 S Maryland Ave, Chicago, IL, 60637, USA
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4
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Polick CS, Darwish H, de Olivera LP, Watson A, Vissoci JRN, Calhoun PS, Ploutz-Snyder R, Connell CM, Braley TJ, Stoddard SA. Resilience, mental health, sleep, and smoking mediate pathways between lifetime stressors and Multiple Sclerosis severity. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.02.06.24302405. [PMID: 38370736 PMCID: PMC10871453 DOI: 10.1101/2024.02.06.24302405] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/20/2024]
Abstract
Intro Lifetime stressors (e.g., poverty, violence, discrimination) have been linked to Multiple Sclerosis (MS) features; yet mechanistic pathways and relationships with cumulative disease severity remain nebulous. Further, protective factors like resilience, that may attenuate the effects of stressors on outcomes, are seldom evaluated. Aim To deconstruct pathways between lifetime stressors and cumulative severity on MS outcomes, accounting for resilience. Methods Adults with MS (N=924) participated in an online survey through the National MS Society listserv. Structural Equation Modeling was used to examine the direct and indirect effect of lifetime stressors (count/severity) on MS severity (self-reported disability, relapse burden, fatigue, pain intensity and interference), via resilience, mental health (anxiety and depression), sleep disturbance, and smoking. Results The final analytic model had excellent fit (GFI=0.998). Lifetime stressors had a direct relationship with MS severity (β=0.27, p<.001). Resilience, mental health, sleep disturbance, and smoking significantly mediated the relationship between lifetime stressors and MS severity. The total effect of mediation was significant (β=0.45). Conclusions This work provides foundational evidence to inform conceptualization of pathways by which stress could influence MS disease burden. Resilience may attenuate effects of stressors, while poor mental health, smoking, and sleep disturbances may exacerbate their impact. Parallel with usual care, these mediators could be targets for early multimodal therapies to improve disease course.
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Affiliation(s)
- Carri S Polick
- School of Nursing, Duke University, Durham, NC, USA
- VA Healthcare System, Durham, NC, USA
| | - Hala Darwish
- Division of Multiple Sclerosis & Neuroimmunology, Department of Neurology, Michigan Medicine, Ann Arbor, MI, USA
- School of Nursing, University of Michigan, Ann Arbor, MI, USA
| | | | - Ali Watson
- School of Medicine, Duke University, Durham, NC, USA
| | | | - Patrick S Calhoun
- VA Healthcare System, Durham, NC, USA
- Department of Psychiatry, Duke University, Durham, NC, USA
| | | | | | - Tiffany J Braley
- Division of Multiple Sclerosis & Neuroimmunology, Department of Neurology, Michigan Medicine, Ann Arbor, MI, USA
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Polick CS, Rubenstein D, Shah S, Beckham JC, Calhoun PS, Noonan D. Addressing Smoking in Persons With Multiple Sclerosis: State of the Science and Need for a Targeted Intervention. Nicotine Tob Res 2024; 26:250-252. [PMID: 37625016 DOI: 10.1093/ntr/ntad159] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Revised: 08/14/2023] [Accepted: 08/23/2023] [Indexed: 08/27/2023]
Affiliation(s)
- Carri S Polick
- School of Nursing, Duke University, Durham, NC, USA
- Durham VA Health Care System, Durham, NC, USA
| | | | - Suma Shah
- Neurology Department, Duke University School of Medicine, Durham, NC, USA
- MS Center of Excellence, Durham VA Medical Center, Durham VA, USA
| | - Jean C Beckham
- Durham VA Health Care System, Durham, NC, USA
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, NC, USA
- VA Mid-Atlantic Mental Illness Research, Education, and Clinical Center (MIRECC), Durham, NC, USA
| | - Patrick S Calhoun
- Durham VA Health Care System, Durham, NC, USA
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, NC, USA
- VA Mid-Atlantic Mental Illness Research, Education, and Clinical Center (MIRECC), Durham, NC, USA
| | - Devon Noonan
- School of Nursing, Duke University, Durham, NC, USA
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van der Weele L, Pollastro S, van Schaik BDC, van Kampen AHC, Niewold ITG, Kuijpers TW, Warnke C, Jensen PEH, Kramer D, Ryner M, Hermanrud C, Dönnes P, Pallardy M, Spindeldreher S, Deisenhammer F, Fogdell-Hahn A, de Vries N. Longitudinal analysis of anti-drug antibody development in multiple sclerosis patients treated with interferon beta-1a (Rebif™) using B cell receptor repertoire analysis. J Neuroimmunol 2022; 370:577932. [PMID: 35853357 DOI: 10.1016/j.jneuroim.2022.577932] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2022] [Revised: 05/16/2022] [Accepted: 07/10/2022] [Indexed: 10/17/2022]
Abstract
A significant proportion of multiple sclerosis (MS) patients treated with interferon beta-1a (Rebif™) develop anti-drug antibodies (ADA) with a negative impact on treatment efficacy. We hypothesized that high-throughput B-cell receptor (BCR) repertoire analysis could be used to predict and monitor ADA development. To study this we analyzed 228 peripheral blood samples from 68 longitudinally followed patients starting on interferon beta-1a. Our results show that whole blood BCR analysis does not reflect, and does not predict ADA development in MS patients treated with interferon beta-1a. We propose that BCR analysis of phenotypically selected cell subsets or tissues might be more informative.
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Affiliation(s)
- Linda van der Weele
- Department of Clinical Immunology & Rheumatology, Amsterdam Rheumatology and Immunology Centre (ARC), Amsterdam UMC228, Location AMC, University of Amsterdam, Amsterdam, the Netherlands; Department of Experimental Immunology, Amsterdam Infection & Immunity Institute (AIII), Amsterdam UMC, Location AMC, University of Amsterdam, Amsterdam, the Netherlands
| | - Sabrina Pollastro
- Department of Clinical Immunology & Rheumatology, Amsterdam Rheumatology and Immunology Centre (ARC), Amsterdam UMC228, Location AMC, University of Amsterdam, Amsterdam, the Netherlands; Department of Experimental Immunology, Amsterdam Infection & Immunity Institute (AIII), Amsterdam UMC, Location AMC, University of Amsterdam, Amsterdam, the Netherlands
| | - Barbera D C van Schaik
- Department of Clinical Epidemiology, Biostatistics, and Bioinformatics, Amsterdam Infection & Immunity Institute (AIII), Amsterdam Public Health Research Institute, Amsterdam UMC, Location AMC, University of Amsterdam, Amsterdam, the Netherlands
| | - Antoine H C van Kampen
- Department of Clinical Epidemiology, Biostatistics, and Bioinformatics, Amsterdam Infection & Immunity Institute (AIII), Amsterdam Public Health Research Institute, Amsterdam UMC, Location AMC, University of Amsterdam, Amsterdam, the Netherlands
| | - Ilse T G Niewold
- Department of Clinical Immunology & Rheumatology, Amsterdam Rheumatology and Immunology Centre (ARC), Amsterdam UMC228, Location AMC, University of Amsterdam, Amsterdam, the Netherlands
| | - Taco W Kuijpers
- Department of Pediatric Immunology, Rheumatology and Infectious Diseases, Emma Children's Hospital, Amsterdam UMC, Location AMC, University of Amsterdam, Amsterdam, the Netherlands
| | - Clemens Warnke
- Department of Neurology, Medical Faculty, University Hospital of Cologne, Germany
| | - Poul Erik H Jensen
- Danish Multiple Sclerosis Center, Department of Neurology, Rigshospitalet, University of Copenhagen, Copenhagen, Denmark
| | | | - Malin Ryner
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Christina Hermanrud
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | | | - Marc Pallardy
- Université Paris-Saclay, INSERM, Inflammation Microbiome Immunopathologie, Faculté Pharmacie, Châtenay-Malabry, France
| | | | | | - Anna Fogdell-Hahn
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Niek de Vries
- Department of Clinical Immunology & Rheumatology, Amsterdam Rheumatology and Immunology Centre (ARC), Amsterdam UMC228, Location AMC, University of Amsterdam, Amsterdam, the Netherlands; Department of Experimental Immunology, Amsterdam Infection & Immunity Institute (AIII), Amsterdam UMC, Location AMC, University of Amsterdam, Amsterdam, the Netherlands.
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Abstract
The development of antidrug antibodies (ADAs) is a major problem in several recombinant protein therapies used in the treatment of multiple sclerosis (MS). The etiology of ADAs is multifaceted. The predisposition for a breakdown of immune tolerance is probably genetically determined, and many factors may contribute to the immunogenicity, including structural properties, formation of aggregates, and presence of contaminants and impurities from the industrial manufacturing process. ADAs may have a neutralizing capacity and can reduce or abrogate the bioactivity and therapeutic efficacy of the drug and cause safety issues. Interferon (IFN)-β was the first drug approved for the treatment of MS, and-although it is generally recognized that neutralizing antibodies (NAbs) appear and potentially have a negative effect on therapeutic efficacy-the use of routine measurements of NAbs and the interpretation of the presence of NAbs has been debated at length. NAbs appear after 9-18 months of therapy in up to 40% of patients treated with IFNβ, and the frequency and titers of NAbs depend on the IFNβ preparation. Although all pivotal clinical trials of approved IFNβ products in MS exhibited a detrimental effect of NAbs after prolonged therapy, some subsequent studies did not observe clinical effects from NAbs, which led to the claim that NAbs did not matter. However, it is now largely agreed that persistently high titers of NAbs indicate an abrogation of the biological response and, hence, an absence of therapeutic efficacy, and this observation should lead to a change of therapy. Low and medium titers are ambiguous, and treatment decisions should be guided by determination of in vivo messenger RNA myxovirus resistance protein A induction after IFNβ administration and clinical disease activity. During treatment with glatiramer acetate, ADAs occur frequently but do not appear to adversely affect treatment efficacy or result in adverse events. ADAs occur in approximately 5% of patients treated with natalizumab within 6 months of therapy, and persistent NAbs are associated with a lack of efficacy and acute infusion-related reactions and should instigate a change of therapy. When using the anti-CD20 monoclonal antibodies ocrelizumab and ofatumumab in the treatment of MS, it is not necessary to test for NAbs as these occur very infrequently. Alemtuzumab is immunogenic, but routine measurements of ADAs are not recommended as the antibodies in the pivotal 2-year trials at the population level did not influence lymphocyte depletion or repopulation, efficacy, or safety. However, in some individuals, NAbs led to poor lymphocyte depletion.
