ArticleStatistics in medicine2019
Estimating the receiver operating characteristic curve in matched case control studies.
Article in Statistics in medicine, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.
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Who cites it
13 citing papers in PubMed.
- Interleukin-8 and other neutrophil-related biomarkers are associated with 1-year mortality in patients with acute myocardial infarction.Clinical research in cardiology : official journal of the German Cardiac Society · 2026Article
- Genetic factors associated with thymic tumors in patients with MEN1: a nested case-control study in the GTE/AFCE cohort.Journal of the Endocrine Society · 2026Article
- Transcriptomic biomarkers related to cardiac disease in childhood cancer survivors: a case-control study.European heart journal · 2026Article
- Lipidomic profiles associated with treatment related hepatotoxicity in children with acute lymphoblastic leukemia.Supportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer · 2026Article
- A matched case-control study on Escherichia coli factors contributing to sepsis and septic shock in bacteraemic patients.Communications medicine · 2026Article
- Article
- Metabolic and clinical markers of T2D in obese Indians: an age-sex matched case-control study.Frontiers in clinical diabetes and healthcare · 2026Article
- Senescent Syncytiotrophoblast Secretion During Early Onset Preeclampsia.Hypertension (Dallas, Tex. : 1979) · 2025Article
- Conditional concordance-assisted learning under matched case-control design for combining biomarkers for population screening.Statistics in medicine · 2023Article
- Accuracy of stroke volume variation and pulse pressure variation in predicting fluid responsiveness undergoing one-lung ventilation during thoracic surgery: a systematic review and meta-analysis.Annals of translational medicine · 2023Article
- Brain glucose metabolism and nigrostriatal degeneration in isolated rapid eye movement sleep behaviour disorder.Brain communications · 2023Article
- Comparison ofJournal of nuclear medicine : official publication, Society of Nuclear Medicine · 2022Article
- Article
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Authors and funding
9 authors.
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Abstract
The matched case-control design is frequently used in the study of complex disorders and can result in significant gains in efficiency, especially in the context of measuring biomarkers; however, risk prediction in this setting is not straightforward. We propose an inverse-probability weighting approach to estimate the predictive ability associated with a set of covariates. In particular, we propose an algorithm for estimating the summary index, area under the curve corresponding to the Receiver Operating Characteristic curve associated with a set of pre-defined covariates for predicting a binary outcome. By combining data from the parent cohort with that generated in a matched case control study, we describe methods for estimation of the population parameters of interest and the corresponding area under the curve. We evaluate the bias associated with the proposed methods in simulations by considering a range of parameter settings. We illustrate the methods in two data applications: (1) a prospective cohort study of cardiovascular disease in women, the Women's Health Study, and (2) a matched case-control study nested within the Nurses' Health Study aimed at risk prediction of invasive breast cancer.
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