Literature DB >> 34172792

Chances and challenges of a long-term data repository in multiple sclerosis: 20th birthday of the German MS registry.

Lisa-Marie Ohle1, David Ellenberger1, Peter Flachenecker2, Tim Friede3, Judith Haas4, Kerstin Hellwig5, Tina Parciak6, Clemens Warnke7, Friedemann Paul8, Uwe K Zettl9, Alexander Stahmann10.   

Abstract

In 2001, the German Multiple Sclerosis Society, facing lack of data, founded the German MS Registry (GMSR) as a long-term data repository for MS healthcare research. By the establishment of a network of participating neurological centres of different healthcare sectors across Germany, GMSR provides observational real-world data on long-term disease progression, sociodemographic factors, treatment and the healthcare status of people with MS. This paper aims to illustrate the framework of the GMSR. Structure, design and data quality processes as well as collaborations of the GMSR are presented. The registry's dataset, status and results are discussed. As of 08 January 2021, 187 centres from different healthcare sectors participate in the GMSR. Following its infrastructure and dataset specification upgrades in 2014, more than 196,000 visits have been recorded relating to more than 33,000 persons with MS (PwMS). The GMSR enables monitoring of PwMS in Germany, supports scientific research projects, and collaborates with national and international MS data repositories and initiatives. With its recent pharmacovigilance extension, it aligns with EMA recommendations and helps to ensure early detection of therapy-related safety signals.

Entities:  

Year:  2021        PMID: 34172792      PMCID: PMC8233364          DOI: 10.1038/s41598-021-92722-x

Source DB:  PubMed          Journal:  Sci Rep        ISSN: 2045-2322            Impact factor:   4.379


Introduction

Multiple sclerosis (MS) is the most frequent immune mediated disease of the central nervous system and the most common cause of non-traumatic disability among young adults[1,2]. In 2015, the cumulative incidence of MS in Germany was estimated at 18 new cases per 100,000 persons per year using public healthcare insurance data[2]. The yearly prevalence of MS diagnoses has steadily increased but there are still uncertainties concerning its aetiology[3]. The lack of legal reporting requirements for diagnosed MS cases and difficulties involved in accessing routine medical data impede access to reliable information on MS prevalence and incidence, as well as healthcare standards for persons with MS (PwMS) in Germany. Insufficient interoperability of different electronic healthcare record systems is another reason for the lack of a population-based database. A nationwide MS registry with representative coverage of PwMS would offer the opportunity to monitor long-term disease epidemiology and the health of PwMS. Furthermore, a national MS registry can contribute to data on disease costs, cost–benefit-ratios, quality of healthcare, and patient-reported outcomes (PRO), which is important to the evaluation of PwMS’s quality of life and to regulatory decisions[4]. Treatment guidelines for chronic diseases like MS are often established based upon limited evidence regarding the real-world efficacy and safety of disease modifying treatments (DMT)[5,6]. Additionally, long-term therapeutic effects beyond the duration of phase III clinical trials, and treatment strategy studies are frequently unavailable[7]. Considering the rapid development of DMT and the significant role of the diverse disease characteristics and patient responses to and preferences in treatment, the documentation of complex individual treatment profiles is becoming increasingly important for personalised treatment decisions that take into account individual disease courses and patient preferences[7-9]. Considering several observational studies indicating that early initiation and continuous use of highly effective DMT may reduce risks of long-term disability progression, there is a need for predictive tools to identify the most beneficial treatment strategies[9,10]. Regarding these needs, registries can provide real-world data to support physicians and PwMS in treatment decisions. Recent incidents of serious adverse events, like endocarditis[11], or multifocal leukoencephalopathy[12] in PwMS on DMT highlighted the importance of standardised safety data collection under real-world conditions[13]. In 2017, the European Medicines Agency initiated a workshop bringing together regulatory bodies, market authorisation holders, academics, and registry custodians to discuss the extended use of MS registries for post-authorisation safety monitoring[14]. This article aims to show the framework and current setup of the German MS registry (GMSR), including its methodology, technological infrastructure, and network as a reliable nationwide long-term data repository and resource for registry-based trials.