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Mirabella M, Annovazzi P, Brownlee W, Cohen JA, Kleinschnitz C, Wolf C. Treatment Challenges in Multiple Sclerosis – A Continued Role for Glatiramer Acetate? Front Neurol 2022; 13:844873. [PMID: 35493825 PMCID: PMC9051342 DOI: 10.3389/fneur.2022.844873] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2021] [Accepted: 03/09/2022] [Indexed: 12/14/2022] Open
Abstract
Earlier diagnosis, access to disease-modifying therapies (DMTs), and improved supportive care have favorably altered the disease course of multiple sclerosis (MS), leading to an improvement in long-term outcomes for people with MS (PwMS). This success has changed the medical characteristics of the population seen in MS clinics. Comorbidities and the accompanying polypharmacy, immune senescence, and the growing number of approved DMTs make selecting the optimal agent for an individual patient more challenging. Glatiramer acetate (GA), a moderately effective DMT, interacts only minimally with comorbidities, other medications, or immune senescence. We describe here several populations in which GA may represent a useful treatment option to overcome challenges due to advanced age or comorbidities (e.g., hepatic or renal disease, cancer). Further, we weigh GA's potential merits in other settings where PwMS and their neurologists must base treatment decisions on factors other than selecting the most effective DMT, e.g., family planning, conception and pregnancy, or the need for vaccination.
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Affiliation(s)
- Massimiliano Mirabella
- Fondazione Policlinico Universitario “A. Gemelli” IRCCS, Rome, Italy
- Centro di Ricerca Sclerosi Multipla (CERSM), Università Cattolica, Rome, Italy
- *Correspondence: Massimiliano Mirabella ; orcid.org/0000-0002-7783-114X
| | - Pietro Annovazzi
- MS Center, ASST Valle Olona, Gallarate Hospital, Gallarate, Italy
| | - Wallace Brownlee
- Queen Square MS Centre, National Hospital for Neurology and Neurosurgery, London, United Kingdom
| | - Jeffrey A. Cohen
- Department of Neurology, Mellen Center, Neurologic Institute, Cleveland Clinic, Cleveland, OH, United States
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Genome-wide pharmacogenetics of anti-drug antibody response to bococizumab highlights key residues in HLA DRB1 and DQB1. Sci Rep 2022; 12:4266. [PMID: 35277540 PMCID: PMC8917227 DOI: 10.1038/s41598-022-07997-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2021] [Accepted: 02/14/2022] [Indexed: 11/13/2022] Open
Abstract
In this largest to-date genetic analysis of anti-drug antibody (ADA) response to a therapeutic monoclonal antibody (MAb), genome-wide association was performed for five measures of ADA status among 8844 individuals randomized to bococizumab, which targets PCSK9 for LDL-C lowering and cardiovascular protection. Index associations prioritized specific amino acid substitutions at the DRB1 and DQB1 MHC class II genes rather than canonical haplotypes. Two clusters of missense variants at DRB1 were associated with general ADA measures (residues 9, 11, 13; and 96, 112, 120, 180) and a third cluster of missense variants in DQB1 was associated with ADA measures including neutralizing antibody (NAb) titers (residues 66, 67, 71, 74, 75). The structural disposition of the missense substitutions implicates peptide antigen binding and CD4 effector function, mechanisms that are potentially generalizable to other therapeutic mAbs. Clinicaltrials.gov: NCT01968954, NCT01968967, NCT01968980, NCT01975376, NCT01975389, NCT02100514.
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10
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Michaličková D, Kübra Ö, Das D, Osama B, Slanař O. Molecular biomarkers in multiple sclerosis. ARHIV ZA FARMACIJU 2022. [DOI: 10.5937/arhfarm72-36165] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022] Open
Abstract
Multiple sclerosis (MS) is a highly heterogenous disease regarding radiological, pathological, and clinical characteristics and therapeutic response, including both the efficacy and safety profile of treatments. Accordingly, there is a high demand for biomarkers that sensitively and specifically apprehend the distinctive aspects of the MS heterogeneity, and that can aid in better understanding of the disease diagnosis, prognosis, prediction of the treatment response, and, finally, in the development of new treatments. Currently, clinical characteristics (e.g., relapse rate and disease progression) and magnetic resonance imaging play the most important role in the clinical classification of MS and assessment of its course. Molecular biomarkers (e.g., immunoglobulin G (IgG) oligoclonal bands, IgG index, anti-aquaporin-4 antibodies, neutralizing antibodies against interferon-beta and natalizumab, anti-varicella zoster virus and anti-John Cunningham (JC) virus antibodies) complement these markers excellently. This review provides an overview of exploratory, validated and clinically useful molecular biomarkers in MS which are used for prediction, diagnosis, disease activity and treatment response.
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11
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Gu W, Hasan S, Rocca-Serra P, Satagopam VP. Road to effective data curation for translational research. Drug Discov Today 2021; 26:626-630. [PMID: 33338655 DOI: 10.1016/j.drudis.2020.12.007] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2020] [Revised: 07/02/2020] [Accepted: 12/09/2020] [Indexed: 10/22/2022]
Abstract
Translational research today is data-intensive and requires multi-stakeholder collaborations to generate and pool data together for integrated analysis. This leads to the challenge of harmonization of data from different sources with different formats and standards, which is often overlooked during project planning and thus becomes a bottleneck of the research progress. We report on our experience and lessons learnt about data curation for translational research garnered over the course of the European Translational Research Infrastructure & Knowledge management Services (eTRIKS) program (https://www.etriks.org), a unique, 5-year, cross-organizational, cross-cultural collaboration project funded by the Innovative Medicines Initiative of the EU. Here, we discuss the obstacles and suggest what steps are needed for effective data curation in translational research, especially for projects involving multiple organizations from academia and industry.
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Affiliation(s)
- Wei Gu
- Luxembourg Centre for Systems Biomedicine, University of Luxembourg, Esch-sur-Alzette, Luxembourg; ELIXIR Luxembourg, Esch-sur-Alzette, Luxembourg
| | | | | | - Venkata P Satagopam
- Luxembourg Centre for Systems Biomedicine, University of Luxembourg, Esch-sur-Alzette, Luxembourg; ELIXIR Luxembourg, Esch-sur-Alzette, Luxembourg.
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12
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An interdependence between GAPVD1 gene polymorphism, expression level and response to interferon beta in patients with multiple sclerosis. J Neuroimmunol 2021; 353:577507. [PMID: 33548618 DOI: 10.1016/j.jneuroim.2021.577507] [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: 09/15/2020] [Revised: 01/02/2021] [Accepted: 01/27/2021] [Indexed: 11/21/2022]
Abstract
Interferon-β (IFN-β) is among the first drugs used for reducing the symptoms of multiple sclerosis (MS). Many studies show that the genetic predisposition of patients might modulate their response to IFN-β treatment. In this study GAPVD1 gene expression and the genotyping of rs2291858 variant were analysed in 100 responder and 100 non-responder patients with MS treated using IFN-β. Moreover, rs2291858 genotyping was performed for 200 patients with MS and 200 healthy controls. GAPVD1 expression was significantly increased in the responder patients than in non-responders and the distribution of rs2291858 polymorphism was significantly different between them. The GAPVD1 expression level in AA genotype of the responder group was higher than that in other genotypes of these two groups. The results show that the GAPVD1 expression level and rs2291858 genotype probably affect the response to IFN- β in patients with MS.
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13
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Amirmahani F, Ebrahimi N, Molaei F, Faghihkhorasani F, Jamshidi Goharrizi K, Mirtaghi SM, Borjian‐Boroujeni M, Hamblin MR. Approaches for the integration of big data in translational medicine: single‐cell and computational methods. Ann N Y Acad Sci 2021; 1493:3-28. [DOI: 10.1111/nyas.14544] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2020] [Revised: 10/31/2020] [Accepted: 11/12/2020] [Indexed: 12/11/2022]
Affiliation(s)
- Farzane Amirmahani
- Genetics Division, Department of Cell and Molecular Biology and Microbiology, Faculty of Science and Technology University of Isfahan Isfahan Iran
| | - Nasim Ebrahimi
- Genetics Division, Department of Cell and Molecular Biology and Microbiology, Faculty of Science and Technology University of Isfahan Isfahan Iran
| | - Fatemeh Molaei
- Department of Anesthesiology, Faculty of Paramedical Jahrom University of Medical Sciences Jahrom Iran
| | | | | | | | | | - Michael R. Hamblin
- Laser Research Centre, Faculty of Health Science University of Johannesburg South Africa
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14
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Dunn N, Fogdell-Hahn A, Hillert J, Spelman T. Long-Term Consequences of High Titer Neutralizing Antibodies to Interferon-β in Multiple Sclerosis. Front Immunol 2020; 11:583560. [PMID: 33178215 PMCID: PMC7593513 DOI: 10.3389/fimmu.2020.583560] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2020] [Accepted: 09/07/2020] [Indexed: 11/22/2022] Open
Abstract
Background Neutralizing anti-drug antibodies (NAbs) to interferon beta (IFNβ) develop in up to 47% of multiple sclerosis (MS) treated patients inhibiting treatment effect of IFNβ. However, the long-term effect of NAbs remain unknown. Objective To investigate the long-term consequences of high titer NAbs to IFNβ on disease activity and progression in MS patients. Methods An observational study including data from all IFNβ treated relapsing remitting MS patients with sufficient NAb test results from the Swedish MS registry. Patients were classified into either confirmed ‘high titer’ or ‘persistent negative’ groups and analyzed for differences in disease activity and progression over time. Results A total of 197 high-titer and 2907 persistent negative patients with 19969.6 follow up years of data were included. High titer NAbs were associated with a higher degree of disease activity at baseline. However, even when accounting for this, the presence of high titer NAbs were also associated with higher disease activity during IFNβ treatment. This persisted even after the next DMT start, suggesting that earlier high titers may partially reduce the effect of later treatments. No difference was found in confirmed disability progression. Conclusion High titer NAbs to IFNβ are associated with higher disease activity, persisting even after IFNβ discontinuation or switch. These results support use of highly efficient treatment earlier in patients with active disease, to avoid these complications.
