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algorithm python » algorithm within (Expand Search), algorithms within (Expand Search), algorithm both (Expand Search)
python function » protein function (Expand Search)
algorithm cell » algorithm cl (Expand Search), algorithm could (Expand Search), algorithms real (Expand Search)
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algorithm go » algorithm co (Expand Search), algorithm _ (Expand Search), algorithm b (Expand Search)
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<b>Opti2Phase</b>: Python scripts for two-stage focal reducer
Published 2025“…</li></ul><p dir="ltr">The scripts rely on the following Python packages. Where available, repository links are provided:</p><ol><li><b>NumPy</b>, version 1.22.1</li><li><b>SciPy</b>, version 1.7.3</li><li><b>PyGAD</b>, version 3.0.1 — https://pygad.readthedocs.io/en/latest/#</li><li><b>bees-algorithm</b>, version 1.0.2 — https://pypi.org/project/bees-algorithm</li><li><b>KrakenOS</b>, version 1.0.0.19 — https://github.com/Garchupiter/Kraken-Optical-Simulator</li><li><b>matplotlib</b>, version 3.5.2</li></ol><p dir="ltr">All scripts are modular and organized to reflect the design stages described in the manuscript.…”
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Modular architecture design of PyNoetic showing all its constituent functions.
Published 2025Subjects: -
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Identification and functional analysis of hub genes.
Published 2025“…(E) GO enrichment analysis of shared candidate genes, showing the top three terms for biological process (BP), cellular component (CC), and molecular function (MF).…”
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Functional enrichment of DEGs.
Published 2025“…</p><p>Methods</p><p>The study employed a combination of differential expression analysis, weighted gene co-expression network analysis (WGCNA), and various machine learning algorithms to screen for characteristic genes. Gene set enrichment analysis (GSEA), gene ontology (GO), and Kyoto Encyclopedia of Genes and Genomes (KEGG) were utilized to evaluate relevant biological functions and pathways. …”
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Specific N-terminal signature detected in GO terms corresponding to cellular pathways and molecular function.
Published 2023“…<p>Bar graph showing the percentages of use of the 20 amino acids at position 2 in GO terms corresponding to cellular pathways (A) and molecular functions (B) showing preferences at position 2 for specific amino acids. …”
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Functional enrichment and correlation analysis of hub DE-SRGs.
Published 2024Subjects: “…Cell Biology…”
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Correlation between the BNA neuromarker linear scores and the mUPDRS scores.
Published 2022Subjects: “…Cell Biology…”
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Demographic and clinical characteristics of participants included in the BNA neuromarker.
Published 2022Subjects: “…Cell Biology…”
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GSVA, GO, and KEGG Enrichment Analysis After Sample Clustering and Subtyping.
Published 2025Subjects: