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Evaluating subject-level incremental values of new markers for risk classification rule.

TitleEvaluating subject-level incremental values of new markers for risk classification rule.
Publication TypeJournal Article
Year of Publication2013
AuthorsCai, T, Tian, L, Lloyd-Jones, D, Wei, LJ
JournalLifetime Data Anal
Volume19
Issue4
Pagination547-67
Date Published2013 Oct
ISSN1572-9249
KeywordsAged, Antihypertensive Agents, Biomarkers, Biostatistics, C-Reactive Protein, Confidence Intervals, Coronary Disease, Female, Humans, Risk, Risk Factors, Statistics, Nonparametric, United States
Abstract<p>Suppose that we need to classify a population of subjects into several well-defined ordered risk categories for disease prevention or management with their "baseline" risk factors/markers. In this article, we present a systematic approach to identify subjects using their conventional risk factors/markers who would benefit from a new set of risk markers for more accurate classification. Specifically for each subgroup of individuals with the same conventional risk estimate, we present inference procedures for the reclassification and the corresponding correct re-categorization rates with the new markers. We then apply these new tools to analyze the data from the Cardiovascular Health Study sponsored by the US National Heart, Lung, and Blood Institute. We used Framingham risk factors plus the information of baseline anti-hypertensive drug usage to identify adult American women who may benefit from the measurement of a new blood biomarker, CRP, for better risk classification in order to intensify prevention of coronary heart disease for the subsequent 10 years.</p>
DOI10.1007/s10985-013-9272-6
Alternate JournalLifetime Data Anal
PubMed ID23807696
PubMed Central IDPMC4527584
Grant ListN01HC55222 / HC / NHLBI NIH HHS / United States
N01HC85080 / HC / NHLBI NIH HHS / United States
U01 HL080295 / HL / NHLBI NIH HHS / United States
HHSN268200800007C / HL / NHLBI NIH HHS / United States
N01HC55222 / HL / NHLBI NIH HHS / United States
N01HC85086 / HL / NHLBI NIH HHS / United States
N01HC85081 / HC / NHLBI NIH HHS / United States
N01HC85079 / HC / NHLBI NIH HHS / United States
HHSN268201200036C / HL / NHLBI NIH HHS / United States
N01HC85086 / HC / NHLBI NIH HHS / United States
N01HC85082 / HC / NHLBI NIH HHS / United States
HHSN268200800007C / / PHS HHS / United States
N01HC85082 / HL / NHLBI NIH HHS / United States
N01HC85083 / HL / NHLBI NIH HHS / United States
HHSN268201200036C / / PHS HHS / United States
N01HC85083 / HC / NHLBI NIH HHS / United States
N01HC85079 / HL / NHLBI NIH HHS / United States
R01 AG023629 / AG / NIA NIH HHS / United States
N01HC85080 / HL / NHLBI NIH HHS / United States
N01HC85081 / HL / NHLBI NIH HHS / United States