This Bayesian computational approach is a data-analysis method developed to improve prediction of split protein behavior by contextualizing errors inherent to experimental procedures. In the cited study, it was applied to pooled, sequencing-based screening data from split Cre recombinase constructs generated with optogenetic dimers, enabling comprehensive analysis of split sites across the protein.
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Technique Concept
Sequence Verification
Confirming construct identity by Sanger or next-generation sequencing. Current coverage includes 8 concrete methods.
Methods
Bisulfite pyrosequencing is an assay method used to quantify promoter CpG DNA methylation after bisulfite treatment. In the cited study, it was used to measure methylation in the CAMK1D, CRY2, and CALM2 promoter regions in peripheral blood from patients with type 2 diabetes and matched healthy controls.
Chromatin immunoprecipitation sequencing (ChIP-seq) is an assay method that combines chromatin immunoprecipitation with sequencing-based genomic localization to map protein-associated genomic regions. In the cited study, it was used to identify genome-wide ZFHX3-binding sites in suprachiasmatic nucleus chromatin, revealing occupancy concentrated near transcription start sites and co-localization with known histone modifications.
H3K36me3 cell-free chromatin immunoprecipitation sequencing (cfChIP-seq) is a plasma-based assay that establishes a personal gene expression profile from cell-free chromatin. In the cited study context, it functions as a reference enrichment assay for active genes in liquid biopsy samples.
The pooled library approach is an engineering method for rapid generation and parallel screening of nearly all possible split-protein constructs, with sequencing-based readout. In the cited application, it was used with optogenetic dimers to comprehensively map split-site behavior across Cre recombinase and support inducible post-translational control design.
RNA sequencing (RNA-seq) is a transcriptomic assay method that quantifies gene-expression changes by sequencing RNA-derived libraries. In the cited study, it was used on adult rat amygdala tissue to detect subtle expression changes associated with development, cellular function, and nervous system disease after gestational high-THC cannabis smoke exposure.
Sequencing-based solutions are proposed assay methods for detecting large-scale CRISPR-associated genomic alterations. In the cited review, they are positioned as potential approaches to identify rare events such as translocations, inversions, deletions, and chromothripsis that can be missed by current workflows.
Single-cell RNA sequencing (scRNA-seq) is a transcriptomic assay method that measures RNA molecules in individual cells by sequencing-based transcript detection. In the cited application, it detected FLiCRE transcripts within the endogenous transcriptome, enabling simultaneous readout of cell type and calcium activation history.