Transmicron: Accurate prediction of insertion probabilities improves detection of cancer driver genes from transposon mutagenesis screens
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ABSTRACT:
PROVIDER: PRJNA885100 | ENA |
REPOSITORIES: ENA
Similar Datasets
Project description:Transposon screens are powerful in vivo assays used to identify loci driving carcinogenesis. These loci are identified as Common Insertion Sites (CIS), i.e. regions with more transposon insertions than expected by chance. However, the identification of CIS is strongly affected by biases in the insertion behaviour of transposon systems. Here, we introduce Transmicron, a novel method that differs from previous methods by i) modelling neutral insertion rates based on chromatin accessibility, transcriptional activity, and sequence context, and ii) estimating oncogenic selection for each genomic region using Poisson regression to model insertion counts while controlling for neutral insertion rates. To assess the benefits of our approach, we generated a dataset applying two different transposon systems under comparable conditions. Benchmarking for enrichment of known cancer genes showed improved performance of Transmicron against state-of-the-art methods. Modelling neutral insertion rates allowed for better control of false positives and stronger agreement of the results between transposon systems. Moreover, using Poisson regression to consider intra-sample and inter-sample information proved beneficial in small and moderately-sized datasets. Transmicron is open-source and freely available. Overall, this study contributes to the understanding of transposon biology and introduces a novel approach to use this knowledge for discovering cancer driver genes.
2022-10-01 | GSE214379 | GEO
Project description:We used transposon insertion sequencing (Tn-Seq) to identify the genes that are required for in vitro growth and intramacrophage growth of the live vaccine strain of F. tularensis (LVS).
2020-07-15 | GSE138658 | GEO
Project description:Mammalian chromosomes are partitioned into contact domains that can be conserved as functional units in evolution. Disruptions of domains can result from perturbed CTCF, cohesin, or chromosomal rearrangements. However, to what extent domains can be created de novo has not been explored in depth. Here, using a gain-of-function approach leveraging genome editing and Hi-C, we examined whether, and how, a putative boundary element can function to organize de novo domains in the context of multiple ectopic insertion sites. We subsequently dissected the distinct roles of the CTCF binding site and the transcription start site within the insertion element in changing genome folding.
2020-03-14 | GSE137373 | GEO
Project description:Mammalian chromosomes are partitioned into contact domains that can be conserved as functional units in evolution. Disruptions of domains can result from perturbed CTCF, cohesin, or chromosomal rearrangements. However, to what extent domains can be created de novo has not been explored in depth. Here, using a gain-of-function approach leveraging genome editing and Hi-C, we examined whether, and how, a putative boundary element can function to organize de novo domains in the context of multiple ectopic insertion sites. We subsequently dissected the distinct roles of the CTCF binding site and the transcription start site within the insertion element in changing genome folding.
2020-03-14 | GSE137372 | GEO
Project description:We have developed a microarray intended for use in finding all transposons in a region of interest. By selectively amplifying and hybridizing transposon flanking DNA to our array, we can localize all transposons in the region present on our TIP-chip, a dense tiling array. We have tested our technology in yeast and have been successful. Keywords: transposon insertion profiling, genomic DNA, yeast
2007-01-01 | GSE5646 | GEO
Project description:Mammalian chromosomes are partitioned into contact domains that can be conserved as functional units in evolution. Disruptions of domains can result from perturbed CTCF, cohesin, or chromosomal rearrangements. However, to what extent domains can be created de novo has not been explored in depth. Here, using a gain-of-function approach leveraging genome editing and Hi-C, we examined whether, and how, a putative boundary element can function to organize de novo domains in the context of multiple ectopic insertion sites. We subsequently dissected the distinct roles of the CTCF binding site and the transcription start site within the insertion element in changing genome folding.
2020-03-14 | GSE137374 | GEO
Project description:Mammalian chromosomes are partitioned into contact domains that can be conserved as functional units in evolution. Disruptions of domains can result from perturbed CTCF, cohesin, or chromosomal rearrangements. However, to what extent domains can be created de novo has not been explored in depth. Here, using a gain-of-function approach leveraging genome editing and Hi-C, we examined whether, and how, a putative boundary element can function to organize de novo domains in the context of multiple ectopic insertion sites. We subsequently dissected the distinct roles of the CTCF binding site and the transcription start site within the insertion element in changing genome folding.
2020-03-14 | GSE137371 | GEO
Project description:Mammalian chromosomes are partitioned into contact domains that can be conserved as functional units in evolution. Disruptions of domains can result from perturbed CTCF, cohesin, or chromosomal rearrangements. However, to what extent domains can be created de novo has not been explored in depth. Here, using a gain-of-function approach leveraging genome editing and Hi-C, we examined whether, and how, a putative boundary element can function to organize de novo domains in the context of multiple ectopic insertion sites. We subsequently dissected the distinct roles of the CTCF binding site and the transcription start site within the insertion element in changing genome folding.
2020-03-14 | GSE137375 | GEO
Project description:Streptococcus pneumoniae is a major cause of serious infections such as pneumonia and meningitis in both children and adults worldwide. Here, we describe the development of a high-throughput genome-wide technique, Genomic Array Footprinting (GAF), for the identification of genes essential for this bacterium at various stages during infection. GAF enables negative screens by means of a combination of transposon mutagenesis and microarray technology for the detection of transposon insertion sites. We tested several methods for the identification of transposon insertion sites and found that amplification of DNA adjacent to the insertion site by PCR resulted in non-reproducible results, even when combined with an adapter. However, restriction of genomic DNA followed directly by in vitro transcription circumvented these problems. Analysis of parallel reactions generated with this method on a large mariner transposon library, showed that it was highly reproducible and correctly identified essential genes. Comparison of a mariner library to one generated with the in vivo transposition plasmid pGh:ISS1, showed that both have an equal degree of saturation, but that 9% of the genome is preferentially mutated by either one. The usefulness of GAF was demonstrated in a screen for genes essential for survival of zinc stress. This identified a gene encoding a putative cation efflux transporter, and its deletion resulted in an inability to grow under high zinc conditions. In conclusion, we developed a fast, versatile, specific, and high-throughput method for the identification of conditionally essential genes in S. pneumoniae. Keywords: GAF Identification of transposon insertion sites
2007-06-26 | GSE6913 | GEO
Project description:While transposon mutagenesis has been successfully used for Mycoplasma spp. to disrupt and determine non-essential genes, previous attempts with Ureaplasma spp. have been unsuccessful. Using a polyethylene glycol-transformation enhancing protocol, we were able to transform three separate serovars of Ureaplasma parvum with a Tn4001-based mini-transposon plasmid containing a gentamicin resistance selection marker. Despite the large degree of homology between Ureaplasma parvum and Ureaplasma urealyticum, all attempts to transform the latter in parallel failed, with the exception of a single clinical U. urealyticum isolate. PCR probing and sequencing were used to confirm transposon insertion into the bacterial genome and identify disrupted genes. Transformation of prototype serovar 3 consistently resulted in transfer only of sequence between the mini-transposon inverted repeats, but some strains showed additional sequence transfer. Transposon insertion occurred randomly in the genome resulting in unique disruption of genes UU047, UU390, UU440, UU450, UU520, UU526, UU582 for single clones from a panel of screened clones. An intergenic insertion between genes UU187 and UU188 was also characterised. Two phenotypic alterations were observed in the mutated strains: Disruption of a DEAD-box RNA helicase (UU582) altered growth kinetics, while the U. urealyticum strain lost resistance to serum attack coincident with disruption of gene UUR10_137 and loss of expression of a 41 kDa protein. Transposon mutagenesis was used successfully to insert single copies of a mini-transposon into the genome and disrupt genes leading to phenotypic changes in Ureaplasma parvum strains. This method can now be used to deliver exogenous genes for expression and determine essential genes for Ureaplasma parvum replication in culture and experimental models.
| S-EPMC4450083 | biostudies-literature