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Wahadat MJ, van Tilburg SJ, Mueller YM, de Wit H, Van Helden-Meeuwsen CG, Langerak AW, Gruijters MJ, Mubarak A, Verkaaik M, Katsikis PD, Versnel MA, Kamphuis S. Targeted multiomics in childhood-onset SLE reveal distinct biological phenotypes associated with disease activity: results from an explorative study. Lupus Sci Med 2023; 10:10/1/e000799. [PMID: 37012057 PMCID: PMC10083882 DOI: 10.1136/lupus-2022-000799] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2022] [Accepted: 02/10/2023] [Indexed: 04/05/2023]
Abstract
OBJECTIVE To combine targeted transcriptomic and proteomic data in an unsupervised hierarchical clustering method to stratify patients with childhood-onset SLE (cSLE) into similar biological phenotypes, and study the immunological cellular landscape that characterises the clusters. METHODS Targeted whole blood gene expression and serum cytokines were determined in patients with cSLE, preselected on disease activity state (at diagnosis, Low Lupus Disease Activity State (LLDAS), flare). Unsupervised hierarchical clustering, agnostic to disease characteristics, was used to identify clusters with distinct biological phenotypes. Disease activity was scored by clinical SELENA-SLEDAI (Safety of Estrogens in Systemic Lupus Erythematosus National Assessment-Systemic Lupus Erythematosus Disease Activity Index). High-dimensional 40-colour flow cytometry was used to identify immune cell subsets. RESULTS Three unique clusters were identified, each characterised by a set of differentially expressed genes and cytokines, and by disease activity state: cluster 1 contained primarily patients in LLDAS, cluster 2 contained mainly treatment-naïve patients at diagnosis and cluster 3 contained a mixed group of patients, namely in LLDAS, at diagnosis and disease flare. The biological phenotypes did not reflect previous organ system involvement and over time, patients could move from one cluster to another. Healthy controls clustered together in cluster 1. Specific immune cell subsets, including CD11c+ B cells, conventional dendritic cells, plasmablasts and early effector CD4+ T cells, differed between the clusters. CONCLUSION Using a targeted multiomic approach, we clustered patients into distinct biological phenotypes that are related to disease activity state but not to organ system involvement. This supports a new concept where choice of treatment and tapering strategies are not solely based on clinical phenotype but includes measuring novel biological parameters.
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Affiliation(s)
- Mohamed Javad Wahadat
- Department of Immunology, Erasmus MC, Rotterdam, The Netherlands
- Department of Paediatric Rheumatology, Erasmus MC Sophia Children's Hospital, Rotterdam, The Netherlands
| | | | - Yvonne M Mueller
- Department of Immunology, Erasmus MC, Rotterdam, The Netherlands
| | - Harm de Wit
- Department of Immunology, Erasmus MC, Rotterdam, The Netherlands
| | | | - Anton W Langerak
- Department of Immunology, Erasmus MC, Rotterdam, The Netherlands
| | - Marike J Gruijters
- Department of Paediatric Rheumatology, Erasmus MC Sophia Children's Hospital, Rotterdam, The Netherlands
| | - Amani Mubarak
- Department of Paediatric Rheumatology, Erasmus MC Sophia Children's Hospital, Rotterdam, The Netherlands
| | - Marleen Verkaaik
- Department of Paediatric Rheumatology, Erasmus MC Sophia Children's Hospital, Rotterdam, The Netherlands
| | - Peter D Katsikis
- Department of Immunology, Erasmus MC, Rotterdam, The Netherlands
| | - Marjan A Versnel
- Department of Immunology, Erasmus MC, Rotterdam, The Netherlands
| | - Sylvia Kamphuis
- Department of Paediatric Rheumatology, Erasmus MC Sophia Children's Hospital, Rotterdam, The Netherlands
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Wahadat MJ, Qi H, van Helden-Meeuwsen CG, Huijser E, van den Berg L, van Dijk-Hummelman A, Göpfert JC, Heine A, Verkaaik M, Schreurs MWJ, Dik WA, Kamphuis S, Versnel MA. Serum IFNα2 levels are associated with disease activity and outperform IFN-I gene signature in a longitudinal childhood-onset SLE cohort. Rheumatology (Oxford) 2022:6900960. [PMID: 36515466 PMCID: PMC10393436 DOI: 10.1093/rheumatology/keac698] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2022] [Revised: 10/25/2022] [Accepted: 11/23/2022] [Indexed: 12/15/2022] Open
Abstract