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Affiliation(s)
- Nicky Dunn
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.,Clinical Neuroimmunology, Center for Molecular Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Anna Fogdell-Hahn
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.,Clinical Neuroimmunology, Center for Molecular Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Jan Hillert
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Tim Spelman
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
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15
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Hässler S, Bachelet D, Duhaze J, Szely N, Gleizes A, Hacein-Bey Abina S, Aktas O, Auer M, Avouac J, Birchler M, Bouhnik Y, Brocq O, Buck-Martin D, Cadiot G, Carbonnel F, Chowers Y, Comabella M, Derfuss T, De Vries N, Donnellan N, Doukani A, Guger M, Hartung HP, Kubala Havrdova E, Hemmer B, Huizinga T, Ingenhoven K, Hyldgaard-Jensen PE, Jury EC, Khalil M, Kieseier B, Laurén A, Lindberg R, Loercher A, Maggi E, Manson J, Mauri C, Mohand Oumoussa B, Montalban X, Nachury M, Nytrova P, Richez C, Ryner M, Sellebjerg F, Sievers C, Sikkema D, Soubrier M, Tourdot S, Trang C, Vultaggio A, Warnke C, Spindeldreher S, Dönnes P, Hickling TP, Hincelin Mery A, Allez M, Deisenhammer F, Fogdell-Hahn A, Mariette X, Pallardy M, Broët P. Clinicogenomic factors of biotherapy immunogenicity in autoimmune disease: A prospective multicohort study of the ABIRISK consortium. PLoS Med 2020; 17:e1003348. [PMID: 33125391 PMCID: PMC7598520 DOI: 10.1371/journal.pmed.1003348] [Citation(s) in RCA: 37] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/24/2020] [Accepted: 09/18/2020] [Indexed: 01/12/2023] Open
Abstract
BACKGROUND Biopharmaceutical products (BPs) are widely used to treat autoimmune diseases, but immunogenicity limits their efficacy for an important proportion of patients. Our knowledge of patient-related factors influencing the occurrence of antidrug antibodies (ADAs) is still limited. METHODS AND FINDINGS The European consortium ABIRISK (Anti-Biopharmaceutical Immunization: prediction and analysis of clinical relevance to minimize the RISK) conducted a clinical and genomic multicohort prospective study of 560 patients with multiple sclerosis (MS, n = 147), rheumatoid arthritis (RA, n = 229), Crohn's disease (n = 148), or ulcerative colitis (n = 36) treated with 8 different biopharmaceuticals (etanercept, n = 84; infliximab, n = 101; adalimumab, n = 153; interferon [IFN]-beta-1a intramuscularly [IM], n = 38; IFN-beta-1a subcutaneously [SC], n = 68; IFN-beta-1b SC, n = 41; rituximab, n = 31; tocilizumab, n = 44) and followed during the first 12 months of therapy for time to ADA development. From the bioclinical data collected, we explored the relationships between patient-related factors and the occurrence of ADAs. Both baseline and time-dependent factors such as concomitant medications were analyzed using Cox proportional hazard regression models. Mean age and disease duration were 35.1 and 0.85 years, respectively, for MS; 54.2 and 3.17 years for RA; and 36.9 and 3.69 years for inflammatory bowel diseases (IBDs). In a multivariate Cox regression model including each of the clinical and genetic factors mentioned hereafter, among the clinical factors, immunosuppressants (adjusted hazard ratio [aHR] = 0.408 [95% confidence interval (CI) 0.253-0.657], p < 0.001) and antibiotics (aHR = 0.121 [0.0437-0.333], p < 0.0001) were independently negatively associated with time to ADA development, whereas infections during the study (aHR = 2.757 [1.616-4.704], p < 0.001) and tobacco smoking (aHR = 2.150 [1.319-3.503], p < 0.01) were positively associated. 351,824 Single-Nucleotide Polymorphisms (SNPs) and 38 imputed Human Leukocyte Antigen (HLA) alleles were analyzed through a genome-wide association study. We found that the HLA-DQA1*05 allele significantly increased the rate of immunogenicity (aHR = 3.9 [1.923-5.976], p < 0.0001 for the homozygotes). Among the 6 genetic variants selected at a 20% false discovery rate (FDR) threshold, the minor allele of rs10508884, which is situated in an intron of the CXCL12 gene, increased the rate of immunogenicity (aHR = 3.804 [2.139-6.764], p < 1 × 10-5 for patients homozygous for the minor allele) and was chosen for validation through a CXCL12 protein enzyme-linked immunosorbent assay (ELISA) on patient serum at baseline before therapy start. CXCL12 protein levels were higher for patients homozygous for the minor allele carrying higher ADA risk (mean: 2,693 pg/ml) than for the other genotypes (mean: 2,317 pg/ml; p = 0.014), and patients with CXCL12 levels above the median in serum were more prone to develop ADAs (aHR = 2.329 [1.106-4.90], p = 0.026). A limitation of the study is the lack of replication; therefore, other studies are required to confirm our findings. CONCLUSION In our study, we found that immunosuppressants and antibiotics were associated with decreased risk of ADA development, whereas tobacco smoking and infections during the study were associated with increased risk. We found that the HLA-DQA1*05 allele was associated with an increased rate of immunogenicity. Moreover, our results suggest a relationship between CXCL12 production and ADA development independent of the disease, which is consistent with its known function in affinity maturation of antibodies and plasma cell survival. Our findings may help physicians in the management of patients receiving biotherapies.
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Affiliation(s)
- Signe Hässler
- CESP, INSERM UMR 1018, Faculty of Medicine, Paris-Sud University, UVSQ, Paris-Saclay University, Villejuif, France
- Sorbonne Université, INSERM UMR 959, Immunology-Immunopathology-Immunotherapy (i3), Paris, France
- AP-HP, Hôpital Pitié-Salpêtrière, Biotherapy (CIC-BTi), Paris, France
- * E-mail: (SH); (PB)
| | - Delphine Bachelet
- CESP, INSERM UMR 1018, Faculty of Medicine, Paris-Sud University, UVSQ, Paris-Saclay University, Villejuif, France
- Department of Biostatistical Epidemiology and Clinical Research, Hôpital Bichat, Assistance Publique-Hôpitaux de Paris AP-HP.Nord, INSERM CIC-EC 1425, Paris, France
| | - Julianne Duhaze
- CESP, INSERM UMR 1018, Faculty of Medicine, Paris-Sud University, UVSQ, Paris-Saclay University, Villejuif, France
- CHU Ste-Justine Research Center, Montreal, Canada
| | - Natacha Szely
- INSERM UMR 996, Faculty of Pharmacy, Paris-Sud University, Paris-Saclay University, Châtenay-Malabry, France
| | - Aude Gleizes
- INSERM UMR 996, Faculty of Pharmacy, Paris-Sud University, Paris-Saclay University, Châtenay-Malabry, France
- Clinical Immunology Laboratory, AP-HP, Le Kremlin-Bicêtre Hospital, Paris-Sud University Hospitals, Le Kremlin-Bicêtre, France
| | - Salima Hacein-Bey Abina
- Clinical Immunology Laboratory, AP-HP, Le Kremlin-Bicêtre Hospital, Paris-Sud University Hospitals, Le Kremlin-Bicêtre, France
- UTCBS, CNRS UMR 8258, INSERM U1022, Faculty of Pharmacy, Paris-Descartes-Sorbonne-Cite University, Paris, France
| | - Orhan Aktas
- University of Düsseldorf, Medical Faculty, Department of Neurology, Düsseldorf, Germany
| | - Michael Auer
- Innsbruck Medical University, Department of Neurology, Innsbruck, Austria
| | - Jerôme Avouac
- Paris University, Paris Descartes University, INSERM U1016, Paris, France
- Rheumatology department, Cochin Hospital, AP-HP.CUP, Paris, France
| | - Mary Birchler
- GlaxoSmithKline, Clinical Immunology–Biopharm, Collegeville, Pennsylvania, United States of America
| | - Yoram Bouhnik
- AP-HP, Hôpital Beaujon, Paris, France
- GETAID, Paris, France
| | | | | | - Guillaume Cadiot
- GETAID, Paris, France
- Service d'hépato-gastroentérologie, University Hospital of Reims, Reims, France
| | - Franck Carbonnel
- GETAID, Paris, France
- Department of Gastroenterology, AP-HP, Hôpital Kremlin-Bicêtre, France
| | - Yehuda Chowers
- Department of Gastroenterology, Rambam Health Care Campus, Haifa, Israel; Bruce Rappaport School of Medicine, Technion Israel Institute of Technology, Haifa, Israel; Clinical Research Institute, Rambam Health Care Campus, Haifa, Israel
| | - Manuel Comabella
- Servei de Neurologia-Neuroimmunologia, Centre d’Esclerosi Múltiple de Catalunya (Cemcat). Institut de Recerca Vall d’Hebron (VHIR). Hospital Universitari Vall d’Hebron, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Tobias Derfuss
- Departments of Biomedicine and Neurology, University Hospital Basel and University of Basel, Basel, Switzerland
| | - Niek De Vries
- Rheumatology & Clinical Immunology, Amsterdam UMC | AMC, University of Amsterdam, Amsterdam, the Netherlands
| | | | - Abiba Doukani
- Sorbonne Université, Inserm, UMS Production et Analyse des données en Sciences de la vie et en Santé, UMS 37 PASS, Plateforme Post-génomique de la Pitié-Salpêtrière, P3S, Paris, France
| | - Michael Guger
- Clinic for Neurology 2, Med Campus III, Kepler University Hospital GmbH, Linz, Austria
| | - Hans-Peter Hartung
- University of Düsseldorf, Medical Faculty, Department of Neurology, Düsseldorf, Germany
| | - Eva Kubala Havrdova
- Department of Neurology and Center of Clinical Neuroscience, First Faculty of Medicine, Charles University and General University Hospital, Prague, Czech Republic
| | - Bernhard Hemmer
- Department of Neurology, Technische Universität München, Munich, Germany
- Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
| | - Tom Huizinga
- Department of Rheumatology, Leiden University Medical Center, Leiden, the Netherlands
| | - Kathleen Ingenhoven
- University of Düsseldorf, Medical Faculty, Department of Neurology, Düsseldorf, Germany
| | - Poul Erik Hyldgaard-Jensen
- Danish Multiple Sclerosis Center, Department of Neurology, Rigshospitalet, University of Copenhagen, Copenhagen, Denmark
| | - Elizabeth C. Jury
- Centre for Rheumatology Research, University College London, London, United Kingdom
| | - Michael Khalil
- Department of Neurology, Medical University of Graz, Austria
| | - Bernd Kieseier
- University of Düsseldorf, Medical Faculty, Department of Neurology, Düsseldorf, Germany
| | | | - Raija Lindberg
- Departments of Biomedicine and Neurology, University Hospital Basel and University of Basel, Basel, Switzerland
| | - Amy Loercher
- GlaxoSmithKline, Clinical Immunology–Biopharm, Collegeville, Pennsylvania, United States of America
| | - Enrico Maggi
- Dipartimento di Medicina Sperimentale e Clínica, Università di Firenze, Firenze, Italy
- Immunology Area of Bambino Gesù Pediatric Hospital, IRCCS, Rome, Italy
| | - Jessica Manson
- Department of Rheumatology, University College London Hospital, London, United Kingdom
| | - Claudia Mauri
- Centre for Rheumatology Research, University College London, London, United Kingdom
| | - Badreddine Mohand Oumoussa
- Sorbonne Université, Inserm, UMS Production et Analyse des données en Sciences de la vie et en Santé, UMS 37 PASS, Plateforme Post-génomique de la Pitié-Salpêtrière, P3S, Paris, France
| | - Xavier Montalban
- Servei de Neurologia-Neuroimmunologia, Centre d’Esclerosi Múltiple de Catalunya (Cemcat). Institut de Recerca Vall d’Hebron (VHIR). Hospital Universitari Vall d’Hebron, Universitat Autònoma de Barcelona, Barcelona, Spain
- Center for Multiple Sclerosis, St. Michael's Hospital, University of Toronto, Toronto, Canada
| | - Maria Nachury
- GETAID, Paris, France
- University hospital of Lille, Maladies de l'appareil digestif, Lille, France
| | - Petra Nytrova
- Department of Neurology and Center of Clinical Neuroscience, First Faculty of Medicine, Charles University and General University Hospital, Prague, Czech Republic
| | - Christophe Richez
- Rheumatology Department, CHU de Bordeaux-GH Pellegrin, Bordeaux, France
