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).

• GDSim: accurate simulation for single-cell transcriptomes based on the guided diffusion model.

  PMID 41978379 · PMC13076945 · Briefings in bioinformatics · 2026 · 8 claims · 4 setups

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  GDSim, a label-guided diffusion-based deep generative network, can simulate scRNA-seq data that closely reflects the true distribution of original data

  real simulated annotated scrna-seq subtype differential

• scComm: a contrastive learning framework for deciphering cell-cell communications at single-cell resolution.

  PMID 41877186 · PMC13134144 · Genome biology · 2026 · 8 claims · 7 setups

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  scComm infers cell-cell communications at single-cell resolution using a data-adaptive L-R weighting module and supervised contrastive learning (SupCon loss) to distinguish significant CCC events from background noise

  simulated spatial liver single-cell simulated spatial scrna-seq

• WEPP: Phylogenetic placement achieves near-haplotype resolution in wastewater-based epidemiology.

  PMID 41911220 · PMC13048486 · PLoS computational biology · 2026 · 8 claims · 5 setups

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  WEPP is a pathogen-agnostic pipeline that uses phylogenetic placement of sequencing reads onto mutation-annotated trees (MATs) to identify candidate haplotypes and estimate their abundances

  sars-cov-2 mutation-annotated simulated synthetic real-world

• Human Retrotransposons and Effective Computational Detection Methods for Next-Generation Sequencing Data.

  PMID 36295018 · PMC9605557 · Life (Basel, Switzerland) · 2022 · 8 claims · 7 setups

  Has reproduction

  Retrotransposons mobilize via a copy-and-paste mechanism involving transcription of an RNA intermediate and reinsertion as a cDNA copy, unlike DNA transposons which cut-and-paste.

  drosophila normal genomic genome synthetic whole-genome computational

• DANST enables cell-type deconvolution in spatial transcriptomics using deep domain adversarial neural networks.

  PMID 41663685 · PMC12996496 · Communications biology · 2026 · 7 claims · 6 setups

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  DANST, a deconvolution framework using deep domain adversarial neural networks, achieves superior cell-type deconvolution accuracy compared with existing methods on human and mouse benchmark datasets

  heart cortex visual brain spatial cell-type

• TransOrGAN: An Artificial Intelligence Mapping of Rat Transcriptomic Profiles between Organs, Ages, and Sexes.

  PMID 37200521 · PMC10433534 · Chemical research in toxicology · 2023 · 8 claims · 5 setups

  Has reproduction · 84

  TransOrGAN can infer transcriptomic profiles between any 2 of 9 rat organs with an average cosine similarity of 0.984 versus real profiles

  fischer computational transcriptomic same bulk gan-based autoencoder

• Transcriptomic and physiological analysis of atractylodes chinensis in response to drought stress reveals the putative genes related to sesquiterpenoid biosynthesis.

  PMID 38317086 · PMC10845750 · BMC plant biology · 2024 · 8 claims · 6 setups

  Has reproduction · 78

  Drought stress significantly increases MDA, proline, soluble sugar, and crude protein content and antioxidative enzyme (SOD, POD, CAT) activity in A. chinensis seedlings

  chinensis physiological relative bulk