Image analysis and empirical modeling of gene and protein expression

Methods. 2013 Jul 15;62(1):68-78. doi: 10.1016/j.ymeth.2012.09.016. Epub 2012 Oct 24.

Abstract

Protein gradients and gene expression patterns are major determinants in the differentiation and fate map of the developing embryo. Here we discuss computational methods to quantitatively measure the positions of gene expression domains and the gradients of protein expression along the dorsal-ventral axis in the Drosophila embryo. Our methodology involves three layers of data. The first layer, or the primary data, consists of z-stack confocal images of embryos processed by in situ hybridization and/or antibody stainings. The secondary data are relationships between location, usually an x-axis coordinate, and fluorescent intensity of gene or protein detection. Tertiary data comprise the optimal parameters that arise from fits of the secondary data to empirical models. The tertiary data are useful to distill large datasets of imaged embryos down to a tractable number of conceptually useful parameters. This analysis allows us to detect subtle phenotypes and is adaptable to any set of genes or proteins with a canonical pattern. For example, we show how insights into the Dorsal transcription factor protein gradient and its target gene ventral-neuroblasts defective (vnd) were obtained using such quantitative approaches.

Keywords: DV; Dorsal–ventral patterning; Drosophila melanogaster; Empirical modeling; GFP; Gene expression; Protein gradient; Quantitative measurements; YFP; dl; dorsal; dorsal–ventral; green fluorescent protein; nc; nuclear cycles; short-gastrulation; sog; ventral-neuroblasts defective; vnd; yellow fluorescent protein; zen; zerknüllt.

Publication types

  • Research Support, N.I.H., Extramural
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Animals
  • Body Patterning / genetics
  • Drosophila Proteins / genetics*
  • Drosophila Proteins / metabolism
  • Drosophila melanogaster / embryology
  • Drosophila melanogaster / genetics*
  • Drosophila melanogaster / metabolism
  • Embryo, Nonmammalian / cytology
  • Embryo, Nonmammalian / metabolism*
  • Embryo, Nonmammalian / ultrastructure
  • Gene Expression Regulation, Developmental*
  • Homeodomain Proteins / genetics*
  • Homeodomain Proteins / metabolism
  • Image Processing, Computer-Assisted / statistics & numerical data*
  • In Situ Hybridization
  • Microscopy, Confocal
  • Models, Genetic*
  • Nuclear Proteins / genetics*
  • Nuclear Proteins / metabolism
  • Phosphoproteins / genetics*
  • Phosphoproteins / metabolism
  • Transcription Factors / genetics*
  • Transcription Factors / metabolism

Substances

  • Drosophila Proteins
  • Homeodomain Proteins
  • Nuclear Proteins
  • Phosphoproteins
  • Transcription Factors
  • dl protein, Drosophila
  • vnd protein, Drosophila