Materials and methods

This article describes the governance, funding, and design of the GMSR. Its history, data collection processes, description of datasets and data quality control mechanisms are outlined, and its research projects presented. Descriptive analysis outlining the status of the GMSR was carried out using R Stat 4.0 (R Foundation, Vienna, Austria). Data for descriptive analyses was extracted 8 January 2021. Data records that were locked due to e.g. documentation errors and records with pending queries were excluded from analysis. Graphical representations include histograms for expanded disability status scale (EDSS) distributions, scatterplots of patient demographics, and clinical characteristics at entry of the GMSR, including two-dimensional density estimates, shown as contour plots (heat maps), and line charts of patients and visit frequency.

Results

The GMSR’s objectives

The GMSR aims to provide a reliable long-term data repository for transparency in epidemiology, demographics, disease characteristics, healthcare access and quality of care of PwMS in Germany, and may be used to monitor improvements of healthcare[15]. It also implements and supports scientific research projects such as registry-based (randomised) controlled trials and collaborations with other (inter-)national repositories in a modular fashion[16]. One of its emerging objectives is the collection and reporting of real-world safety data on disease modifying drugs.

The GMSR’s design

The GMSR established a network of participating centres across different healthcare sectors in Germany (see Fig. 1). Centres that were accredited ‘MS Centre’, ‘Specialised MS Centre’, or ‘MS Rehabilitation Centre’ by the German MS Society participate in the GMSR documentation. Certificates are awarded to university clinics, acute care clinics, rehabilitation clinics, MS outpatient clinics and resident neurologists complying with specific criteria. Compliance is re-evaluated every 2 years[17]. With this certificate, each centre commits itself to recruiting PwMS and collecting data for the GMSR. Physicians and other medical staff carry out patient enrolment and data collection for the registry during routine examinations. After the provision of written informed consent by adult PwMS (see Table 1), previous medical data can be collected, and prospective data collection starts and is carried out until the patient’s death or withdrawal of informed consent.
Figure 1

Distribution of 187 MS centres participating in the GMSR across Germany. These include 70 specialised MS centres (red circle), 95 MS centres (orange triangle), and 22 MS rehabilitation centres (purple cross). GMSR German Multiple Sclerosis registry. The map was created with R 4.0 based on data from gadm.org.

Table 1

Inclusion and exclusion criteria of the GMSR.

Inclusion criteriaExclusion criteria
Age ≥ 18 yearsIndefinable MS disease type (according to McDonald or Poser criteria) at date of inclusion
Written informed consent providedInability to give informed consent
Diagnosed MS (according to the applicable McDonald or Poser criteria) with definable disease type or clinically isolated syndrome (CIS)
Primary residence in Germany

CIS clinically isolated syndrome, MS multiple sclerosis.

Distribution of 187 MS centres participating in the GMSR across Germany. These include 70 specialised MS centres (red circle), 95 MS centres (orange triangle), and 22 MS rehabilitation centres (purple cross). GMSR German Multiple Sclerosis registry. The map was created with R 4.0 based on data from gadm.org. Inclusion and exclusion criteria of the GMSR. CIS clinically isolated syndrome, MS multiple sclerosis. Members of the medical staff enter data into a web-based electronic data capture (EDC) system. This system allows a single patient’s data to be reported by multiple centres. To avoid duplicate patient entries, patient-identifying data (first name, last name, sex, date of birth) is entered into the registry at enrolment and used to generate a unique pseudonym. A trusted third party stores these pseudonyms and the corresponding identifying data separated from the registry data. To guarantee patient privacy, only de-identified medical data is stored in the registry’s database and used for analysis.

Data collection

In 2005, the registry started regular operations and has been continuously improved since then. At first, data was collected through the ‘MSDS Klinik/Praxis’ software, which had been locally installed in centres. Encoded datasets stored digitally were transmitted quarterly to the MSFP-gGmbH (MSFP) for quality checks and analysis. Since 2016, it is mandatory to document via the standardised web-based platform and device-independent EDC-system ‘secuTrial’ and documentation through MSDS has been discontinued. The web-based EDC-system is compliant with established tools and concepts of the Technology and Methods Platform for Networked Medical Research e.V. (TMF) and is certified for conducting clinical trials (GCP, GAMP5, FDA 21 CFR Part 11). PRO can be integrated to the system through patients uploading information themselves through an app or web browser. Data entry happens directly through interfaces of the EDC system.

Governance of the GMSR

The GMSR is operated by the MSFP, a non-profit organisation founded in 2001 as a subsidiary of the German Multiple Sclerosis Foundation to develop and manage the registry on behalf of the German Multiple Sclerosis Society. The governance of the GMSR includes a scientific advisory group of clinicians and representatives of MS centres as well as methodology experts (of medical statistics, epidemiology and medical informatics), that approves and oversees scientific projects and research activities[18].