OBJECTIVE To study the association of serum IFNα2 levels measured by ultrasensitive single-molecule array (Simoa) and interferon type I gene signature (IGS) with disease activity and determine whether these assays can mark disease activity states in a longitudinal cohort of childhood-onset SLE patients. METHODS Serum IFNα2 levels were measured in 338 samples from 48 cSLE patients and 67 healthy controls using IFNα Simoa assay. Five gene IGS was measured by RT-PCR in paired whole blood samples. Disease activity was measured by clinical SELENA-SLEDAI and BILAG-2004. Low disease activity was defined by Low Lupus Disease Activity State (LLDAS) and flares were characterized by SELENA-SLEDAI flare index. Analysis was performed using linear mixed models. RESULTS A clear positive correlation was present between serum IFNα2 levels and the IGS (r = 0.78, p < 0.0001). Serum IFNα2 levels and IGS showed the same significant negative trend in the first three years after diagnosis. In this timeframe, mean baseline serum IFNα2 levels decreased with 55.1% (Δ 201 fg/mL, p < 0.001) to a mean value of 164 fg/mL, which was below the calculated threshold of 219.4 fg/mL, which discriminated between patients and healthy controls. In the linear mixed model, serum IFNα2 levels were significantly associated with both cSELENA-SLEDAI and BILAG-2004, while the IGS did not show this association. Both IFN-I assays were able to characterize LLDAS and disease flare in ROC analysis. CONCLUSIONS Serum IFNα2 levels measured by Simoa technology are associated with disease activity scores and characterize disease activity states in cSLE.
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Affiliation(s)
- M Javad Wahadat
- Dept. Immunology, Erasmus University Medical Center, Rotterdam, The Netherlands
- Dept. Paediatric Rheumatology, Sophia Children's hospital, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Hongchao Qi
- Department of Biostatistics, Erasmus University Medical Center, Rotterdam, The Netherlands
| | | | - Erika Huijser
- Dept. Immunology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Lotte van den Berg
- Dept. Paediatric Rheumatology, Sophia Children's hospital, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Annette van Dijk-Hummelman
- Dept. Paediatric Rheumatology, Sophia Children's hospital, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Jens C Göpfert
- NMI Natural and Medical Sciences Institute at the University of Tübingen, Dep. of Applied, Biomarkers and Immunoassays, Reutlingen, Germany
| | - Anne Heine
- NMI Natural and Medical Sciences Institute at the University of Tübingen, Dep. of Applied, Biomarkers and Immunoassays, Reutlingen, Germany
| | - Marleen Verkaaik
- Dept. Paediatric Rheumatology, Sophia Children's hospital, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Marco W J Schreurs
- Laboratory Medical Immunology, dept. Immunology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Willem A Dik
- Laboratory Medical Immunology, dept. Immunology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Sylvia Kamphuis
- Dept. Paediatric Rheumatology, Sophia Children's hospital, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Marjan A Versnel
- Dept. Immunology, Erasmus University Medical Center, Rotterdam, The Netherlands
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Wahadat MJ, Schonenberg-Meinema D, van Helden-Meeuwsen CG, van Tilburg SJ, Groot N, Schatorjé EJH, Hoppenreijs EPAH, Hissink Muller PCE, Brinkman DMC, Dvorak D, Verkaaik M, van den Berg JM, Bouchalova K, Kamphuis S, Versnel MA. OUP accepted manuscript. Rheumatology (Oxford) 2022; 61:4344-4354. [PMID: 35143620 PMCID: PMC9629374 DOI: 10.1093/rheumatology/keac083] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2021] [Accepted: 01/31/2022] [Indexed: 11/30/2022] Open
Abstract
Objectives Clinical phenotyping and predicting treatment responses in SLE patients is challenging. Extensive blood transcriptional profiling has identified various gene modules that are promising for stratification of SLE patients. We aimed to translate existing transcriptomic data into simpler gene signatures suitable for daily clinical practice. Methods Real-time PCR of multiple genes from the IFN M1.2, IFN M5.12, neutrophil (NPh) and plasma cell (PLC) modules, followed by a principle component analysis, was used to identify indicator genes per gene signature. Gene signatures were measured in longitudinal samples from two childhood-onset SLE cohorts (n = 101 and n = 34, respectively), and associations with clinical features were assessed. Disease activity was measured using Safety of Estrogen in Lupus National Assessment (SELENA)-SLEDAI. Cluster analysis subdivided patients into three mutually exclusive fingerprint-groups termed (1) all-signatures-low, (2) only IFN high (M1.2 and/or M5.12) and (3) high NPh and/or PLC. Results All gene signatures were significantly associated with disease activity in cross-sectionally collected samples. The PLC-signature showed the highest association with disease activity. Interestingly, in longitudinally collected samples, the PLC-signature was associated with disease activity and showed a decrease over time. When patients were divided into fingerprints, the highest disease activity was observed in the high NPh and/or PLC group. The lowest disease activity was observed in the all-signatures-low group. The same distribution was reproduced in samples from an independent SLE cohort. Conclusions The identified gene signatures were associated with disease activity and were indicated to be suitable tools for stratifying SLE patients into groups with similar activated immune pathways that may guide future treatment choices.
