Literature DB >> 28419523

Multiple imputation to evaluate the impact of an assay change in national surveys.

Maya Sternberg1.   

Abstract

National health surveys, such as the National Health and Nutrition Examination Survey, are used to monitor trends of nutritional biomarkers. These surveys try to maintain the same biomarker assay over time, but there are a variety of reasons why the assay may change. In these cases, it is important to evaluate the potential impact of a change so that any observed fluctuations in concentrations over time are not confounded by changes in the assay. To this end, a subset of stored specimens previously analyzed with the old assay is retested using the new assay. These paired data are used to estimate an adjustment equation, which is then used to 'adjust' all the old assay results and convert them into 'equivalent' units of the new assay. In this paper, we present a new way of approaching this problem using modern statistical methods designed for missing data. Using simulations, we compare the proposed multiple imputation approach with the adjustment equation approach currently in use. We also compare these approaches using real National Health and Nutrition Examination Survey data for 25-hydroxyvitamin D. Published 2017. This article is a U.S. Government work and is in the public domain in the USA. Published 2017. This article is a U.S. Government work and is in the public domain in the USA.

Entities:  

Keywords:  NHANES; assay change; multiple imputation; vitamin D

Mesh:

Substances:

Year:  2017        PMID: 28419523      PMCID: PMC5701520          DOI: 10.1002/sim.7302

Source DB:  PubMed          Journal:  Stat Med        ISSN: 0277-6715            Impact factor:   2.373


  26 in total

1.  From single-race reporting to multiple-race reporting: using imputation methods to bridge the transition.

Authors:  Nathaniel Schenker; Jennifer D Parker
Journal:  Stat Med       Date:  2003-05-15       Impact factor: 2.373

2.  Multiple imputation of missing dual-energy X-ray absorptiometry data in the National Health and Nutrition Examination Survey.

Authors:  Nathaniel Schenker; Lori G Borrud; Vicki L Burt; Lester R Curtin; Katherine M Flegal; Jeffery Hughes; Clifford L Johnson; Anne C Looker; Lisa Mirel
Journal:  Stat Med       Date:  2010-11-30       Impact factor: 2.373

3.  NHANES monitoring of serum 25-hydroxyvitamin D: a roundtable summary.

Authors:  Elizabeth A Yetley; Christine M Pfeiffer; Rosemary L Schleicher; Karen W Phinney; David A Lacher; Sylvia Christakos; John H Eckfeldt; James C Fleet; George Howard; Andrew N Hoofnagle; Siu L Hui; Gary L Lensmeyer; Joseph Massaro; Munro Peacock; Bernard Rosner; Donald Wiebe; Regan L Bailey; Paul M Coates; Anne C Looker; Christopher Sempos; Clifford L Johnson; Mary Frances Picciano
Journal:  J Nutr       Date:  2010-09-29       Impact factor: 4.798

4.  Evaluation of Vitamin D Standardization Program protocols for standardizing serum 25-hydroxyvitamin D data: a case study of the program's potential for national nutrition and health surveys.

Authors:  Kevin D Cashman; Mairead Kiely; Michael Kinsella; Ramón A Durazo-Arvizu; Lu Tian; Yue Zhang; Alice Lucey; Albert Flynn; Michael J Gibney; Hubert W Vesper; Karen W Phinney; Paul M Coates; Mary F Picciano; Christopher T Sempos
Journal:  Am J Clin Nutr       Date:  2013-04-24       Impact factor: 7.045

5.  National Health and Nutrition Examination Survey: sample design, 2007-2010.

Authors:  Lester R Curtin; Leyla K Mohadjer; Sylvia M Dohrmann; Deanna Kruszon-Moran; Lisa B Mirel; Margaret D Carroll; Rosemarie Hirsch; Vicki L Burt; Clifford L Johnson
Journal:  Vital Health Stat 2       Date:  2013-08

6.  A Method-bridging Study for Serum 25-hydroxyvitamin D to Standardize Historical Radioimmunoassay Data to Liquid Chromatography-Tandem Mass Spectrometry.

Authors:  Rosemary L Schleicher; Maya R Sternberg; David A Lacher; Christoher T Sempos; Anne C Looker; Ramon A Durazo-Arvizu; Elizabeth A Yetley; Madhulika Chaudhary-Webb; Khin L Maw; Christine M Pfeiffer; Clifford Johnson
Journal:  Natl Health Stat Report       Date:  2016-04-25

7.  The vitamin D status of the US population from 1988 to 2010 using standardized serum concentrations of 25-hydroxyvitamin D shows recent modest increases.

Authors:  Rosemary L Schleicher; Maya R Sternberg; David A Lacher; Christopher T Sempos; Anne C Looker; Ramon A Durazo-Arvizu; Elizabeth A Yetley; Madhulika Chaudhary-Webb; Khin L Maw; Christine M Pfeiffer; Clifford L Johnson
Journal:  Am J Clin Nutr       Date:  2016-07-06       Impact factor: 7.045

8.  Estimation of trends in serum and RBC folate in the U.S. population from pre- to postfortification using assay-adjusted data from the NHANES 1988-2010.

Authors:  Christine M Pfeiffer; Jeffery P Hughes; David A Lacher; Regan L Bailey; R J Berry; Mindy Zhang; Elizabeth A Yetley; Jeanne I Rader; Christopher T Sempos; Clifford L Johnson
Journal:  J Nutr       Date:  2012-03-21       Impact factor: 4.798

Review 9.  Applications of multiple imputation in medical studies: from AIDS to NHANES.

Authors:  J Barnard; X L Meng
Journal:  Stat Methods Med Res       Date:  1999-03       Impact factor: 3.021

10.  Trends in circulating concentrations of total homocysteine among US adolescents and adults: findings from the 1991-1994 and 1999-2004 National Health and Nutrition Examination Surveys.

Authors:  Christine M Pfeiffer; John D Osterloh; Jocelyn Kennedy-Stephenson; Mary Frances Picciano; Elizabeth A Yetley; Jeanne I Rader; Clifford L Johnson
Journal:  Clin Chem       Date:  2008-03-28       Impact factor: 8.327

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  2 in total

1.  Vitamin D status in the United States, 2011-2014.

Authors:  Kirsten A Herrick; Renee J Storandt; Joseph Afful; Christine M Pfeiffer; Rosemary L Schleicher; Jaime J Gahche; Nancy Potischman
Journal:  Am J Clin Nutr       Date:  2019-07-01       Impact factor: 7.045

2.  Folate status in the US population 20 y after the introduction of folic acid fortification.

Authors:  Christine M Pfeiffer; Maya R Sternberg; Mindy Zhang; Zia Fazili; Renee J Storandt; Krista S Crider; Sedigheh Yamini; Jaime J Gahche; WenYen Juan; Chia-Yih Wang; Nancy Potischman; Jennifer Williams; Donna J LaVoie
Journal:  Am J Clin Nutr       Date:  2019-11-01       Impact factor: 7.045

  2 in total

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