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Power calculator for detecting allelic imbalance using hierarchical Bayesian model

Sherbina K.
•
Leon-Novelo L. G.
•
Nuzhdin S. V.
altro
Marroni F.
2021
  • journal article

Periodico
BMC RESEARCH NOTES
Abstract
Objective: Allelic imbalance (AI) is the differential expression of the two alleles in a diploid. AI can vary between tissues, treatments, and environments. Methods for testing AI exist, but methods are needed to estimate type I error and power for detecting AI and difference of AI between conditions. As the costs of the technology plummet, what is more important: reads or replicates? Results: We find that a minimum of 2400, 480, and 240 allele specific reads divided equally among 12, 5, and 3 replicates is needed to detect a 10, 20, and 30%, respectively, deviation from allelic balance in a condition with power > 80%. A minimum of 960 and 240 allele specific reads divided equally among 8 replicates is needed to detect a 20 or 30% difference in AI between conditions with comparable power. Higher numbers of replicates increase power more than adding coverage without affecting type I error. We provide a Python package that enables simulation of AI scenarios and enables individuals to estimate type I error and power in detecting AI and differences in AI between conditions.
DOI
10.1186/s13104-021-05851-x
WOS
WOS:000722996100006
Archivio
http://hdl.handle.net/11390/1217114
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-85120044623
https://ricerca.unityfvg.it/handle/11390/1217114
Diritti
open access
Soggetti
  • Allele specific read

  • Allelic imbalance

  • Biological replicate

  • Power

  • Simulation

  • Type I error

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