Ethical considerations/registration

The GMSR was first approved by the ethics committee of the Julius-Maximilians-University of Würzburg (number of vote 142/12). After switching to a web-based documentation system, it received further ratification from ethical committees such as the Thuringia state chamber of physicians and other universities. Before inclusion to the MS registry, patients are informed about its conduct by medical staff and must provide written informed consent before data collection can commence. Within this consent, patients can allow their data to be used for further research activities. Data collection, storage and analysis are conducted according to current European and national legislations for data protection. The GMSR is registered at the German registry of clinical trials with registration number DRKS00011257, and at the European Network of Centres for Pharmacoepidemiology and Pharmacovigilance with reference number ENCEPP/DSPP/21378.

History of GMSR

The history of the GMSR is described in Supplementary Document 1.

Dataset

In 2014, the GMSR’s dataset was revised to fulfil the increased requirement for harmonization and comparability of data of different data sources. As a result, the dataset is a combination of datasets of the German Multiple Sclerosis Society and the German Competence Network Multiple Sclerosis. The current minimal dataset (see Supplementary Table 1) contains information on disease onsets, diagnoses, MS disease courses[19,20], disabilities (as measured in EDSS and MS Functional Composite as well by MS Symptoms), disease activity, MS therapy and socio-economic statuses[21]. In 2019, the GMSR dataset was extended by a pharmacovigilance module to include documentation on medical history, body mass index, adverse events and pregnancies (see Table 2). This documentation has been rolled out to eligible centres. The GMSR dataset is expandable regarding new research questions and adapts to the specific requests of documenting parties using its dynamic web-based EDC system and modular structure. Physicians schedule frequency of visits according to patients’ needs for medical care and routine follow-ups, which the registry recommends to be carried out at least on an annual basis. Relapses, adverse events, and pregnancies are documented as separate events.
Table 2

GMSR dataset.

Dataset description
Informed consentInclusion and exclusion criteria
Scope of consent
Patient profileSex
Date of birth
Diagnostic criteria (McDonald, Poser)
Disease onset
Date of diagnosis
Initial symptoms
Retrospective medical history data
Sociodemographic dataEducation
Occupation
Family status
Residence
Disease statusDisease course (lublin categories)
Expanded disability status scale
MRI reports
Multiple sclerosis functional composite-index (Nine-hole peg test, PASAT3, 25-foot walk test)
Symptomatic therapySymptoms
Therapy
MedicationaPrior and current disease-modifying treatment
Treatment duration
Reasons for treatment discontinuations/switches
(In)dependenceType of care
Medical aides
RelapsesRelapse date
Therapy
Pharmacovigilance-Module*Comorbidities
Adverse events
Pregnanciesa

GMSR German multiple sclerosis registry, PASAT3 paced auditory serial addition test (3 s-interstimulus interval).

*Voluntary extended documentation, not collected by default.

aThe GMSR cooperates with the German MS and child wish registry to allow follow up in more detail.

GMSR dataset. GMSR German multiple sclerosis registry, PASAT3 paced auditory serial addition test (3 s-interstimulus interval). *Voluntary extended documentation, not collected by default. aThe GMSR cooperates with the German MS and child wish registry to allow follow up in more detail.

Data quality

To constantly ensure high data quality, the GMSR established a wide range of quality control measures. The web-based data entry system ensures that centres have the latest versions of questionnaires. Each questionnaire is checked for consistency of dates, of value ranges and for plausibility. Branching logic (asking only relevant questions based on previous answers) ensures that data is only entered for applicable fields. Furthermore, cross-reference-checks compare data between different questions and forms. Longitudinal checks aim at preventing implausible data changes over time. Additionally, the registry uses R-Syntax for automated quality control to find discrepancies and implausibilities. Participating centres receive findings through query management system within the EDC-System. All data changes are recorded in audit trails. The database only accepts records with the completed minimal dataset. Participating centres are provided with training materials and tutorials. Yearly benchmarking reports include visualised comparative data, based on the centre’s population versus other centres’ populations of the same type and individual feedback on data quality. Centres and MSFP can execute ad-hoc statistics and reports as well as customised database searches at any time.