- UMR CNRS 5164, Bordeaux University, Bordeaux, France
| | - Malin Ryner
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Finn Sellebjerg
- Danish Multiple Sclerosis Center, Department of Neurology, Rigshospitalet, University of Copenhagen, Copenhagen, Denmark
| | - Claudia Sievers
- Departments of Biomedicine and Neurology, University Hospital Basel and University of Basel, Basel, Switzerland
| | - Dan Sikkema
- GlaxoSmithKline, Clinical Immunology–Biopharm, Collegeville, Pennsylvania, United States of America
- Current address: Quanterix Corporation, Billerica, Massachusetts, United States of America
| | - Martin Soubrier
- Rheumatology, University Hospital of Clermont Ferrand, Clermont Ferrand, France
| | - Sophie Tourdot
- INSERM UMR 996, Faculty of Pharmacy, Paris-Sud University, Paris-Saclay University, Châtenay-Malabry, France
| | - Caroline Trang
- GETAID, Paris, France
- Institut des maladies de l'Appareil Digestif, University Hospital of Nantes, Nantes, France
| | - Alessandra Vultaggio
- Dipartimento di Medicina Sperimentale e Clínica, Università di Firenze, Firenze, Italy
| | - Clemens Warnke
- University of Düsseldorf, Medical Faculty, Department of Neurology, Düsseldorf, Germany
- Department of Neurology, University Hospital Köln, Köln, Germany
| | - Sebastian Spindeldreher
- Drug Metabolism Pharmacokinetics-Biologics, Novartis Institutes for Biomedical Research, Basel, Switzerland
- Integrated Biologix GmbH, Basel, Switzerland
| | | | - Timothy P. Hickling
- BioMedicine Design, Pfizer, Inc., Andover, Massachusetts, United States of America
| | | | - Matthieu Allez
- GETAID, Paris, France
- Department of Gastroenterology, Hôpital Saint-Louis, AP-HP, Université Paris-Diderot, Paris, France
| | | | - Anna Fogdell-Hahn
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Xavier Mariette
- Centre for Immunology of Viral Infections and Autoimmune Diseases, INSERM UMR 1184, Université Paris-Saclay, AP-HP.Université Paris-Saclay, Le Kremlin-Bicêtre, France
| | - Marc Pallardy
- INSERM UMR 996, Faculty of Pharmacy, Paris-Sud University, Paris-Saclay University, Châtenay-Malabry, France
| | - Philippe Broët
- CESP, INSERM UMR 1018, Faculty of Medicine, Paris-Sud University, UVSQ, Paris-Saclay University, Villejuif, France
- CHU Ste-Justine Research Center, Montreal, Canada
- AP-HP, Paris-Sud University Hospitals, Paul Brousse Hospital, Villejuif, France
- * E-mail: (SH); (PB)
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16
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Waddington KE, Papadaki A, Coelewij L, Adriani M, Nytrova P, Kubala Havrdova E, Fogdell-Hahn A, Farrell R, Dönnes P, Pineda-Torra I, Jury EC. Using Serum Metabolomics to Predict Development of Anti-drug Antibodies in Multiple Sclerosis Patients Treated With IFNβ. Front Immunol 2020; 11:1527. [PMID: 32765529 PMCID: PMC7380268 DOI: 10.3389/fimmu.2020.01527] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2020] [Accepted: 06/10/2020] [Indexed: 12/14/2022] Open
Abstract
Background: Neutralizing anti-drug antibodies (ADA) can greatly reduce the efficacy of biopharmaceuticals used to treat patients with multiple sclerosis (MS). However, the biological factors pre-disposing an individual to develop ADA are poorly characterized. Thus, there is an unmet clinical need for biomarkers to predict the development of immunogenicity, and subsequent treatment failure. Up to 35% of MS patients treated with beta interferons (IFNβ) develop ADA. Here we use machine learning to predict immunogenicity against IFNβ utilizing serum metabolomics data. Methods: Serum samples were collected from 89 MS patients as part of the ABIRISK consortium-a multi-center prospective study of ADA development. Metabolites and ADA were quantified prior to and after IFNβ treatment. Thirty patients became ADA positive during the first year of treatment (ADA+). We tested the efficacy of six binary classification models using 10-fold cross validation; k-nearest neighbors, decision tree, random forest, support vector machine and lasso (Least Absolute Shrinkage and Selection Operator) logistic regression with and without interactions. Results: We were able to predict future immunogenicity from baseline metabolomics data. Lasso logistic regression with/without interactions and support vector machines were the most successful at identifying ADA+ or ADA- cases, respectively. Furthermore, patients who become ADA+ had a distinct metabolic response to IFNβ in the first 3 months, with 29 differentially regulated metabolites. Machine learning algorithms could also predict ADA status based on metabolite concentrations at 3 months. Lasso logistic regressions had the greatest proportion of correct classifications [F1 score (accuracy measure) = 0.808, specificity = 0.913]. Finally, we hypothesized that serum lipids could contribute to ADA development by altering immune-cell lipid rafts. This was supported by experimental evidence demonstrating that, prior to IFNβ exposure, lipid raft-associated lipids were differentially expressed between MS patients who became ADA+ or remained ADA-. Conclusion: Serum metabolites are a promising biomarker for prediction of ADA development in MS patients treated with IFNβ, and could provide novel insight into mechanisms of immunogenicity.
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Affiliation(s)
- Kirsty E. Waddington
- Centre for Rheumatology, University College London, London, United Kingdom
- Centre for Cardiometabolic and Vascular Medicine, University College London, London, United Kingdom
| | - Artemis Papadaki
- Centre for Rheumatology, University College London, London, United Kingdom
| | - Leda Coelewij
- Centre for Rheumatology, University College London, London, United Kingdom
- Centre for Cardiometabolic and Vascular Medicine, University College London, London, United Kingdom
| | - Marsilio Adriani
- Centre for Rheumatology, University College London, London, United Kingdom
| | - Petra Nytrova
- Department of Neurology and Centre of Clinical Neuroscience, General University Hospital and First Faculty of Medicine, Charles University in Prague, Prague, Czechia
| | - Eva Kubala Havrdova
- Department of Neurology and Centre of Clinical Neuroscience, General University Hospital and First Faculty of Medicine, Charles University in Prague, Prague, Czechia
| | - Anna Fogdell-Hahn
- Department of Clinical Neuroscience, Center for Molecular Medicine (CMM), Karolinska Institutet, Karolinska University Hospital, Huddinge, Sweden
| | - Rachel Farrell
- Department of Neuroinflammation, University College London, Institute of Neurology and National Hospital of Neurology and Neurosurgery, London, United Kingdom
| | - Pierre Dönnes
- Centre for Rheumatology, University College London, London, United Kingdom
- Scicross AB, Skövde, Sweden
| | - Inés Pineda-Torra
- Centre for Cardiometabolic and Vascular Medicine, University College London, London, United Kingdom
| | - Elizabeth C. Jury
- Centre for Rheumatology, University College London, London, United Kingdom
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Atiqi S, Hooijberg F, Loeff FC, Rispens T, Wolbink GJ. Immunogenicity of TNF-Inhibitors. Front Immunol 2020; 11:312. [PMID: 32174918 PMCID: PMC7055461 DOI: 10.3389/fimmu.2020.00312] [Citation(s) in RCA: 96] [Impact Index Per Article: 24.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2019] [Accepted: 02/07/2020] [Indexed: 01/19/2023] Open
Abstract
Tumor necrosis factor inhibitors (TNFi) have significantly improved treatment outcome of rheumatic diseases since their incorporation into treatment protocols two decades ago. Nevertheless, a substantial fraction of patients experiences either primary or secondary failure to TNFi due to ineffectiveness of the drug or adverse reactions. Secondary failure and adverse events can be related to the development of anti-drug antibodies (ADA). The earliest studies that reported ADA toward TNFi mainly used drug-sensitive assays. Retrospectively, we recognize this has led to an underestimation of the amount of ADA produced due to drug interference. Drug-tolerant ADA assays also detect ADA in the presence of drug, which has contributed to the currently reported higher incidence of ADA development. Comprehension and awareness of the assay format used for ADA detection is thus essential to interpret ADA measurements correctly. In addition, a concurrent drug level measurement is informative as it may provide insight in the extent of underestimation of ADA levels and improves understanding the clinical consequences of ADA formation. The clinical effects are dependent on the ratio between the amount of drug that is neutralized by ADA and the amount of unbound drug. Pharmacokinetic modeling might be useful in this context. The ADA response generally gives rise to high affinity IgG antibodies, but this response will differ between patients. Some patients will not reach the phase of affinity maturation while others generate an enduring high titer high affinity IgG response. This response can be transient in some patients, indicating a mechanism of tolerance induction or B-cell anergy. In this review several different aspects of the ADA response toward TNFi will be discussed. It will highlight the ADA assays, characteristics and regulation of the ADA response, impact of immunogenicity on the pharmacokinetics of TNFi, clinical implications of ADA formation, and possible mitigation strategies.
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Affiliation(s)
- Sadaf Atiqi
- Amsterdam Rheumatology and Immunology Center, Department of Rheumatology, Reade, Amsterdam, Netherlands
| | - Femke Hooijberg
- Amsterdam Rheumatology and Immunology Center, Department of Rheumatology, Reade, Amsterdam, Netherlands
| | - Floris C Loeff
- Department of Immunopathology, Sanquin Research and Landsteiner Laboratory Academic Medical Centre, Amsterdam, Netherlands
| | - Theo Rispens
- Department of Immunopathology, Sanquin Research and Landsteiner Laboratory Academic Medical Centre, Amsterdam, Netherlands
| | - Gerrit J Wolbink
- Amsterdam Rheumatology and Immunology Center, Department of Rheumatology, Reade, Amsterdam, Netherlands.,Department of Immunopathology, Sanquin Research and Landsteiner Laboratory Academic Medical Centre, Amsterdam, Netherlands
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Abstract
PURPOSE OF REVIEW A variety of high-efficacy disease-modifying therapies (DMTs) are available for the treatment of multiple sclerosis (MS). After evaluation and approval by regulatory agencies, DMTs are likely to be administered to patients whose characteristics differ from those enrolled in clinical trials. This may contribute to the emergence of unexpected adverse events observed in the real-world setting. Higher age may be a relevant factor that could change the benefit-risk balance of DMTs, as it may associate with lower efficiency and higher frequency of adverse events. RECENT FINDINGS The absolute and relative number of patients with MS who reach the age of 55 and higher increases. Growing evidence demonstrates lower efficacy of DMTs in older persons with MS. Specific risks during DMTs for MS, such as the risk of developing progressive multifocal leukoencephalopathy (PML) or the outcome following PML, have been associated with age. It is hypothesized that age-related and therapy-induced alterations to the immune system may have (super)additive effects, resulting in an acceleration of physiological immunosenescence and inflamm-aging. SUMMARY In this article, we review the risks of high-efficacy DMTs in MS with a specific focus on age-related efficacy and risks, including opportunistic infections, malignancies, and autoimmune reactions.
