dorsal/arxiv
View SchemaEstimating the Number of Essential Genes in Random Transposon Mutagenesis Libraries
| Authors | Oliver Will, Michael A Jacobs |
|---|---|
| Categories | |
| ArXiv ID | q-bio/0608005 |
| URL | https://arxiv.org/abs/q-bio/0608005 |
Abstract
Biologists use random transposon mutagenesis to construct knockout libraries for bacteria. Random mutagenesis offers cost and efficiency benefits over the standard site directed mutagenesis, but one can no longer ensure that all the nonessential genes will appear in the library. In random libraries for haploid organisms, there is always a class of genes for which knockout clones have not been made, and the members of this class are either essential or nonessential. One requires statistical methods to estimate the number of essential genes. Two groups of researchers, Blades and Broman and Jacobs et al., independently and simultaneously developed methods to do this. Blades and Broman used a Gibbs sampler and Jacobs et al. used a parametric bootstrap. We compare the performance of these two methods and find that they both depend on having an accurate probabilistic model for transposon insertion or on having a library with a large number of clones. At this point, we do not have good enough probabilistic models so we must build libraries that have at least five clones per open reading frame to accurately estimate the number of essential genes.
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"abstract": "Biologists use random transposon mutagenesis to construct knockout libraries\nfor bacteria. Random mutagenesis offers cost and efficiency benefits over the\nstandard site directed mutagenesis, but one can no longer ensure that all the\nnonessential genes will appear in the library. In random libraries for haploid\norganisms, there is always a class of genes for which knockout clones have not\nbeen made, and the members of this class are either essential or nonessential.\nOne requires statistical methods to estimate the number of essential genes. Two\ngroups of researchers, Blades and Broman and Jacobs et al., independently and\nsimultaneously developed methods to do this. Blades and Broman used a Gibbs\nsampler and Jacobs et al. used a parametric bootstrap. We compare the\nperformance of these two methods and find that they both depend on having an\naccurate probabilistic model for transposon insertion or on having a library\nwith a large number of clones. At this point, we do not have good enough\nprobabilistic models so we must build libraries that have at least five clones\nper open reading frame to accurately estimate the number of essential genes.",
"arxiv_id": "q-bio/0608005",
"authors": [
"Oliver Will",
"Michael A Jacobs"
],
"categories": [
"q-bio.OT",
"q-bio.QM"
],
"title": "Estimating the Number of Essential Genes in Random Transposon Mutagenesis Libraries",
"url": "https://arxiv.org/abs/q-bio/0608005"
},
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