Experiments

Searchable full-text extractions: founding hypothesis, core claims, experimental setups, key results and statistics — pulled out of each paper as structure. Search a cell line, an assay or an entity (e.g. HUH7) and find every paper that worked with it. This corpus stands on its own: most entries carry no reproduction assessment (yet).

• Single-cell omics data-driven decoding of tumor clonal evolution through reinforcement learning.

  PMID 41998716 · PMC13224513 · Genome medicine · 2026 · 8 claims · 3 setups

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  scRevol is an RL-based model that infers tumor clonal evolution from scRNA-seq-derived CNV profiles via a label assignment learning strategy.

  simulated lineage ovarian scrna-seq-derived

• Ultra-precision deconvolution of spatial transcriptomics decodes immune heterogeneity and fate-defining programs in tissues.

  PMID 41862467 · PMC13168514 · Nature communications · 2026 · 8 claims · 8 setups

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  UCASpatial is a novel deconvolution algorithm that uses Shannon entropy-based gene weighting combined with weighted non-negative least squares to estimate cell-type composition from spatial transcriptomics data

  simulated colorectal hippocampus ear simulated runtime spatial

• Bayesian inference of tissue-migration histories in metastatic cancer from cell-lineage tracing data.

  PMID 41916276 · PMC13261679 · Cell genomics · 2026 · 8 claims · 5 setups

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  BEAM jointly infers a full posterior distribution over cell-lineage phylogenies and tissue-migration graphs using a Bayesian model built on BEAST 2

  simulated orthotopic somatically simulated single-cell bulk

• Genomic variability within an organism exposes its cell lineage tree.

  PMID 16261192 · PMC1274291 · PLoS computational biology · 2005 · 8 claims · 5 setups

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  Somatic mutations accumulated during normal development implicitly encode an organism's entire cell lineage tree with very high precision.

  robinia arabidopsis randomly genotyping multiplex computer

• Developmental hematopoietic stem cell variation explains clonal hematopoiesis later in life.

  PMID 39592593 · PMC11599844 · Nature communications · 2024 · 8 claims · 2 setups

  Has reproduction · 90

  Weak selection conferred by HSC variation created before birth can reliably yield clonal hematopoiesis later in life, demonstrated via shared prenatal circulation of monozygotic (MZ) twins.

  blood simulated fluctuating single-cell

• A high throughput method for genome-wide analysis of retroviral integration.

  PMID 17028098 · PMC1636494 · Nucleic acids research · 2006 · 8 claims · 8 setups

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  VITA uses MmeI to cleave DNA at a fixed distance from its recognition site, generating 21-22 bp genomic tags that serve as signatures of lentiviral integration sites.

  hela ht3 genome chromosomes isf vita sanger

• Fifty Generations of Amitosis: Tracing Asymmetric Allele Segregation in Polyploid Cells with Single-Cell DNA Sequencing.

  PMID 34576874 · PMC8467633 · Microorganisms · 2021 · 7 claims · 7 setups

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  Amitosis causes random assortment of somatic alleles (IESs) in the highly polyploid Paramecium macronucleus, which can be tracked without phenotypic markers using scDNA-seq.

  paramecium tetraurelia telomere-capped simulated single-cell bulk bias