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Geneviève LD, Martani A, Mallet MC, Wangmo T, Elger BS. Factors influencing harmonized health data collection, sharing and linkage in Denmark and Switzerland: A systematic review. PLoS One 2019; 14:e0226015. [PMID: 31830124 PMCID: PMC6907832 DOI: 10.1371/journal.pone.0226015] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2019] [Accepted: 11/18/2019] [Indexed: 02/06/2023] Open
Abstract
INTRODUCTION The digitalization of medicine has led to a considerable growth of heterogeneous health datasets, which could improve healthcare research if integrated into the clinical life cycle. This process requires, amongst other things, the harmonization of these datasets, which is a prerequisite to improve their quality, re-usability and interoperability. However, there is a wide range of factors that either hinder or favor the harmonized collection, sharing and linkage of health data. OBJECTIVE This systematic review aims to identify barriers and facilitators to health data harmonization-including data sharing and linkage-by a comparative analysis of studies from Denmark and Switzerland. METHODS Publications from PubMed, Web of Science, EMBASE and CINAHL involving cross-institutional or cross-border collection, sharing or linkage of health data from Denmark or Switzerland were searched to identify the reported barriers and facilitators to data harmonization. RESULTS Of the 345 projects included, 240 were single-country and 105 were multinational studies. Regarding national projects, a Swiss study reported on average more barriers and facilitators than a Danish study. Barriers and facilitators of a technical nature were most frequently reported. CONCLUSION This systematic review gathered evidence from Denmark and Switzerland on barriers and facilitators concerning data harmonization, sharing and linkage. Barriers and facilitators were strictly interrelated with the national context where projects were carried out. Structural changes, such as legislation implemented at the national level, were mirrored in the projects. This underlines the impact of national strategies in the field of health data. Our findings also suggest that more openness and clarity in the reporting of both barriers and facilitators to data harmonization constitute a key element to promote the successful management of new projects using health data and the implementation of proper policies in this field. Our study findings are thus meaningful beyond these two countries.
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Affiliation(s)
| | - Andrea Martani
- Institute for Biomedical Ethics, University of Basel, Basel, Switzerland
| | | | - Tenzin Wangmo
- Institute for Biomedical Ethics, University of Basel, Basel, Switzerland
| | - Bernice Simone Elger
- Institute for Biomedical Ethics, University of Basel, Basel, Switzerland
- University Center of Legal Medicine, University of Geneva, Geneva, Switzerland
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20
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Current In Vitro Assays for Prediction of T Cell Mediated Immunogenicity of Biotherapeutics and Manufacturing Impurities. J Pharm Innov 2019. [DOI: 10.1007/s12247-019-09412-5] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
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21
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Cassotta A, Mikol V, Bertrand T, Pouzieux S, Le Parc J, Ferrari P, Dumas J, Auer M, Deisenhammer F, Gastaldi M, Franciotta D, Silacci-Fregni C, Fernandez Rodriguez B, Giacchetto-Sasselli I, Foglierini M, Jarrossay D, Geiger R, Sallusto F, Lanzavecchia A, Piccoli L. A single T cell epitope drives the neutralizing anti-drug antibody response to natalizumab in multiple sclerosis patients. Nat Med 2019; 25:1402-1407. [PMID: 31501610 PMCID: PMC6795539 DOI: 10.1038/s41591-019-0568-2] [Citation(s) in RCA: 44] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2019] [Accepted: 07/29/2019] [Indexed: 01/08/2023]
Abstract
Natalizumab (NZM), a humanized monoclonal IgG4 antibody to α4
integrins, is used to treat patients with relapsing-remitting multiple sclerosis
(MS)1,2, but in about 6% of the cases persistent
neutralizing anti-drug antibodies (ADAs) are induced leading to therapy
discontinuation3,4. To understand the basis of the
ADA response and the mechanism of ADA-mediated neutralization, we performed an
in-depth analysis of the B and T cell responses in two patients. By
characterizing a large panel of NZM-specific monoclonal antibodies, we found
that, in both patients, the response was polyclonal and targeted different
epitopes of the NZM idiotype. The neutralizing activity was acquired through
somatic mutations and correlated with a slow dissociation rate, a finding that
was supported by structural data. Interestingly, in both patients, the analysis
of the CD4+ T cell response, combined with mass spectrometry-based
peptidomics, revealed a single immunodominant T cell epitope spanning the
FR2-CDR2 region of the NZM light chain. Moreover, a CDR2-modified version of NZM
was not recognized by T cells, while retaining binding to α4 integrins.
Collectively, our integrated analysis identifies the basis of T-B collaboration
that leads to ADA-mediated therapeutic resistance and delineates an approach to
design novel deimmunized antibodies for autoimmune disease and cancer
treatment.
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Affiliation(s)
- Antonino Cassotta
- Institute for Research in Biomedicine, Università della Svizzera italiana, Bellinzona, Switzerland.,Institute of Microbiology, ETH Zurich, Zurich, Switzerland
| | - Vincent Mikol
- Research Platform, Sanofi R&D, Vitry-sur-Seine, France
| | | | | | | | - Paul Ferrari
- Research Platform, Sanofi R&D, Vitry-sur-Seine, France
| | - Jacques Dumas
- Research Platform, Sanofi R&D, Vitry-sur-Seine, France
| | - Michael Auer
- Department of Neurology, Innsbruck Medical University, Innsbruck, Austria
| | | | - Matteo Gastaldi
- Laboratory of Neuroimmunology, IRCCS Mondino Foundation, Pavia, Italy
| | - Diego Franciotta
- Laboratory of Neuroimmunology, IRCCS Mondino Foundation, Pavia, Italy
| | - Chiara Silacci-Fregni
- Institute for Research in Biomedicine, Università della Svizzera italiana, Bellinzona, Switzerland
| | | | | | - Mathilde Foglierini
- Institute for Research in Biomedicine, Università della Svizzera italiana, Bellinzona, Switzerland.,Swiss Institute of Bioinformatics, Lausanne, Switzerland
| | - David Jarrossay
- Institute for Research in Biomedicine, Università della Svizzera italiana, Bellinzona, Switzerland
| | - Roger Geiger
- Institute for Research in Biomedicine, Università della Svizzera italiana, Bellinzona, Switzerland
| | - Federica Sallusto
- Institute for Research in Biomedicine, Università della Svizzera italiana, Bellinzona, Switzerland.,Institute of Microbiology, ETH Zurich, Zurich, Switzerland
| | - Antonio Lanzavecchia
- Institute for Research in Biomedicine, Università della Svizzera italiana, Bellinzona, Switzerland
| | - Luca Piccoli
- Institute for Research in Biomedicine, Università della Svizzera italiana, Bellinzona, Switzerland.
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22
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Yogurtcu ON, Sauna ZE, McGill JR, Tegenge MA, Yang H. TCPro: an In Silico Risk Assessment Tool for Biotherapeutic Protein Immunogenicity. AAPS JOURNAL 2019; 21:96. [PMID: 31376048 DOI: 10.1208/s12248-019-0368-0] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/22/2019] [Accepted: 07/16/2019] [Indexed: 12/21/2022]
Abstract
Most immune responses to biotherapeutic proteins involve the development of anti-drug antibodies (ADAs). New drugs must undergo immunogenicity assessments to identify potential risks at early stages in the drug development process. This immune response is T cell-dependent. Ex vivo assays that monitor T cell proliferation often are used to assess immunogenicity risk. Such assays can be expensive and time-consuming to carry out. Furthermore, T cell proliferation requires presentation of the immunogenic epitope by major histocompatibility complex class II (MHCII) proteins on antigen-presenting cells. The MHC proteins are the most diverse in the human genome. Thus, obtaining cells from subjects that reflect the distribution of the different MHCII proteins in the human population can be challenging. The allelic frequencies of MHCII proteins differ among subpopulations, and understanding the potential immunogenicity risks would thus require generation of datasets for specific subpopulations involving complex subject recruitment. We developed TCPro, a computational tool that predicts the temporal dynamics of T cell counts in common ex vivo assays for drug immunogenicity. Using TCPro, we can test virtual pools of subjects based on MHCII frequencies and estimate immunogenicity risks for different populations. It also provides rapid and inexpensive initial screens for new biotherapeutics and can be used to determine the potential immunogenicity risk of new sequences introduced while bioengineering proteins. We validated TCPro using an experimental immunogenicity dataset, making predictions on the population-based immunogenicity risk of 15 protein-based biotherapeutics. Immunogenicity rankings generated using TCPro are consistent with the reported clinical experience with these therapeutics.
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Affiliation(s)
- Osman N Yogurtcu
- Office of Biostatistics and Epidemiology, Center for Biologics Evaluation and Research, US FDA, 10903 New Hampshire Ave, Silver Spring, 20993, Maryland, USA
| | - Zuben E Sauna
- Office of Tissues and Advanced Therapy, Center for Biologics Evaluation and Research, US FDA, 10903 New Hampshire Ave, Silver Spring, 20993, Maryland, USA
| | - Joseph R McGill
- Office of Tissues and Advanced Therapy, Center for Biologics Evaluation and Research, US FDA, 10903 New Hampshire Ave, Silver Spring, 20993, Maryland, USA
| | - Million A Tegenge
- Office of Biostatistics and Epidemiology, Center for Biologics Evaluation and Research, US FDA, 10903 New Hampshire Ave, Silver Spring, 20993, Maryland, USA
| | - Hong Yang
- Office of Biostatistics and Epidemiology, Center for Biologics Evaluation and Research, US FDA, 10903 New Hampshire Ave, Silver Spring, 20993, Maryland, USA.
