The Study Team for Early Life Asthma Research (STELAR) consortium 'Asthma e-lab': team science bringing data, methods and investigators together
Open accessAbstract
We created Asthma e-Lab, a secure web-based research environment to support consistent recording, description and sharing of data, computational/statistical methods and emerging findings across the five UK birth cohorts. The e-Lab serves as a data repository for our unified dataset and provides the computational resources and a scientific social network to support collaborative research. All activities are transparent, and emerging findings are shared via the e-Lab, linked to explanations of analytical methods, thus enabling knowledge transfer. eLab facilitates the iterative interdisciplinary dialogue between clinicians, statisticians, computer scientists, mathematicians, geneticists and basic scientists, capturing collective thought behind the interpretations of findings.
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The framework of asthma endotypes remains a theoretical concept.
“To date, the framework of asthma endotypes remains a theoretical concept (23)”
From Epidemiology of Asthma in Children and Adults (2019) · cites this paper as [23]
The framework of asthma endotypes may help in developing accurate asthma definitions to facilitate further discovery of their underlying mechanisms.
“but this framework may also help in developing accurate asthma definitions to facilitate further discovery of their underlying mechanisms (23).”
From Epidemiology of Asthma in Children and Adults (2019) · cites this paper as [23]
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Belgrave, D. C. M., Granell, R., Simpson, A., Guiver, J., Bishop, C., Buchan, I. E., Henderson, A. J., & Čustović, A. (2014) · PLoS Medicine · doi:10.1371/journal.pmed.1001748 · Cited by 282 · see citing works
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Lancet, T. (2006) · The Lancet · doi:10.1016/s0140-6736(06)69257-x · Cited by 159 · see citing works
Belgrave, D. C. M., Čustović, A., & Simpson, A. (2013) · Expert Review of Clinical Immunology · doi:10.1586/1744666x.2013.836450 · Cited by 45 · see citing works
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Ford, E. M., Boyd, A., Bowles, J., Havard, A., Aldridge, R. W., Ćurčin, V., Greiver, M., Harron, K. L., Katikireddi, S. V., Rodgers, S., et al. (2019) · Learning Health Systems · doi:10.1002/lrh2.10191 · Cited by 76 · see citing works
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Ullah, A. A., Granell, R., Lowe, L. A., Fontanella, S., Arshad, S. H., Murray, C. S., Turner, S., Holloway, J. W., Simpson, A., Roberts, G. C., et al. (2025) · The Lancet Child & Adolescent Health · doi:10.1016/s2352-4642(25)00001-x · Cited by 22 · see citing works
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Zedan, M. M. E., El-Ziny, M. A. E. M., Shabaan, A. E., Mosaad, Y. M., & Laimon, W. N. (2018) · Egyptian Journal of Bronchology · doi:10.4103/ejb.ejb_8_17 · Cited by 1 · see citing works
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- Authors
- Custovic, A., Ainsworth, J., Arshad, H., Bishop, C., Buchan, I., Cullinan, P., Devereux, G., Henderson, J., Holloway, J., Roberts, G., Turner, S., Woodcock, A., & Simpson, A.
- Affiliations
- University of Manchester (GB)
- Imperial College London (GB)
- University of Aberdeen (GB)
- University of Bristol (GB)
- University of Southampton (GB)
- University Hospital Southampton NHS Foundation Trust (GB)
- ORCID
- Venue
- Thorax
- Publisher
- BMJ
- Published
- 2015-03-24
- Volume
- 70
- Issue
- 8
- Pages
- 799-801
- ISSN
- 0040-6376 (ISSN-L)
- 1468-3296
- PMC
- PMC4515979
- OpenAlex
- W2163741162
- Cited by
- 66
- References
- 5
- Citations by year
- 2026: 1 · 2025: 5 · 2024: 2 · 2023: 6 · 2022: 2 · 2021: 4 · 2020: 4 · 2019: 13 · 2018: 8 · 2017: 11 · 2016: 9 · 2015: 1
- FWCI
- 26.09
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- cc-by
- Locations
- Thorax (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Research Explorer (The University of Manchester) (publishedVersion)
- ePrints Soton (University of Southampton) (acceptedVersion)
- Edinburgh Research Explorer (University of Edinburgh) (submittedVersion, cc-by)
- Aberdeen University Research Archive (Aberdeen University) (submittedVersion)
- Funders
- National Institute for Health and Care Research (NF-SI-0513-10040, NF-SI-0510-10249)
- Medical Research Council (MR/K002449/1, MR/K006665/1, MR/K002449/2, MC_PC_13042)
- Topics
- Physical Sciences › Computer Science › Information Systems › Research Data Management Practices
- Health Sciences › Medicine › Physiology › Asthma and respiratory diseases
- Social Sciences › Decision Sciences › Information Systems and Management › Interdisciplinary Research and Collaboration
- Keywords
- birth cohort, data repositories, team science, collaborative research infrastructure, interdisciplinary collaboration, knowledge transfer, asthma research
- MeSH terms
- Asthma, Cooperative Behavior, Humans, Research Personnel, Practice Guidelines as Topic, Disease Management, Internet, Biomedical Research
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