Data analysis

The GMSR conducts retrospective analysis for a variety of MS-related research questions. These include demographic studies, measurements of care availability, causal inferences but also pharmacovigilance studies and epidemiological assessments[6,22-25]. Most analyses are performed using R[26]. Before data is analysed, it is checked for duplicates, completeness, plausibility and consistency. The GMSR’s data is accessible at reasonable request by any qualified investigator under terms and conditions of the registry’s use-of-access policies and subject to informed consent of patients. Requests for research projects can be proposed via an application form on GMSR’s website[18].

Status quo

As of January 2021, 187 centres of all healthcare sectors throughout Germany participate in the GMSR, and the new registry database includes documentation of more than 196,000 consultations of more than 33,000 PwMS. Figure 1 shows the geographic distribution of participating centres across Germany. 5% of registered patients were reported by multiple centres. Recent estimations based on the claims data of participating centres put the number of PwMS treated annually by the participating centres at approximately 90,000. Thus, covering about one-third of the German MS-population (estimated at 240,000–250,000). At time of data extraction, the yearly documentation for 2020 included 26,491 visits of more than 13,000 patients, with an average of two consultations per patient per year (see Fig. 2). 3530 patients joined the registry in 2020. Table 3 shows the number of visits in which specific (sets of) variables are present.
Figure 2

Number of recorded visits per years (by January 2021). Total (cumulative) number of patients included in the GMSR by the end of each year is shown by the black solid line, while the number of patients with actual baseline or follow-up visits during the resp. year is shown by the dashed line. The number of visits per year is show as bars, distinguishing baseline and follow-up visits. GMSR German Multiple Sclerosis registry.

Table 3

Number of patients and visits by scale/category of information.

Number of visitsNumber of patients
Total196,63233,174
History of onset and diagnosis (dates)29,019
Education121,15527,172
Employment154,39428,677
Family178,79431,096
Nine-hole peg test30,0198194
25-foot walk test17,8297808
EDSS201,71233,059
MRI35,42718,318
DMD (y/n)164,66031,734
Current MS-symptoms*172,03232,277
(In-)dependence**165,20431,597

DMD disease modifying drugs, EDSS expanded disability status scale, MRI magnetic resonance imaging.

*Fatigue, paresis, bowel and bladder disturbances etc.

**Care settings and the prescription/use of aids.

Number of recorded visits per years (by January 2021). Total (cumulative) number of patients included in the GMSR by the end of each year is shown by the black solid line, while the number of patients with actual baseline or follow-up visits during the resp. year is shown by the dashed line. The number of visits per year is show as bars, distinguishing baseline and follow-up visits. GMSR German Multiple Sclerosis registry. Number of patients and visits by scale/category of information. DMD disease modifying drugs, EDSS expanded disability status scale, MRI magnetic resonance imaging. *Fatigue, paresis, bowel and bladder disturbances etc. **Care settings and the prescription/use of aids. In total, more than 33,000 PwMS were included in the MS Registry since 2014. Baseline data separated by disease course as well as the current distribution of EDSS scores of patients are presented in Supplementary Table S2 and in Fig. 3. In 2020, 4% of visits were documented by rehabilitation centres, 43% by MS centres and 53% by specialised MS centres. By January 2021, 75% of queries on visits data of 2020 were answered and closed. The average time for a final response to a query was 4 (± 7) months (median 1 month) and 81% of all queries were answered.
Figure 3

Current EDSS distribution among patients (n = 33,059) in the GMSR. EDSS expanded disability status scale, GMSR German Multiple Sclerosis registry.

Current EDSS distribution among patients (n = 33,059) in the GMSR. EDSS expanded disability status scale, GMSR German Multiple Sclerosis registry. The GMSR baseline demographic data is comparable to recent publications based on German statutory health claims data regarding female to male ratios, most affected age groups and geographical distribution. The age and disease duration of PwMS at registry entry are presented in Supplementary Figure 1. Compared to European MS registries, there are differences in reported percentages of secondary progressive MS (SPMS) within the registry’s population, whereas the differences in EDSS are narrower. Wider DMT options for patients with relapsing–remitting MS (RRMS) may be the reason for a bias in classification by the treating neurologist[27]. Table 4 compares baseline GMSR patient data with data from the registries of Italy, Denmark, France, and Sweden[28-32].
Table 4

Comparison of patient characteristics.

German MS registryItalian MS registry[22]Danish MS registry[23,24]OFSEP[25]Swedish MS registry[26]
Female71%67%69%71%70.3%
Age at onset (years)33.1 ± 10.730.5 ± 10.532.6 ± 10.8
CIS1.8%5.6%2.4%12.1%
RRMS75.8%75.3%80%55.2%67.5%
SPMS15.7%12.9%12.7%21.4%24.6%
PPMS6.7%6.1%4.8%11.2%7.9%

Patients with unknown disease course are excluded.