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23
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Klotz L, Havla J, Schwab N, Hohlfeld R, Barnett M, Reddel S, Wiendl H. Risks and risk management in modern multiple sclerosis immunotherapeutic treatment. Ther Adv Neurol Disord 2019; 12:1756286419836571. [PMID: 30967901 PMCID: PMC6444778 DOI: 10.1177/1756286419836571] [Citation(s) in RCA: 75] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2018] [Accepted: 02/14/2019] [Indexed: 12/13/2022] Open
Abstract
In recent years, there has been a paradigm shift in the treatment of multiple
sclerosis (MS) owing to the approval of a number of new drugs with very distinct
mechanisms of action. All approved disease-modifying drugs primarily work
directly on the immune system. However, the identification of an ‘optimal
choice’ for individual patients with regard to treatment efficacy, treatment
adherence and side-effect profile has become increasingly complex including
conceptual as well as practical considerations. Similarly, there are
peculiarities and specific requirements with regard to treatment monitoring,
especially in relation to immunosuppression, the development of secondary
immune-related complications, as well as the existence of drug-specific on- and
off-target effects. Both classical immunosuppression and selective immune
interventions generate a spectrum of potential therapy-related complications.
This article provides a comprehensive overview of available immunotherapeutics
for MS and their risks, detailing individual mechanisms of action and
side-effect profiles. Furthermore, practical recommendations for patients
treated with modern MS immunotherapeutics are provided.
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Affiliation(s)
- Luisa Klotz
- Department of Neurology with Institute of Translational Neurology, University of Münster, Building A1, Albert Schweitzer Campus 1, 48149 Münster, Germany
| | - Joachim Havla
- Institute of Clinical Neuroimmunology, University Hospital; Data Integration for Future Medicine consortium (DIFUTURE), Ludwig-Maximilians University, Munich, Germany
| | - Nicholas Schwab
- Department of Neurology with Institute of Translational Neurology, University of Münster, Münster, Germany
| | - Reinhard Hohlfeld
- Institute of Clinical Neuroimmunology, University Hospital, Ludwig-Maximilians University, Munich, Germany Munich Cluster for Systems Neurology, Ludwig-Maximilians University, Munich, Germany
| | | | - Stephen Reddel
- Brain and Mind Centre, University of Sydney, NSW, Australia
| | - Heinz Wiendl
- Department of Neurology with Institute of Translational Neurology, University of Münster, Building A1, Albert Schweitzer Campus 1, 48149 Münster, Germany
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24
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Gu W, Yildirimman R, Van der Stuyft E, Verbeeck D, Herzinger S, Satagopam V, Barbosa-Silva A, Schneider R, Lange B, Lehrach H, Guo Y, Henderson D, Rowe A. Data and knowledge management in translational research: implementation of the eTRIKS platform for the IMI OncoTrack consortium. BMC Bioinformatics 2019; 20:164. [PMID: 30935364 PMCID: PMC6444691 DOI: 10.1186/s12859-019-2748-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2018] [Accepted: 03/18/2019] [Indexed: 01/04/2023] Open
Abstract
Background For large international research consortia, such as those funded by the European Union’s Horizon 2020 programme or the Innovative Medicines Initiative, good data coordination practices and tools are essential for the successful collection, organization and analysis of the resulting data. Research consortia are attempting ever more ambitious science to better understand disease, by leveraging technologies such as whole genome sequencing, proteomics, patient-derived biological models and computer-based systems biology simulations. Results The IMI eTRIKS consortium is charged with the task of developing an integrated knowledge management platform capable of supporting the complexity of the data generated by such research programmes. In this paper, using the example of the OncoTrack consortium, we describe a typical use case in translational medicine. The tranSMART knowledge management platform was implemented to support data from observational clinical cohorts, drug response data from cell culture models and drug response data from mouse xenograft tumour models. The high dimensional (omics) data from the molecular analyses of the corresponding biological materials were linked to these collections, so that users could browse and analyse these to derive candidate biomarkers. Conclusions In all these steps, data mapping, linking and preparation are handled automatically by the tranSMART integration platform. Therefore, researchers without specialist data handling skills can focus directly on the scientific questions, without spending undue effort on processing the data and data integration, which are otherwise a burden and the most time-consuming part of translational research data analysis. Electronic supplementary material The online version of this article (10.1186/s12859-019-2748-y) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Wei Gu
- Luxembourg Centre for Systems Biomedicine, University of Luxembourg, Esch-sur-Alzette, Luxembourg
| | | | | | | | - Sascha Herzinger
- Luxembourg Centre for Systems Biomedicine, University of Luxembourg, Esch-sur-Alzette, Luxembourg
| | - Venkata Satagopam
- Luxembourg Centre for Systems Biomedicine, University of Luxembourg, Esch-sur-Alzette, Luxembourg
| | - Adriano Barbosa-Silva
- Luxembourg Centre for Systems Biomedicine, University of Luxembourg, Esch-sur-Alzette, Luxembourg
| | - Reinhard Schneider
- Luxembourg Centre for Systems Biomedicine, University of Luxembourg, Esch-sur-Alzette, Luxembourg
| | - Bodo Lange
- Alacris Theranostics GmbH, Berlin, Germany
| | - Hans Lehrach
- Alacris Theranostics GmbH, Berlin, Germany.,Max Planck Institute for Molecular Genetics, Berlin, Germany.,Dahlem Centre for Genome Research and Medical Systems Biology, Berlin, Germany
| | - Yike Guo
- Data Science Institute, Imperial College London, London, UK
| | | | - Anthony Rowe
- Janssen Research and Development Ltd, High Wycombe, UK.
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25
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Quistrebert J, Hässler S, Bachelet D, Mbogning C, Musters A, Tak PP, Wijbrandts CA, Herenius M, Bergstra SA, Akdemir G, Johannesson M, Combe B, Fautrel B, Chollet-Martin S, Gleizes A, Donnellan N, Deisenhammer F, Davidson J, Hincelin-Mery A, Dönnes P, Fogdell-Hahn A, De Vries N, Huizinga T, Abugessaisa I, Saevarsdottir S, Hacein-Bey-Abina S, Pallardy M, Broët P, Mariette X. Incidence and risk factors for adalimumab and infliximab anti-drug antibodies in rheumatoid arthritis: A European retrospective multicohort analysis. Semin Arthritis Rheum 2018; 48:967-975. [PMID: 30420245 DOI: 10.1016/j.semarthrit.2018.10.006] [Citation(s) in RCA: 45] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2018] [Revised: 09/19/2018] [Accepted: 10/08/2018] [Indexed: 12/23/2022]
Abstract
OBJECTIVES To evaluate the incidence of anti-drug antibody (ADA) occurrences and ADA-related risk factors under adalimumab and infliximab treatment in rheumatoid arthritis (RA) patients. METHODS The study combined retrospective cohorts from the ABIRISK project totaling 366 RA patients treated with adalimumab (n = 240) or infliximab (n = 126), 92.4% of them anti-TNF naive (n = 328/355) and 96.6% of them co-treated with methotrexate (n = 341/353) with up to 18 months follow-up. ADA positivity was measured by enzyme-linked immunosorbent assay. The cumulative incidence of ADA was estimated, and potential bio-clinical factors were investigated using a Cox regression model on interval-censored data. RESULTS ADAs were detected within 18 months in 19.2% (n = 46) of the adalimumab-treated patients and 29.4% (n = 37) of the infliximab-treated patients. The cumulative incidence of ADA increased over time. In the adalimumab and infliximab groups, respectively, the incidence was 15.4% (5.2-20.2) and 0% (0-5.9) at 3 months, 17.6% (11.4-26.4) and 0% (0-25.9) at 6 months, 17.7% (12.6-37.5) and 34.1% (11.4-46.3) at 12 months, 50.0% (25.9-87.5) and 37.5% (25.9-77.4) at 15 months and 50.0% (25.9-87.5) and 66.7% (37.7-100) at 18 months. Factors associated with a higher risk of ADA development were: longer disease duration (1-3 vs. < 1 year; adalimumab: HR 3.0, 95% CI 1.0-8.7; infliximab: HR 2.7, 95% CI 1.1-6.8), moderate disease activity (DAS28 3.2-5.1 vs. < 3.2; adalimumab: HR 6.6, 95% CI 1.3-33.7) and lifetime smoking (infliximab: HR 2.7, 95% CI 1.2-6.3). CONCLUSIONS The current study focusing on patients co-treated with methotrexate for more than 95% of them found a late occurrence of ADAs not previously observed, whereby the risk continued to increase over 18 months. Disease duration, DAS28 and lifetime smoking are clinical predictors of ADA development.
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Affiliation(s)
- Jocelyn Quistrebert
- CESP, INSERM UMR 1018, Faculty of Medicine, Paris-Sud University, Paris-Saclay University, UVSQ, Villejuif, France
| | - Signe Hässler
- CESP, INSERM UMR 1018, Faculty of Medicine, Paris-Sud University, Paris-Saclay University, UVSQ, Villejuif, France
| | - Delphine Bachelet
- CESP, INSERM UMR 1018, Faculty of Medicine, Paris-Sud University, Paris-Saclay University, UVSQ, Villejuif, France
| | - Cyprien Mbogning
- CESP, INSERM UMR 1018, Faculty of Medicine, Paris-Sud University, Paris-Saclay University, UVSQ, Villejuif, France
| | - Anne Musters
- Amsterdam Rheumatology and Immunology Center, Academic Medical Center of the University of Amsterdam, Amsterdam, the Netherlands
| | - Paul Peter Tak
- Amsterdam Rheumatology and Immunology Center, Academic Medical Center of the University of Amsterdam, Amsterdam, the Netherlands; GlaxoSmithKline, Stevenage, UK; University of Cambridge, Cambridge, UK; Ghent University, Ghent, Belgium
| | - Carla Ann Wijbrandts
- Amsterdam Rheumatology and Immunology Center, Academic Medical Center of the University of Amsterdam, Amsterdam, the Netherlands; Medical Center Slotervaart, Amsterdam, the Netherlands
| | - Marieke Herenius
- Amsterdam Rheumatology and Immunology Center, Academic Medical Center of the University of Amsterdam, Amsterdam, the Netherlands
| | - Sytske Anne Bergstra
- Department of Rheumatology, Leiden University Medical Center, Leiden, the Netherlands
| | - Gülşah Akdemir
- Department of Rheumatology, Leiden University Medical Center, Leiden, the Netherlands
| | - Martina Johannesson
- Rheumatology Unit, Department of Medicine Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden
| | - Bernard Combe
- Department of Rheumatology, Lapeyronie Hospital, Montpellier University, Montpellier, France
| | - Bruno Fautrel
- Department of Rheumatology, AP-HP, Pitié Salpétrière Hospital, Paris, France; UPMC, GRC 08, Pierre Louis Institute of Epidemiology and Public Health, Paris, France
| | - Sylvie Chollet-Martin
- INSERM UMR 996, Faculty of Pharmacy, Paris-Sud University, Paris-Saclay University, Châtenay-Malabry, France
| | - Aude Gleizes
- INSERM UMR 996, Faculty of Pharmacy, Paris-Sud University, Paris-Saclay University, Châtenay-Malabry, France; Clinical Immunology Laboratory, AP-HP, Paris-Sud University Hospitals, Le Kremlin Bicêtre Hospital, Le Kremlin Bicêtre, France
| | | | | | | | | | | | - Anna Fogdell-Hahn
- Department of Clinical Neuroscience, Clinical Neuroimmunology, Karolinska Institutet, Stockholm, Sweden
| | - Niek De Vries
- Amsterdam Rheumatology and Immunology Center, Academic Medical Center of the University of Amsterdam, Amsterdam, the Netherlands
| | - Tom Huizinga
- Department of Rheumatology, Leiden University Medical Center, Leiden, the Netherlands
| | - Imad Abugessaisa
- Unit of Computational Medicine, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden
| | - Saedis Saevarsdottir
- Rheumatology Unit, Department of Medicine Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden
| | - Salima Hacein-Bey-Abina
- Clinical Immunology Laboratory, AP-HP, Paris-Sud University Hospitals, Le Kremlin Bicêtre Hospital, Le Kremlin Bicêtre, France; UTCBS, CNRS UMR 8258, INSERM U1022, Faculty of Pharmacy, Paris-Descartes-Sorbonne-Cité University, Paris, France
| | - Marc Pallardy
- INSERM UMR 996, Faculty of Pharmacy, Paris-Sud University, Paris-Saclay University, Châtenay-Malabry, France
| | - Philippe Broët
- CESP, INSERM UMR 1018, Faculty of Medicine, Paris-Sud University, Paris-Saclay University, UVSQ, Villejuif, France; AP-HP, Paris-Sud University Hospitals, Paul Brousse Hospital, Villejuif, France; CHU Sainte Justine, Quebec, Canada
| | - Xavier Mariette
- INSERM U1184, Center for Immunology of Viral Infections and Autoimmune Diseases, Paris-Sud University, Paris-Saclay University, Le Kremlin-Bicêtre, France; Department of Rheumatology, AP-HP, Paris-Sud University Hospitals, Le Kremlin Bicêtre Hospital, Le Kremlin-Bicêtre, France.
