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).

• PAH-former: Transfer learning for efficient discovery of pulmonary arterial hypertension-associated genes.

  PMID 41790620 · PMC12965534 · PloS one · 2026 · 7 claims · 7 setups

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  PAH-former, a Geneformer model fine-tuned on public PAH scRNA-seq data, can perform in silico perturbation to identify and rank candidate PAH disease-associated genes

  pah scrna-seq pah-former candidate scrna-seq transfer perturbation

• Systematic identification of ACE2 expression modulators reveals cardiomyopathy as a risk factor for mortality in COVID-19 patients.

  PMID 35012625 · PMC8743438 · Genome biology · 2022 · 8 claims · 9 setups

  Has reproduction · 68

  GENEVA (Gene Expression Variance Analysis) is a semi-automated framework that mines large-scale public RNA-seq datasets to identify conditions associated with a gene's expression variance

  gtex genetic lncap heart rna-seq meta-analysis electronic

• A ligand-centered framework for γδ T cell activation in colorectal cancer revealed by single-cell and transformer-based perturbation.

  PMID 41607803 · PMC12835328 · Frontiers in immunology · 2025 · 8 claims · 8 setups

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  CRC-infiltrating γδ T cells show varied activation levels, with the TRM-like population being the major tumor-infiltrating subtype and exhibiting the lowest effector and exhaustion signature scores.

  crc-infiltrating crc scrna-seq gene nichenet

• Bromodomain protein IBD1 bridges histone acetylation and H2A.Z deposition to fine-tune transcription.

  PMID 41728948 · PMC12926916 · Nucleic acids research · 2026 · 8 claims · 8 setups

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  IBD1's bromodomain recognizes H3K9/K14 di-acetylation to recruit the SWR complex subunit ARP6, ensuring precise H2A.Z incorporation into chromatin

  tetrahymena recombinant native cut&tag sequencing

• Novel integrative genomics strategies to identify genes for complex traits.

  PMID 16886998 · PMC2367618 · Animal genetics · 2006 · 8 claims · 7 setups

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  Forward genetics is restricted to genes harboring mutations, systematically missing network genes that causally influence disease without themselves being mutated.

  bxd mice bxh alox5 qtl knockout linkage

• ROR1-PI3K/AKT signaling drives adaptive resistance to cell cycle blockade in TP53 mutated ovarian cancer.

  PMID 41748546 · PMC13004963 · Cell death & disease · 2026 · 7 claims · 8 setups

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  A shared PI3K/AKT-regulated signaling node governs drug adaptation across all long-term resistant (lt-res) ADA and PTX models

  hgsoc kuramochi jhos2 parental long-term inducible overexpression

• Early cAMP signaling orchestrates single-cell synchronicity throughout Dictyostelium development.

  PMID 41792273 · PMC13096493 · Communications biology · 2026 · 7 claims · 6 setups

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  cAMP-pulse signaling during early development induces transcriptome synchronicity at the single-cell level and morphological synchronicity at the multicellular level; its absence compromises synchronicity despite continued development.

  discoideum single-cell scrna-seq dissecting