Adding value to real-world data: the role of biomarkers

被引:15
|
作者
Plant, Darren [1 ,2 ]
Barton, Anne [1 ,2 ]
机构
[1] Univ Manchester, Manchester Acad Hlth Sci Ctr, Ctr Musculoskeletal Res, Arthrit Res UK Ctr Genet & Genom, Manchester M13 9PT, Lancs, England
[2] Manchester Univ NHS Fdn Trust, NIHR Manchester Biomed Res Ctr, Manchester Acad Hlth Sci Ctr, Manchester, Lancs, England
关键词
rheumatoid arthritis; real-world data; registry; biomarkers; precision medicine; CARBAMYLATED PROTEIN ANTIBODIES; RHEUMATOLOGY BIOLOGICS REGISTER; DISEASE-ACTIVITY; BRITISH SOCIETY; ANTIDRUG ANTIBODIES; TREATMENT RESPONSE; DRUG-LEVELS; ARTHRITIS; ASSOCIATION; GENETICS;
D O I
10.1093/rheumatology/kez113
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Adding biomarker information to real world datasets (e.g. biomarker data collected into disease/drug registries) can enhance mechanistic understanding of intra-patient differences in disease trajectories and differences in important clinical outcomes. Biomarkers can detect pathologies present early in disease potentially paving the way for preventative intervention strategies, which may help patients to avoid disability, poor treatment outcome, disease sequelae and premature mortality. However, adding biomarker data to real world datasets comes with a number of important challenges including sample collection and storage, study design and data analysis and interpretation. In this narrative review we will consider the benefits and challenges of adding biomarker data to real world datasets and discuss how biomarker data have added to our understanding of complex diseases, focusing on rheumatoid arthritis.
引用
收藏
页码:31 / 38
页数:8
相关论文
共 50 条
  • [21] FMKe: a Real-World Benchmark for Key-Value Data Stores
    Tomas, Goncalo
    Zeller, Peter
    Balegas, Valter
    Akkoorath, Deepthi
    Bieniusa, Annette
    Leitao, Joao
    Preguica, Nuno
    PROCEEDINGS OF THE 3RD INTERNATIONAL WORKSHOP ON PRINCIPLES AND PRACTICE OF CONSISTENCY FOR DISTRIBUTED DATA (PAPOC 17), 2017,
  • [22] Learning With Real-World Data
    不详
    IEEE CONTROL SYSTEMS MAGAZINE, 2023, 43 (05): : 158 - 159
  • [23] Determination of essential biomarkers in lung cancer: A real-world data study in Spain
    Calvo de Juan, V.
    Cobo Dols, M.
    Rodriguez-Abreu, D.
    Carcereny, E.
    Cantero, A.
    Bernabe Caro, R.
    Benitez Lopez, G.
    Lopez Castro, R.
    Massuti Sureda, B.
    del Barco, E.
    Garcia Campelo, M. R.
    Guirado, M.
    Camps Herrero, C. J. C.
    Ortega Granados, A. L. O.
    Gonzalez-Larriba, J. L.
    Sanchez Hernandez, A.
    Gonzalez Ojea, C.
    Sala Gonzalez, M. A.
    Juan Vidal, O. J.
    Provencio Pulla, M.
    ANNALS OF ONCOLOGY, 2022, 33 : S50 - S50
  • [24] Reliability of real-world data
    Benlidayi, Ilke Coskun
    RHEUMATOLOGY INTERNATIONAL, 2019, 39 (03) : 583 - 584
  • [25] Prognostic value of molecular biomarkers in patients with metastatic colorectal cancer: a real-world study
    Garcia-Alfonso, P.
    Garcia-Gonzalez, G.
    Gallego, I
    Peligros, M., I
    Ortega, L.
    Torres Perez-Solero, G.
    Sandoval, C.
    Munoz Martin, A.
    Blanco Codesido, M.
    Calvo Ferrandiz, A.
    Martin, M.
    CLINICAL & TRANSLATIONAL ONCOLOGY, 2021, 23 (01): : 122 - 129
  • [26] Real-World Data Modeling
    Kotanchek, Mark
    PROCEEDINGS OF THE FOURTEENTH INTERNATIONAL CONFERENCE ON GENETIC AND EVOLUTIONARY COMPUTATION COMPANION (GECCO'12), 2012, : 1349 - 1378
  • [27] Real-World Data in Ophthalmology
    Patel, Shriji
    Sternberg, Paul, Jr.
    AMERICAN JOURNAL OF OPHTHALMOLOGY, 2020, 214 : A1 - A2
  • [28] REAL-WORLD DATA MODELING
    Kotanchek, Mark
    GECCO-2010 COMPANION PUBLICATION: PROCEEDINGS OF THE 12TH ANNUAL GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE, 2010, : 2863 - 2895
  • [29] REAL-WORLD DATA MANAGEMENT
    VANRENSSELAER, C
    COMPUTER DECISIONS, 1988, 20 (10): : 50 - 53
  • [30] Prognostic value of molecular biomarkers in patients with metastatic colorectal cancer: a real-world study
    P. García-Alfonso
    G. García-González
    I. Gallego
    M. I. Peligros
    L. Ortega
    G. Torres Pérez-Solero
    C. Sandoval
    A. Muñoz Martin
    M. Blanco Codesido
    A. Calvo Ferrándiz
    M. Martin
    Clinical and Translational Oncology, 2021, 23 : 122 - 129