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reflimLOD: A Modified reflimR Approach for Estimating Reference Limits with Tolerance for Values Below the Lower Limit of Detection (LOD).
- Source :
- Stats; Dec2024, Vol. 7 Issue 4, p1296-1314, 19p
- Publication Year :
- 2024
-
Abstract
- Reference intervals are indispensable for the interpretation of medical laboratory results to distinguish "normal" from "pathological" values. Recently, indirect methods have been published, which estimate reference intervals from a mixture of normal and pathological values based on certain statistical assumptions on the distribution of the values from the healthy population. Some analytes face the problem that a significant proportion of the measurements are below the limit of detection ( LOD ), meaning that there are no quantitative data for these values, only the information that they are smaller than the LOD . Standard statistical methods for reference interval estimation are not designed to incorporate values below the LOD . We propose two variants of the indirect method reflimR—a quantile- and maximum likelihood-based estimator—that are able to cope with values below the LOD . We show, based on theoretical analyses, simulation experiments, and real data, that our approach yields good estimates for the reference interval, even when the values below the LOD contribute a substantial proportion to the data. [ABSTRACT FROM AUTHOR]
- Subjects :
- MAXIMUM likelihood detection
MAXIMUM likelihood statistics
DETECTION limit
Subjects
Details
- Language :
- English
- ISSN :
- 2571905X
- Volume :
- 7
- Issue :
- 4
- Database :
- Complementary Index
- Journal :
- Stats
- Publication Type :
- Academic Journal
- Accession number :
- 181939232
- Full Text :
- https://doi.org/10.3390/stats7040075