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Kyle Ferchen Profile
Kyle Ferchen

@KyleFerchen

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ML Scientist

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Joined February 2016
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@LeeGrimesLab
Lee Grimes Lab
20 days
New “discrete state” model of hematopoiesis published in Nature Immunology. https://t.co/E1bSt1cGN7 We propose a hierarchical model of hematopoiesis where stable “discrete states” serve as key regulatory nodes. With @nsalomonis @morris_lab @BioLegend @CytekBio @NIH @NIDDKgov and
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@KyleFerchen
Kyle Ferchen
3 years
pyInfinityFlow is maintained on GitHub ( https://t.co/3fACUCpShv) and provides both command-line execution and a Python API, which are documented using readthedocs: https://t.co/mE0wRGn6bq (6/6)
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github.com
Python package to generate high dimensional Flow Cytometry datasets using imputation by XGBoost regression - KyleFerchen/pyInfinityFlow
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@KyleFerchen
Kyle Ferchen
3 years
pyInfinityFlow generated Infinity Flow objects can be saved as FCS files and loaded into #flowjo, or other Flow Cytometry analysis software, to carry out in-silico gating side-by-side with UMAP coordinates to visualize the enrichment of target cell populations: (5/6)
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@KyleFerchen
Kyle Ferchen
3 years
We illustrated the ability to distiguish rare transcriptionally defined mouse lung cell populations by mapping an Infinity Flow dataset to an analagous scRNA-seq dataset from the #LungMAP project: https://t.co/Stk1KUsQFw (4/6)
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@KyleFerchen
Kyle Ferchen
3 years
We show that this implementation improves in speed and memory efficiency, allowing for imputation of hundreds of features across larger numbers of cells, which is necessary to profile rare and transitional cell populations: (3/6)
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@KyleFerchen
Kyle Ferchen
3 years
This package extends the Infinity Flow protocol to allow for more complex configurations. Data is held in AnnData Python objects to enable seamless integration with popular single-cell omics tools, such as #scanpy and #pytometry. (2/6)
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@KyleFerchen
Kyle Ferchen
3 years
We are excited to announce the publication of our new #Bioinformatics application! #pyInfinityFlow, enables combination of overlapping Flow Cytometry panels, unlocking the potential to profile more features across millions of cells: https://t.co/nbCaOTJcaA (1/6)
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academic.oup.com
AbstractMotivation. While conventional flow cytometry is limited to dozens of markers, new experimental and computational strategies, such as Infinity Flow
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@KyleFerchen
Kyle Ferchen
9 years
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