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Affiliation(s)
- M Javad Wahadat
- Department of Immunology, Erasmus MC
- Department of Paediatric Rheumatology, Erasmus MC—Sophia Children’s hospital, University Medical Center Rotterdam, Rotterdam
| | - Dieneke Schonenberg-Meinema
- Department of Pediatric Immunology, Rheumatology and Infectious diseases, Emma Children's Hospital, Amsterdam University Medical Centres, University of Amsterdam, Amsterdam
| | | | | | - Noortje Groot
- Department of Paediatric Rheumatology, Erasmus MC—Sophia Children’s hospital, University Medical Center Rotterdam, Rotterdam
| | - Ellen J H Schatorjé
- Department of Paediatric Rheumatology, Amalia Children’s Hospital, Radboudumc
- Department of Paediatric Rheumatology, St. Maartenskliniek, Nijmegen
| | - Esther P A H Hoppenreijs
- Department of Paediatric Rheumatology, Amalia Children’s Hospital, Radboudumc
- Department of Paediatric Rheumatology, St. Maartenskliniek, Nijmegen
| | - Petra C E Hissink Muller
- Department of Pediatrics, Division of Pediatric Rheumatology, Willem Alexander Children’s Hospital, Leiden University Medical Center, Leiden, The Netherlands
| | - Danielle M C Brinkman
- Department of Pediatrics, Division of Pediatric Rheumatology, Willem Alexander Children’s Hospital, Leiden University Medical Center, Leiden, The Netherlands
| | - Denis Dvorak
- Paediatric Rheumatology, Department of Paediatrics, Faculty of Medicine and Dentistry, Palacky University Olomouc and University Hospital, Olomouc, Czech Republic
| | - Marleen Verkaaik
- Department of Paediatric Rheumatology, Erasmus MC—Sophia Children’s hospital, University Medical Center Rotterdam, Rotterdam
| | - J Merlijn van den Berg
- Department of Pediatric Immunology, Rheumatology and Infectious diseases, Emma Children's Hospital, Amsterdam University Medical Centres, University of Amsterdam, Amsterdam
| | - Kateřina Bouchalova
- Paediatric Rheumatology, Department of Paediatrics, Faculty of Medicine and Dentistry, Palacky University Olomouc and University Hospital, Olomouc, Czech Republic
| | | | - Marjan A Versnel
- Correspondence to: Marjan Versnel, Department of Immunology, Erasmus MC, University Medical Center Rotterdam, Room: Nb-1141a, Dr. Molewaterplein 40, 3015 GD, Rotterdam, The Netherlands. E-mail:
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Wahadat MJ, van den Berg L, Timmermans D, van Rijswijk K, van Dijk-Hummelman A, Bakx S, Verkaaik M, Versnel MA, Kamphuis S. LLDAS is an attainable treat-to-target goal in childhood-onset SLE. Lupus Sci Med 2021; 8:e000571. [PMID: 34969874 PMCID: PMC8719245 DOI: 10.1136/lupus-2021-000571] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2021] [Accepted: 11/12/2021] [Indexed: 11/17/2022]
Abstract
OBJECTIVES To study whether clinical remission (CR) and Low Lupus Disease Activity State (LLDAS) are achievable goals in childhood-onset SLE. METHODS Data on medication use and disease activity were prospectively collected. LLDAS was defined as Safety of Estrogen in Lupus Erythematosus National Assesment-SLE disease Activity Index (SELENA-SLEDAI) ≤4 with zero scores for renal, Central Nervous System (CNS), serositis, vasculitis and constitutional components, no increase in any SLEDAI component since the previous visit, PGA ≤1, and prednisone dose ≤7.5 mg/day. CR on treatment (Tx) was defined as a Physician Global Assessment <0.5, SELENA-SLEDAI=0, with prednisone ≤5 mg/day and maintenance treatment with immunosuppressives. CR off Tx was the same but without prednisone or other immunosuppressive usage. RESULTS 51 patients (700 visits) were included. Within 3 months after diagnosis, 94.1% of children were treated with hydroxychloroquine and 60.8% with prednisone. Prednisone dosage decreased from a median of 0.74 mg/kg/day at diagnosis to 0.44 mg/kg/day at 3 months and 0.16 mg/kg/day at 6 months after diagnosis. Use of mycophenolate mofetil increased from 25.5% to 56.9% within 6 months after diagnosis. All children achieved LLDAS (median 186 days) and 72.5% remained in LLDAS >50% of time. 52.9% children achieved CR on Tx, and only 21.6% children achieved CR off Tx. CONCLUSIONS LLDAS is an attainable treat-to-target goal in contrast to CR on and off Tx. Even more, LLDAS can be reached with limited use of corticosteroids with early introduction of immunosuppressives.