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26
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Groell F, Jordan O, Borchard G. In vitro models for immunogenicity prediction of therapeutic proteins. Eur J Pharm Biopharm 2018; 130:128-142. [DOI: 10.1016/j.ejpb.2018.06.008] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2017] [Revised: 05/09/2018] [Accepted: 06/08/2018] [Indexed: 12/21/2022]
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27
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Adriani M, Nytrova P, Mbogning C, Hässler S, Medek K, Jensen PEH, Creeke P, Warnke C, Ingenhoven K, Hemmer B, Sievers C, Lindberg Gasser RL, Fissolo N, Deisenhammer F, Bocskei Z, Mikol V, Fogdell-Hahn A, Kubala Havrdova E, Broët P, Dönnes P, Mauri C, Jury EC. Monocyte NOTCH2 expression predicts IFN-β immunogenicity in multiple sclerosis patients. JCI Insight 2018; 3:99274. [PMID: 29875313 DOI: 10.1172/jci.insight.99274] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2017] [Accepted: 04/24/2018] [Indexed: 01/25/2023] Open
Abstract
Multiple sclerosis (MS) is an autoimmune disease characterized by CNS inflammation leading to demyelination and axonal damage. IFN-β is an established treatment for MS; however, up to 30% of IFN-β-treated MS patients develop neutralizing antidrug antibodies (nADA), leading to reduced drug bioactivity and efficacy. Mechanisms driving antidrug immunogenicity remain uncertain, and reliable biomarkers to predict immunogenicity development are lacking. Using high-throughput flow cytometry, NOTCH2 expression on CD14+ monocytes and increased frequency of proinflammatory monocyte subsets were identified as baseline predictors of nADA development in MS patients treated with IFN-β. The association of this monocyte profile with nADA development was validated in 2 independent cross-sectional MS patient cohorts and a prospective cohort followed before and after IFN-β administration. Reduced monocyte NOTCH2 expression in nADA+ MS patients was associated with NOTCH2 activation measured by increased expression of Notch-responsive genes, polarization of monocytes toward a nonclassical phenotype, and increased proinflammatory IL-6 production. NOTCH2 activation was T cell dependent and was only triggered in the presence of serum from nADA+ patients. Thus, nADA development was driven by a proinflammatory environment that triggered activation of the NOTCH2 signaling pathway prior to first IFN-β administration.
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Affiliation(s)
- Marsilio Adriani
- Department of Rheumatology, University College Hospital, London, United Kingdom
| | - Petra Nytrova
- Department of Neurology and Center for Clinical Neuroscience, First Faculty of Medicine, Charles University and General University Hospital in Prague, Czech Republic
| | - Cyprien Mbogning
- CESP, Fac. De Médecine-Univ. Paris-Sud, Fac. De Médecine-UVSQ, INSERM, Université Paris-Saclay, Villejuif, France
| | - Signe Hässler
- CESP, Fac. De Médecine-Univ. Paris-Sud, Fac. De Médecine-UVSQ, INSERM, Université Paris-Saclay, Villejuif, France
| | - Karel Medek
- Department of Neurology and Center for Clinical Neuroscience, First Faculty of Medicine, Charles University and General University Hospital in Prague, Czech Republic
| | - Poul Erik H Jensen
- Neuroimmunology Laboratory, DMSC, Department of Neurology, Rigshospitalet, Region H, Copenhagen, Denmark
| | - Paul Creeke
- Neuroimmunology Unit, Centre for Neuroscience and Trauma, Blizard Institute, Queen Mary University of London, London, United Kingdom
| | - Clemens Warnke
- Department of Neurology, Medical Faculty, Research Group for Clinical and Experimental Neuroimmunology, Heinrich-Heine-University, Düsseldorf, Germany.,University Hospital Koeln, Deptartment of Neurology, Koeln, Germany
| | - Kathleen Ingenhoven
- Department of Neurology, Medical Faculty, Research Group for Clinical and Experimental Neuroimmunology, Heinrich-Heine-University, Düsseldorf, Germany
| | - Bernhard Hemmer
- Klinikum rechts der Isar, Department of Neurology, School of Medicine, Technical University of Munich, Munich, Germany
| | - Claudia Sievers
- Laboratory of Clinical Neuroimmunology, Departments of Biomedicine and Clinical Research, University Hospital Basel and University of Basel, Basel, Switzerland
| | - Raija Lp Lindberg Gasser
- Laboratory of Clinical Neuroimmunology, Departments of Biomedicine and Clinical Research, University Hospital Basel and University of Basel, Basel, Switzerland
| | - Nicolas Fissolo
- Centre d'Esclerosi Múltiple de Catalunya (Cemcat), Hospital Universitari Vall d'Hebron, Barcelona, Spain
| | - Florian Deisenhammer
- Clinical Department of Neurology, Innsbruck Medical University, Innsbruck, Austria
| | - Zsolt Bocskei
- Translational Sciences Unit, Sanofi R&D, 91385 Chilly-Mazarin, Paris, France
| | - Vincent Mikol
- Translational Sciences Unit, Sanofi R&D, 91385 Chilly-Mazarin, Paris, France
| | - Anna Fogdell-Hahn
- Karolinska Institutet, Department of Clinical Neuroscience, Center for Molecular Medicine (CMM), Karolinska University Hospital, Sweden
| | - Eva Kubala Havrdova
- Department of Neurology and Center for Clinical Neuroscience, First Faculty of Medicine, Charles University and General University Hospital in Prague, Czech Republic
| | - Philippe Broët
- CESP, Fac. De Médecine-Univ. Paris-Sud, Fac. De Médecine-UVSQ, INSERM, Université Paris-Saclay, Villejuif, France.,Assistance Publique - Hôpitaux de Paris, Hôpital Paul Brousse, Villejuif, France
| | | | - Claudia Mauri
- Department of Rheumatology, University College Hospital, London, United Kingdom
| | - Elizabeth C Jury
- Department of Rheumatology, University College Hospital, London, United Kingdom
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28
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Passey C, Suryawanshi S, Sanghavi K, Gupta M. Reporting, Visualization, and Modeling of Immunogenicity Data to Assess Its Impact on Pharmacokinetics, Efficacy, and Safety of Monoclonal Antibodies. AAPS JOURNAL 2018; 20:35. [PMID: 29484520 DOI: 10.1208/s12248-018-0194-9] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/20/2017] [Accepted: 01/17/2018] [Indexed: 12/21/2022]
Abstract
The rapidly increasing number of therapeutic biologics in development has led to a growing recognition of the need for improvements in immunogenicity assessment. Published data are often inadequate to assess the impact of an antidrug antibody (ADA) on pharmacokinetics, safety, and efficacy, and enable a fully informed decision about patient management in the event of ADA development. The recent introduction of detailed regulatory guidance for industry should help address many past inadequacies in immunogenicity assessment. Nonetheless, careful analysis of gathered data and clear reporting of results are critical to a full understanding of the clinical relevance of ADAs, but have not been widely considered in published literature to date. Here, we review visualization and modeling of immunogenicity data. We present several relatively simple visualization techniques that can provide preliminary information about the kinetics and magnitude of ADA responses, and their impact on pharmacokinetics and clinical endpoints for a given therapeutic protein. We focus on individual sample- and patient-level data, which can be used to build a picture of any trends, thereby guiding analysis of the overall study population. We also discuss methods for modeling ADA data to investigate the impact of immunogenicity on pharmacokinetics, efficacy, and safety.
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Affiliation(s)
- Chaitali Passey
- Clinical Pharmacology & Pharmacometrics, Bristol-Myers Squibb, Princeton, New Jersey, USA
| | - Satyendra Suryawanshi
- Clinical Pharmacology & Pharmacometrics, Bristol-Myers Squibb, Princeton, New Jersey, USA
| | - Kinjal Sanghavi
- Clinical Pharmacology & Pharmacometrics, Bristol-Myers Squibb, Princeton, New Jersey, USA
| | - Manish Gupta
- Clinical Pharmacology & Pharmacometrics, Bristol-Myers Squibb, Princeton, New Jersey, USA.
