Gene Fitness Profiling

Gene fitness profiling is a functional genomics method that measures how strongly individual genes contribute to an organism’s growth or survival under defined conditions. Researchers typically create a pooled library of mutants, expose it to a selected environment, and use sequencing to compare the abundance of each mutant before and after growth; depleted mutants indicate genes required for fitness, whereas enriched mutants may identify genes whose loss provides an advantage. In biology, this approach reveals essential genes, condition-dependent functions, genetic interactions, and pathways involved in stress responses or host adaptation. The resulting fitness maps support studies of microbial physiology, disease mechanisms, and potential therapeutic targets.

Gene Fitness Profiling - Related Videos

Research

JoVE Journal - Biology
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A Quantitative Fitness Analysis Workflow

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Cited by 25 •

2012

Quantitative Fitness Analysis (QFA) is a complementary series of experimental and computational methods for estimating microbial culture fitnesses. QFA estimates the effect of genetic mutations, drugs or other applied treatments on microbe growth. Experiments scaling from focussed analysis of single cultures to thousands of parallel cultures can be designed.

Research

JoVE Journal - Biology

Laser Microdissection Applied to Gene Expression Profiling of Subset of Cells from the Drosophila Wing Disc

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Cited by 11 •

2010

Laser microdissection was applied to analyse gene expression profiling in specific compartments of Drosophila wing disc subjected to localised RNAi in vivo. RNA extracted from equivalent areas of silenced and unsilenced compartments was analysed by quantitative RT-PCR to determine comparative gene expression profiling within the context of native tissue microecology.

Education

JoVE Core - Biology

Induced-fit Model

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2019

Most chemical reactions in cells require enzymes—biological catalysts that speed up the reaction without being consumed or permanently changed. They reduce the activation energy needed to convert the reactants into products. Enzymes are proteins, that usually work by binding to a substrate—a reactant molecule that they act upon. Enzymes exhibit substrate specificity, meaning that they can only bind to certain substrates. This is mainly determined by the shape and chemical characteristics of...

Gene Expression Profiling of Infecting Microbes Using a Digital Bar-coding Platform

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Cited by 1 •

2016

We developed a protocol that is fast, sensitive and reproducible for pathogen gene expression profiling during an infection.

Goodness-of-Fit Test

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2025

The goodness-of-fit test is a type of hypothesis test which determines whether the data "fits" a particular distribution. For example, one may suspect that some anonymous data may fit a binomial distribution. A chi-square test (meaning the distribution for the hypothesis test is chi-square) can be used to determine if there is a fit. The null and alternative hypotheses may be written in sentences or stated as equations or inequalities. The test statistic for a goodness-of-fit test is given as...

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