Development and validation of a composite score for excessive alcohol use screening

dc.contributor.authorTu, Wanzhu
dc.contributor.authorChu, Chenghao
dc.contributor.authorLi, Shanshan
dc.contributor.authorLiangpunsakul, Suthat
dc.contributor.departmentBiostatistics, School of Public Healthen_US
dc.date.accessioned2018-05-08T13:33:22Z
dc.date.available2018-05-08T13:33:22Z
dc.date.issued2016-06
dc.description.abstractThis study was undertaken to develop a composite measure that combines the discriminant values of individual laboratory markers routinely used for excessive alcohol use (EAU) for an improved screening performance. The training sample consisted of 272 individuals with known history of EAU and 210 non-alcoholic individuals. The validation sample included 100 EAU and 75 controls. We used the estimated regression coefficients and the observed marker values to calculate the individual's composite screening score; this score was converted to a probability measure for excessive drinking in the given individual. A threshold value for the screening score based on an examination of the estimated sensitivity and specificity associated with different threshold values was proposed. Using regression coefficients estimated from the training sample, a composite score based on the levels of aspartate aminotransferase, alanine aminotransferase, per cent carbohydrate-deficient transferrin and mean corpuscular volume was calculated. The areas under the receiver operating characteristic curve (AUC) value of the selected model was 0.87, indicating a strong discriminating power and the AUC was better than that of each individual test. The score >0.23 corresponded to a sensitivity of 90% and a specificity of nearly 60%. The AUC value remained at a respectable level of 0.83 with the sensitivity and specificity at 91% and 49%, respectively, in the validation sample. We developed a novel composite score by using a combination of commonly used biomakers. However, the development of the mechanism-based biomarkers of EAU is needed to improve the screening and diagnosis of EAU in clinical practice.en_US
dc.eprint.versionAuthor's manuscripten_US
dc.identifier.citationTu, W., Chu, C., Li, S., & Liangpunsakul, S. (2016). Development and validation of a composite score for excessive alcohol use screening. Journal of Investigative Medicine : The Official Publication of the American Federation for Clinical Research, 64(5), 1006–1011. http://doi.org/10.1136/jim-2015-000033en_US
dc.identifier.urihttps://hdl.handle.net/1805/16089
dc.language.isoen_USen_US
dc.publisherBMJ Journalsen_US
dc.relation.isversionof10.1136/jim-2015-000033en_US
dc.relation.journalJournal of Investigative Medicineen_US
dc.rightsPublisher Policyen_US
dc.sourcePMCen_US
dc.subjectAlcohol drinkingen_US
dc.subjectBiological markersen_US
dc.titleDevelopment and validation of a composite score for excessive alcohol use screeningen_US
dc.typeArticleen_US
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