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Affiliation(s)
- Mohamed Javad Wahadat
- Department of Immunology, Erasmus Medical Center, Rotterdam, The Netherlands
- Department of Paediatric Rheumatology, Erasmus MC Sophia Children's Hospital, Rotterdam, The Netherlands
| | - Lotte van den Berg
- Department of Paediatric Rheumatology, Erasmus MC Sophia Children's Hospital, Rotterdam, The Netherlands
| | - Demi Timmermans
- Department of Paediatric Rheumatology, Erasmus MC Sophia Children's Hospital, Rotterdam, The Netherlands
| | - Kevin van Rijswijk
- Department of Paediatric Rheumatology, Erasmus MC Sophia Children's Hospital, Rotterdam, The Netherlands
| | - Annette van Dijk-Hummelman
- Department of Paediatric Rheumatology, Erasmus MC Sophia Children's Hospital, Rotterdam, The Netherlands
| | - Susan Bakx
- Department of Paediatric Rheumatology, Erasmus MC Sophia Children's Hospital, Rotterdam, The Netherlands
| | - Marleen Verkaaik
- Department of Paediatric Rheumatology, Erasmus MC Sophia Children's Hospital, Rotterdam, The Netherlands
| | - Marjan A Versnel
- Department of Immunology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Sylvia Kamphuis
- Department of Paediatric Rheumatology, Erasmus MC Sophia Children's Hospital, Rotterdam, The Netherlands
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van der Werf M, Hanssen M, Köhler S, Verkaaik M, Verhey FR, van Winkel R, van Os J, Allardyce J. Systematic review and collaborative recalculation of 133,693 incident cases of schizophrenia. Psychol Med 2014; 44:9-16. [PMID: 23244442 DOI: 10.1017/s0033291712002796] [Citation(s) in RCA: 104] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
BACKGROUND This systematic review and collaborative recalculation was set up to recalculate schizophrenia incidence rates from previously published studies by age and sex. METHOD PubMed, EMBASE and PsycINFO databases were searched (January 1950 to December 2009) for schizophrenia incidence studies. Numerator and population data were extracted by age, sex and, if possible, study period. Original data were requested from the authors to calculate age- and sex-specific incidence rates. Incidence rate ratios (IRRs) with their 95% confidence intervals (CIs) were computed by age and sex from negative binomial regression models. RESULTS Forty-three independent samples met inclusion criteria, yielding 133 693 incident cases of schizophrenia for analysis. Men had a 1.15-fold (95% CI 1.00-1.31) greater risk of schizophrenia than women. In men, incidence peaked at age 20-29 years (median rate 4.15/10,000 person-years, IRR 2.61, 95% CI 1.74-3.92). In women, incidence peaked at age 20-29 (median rate 1.71/10,000 person-years, IRR 2.34, 95% CI 1.66-3.28) and 30-39 years (median rate 1.24/10,000 person-years, IRR 2.25, 95% CI 1.55-3.28). This peak was followed by an age-incidence decline up to age 60 years that was stronger in men than in women (χ² = 57.90, p < 0.001). The relative risk of schizophrenia was greater in men up to age 39 years and this reversed to a greater relative risk in women over the age groups 50-70 years. No evidence for a second incidence peak in middle-aged women was found. CONCLUSIONS Robust sex differences exist in the distribution of schizophrenia risk across the age span, suggesting differential susceptibility to schizophrenia for men and women at different stages of life.
