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Fuzzy set analyses of genetic determinants of health and disability status.

Publication ,  Journal Article
Manton, KG; Gu, X; Huang, H; Kovtun, M
Published in: Statistical methods in medical research
October 2004

Analyses of complex genotype-phenotype relations require new statistical procedures because of the potentially high dimensionability of those relations which are expressed with both measurement error and stochasticity in the correlation function. We propose modifying a multivariate procedure called grade of membership (GoM) analysis to deal with the special problems of such analyses. In doing so, we make clear some special features of the GoM model for multivariate analysis of high dimensional, discrete data. This is illustrated for apolipoprotein E (APOE) assessments made on 1805 people in the 1999 National Long Term Care Survey. A number of interesting relations with APOE polymorphism were found where disability profiles were more predictive than specific diagnoses because they implicitly contained information on chronicity and severity of disease processes.

Duke Scholars

Published In

Statistical methods in medical research

DOI

EISSN

1477-0334

ISSN

0962-2802

Publication Date

October 2004

Volume

13

Issue

5

Start / End Page

395 / 408

Related Subject Headings

  • Stochastic Processes
  • Statistics & Probability
  • Phenotype
  • Multivariate Analysis
  • Models, Statistical
  • Male
  • Humans
  • Health Status
  • Genotype
  • Genetic Predisposition to Disease
 

Citation

APA
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ICMJE
MLA
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Manton, K. G., Gu, X., Huang, H., & Kovtun, M. (2004). Fuzzy set analyses of genetic determinants of health and disability status. Statistical Methods in Medical Research, 13(5), 395–408. https://doi.org/10.1191/0962280204sm374ra
Manton, Kenneth G., Xiliang Gu, Hai Huang, and Mikhail Kovtun. “Fuzzy set analyses of genetic determinants of health and disability status.Statistical Methods in Medical Research 13, no. 5 (October 2004): 395–408. https://doi.org/10.1191/0962280204sm374ra.
Manton KG, Gu X, Huang H, Kovtun M. Fuzzy set analyses of genetic determinants of health and disability status. Statistical methods in medical research. 2004 Oct;13(5):395–408.
Manton, Kenneth G., et al. “Fuzzy set analyses of genetic determinants of health and disability status.Statistical Methods in Medical Research, vol. 13, no. 5, Oct. 2004, pp. 395–408. Epmc, doi:10.1191/0962280204sm374ra.
Manton KG, Gu X, Huang H, Kovtun M. Fuzzy set analyses of genetic determinants of health and disability status. Statistical methods in medical research. 2004 Oct;13(5):395–408.
Journal cover image

Published In

Statistical methods in medical research

DOI

EISSN

1477-0334

ISSN

0962-2802

Publication Date

October 2004

Volume

13

Issue

5

Start / End Page

395 / 408

Related Subject Headings

  • Stochastic Processes
  • Statistics & Probability
  • Phenotype
  • Multivariate Analysis
  • Models, Statistical
  • Male
  • Humans
  • Health Status
  • Genotype
  • Genetic Predisposition to Disease