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Protocol to boost the robustness and accuracy of spatial transcriptomics algorithms using ensemble techniques.
STAR Protoc
January 2025
Department of Statistics, University of Georgia, 310 Herty Drive, Athens, GA 30602, USA. Electronic address:
Spatial transcriptomics enhances our understanding of cellular organization by mapping gene expression data to precise tissue locations. Here, we present a protocol for using weighted ensemble method for spatial transcriptomics (WEST), which uses ensemble techniques to boost the robustness and accuracy of existing algorithms. We describe steps for preprocessing data, obtaining embeddings from individual algorithms, and ensemble integrating all embeddings as a similarity matrix.
View Article and Find Full Text PDFIdentification of Functionally-Relevant Lentivirus Integration Sites in an Insertional Mutagenesis Cell Library.
J Vis Exp
January 2025
State Key Laboratory of Cellular Stress Biology, School of Life Sciences, Xiamen University;
The extent of functional sequences within the human genome is a pivotal yet debated topic in biology. Although high-throughput reverse genetic screens have made strides in exploring this, they often limit their scope to known genomic elements and may introduce non-specific effects. This underscores the urgent need for novel functional genomics tools that enable a deeper, unbiased understanding of genome functionality.
View Article and Find Full Text PDFA Serum- and Feeder-Free System to Generate CD4 and Regulatory T Cells from Human iPSCs.
Stem Cells
January 2025
Sangamo Therapeutics, 501 Canal Blvd. Richmond, CA.
iPSCs can serve as a renewable source of a consistent edited cell product, overcoming limitations of primary cells. While feeder-free generation of clinical grade iPSC-derived CD8 T cells has been achieved, differentiation of iPSC-derived CD4sp and regulatory T cells requires mouse stromal cells in an artificial thymic organoid. Here we report a serum- and feeder-free differentiation process suitable for large-scale production.
View Article and Find Full Text PDFmSphere of Influence: High-throughput screens to rapidly assign function to microbial genes.
mSphere
January 2025
Plant Pathology and Plant-Microbe Biology Section, School of Integrative Plant Science, Cornell University, Ithaca, New York, USA.
Lori Huberman works in the field of fungal genetics, with an emphasis on investigating the genetic mechanisms fungi use to sense and respond to the nutrients and toxins in their environment. In this mSphere of Influence article, she reflects on how "Rapid quantification of mutant fitness in diverse bacteria by sequencing randomly bar-coded transposons" by K. M.
View Article and Find Full Text PDFIdentification of intestinal mediators of DBL-1/BMP immune signaling shaping gut microbiome composition.
mBio
January 2025
Department of Integrative Biology, University of California, Berkeley, Berkeley, California, USA.
The composition of the gut microbiome is determined by a complex interplay of diet, host genetics, microbe-microbe interactions, abiotic factors, and stochasticity. Previous studies have demonstrated the importance of host genetics in community assembly of the gut microbiome and identified a central role for DBL-1/BMP immune signaling in determining the abundance of gut . However, the effects of DBL-1 signaling on gut bacteria were found to depend on its activation in extra-intestinal tissues, highlighting a gap in our understanding of the proximal factors that determine microbiome composition.
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