CIS clinically isolated syndrome, MS multiple sclerosis, OFSEP observatoire français de la sclérose en plaques, PPMS primary progressive MS, RRMS relapsing–remitting MS, SPMS secondary progressive MS.

Comparison of patient characteristics. Patients with unknown disease course are excluded. CIS clinically isolated syndrome, MS multiple sclerosis, OFSEP observatoire français de la sclérose en plaques, PPMS primary progressive MS, RRMS relapsing–remitting MS, SPMS secondary progressive MS.

Funding

The establishment and maintenance of the GMSR is funded by the German Multiple Sclerosis Foundation and the German Multiple Sclerosis Society. Additionally, the MSFP has received financial support from Biogen, Bristol Myers Squibb, Merck Serono, Novartis, Roche and Sanofi for the specific purposes of operating the GMSR. Principles of the cooperation between MSFP and pharmaceutical companies are: (1) Transparency: each stakeholder gets the same information at the same time and the type and scope of sponsorship is made public, (2) Financing: to avoid an increased influence of a single stakeholder or a financial dependence on one funder, stakeholders contribute equal amounts, regardless of the company’s market share, (3) Information exchange: stakeholders meet at least once a year to discuss results, ideas for scientific evaluations and further joint activities, (4) Scientific independence: the MSFP has the right to publish registry results independently.

Registry-based studies and sub-cohorts

Besides the operation of the MS registry, the MSFP develops and provides the EDC system for MS research projects that can (partly) be linked to registry data (see Supplementary Table 2)[33].

Discussion

The GMSR is a unique and reliable long-term data repository for real-world data on epidemiology and health of PwMS in Germany. It allows long-term monitoring of the disease course, analysis of different treatments and evaluation of the comparative efficacy, effectiveness and safety of an increasing number of DMT, which cannot be addressed as much by randomised clinical trials (RCT)[10,24,34]. The GMSR holds data on all approved DMT instead of focusing on specific drugs[24]. In RCT, inclusion criteria often do not fit the effect mechanism of the active substance, for instance, patients with low disease activity or long disease duration are included in studies on high anti-inflammatory effect substances[7]. Their high costs and intensity result in their rather short duration and insufficiency concerning real-world effectiveness in the long-term[1,7]. Therefore, registry data is important for patients, physicians, industry, regulatory authorities and health insurance system to provide support to treatment decisions and the development of health promotion measures[5,10]. The increasing number of DMTs leads to individual treatment decisions, which consider disease related variables like symptoms or clinical findings, but also patient preferences. The evaluation of the severity and significance of specific patient symptoms and their consequences for disease management are often different from that of physicians[35]. Consequently, PRO will become more important[3,7]. The technical infrastructure of the GMSR allows implementation of PRO measurement via eCRFs that can be completed directly by patients and is directly linked to medical data[36]. The creation of an added value within the GMSR for health professionals to document disease progression and treatment history directly through the EDC system, like automatically generated discharge letters and medical reports, could encourage them to participate in the MS registry and is constantly pursued by the GMSR. A technical interface to the centre’s primary information system could have a similar effect due to the reduced documentation effort. It could furthermore establish a documentation system for several different prospective studies and reduce time and costs expenditure in the future. Despite its positive effects, the reuse and integration of electronic healthcare records for research purposes is still in its early stages[37]. To increase follow-up rates, it is necessary to provide an incentive for participating centres to document visits regularly. Possible incentives which are offered by the GMSR to achieve this goal are financial compensation, requirements analysis at annual user meetings and guidance documents for follow-up processes. Over the years, the GMSR’s findings have benefited MS science. The monitoring of PwMS through the registry allowed for the first-time estimates concerning its prevalence, disease types, symptoms and degree of symptomatic treatment. Furthermore, the registry enables register based RCTs and General Data Protection Regulation compliant patient recruitment. Recently, evaluations of registry data on symptom frequency and symptomatic treatment patterns showed that fatigue is one of the most common symptoms. This has only been analysed in smaller cohorts[38] but is of high importance as fatigue impacts patients well-being and employment[30]. Through GMSR’s participation in international projects, insights and comparison of data of PwMS from other countries and healthcare systems, such as employment statuses[23], time until the initiation of a DMT[22] and validation of secondary progressive MS classification methods[39] were gained. However, the GMSR suffers from certain biases and limitations. The registry is not population-based. To date, there is no legal obligation to report MS cases in Germany. The introduction of an obligation would contribute to completeness of the registry’s data and nationwide coverage. PwMS are treated in all areas of care (e.g. general practioners, urologist etc.) and are therefore not always seen regularly in a specialised neurologic unit, thus a legal obligation like in cancer would ensure the completeness. As the registry focuses on neurological care providers of special experience in the treatment of PwMS, the proportion of clinically diagnosed RRMS cases is higher than presented in the German statutory claims data. Our estimations show that since its revision in 2014, the registry has captured more than 33,000 PwMS resulting in about one-third of the PwMS seen in the participating centres. If data from the prior registry data collection, commenced at the turn of the century, is included, the coverage of the GMSR reaches more than 73,000 PwMS. On annual basis the participating specialised centres treat roundabout one-third of the prevalent German MS-population. Especially PwMS suffering from progressive disease courses tend to seek neurological expertise less often, possibly explaining their underrepresentation in the GMSR. However, by including PwMS from specialised rehabilitation centres, the GMSR still captures a higher percentage of the progressive patients than if it would just recruit from outpatient facilities[40]. Recent research on the conversion of RRMS into SPMS within the GMSR and other registries showed that significant amounts of patients might be clinically labelled as RRMS while still receiving DMTs although objective algorithms would judge the disease course differently[27]. With legal barriers in place that make the inclusion of under-age PwMS quite challenging and specific paediatric data collections already in place it was decided in the conception phase of the GMSR to allow registry entry only to adult PwMS. Paediatric MS patients are often treated in different settings than adult MS-patients. However, the informed consent allows the collection of retrospective data from patients and paediatric onset MS patients are included after their 18th birthday in the GMSR[41,42]. With no public funding for maintaining a long-term operation of a data source like the GMSR, funding remains a challenge that cannot be solely covered by the patient society. The GMSR has therefore started to involve the industry for funding. The extension of the dataset by the pharmacovigilance module was an important step for the use of registry data in non-interventional PASS, which was promoted by the EMA[43]. This may reduce costs, increase transparency, and create confidence in the value of pharmacotherapy of MS. Supplementary Document 1. Supplementary Table 1. Supplementary Table 2. Supplementary Table 3. Supplementary Figure 1. Supplementary Information.
  25 in total

