Methods in molecular biology
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ProStaR is a software tool dedicated to differential analysis in label-free quantitative proteomics. Practically, once biological samples have been analyzed by bottom-up mass spectrometry-based proteomics, the raw mass spectrometer outputs are processed by bioinformatics tools, so as to identify peptides and quantify them, by means of precursor ion chromatogram integration. ⋯ To achieve this statistical step, it is possible to rely on ProStaR, which allows the user to (1) load correctly formatted data, (2) clean them by means of various filters, (3) normalize the sample batches, (4) impute the missing values, (5) perform null hypothesis significance testing, (6) check the well-calibration of the resulting p-values, (7) select a subset of differentially abundant proteins according to some false discovery rate, and (8) contextualize these selected proteins into the Gene Ontology. This chapter provides a detailed protocol on how to perform these eight processing steps with ProStaR.
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The increase in the number of Web-based resources on posttranslational modification sites (PTMSs) in proteins is accelerating. This chapter presents a set of computational protocols describing how to work with the Internet resources when dealing with PTMSs. The protocols are intended for querying in PTMS-related databases, search of the PTMSs in the protein sequences and structures, and calculating the pI and molecular mass of the PTM isoforms. Thus, the modern bioinformatics prediction tools make it feasible to express protein modification in broader quantitative terms.
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Gene editing has great therapeutic impact, being of interest for many scientists worldwide. Clustered regularly interspaced short palindromic repeats (CRISPR) technology has been adapted for gene editing to serve as an efficient, rapid, and cost-effective tool. ⋯ The gRNA targets the genome site to be edited, giving great importance to its design to obtain increased efficiency and decreased off-target events. In this chapter, we describe different tools to design suitable gRNAs for a variety of experimental purposes.
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Clustered Regularly Interspaced Short Palindromic Repeats (CRISPR)/Cas9-based technology enables efficient and precise perturbations of target genomic sites. Combining the endonuclease Cas9 and a pooled guide RNA library allows for systematic screenings of genes associated with a growth disadvantage or lethal phenotype under various conditions in organisms and tissues. Here, we describe a complete protocol for scalable CRISPR/Cas9-based dropout screening for essential genes from focused genomic regions to whole genomes.
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DNA methylation is a conserved epigenetic modification of animal genomes, but genome methylation patterns appear surprisingly diverse in insects. Whole-genome bisulfite sequencing (WGBS) represents a sensitive and robust method for the characterization of genome-wide methylation patterns at single-base resolution. Here, we describe a step-by-step protocol for the generation and analysis of WGBS datasets using standard Illumina sequencing platforms. In comparison to whole-genome sequencing, WGBS has additional caveats that require particular attention and are highlighted in this chapter.