4.0 Article

Practical considerations for dividing data into subsets prior to PPL analysis

Journal

HUMAN HEREDITY
Volume 66, Issue 4, Pages 223-237

Publisher

KARGER
DOI: 10.1159/000143405

Keywords

complex traits; linkage analysis; genetic mapping; posterior probability of linkage; PPL; sequential updating; heterogeneity; clinically defined subsets; Bayesian linkage analysis

Funding

  1. NATIONAL INSTITUTE OF DENTAL & CRANIOFACIAL RESEARCH [R37DE008559, R01DE016148] Funding Source: NIH RePORTER
  2. NATIONAL INSTITUTE OF DENTAL &CRANIOFACIAL RESEARCH [P50DE016215, R21DE016930, R01DE009886, R01DE014667, R03DE017167, R01DE012472] Funding Source: NIH RePORTER
  3. NIDCR NIH HHS [R01 DE014667-03, R37 DE008559, R01-DE09886, R01 DE014667-04, R37-DE08559, R03 DE017167, P50-DE016215, R21 DE016930, R01-DE014667, R01 DE014667-02, R01 DE014667-08, R01 DE016148, R01-DE012472, R01 DE014667-07, R01 DE014667-05, R01 DE009886, R01 DE014667-01, R01 DE014667, R03-DE-017167, P50 DE016215, R01-DE016148, R01 DE014667-06, R21-DE016930] Funding Source: Medline

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Objective: The PPL, a class of statistics for complex trait genetic mapping in humans, utilizes Bayesian sequential updating to accumulate evidence for or against linkage across potentially heterogeneous data (sub) sets. Here, we systematically explore the relative efficacy of alternative subsetting approaches for purposes of PPL calculation. Methods: We simulated genotypes for three pedigree sets (sib pairs; 2-3 generations; 6 4 generations) based on families from an ongoing study. For each pedigree set, 100 replicates were generated under different levels of heterogeneity (1000 under 'no linkage'). Within each replicate, updating was performed across subsets defined randomly (RAND2, RAND4), by true (TRUE) linkage status, with a realistic (REAL) classification, by individual pedigree (PED), or without any subsetting (NONE). Results: Under 'linkage', REAL yields larger PPLs compared to NONE, RAND2, RAND4, or PED. Under 'no linkage', RAND2, RAND4 and PED yield PPLs close to NONE. Conclusions: We have examined the impact of different subsetting strategies on the sampling behavior of the PPL. Our results underscore the utility of finding variables that can help delineate more homogeneous data subsets and demonstrate that, once such variables are found, sequential updating can be highly beneficial in the presence of appreciable heterogeneity at a linked locus, without inflation at an unlinked locus. Copyright (C) 2008 S. Karger AG, Basel.

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