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Authors:  Markus Weih; Fabian Roßnagel; Heidi Dikow; Knut Wehrle; Stefan Braune; Arnfin Bergmann
Journal:  Fortschr Neurol Psychiatr       Date:  2020-06-18       Impact factor: 0.752

2.  Decreasing longitudinal use of glucocorticosteroids in multiple sclerosis.

Authors:  David Ellenberger; Kerstin Eichstädt; Peter Flachenecker; Tim Friede; Judith Haas; Christoph Kleinschnitz; Dieter Pöhlau; Otto Rienhoff; Alexander Stahmann; Uwe K Zettl; Paulus S Rommer
Journal:  Mult Scler Relat Disord       Date:  2018-07-24       Impact factor: 4.339

3.  Symptomatology and symptomatic treatment in multiple sclerosis: Results from a nationwide MS registry.

Authors:  Paulus Stefan Rommer; Kerstin Eichstädt; David Ellenberger; Peter Flachenecker; Tim Friede; Judith Haas; Christoph Kleinschnitz; Dieter Pöhlau; Otto Rienhoff; Alexander Stahmann; Uwe Klaus Zettl
Journal:  Mult Scler       Date:  2018-09-19       Impact factor: 6.312

4.  Multiple sclerosis in Finland 2018-Data from the national register.

Authors:  Sini M Laakso; Matias Viitala; Hanna Kuusisto; Taneli Sarasoja; Päivi Hartikainen; Sari Atula; Pentti J Tienari; Merja Soilu-Hänninen
Journal:  Acta Neurol Scand       Date:  2019-07-29       Impact factor: 3.209

Review 5.  National MS registries.