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29
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Piehl F, Hillert J. Rituximab is an acceptable alternative to ocrelizumab for treating multiple sclerosis - Yes. Mult Scler 2018; 24:1157-1159. [PMID: 29468952 DOI: 10.1177/1352458518757930] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Affiliation(s)
- Fredrik Piehl
- Department of Clinical Neuroscience, Karolinska Institute, Stockholm, Sweden/Department of Neurology, Karolinska University Hospital, Stockholm, Sweden/Neuroimmunology Unit, Center for Molecular Medicine, Karolinska University Hospital, Karolinska Institute, Stockholm, Sweden
| | - Jan Hillert
- Department of Clinical Neuroscience, Karolinska Institute, Stockholm, Sweden/Department of Neurology, Karolinska University Hospital, Stockholm, Sweden
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30
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Zettl UK, Hecker M, Aktas O, Wagner T, Rommer PS. Interferon β-1a and β-1b for patients with multiple sclerosis: updates to current knowledge. Expert Rev Clin Immunol 2018; 14:137-153. [DOI: 10.1080/1744666x.2018.1426462] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Affiliation(s)
- Uwe Klaus Zettl
- Department of Neurology, Neuroimmunology Section, University of Rostock, Rostock, Germany
| | - Michael Hecker
- Department of Neurology, Neuroimmunology Section, University of Rostock, Rostock, Germany
| | - Orhan Aktas
- Department of Neurology, Medical Faculty, Heinrich Heine University, Düsseldorf, Germany
| | - Torsten Wagner
- Department of Medical Affairs, Merck KGaA, Darmstadt, Germany
| | - Paulus S. Rommer
- Department of Neurology, Medical University of Vienna, Vienna, Austria
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Jonas SF, Mbogning C, Broët P. A test for comparing current status survival data with crossing hazard functions and its application to immunogenicity of biotherapeutics. Stat Med 2017; 36:4364-4377. [DOI: 10.1002/sim.7439] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2016] [Revised: 07/12/2017] [Accepted: 07/21/2017] [Indexed: 11/08/2022]
Affiliation(s)
- Sarah Flora Jonas
- University Paris-Saclay, University Paris-Sud, UVSQ, CESP, INSERM; 14-16 Avenue Paul-Vaillant Couturier, Villejuif 94807 France
| | - Cyprien Mbogning
- University Paris-Saclay, University Paris-Sud, UVSQ, CESP, INSERM; 14-16 Avenue Paul-Vaillant Couturier, Villejuif 94807 France
- Abirisk consortium WP4; 14-16 Avenue Paul-Vaillant Couturier, Villejuif 94807 France
| | - Philippe Broët
- University Paris-Saclay, University Paris-Sud, UVSQ, CESP, INSERM; 14-16 Avenue Paul-Vaillant Couturier, Villejuif 94807 France
- Abirisk consortium WP4; 14-16 Avenue Paul-Vaillant Couturier, Villejuif 94807 France
- Assistance Publique - Hôpitaux de Paris; Hôpital Paul Brousse; 14-16 Avenue Paul-Vaillant Couturier, Villejuif 94807 France
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Dunn N, Juto A, Ryner M, Manouchehrinia A, Piccoli L, Fink K, Piehl F, Fogdell-Hahn A. Rituximab in multiple sclerosis: Frequency and clinical relevance of anti-drug antibodies. Mult Scler 2017; 24:1224-1233. [PMID: 28762877 DOI: 10.1177/1352458517720044] [Citation(s) in RCA: 74] [Impact Index Per Article: 10.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
BACKGROUND Rituximab is a chimeric monoclonal anti-CD20 B-cell-depleting antibody increasingly used off-label in multiple sclerosis (MS). The clinical relevance of anti-drug antibodies (ADAs) against rituximab in MS is unknown. OBJECTIVE To determine frequency of ADA in relation to B-cell counts, allergic reactions and clinical efficacy in a large cohort of MS-treated patients. METHODS Cross-sectional study with collection of serum samples from 339 MS patients immediately before a scheduled rituximab infusion. ADAs were detected using an in-house-validated electrochemiluminescent immunoassay and a commercial enzyme-linked immunosorbent assay (ELISA) to compare methods. Data on patient demographics and clinical outcomes were retrieved from the Swedish MS Registry and patient records. RESULTS ADAs were detected in 37% of relapsing-remitting MS and 26% in progressive forms of MS. Presence of ADAs decreased with increasing number of rituximab infusions. There was a significant association between both presence and titres of ADAs and incomplete B-cell depletion, but not with infusion/adverse reactions or clinical outcomes at the group level. Only five patients terminated rituximab during follow-up, four of which were ADA positive. CONCLUSION Rituximab treatment is associated with a high degree of ADAs, which correlates with efficacy of B-cell depletion; however, the clinical relevance of ADAs remains uncertain.
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Affiliation(s)
- Nicky Dunn
- Department of Clinical Neuroscience, Karolinska Institute, Stockholm, Sweden / Center for Molecular Medicine, Karolinska University Hospital Solna, Stockholm, Sweden
| | - Alexander Juto
- Department of Clinical Neuroscience, Karolinska Institute, Stockholm, Sweden / Center for Molecular Medicine, Karolinska University Hospital Solna, Stockholm, Sweden
| | - Malin Ryner
- Department of Clinical Neuroscience, Karolinska Institute, Stockholm, Sweden / Center for Molecular Medicine, Karolinska University Hospital Solna, Stockholm, Sweden
| | - Ali Manouchehrinia
- Department of Clinical Neuroscience, Karolinska Institute, Stockholm, Sweden / Center for Molecular Medicine, Karolinska University Hospital Solna, Stockholm, Sweden
| | - Luca Piccoli
- Immune Regulation Laboratory, Institute for Research in Biomedicine, Bellinzona, Switzerland
| | - Katharina Fink
- Department of Clinical Neuroscience, Karolinska Institute, Stockholm, Sweden / Center for Molecular Medicine, Karolinska University Hospital Solna, Stockholm, Sweden
| | - Fredrik Piehl
- Department of Clinical Neuroscience, Karolinska Institute, Stockholm, Sweden / Center for Molecular Medicine, Karolinska University Hospital Solna, Stockholm, Sweden
| | - Anna Fogdell-Hahn
- Department of Clinical Neuroscience, Karolinska Institute, Stockholm, Sweden / Center for Molecular Medicine, Karolinska University Hospital Solna, Stockholm, Sweden
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Ingenhoven K, Kramer D, Jensen PE, Hermanrud C, Ryner M, Deisenhammer F, Pallardy M, Menge T, Hartung HP, Kieseier BC, Bertotti E, Creeke P, Fogdell-Hahn A, Warnke C. Development and Validation of an Enzyme-Linked Immunosorbent Assay for the Detection of Binding Anti-Drug Antibodies against Interferon Beta. Front Neurol 2017; 8:305. [PMID: 28729851 PMCID: PMC5498465 DOI: 10.3389/fneur.2017.00305] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2016] [Accepted: 06/13/2017] [Indexed: 11/13/2022] Open
Abstract
Objective To develop and validate a method for the detection of binding anti-drug antibodies (ADAs) against interferon beta (IFN-β) in human serum as part of a European initiative (ABIRISK) aimed at the prediction and analysis of clinical relevance of anti-biopharmaceutical immunization to minimize the risk. Method A two-tiered bridging enzyme-linked immunosorbent assay (ELISA) format was selected and validated according to current recommendations. Screening assay: ADA in serum samples form complexes with immobilized IFN-β and biotinylated IFN-β, which are then detected using HRP labeled Streptavidin and TMB substrate. Confirmation assay: Screen “putative positive” samples are tested in the presence of excess drug (preincubation of sera with 0.3 µg/mL of soluble IFN-β) and percentage of inhibition is calculated. Results The assay is precise, and the sensitivity of the assay was confirmed to be 26 ng/mL using commercially available polyclonal rabbit antihuman IFN-β in human sera as the positive control. Conclusion An ultrasensitive ELISA for IFN-β-binding ADA testing has been validated. This will form the basis to assess anti-biopharmaceutical immunization toward IFN-β with regards to its clinical relevance and may allow for the development of predictive tools, key aims within the ABIRISK consortium.
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Affiliation(s)
- Kathleen Ingenhoven
- Medical Faculty, Department of Neurology, Heinrich-Heine-University, Duesseldorf, Germany
| | - Daniel Kramer
- Sanofi-Aventis, Deutschland GmbH, Frankfurt am Main, Germany
| | - Poul Erik Jensen
- Neuroimmunology Laboratory, DMSC, Department of Neurology, Rigshospitalet, Copenhagen, Denmark
| | - Christina Hermanrud
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Malin Ryner
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | | | | | - Til Menge
- Medical Faculty, Department of Neurology, Heinrich-Heine-University, Duesseldorf, Germany
| | - Hans-Peter Hartung
- Medical Faculty, Department of Neurology, Heinrich-Heine-University, Duesseldorf, Germany
| | - Bernd C Kieseier
- Medical Faculty, Department of Neurology, Heinrich-Heine-University, Duesseldorf, Germany
| | | | - Paul Creeke
- Centre for Neuroscience and Trauma, Blizard Institute, Queen Mary, University of London, London, United Kingdom
| | - Anna Fogdell-Hahn
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Clemens Warnke
- Medical Faculty, Department of Neurology, Heinrich-Heine-University, Duesseldorf, Germany.,Department of Neurology, University Hospital of Cologne, Cologne, Germany
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Jonas SF, Mbogning C, Hässler S, Broët P. A score test for comparing cross-sectional survival data with a fraction of non-susceptible patients and its application in clinical immunology. PLoS One 2017; 12:e0179896. [PMID: 28665947 PMCID: PMC5493340 DOI: 10.1371/journal.pone.0179896] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2016] [Accepted: 06/06/2017] [Indexed: 01/18/2023] Open
Abstract
Objectives In cross-sectional studies of time-to-event data collected by patient examinations at a single random point in time, a fraction of them will not experience the event regardless of the length of the follow-up time. This is the case in clinical immunology studies that include a mixed population, with both immune-reactive and immune-tolerant (or non-susceptible) patients. In these cases, classical tests of current status data may perform poorly. New methods for testing these data are needed. Methods In the two-sample comparison setting, we propose a score test for testing the null hypothesis that survival does not differ in either the non-susceptible fraction or the time-to-event distribution among the susceptible fraction. Results In a wide range of scenarios, simulation results show interesting improvements in power for the proposed score test compared to the logrank-type test in most of the configurations we investigated. In a cross-sectional study of drug immunogenicity among treated multiple sclerosis patients, the proposed score test reveals that gender is associated with the immunogenicity of interferon.
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Affiliation(s)
- Sarah Flora Jonas
- CESP, Université Paris-Sud, UVSQ, INSERM, University Paris-Saclay, Villejuif, France
- * E-mail:
| | - Cyprien Mbogning
- CESP, Université Paris-Sud, UVSQ, INSERM, University Paris-Saclay, Villejuif, France
- Abirisk consortium WP4, 14-16 Avenue Paul-Vaillant Couturier, Villejuif, France
| | - Signe Hässler
- CESP, Université Paris-Sud, UVSQ, INSERM, University Paris-Saclay, Villejuif, France
- Abirisk consortium WP4, 14-16 Avenue Paul-Vaillant Couturier, Villejuif, France
| | - Philippe Broët
- CESP, Université Paris-Sud, UVSQ, INSERM, University Paris-Saclay, Villejuif, France
- Abirisk consortium WP4, 14-16 Avenue Paul-Vaillant Couturier, Villejuif, France
- Assistance Publique - Hôpitaux de Paris, Hôpital Paul Brousse, 14-16 Avenue Paul-Vaillant Couturier, Villejuif, France
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