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Affiliation(s)
- M van der Werf
- Department of Psychiatry and Psychology, School of Mental Health and Neuroscience, Maastricht University Medical Centre, Maastricht, The Netherlands
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Abstract
OBJECTIVE Age at psychosis onset has been related to variability in cognitive functioning, but its effect may be mediated by demographic and clinical factors. The aim of the current study was to study the contribution of age at onset, as well as demographic and illness characteristics, to variation in cognitive functioning in patients with schizophrenia spectrum disorder. METHOD Patients (n = 1053) and healthy controls (n = 631) underwent comprehensive neuropsychological and clinical assessments. The effect of age at onset on age-standardized cognitive test scores was assessed with multiple linear regression analyses. Mediation by illness and demographic factors was tested using a multiple mediation Sobel test. RESULTS A diagnosis of schizophrenia, higher antipsychotic dose, and more negative symptoms were associated with earlier onset of illness, while female sex and a more chronic course were associated with later illness onset. Furthermore, earlier onset was associated with worse performance on immediate recall and sustained attention. However, male sex, more negative symptoms, and higher antipsychotic dose mediated the effect of age at onset on memory, while negative symptoms explained its association with attention/vigilance. CONCLUSION Greater impairment in memory and attention in early-onset psychosis may be explained by features indicative of underlying neurodevelopmental vulnerability.
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Affiliation(s)
- M van der Werf
- Department of Psychiatry and Neuropsychology, South Limburg Mental Health Research and Teaching Network, EURON Graduate School of Neuroscience, Maastricht University, The Netherlands
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Bulatović M, Heijstek MW, Verkaaik M, van Dijkhuizen EHP, Armbrust W, Hoppenreijs EPA, Kamphuis S, Kuis W, Egberts TCG, Sinnema G, Rademaker CMA, Wulffraat NM. High prevalence of methotrexate intolerance in juvenile idiopathic arthritis: Development and validation of a methotrexate intolerance severity score. ACTA ACUST UNITED AC 2011; 63:2007-13. [DOI: 10.1002/art.30367] [Citation(s) in RCA: 98] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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Wolfs CAG, Dirksen CD, Severens JL, Kessels A, Verkaaik M, Verhey FRJ. [The costs and benefits of an integrated approach to dementia]. Tijdschr Psychiatr 2011; 53:657-665. [PMID: 21898324] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
BACKGROUND An integrated approach to dementia is generally recommended because no one discipline is adequately equipped it deal with the complex psychic, physical and social problems that are inherent in dementia. A multidisciplinary approach, however, leads inevitably to higher costs. It is not known what the cost/benefit ratio will be. AIM To describe our research into the costs and benefits of an integrated approach to dementia involving the use of a diagnostic research centre for psycho-geriatrics and thereafter to compare our findings with the results of other studies of the costs and benefits of an integrated approach. METHOD We performed a prospective and randomised efficiency study and we compared our findings with the results of other studies of the costs and benefits of an integrated approach. We reviewed recent literature. RESULTS The DRC-PG was more effective than normal care as far as the patients' quality of life was concerned, but was not more expensive. It can therefore be regarded as a cost-effective facility for ambulatory patients with dementia. Three other studies provided additional empirical evidence of the success of a similar integrated approach in various sectors involved in the care of patients with dementia. CONCLUSION An integrated approach with regard to the diagnosis, treatment and management of dementia produces favourable results. More research is needed into the efficacy and cost-effectiveness of integrated care programmes. This should result in improvements in the care and treatment of patients with dementia.
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