Authors:  Peter Flachenecker; Kristin Stuke
Journal:  J Neurol       Date:  2008-12       Impact factor: 4.849

6.  Multiple sclerosis registries in Europe - results of a systematic survey.

Authors:  Peter Flachenecker; Karoline Buckow; Maura Pugliatti; Vanja Bašić Kes; Mario A Battaglia; Alexey Boyko; Christian Confavreux; David Ellenberger; Danica Eskic; David Ford; Tim Friede; Jan Fuge; Anna Glaser; Jan Hillert; Edward Holloway; Eva Ioannidou; Ludwig Kappos; Elisabeth Kasilingam; Nils Koch-Henriksen; Jens Kuhle; Vito Lepore; Rod Middleton; Kjell-Morton Myhr; Anastasios Orologas; Susana Otero; Dorothea Pitschnau-Michel; Otto Rienhoff; Jaume Sastre-Garriga; Tsveta Schyns-Liharska; Dragana Sutovic; Christoph Thalheim; Maria Trojano; Yan V Vlasov; Ozgür Yaldizli
Journal:  Mult Scler       Date:  2014-04-28       Impact factor: 6.312

7.  EMR-integrated minimal core dataset for routine health care and multiple research settings: A case study for neuroinflammatory demyelinating diseases.

Authors:  Sophia von Martial; Tobias J Brix; Luisa Klotz; Philipp Neuhaus; Klaus Berger; Clemens Warnke; Sven G Meuth; Heinz Wiendl; Martin Dugas
Journal:  PLoS One       Date:  2019-10-15       Impact factor: 3.240

8.  Patient Registries: An Underused Resource for Medicines Evaluation : Operational proposals for increasing the use of patient registries in regulatory assessments.

Authors:  Patricia McGettigan; Carla Alonso Olmo; Kelly Plueschke; Mireia Castillon; Daniel Nogueras Zondag; Priya Bahri; Xavier Kurz; Peter G M Mol
Journal:  Drug Saf       Date:  2019-11       Impact factor: 5.606

Review 9.  Suggestions for improving the design of clinical trials in multiple sclerosis-results of a systematic analysis of completed phase III trials.

Authors:  Sinje Gehr; Thomas Kaiser; Reinhold Kreutz; Wolf-Dieter Ludwig; Friedemann Paul
Journal:  EPMA J       Date:  2019-11-22       Impact factor: 6.543

10.  Mild progressive multifocal leukoencephalopathy after switching from natalizumab to ocrelizumab.

Authors:  Alyssa A Toorop; Zoë Y G van Lierop; Eva E M Strijbis; Charlotte E Teunissen; Axel Petzold; Mike P Wattjes; Frederik Barkhof; Brigit A de Jong; Zoé L E van Kempen; Joep Killestein
Journal:  Neurol Neuroimmunol Neuroinflamm       Date:  2020-10-13
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Authors:  Silvan Elias Langhorst; Niklas Frahm; Michael Hecker; Pegah Mashhadiakbar; Barbara Streckenbach; Julia Baldt; Felicita Heidler; Uwe Klaus Zettl
Journal:  J Pers Med       Date:  2022-04-23

2.  Implication of genetic variants in primary microRNA processing sites in the risk of multiple sclerosis.

Authors:  Michael Hecker; Brit Fitzner; Elena Putscher; Margit Schwartz; Alexander Winkelmann; Stefanie Meister; Ales Dudesek; Dirk Koczan; Peter Lorenz; Nina Boxberger; Uwe Klaus Zettl
Journal:  EBioMedicine       Date:  2022-05-10       Impact factor: 11.205

3.  How is and how should healthcare for people with multiple sclerosis in Germany be designed?-The rationale and protocol for the mixed-methods study Multiple Sclerosis-Patient-Oriented Care in Lower Saxony (MS-PoV).

Authors:  Kathrin Krüger; Lara Marleen Fricke; Elise-Marie Dilger; Annett Thiele; Kristina Schaubert; Dyon Hoekstra; Fedor Heidenreich; Anna Levke Brütt; Jona T Stahmeyer; Alexander Stahmann; Anna-Lena Röper; Klaus-Peter Kubiak; Melissa Hemmerling; Anja Grau; Kerstin Eichstädt; Sabine Behrens; Christian Krauth
Journal:  PLoS One       Date:  2021-11-11       Impact factor: 3.240

4.  Demographic Patterns of MS Patients Using BRISA: An MS-Specific App in Germany.

Authors:  Preetha Balakrishnan; Jannis Groenberg; Elizabeth Jacyshyn-Owen; Markus Eberl; Benjamin Friedrich; Natalie Joschko; Tjalf Ziemssen
Journal:  J Pers Med       Date:  2022-07-01

5.  Do patients' and referral centers' characteristics influence multiple sclerosis phenotypes? Results from the Italian multiple sclerosis and related disorders register.

Authors:  Roberto Bergamaschi; Ettore Beghi; Cristina Bosetti; Michela Ponzio; Claudia Santucci; Vito Lepore; Paola Mosconi; U Aguglia; M P Amato; A L Ancona; B Ardito; C Avolio; R Balgera; P Banfi; V Barcella; P Barone; P Bellantonio; A Berardinelli; R Bergamaschi; P Bertora; M Bianchi; P Bramanti; V Brescia Morra; G Brichetto; A M Brioschi; M Buccafusca; S Bucello; V Busillo; B Calchetti; R Cantello; M Capobianco; F Capone; L Capone; D Cargnelutti; M Carrozzi; E Cartechini; G Cavaletti; P Cavalla; M G Celani; R Clerici; M Clerico; E Cocco; P Confalonieri; M G Coniglio; A Conte; F Corea; S Cottone; P Crociani; F D'Andrea; M C Danni; G De Luca; D de Pascalis; M De Riz; F De Robertis; G De Rosa; N De Stefano; M Della Corte; A Di Sapio; R Docimo; M Falcini; N Falcone; S Fermi; E Ferraro; M T Ferrò; M Fortunato; M Foschi; A Gajofatto; A Gallo; P Gallo; M Gatto; P Gazzola; A Giordano; F Granella; M F Grasso; M G Grasso; L M E Grimaldi; P Iaffaldano; D Imperiale; M Inglese; R Iodice; S Leva; V Luezzi; A Lugaresi; G Lus; D Maimone; L Mancinelli; G T Maniscalco; G A Marfia; B Marini; A Marson; N Mascoli; L Massacesi; F Melani; M Merello; G Meucci; M Mirabella; S Montepietra; D Nasuelli; P Nicolao; F Passantino; F Patti; M Peresson; I Pesci; C Piantadosi; M L Piras; M Pizzorno; K Plewnia; C Pozzilli; A Protti; R Quatrale; S Realmuto; G Ribizzi; S Rinalduzzi; A Rini; S Romano; M Romeo; M Ronzoni; P Rossi; M Rovaris; G Salemi; G Santangelo; M Santangelo; G Santuccio; P Sarchielli; L Sinisi; P Sola; C Solaro; D Spitaleri; S Strumia; T Tassinari; S Tonietti; C Tortorella; R Totaro; A Tozzo; G Trivelli; M Ulivelli; P Valentino; S Venturi; M Vianello; M Zaffaroni; R Zarbo; Maria Trojano; Mario Alberto Battaglia; Marco Capobianco; Maura Pugliatti; Monica Ulivelli; Paola Mosconi; Claudio Gasperini; Francesco Patti; Maria Pia Amato; Roberto Bergamaschi; Giancarlo Comi
Journal:  Neurol Sci       Date:  2022-06-07       Impact factor: 3.830

6.  Associated factors of potential drug-drug interactions and drug-food interactions in patients with multiple sclerosis.

Authors:  Jane Louisa Debus; Paula Bachmann; Niklas Frahm; Pegah Mashhadiakbar; Silvan Elias Langhorst; Barbara Streckenbach; Julia Baldt; Felicita Heidler; Michael Hecker; Uwe Klaus Zettl
Journal:  Ther Adv Chronic Dis       Date:  2022-08-04       Impact factor: 4.970

7.  Screening for severe drug-drug interactions in patients with multiple sclerosis: A comparison of three drug interaction databases.

Authors:  Michael Hecker; Niklas Frahm; Paula Bachmann; Jane Louisa Debus; Marie-Celine Haker; Pegah Mashhadiakbar; Silvan Elias Langhorst; Julia Baldt; Barbara Streckenbach; Felicita Heidler; Uwe Klaus Zettl
Journal:  Front Pharmacol       Date:  2022-08-05       Impact factor: 5.988

8.  Prevalence and Severity of Potential Drug-Drug Interactions in Patients with Multiple Sclerosis with and without Polypharmacy.

Authors:  Paula Bachmann; Niklas Frahm; Jane Louisa Debus; Pegah Mashhadiakbar; Silvan Elias Langhorst; Barbara Streckenbach; Julia Baldt; Felicita Heidler; Michael Hecker; Uwe Klaus Zettl
Journal:  Pharmaceutics       Date:  2022-03-08       Impact factor: 6.321

  8 in total

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