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).

• Scalable nonparametric clustering with unified marker gene selection for single-cell RNA-seq data.

  PMID 41825449 · PMC13030991 · Cell reports methods · 2026 · 7 claims · 3 setups

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  NCLUSION matches the performance of state-of-the-art single-cell clustering techniques with significantly reduced runtime

  brain-large scdesign3-simulated facs-purified scrna-seq simulated

• 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

• Cell neighborhood topology directs rare cell population identification.

  PMID 41912521 · PMC13199379 · Nature communications · 2026 · 8 claims · 8 setups

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  RareQ is a framework that quantifies neighborhood connectivity (Q), a cell-specific measure of kNN-graph cliquishness, to detect rare cell populations from single-cell and spatial omics data

  downsampled pbmc brain simulated scrna-seq cite-seq single-cell

• Characterization, expression profiles, intracellular distribution and association analysis of porcine PNAS-4 gene with production traits.

  PMID 18588709 · PMC2464599 · BMC genetics · 2008 · 8 claims · 7 setups

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  Porcine PNAS-4 encodes a 194-amino-acid protein that localizes to the Golgi complex

  chinese tissues skeletal pk15 full-length real-time gfp

• iAODE for benchmarking and continuum modeling of single-cell chromatin accessibility.

  PMID 41775921 · PMC13066597 · Communications biology · 2026 · 8 claims · 5 setups

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  iAODE combines a ZINB-likelihood VAE, a latent Neural ODE, low-weight KL regularization, and an interpretable reconstruction (irecon) bottleneck to learn generative, temporally continuous latent spaces for scATAC-seq.

  simulated real small simulated scatac-seq

• A multi-modal diffusion model with dual-cross-attention for multi-omics data generation and translation.

  PMID 41980989 · PMC13253844 · Nature communications · 2026 · 8 claims · 7 setups

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  scDiffusion-X is a multi-modal latent denoising diffusion probabilistic model for single-cell multi-omics data generation, translation, and interpretation.

  openproblem 10x babel miniatlas paired modality augmentation

• The signal in the genomes.

  PMID 16683016 · PMC1447653 · PLoS computational biology · 2006 · 7 claims · 3 setups

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  A high breakpoint reuse rate in the output of rearrangement algorithms indicates loss of historical signal, not good evidence for genomic fragile regions

  simulated genome

• ScLRTC: imputation for single-cell RNA-seq data via low-rank tensor completion.

  PMID 34844559 · PMC8628418 · BMC genomics · 2021 · 8 claims · 8 setups

  Has reproduction · 85

  scLRTC imputes dropout entries closest to the original expression values on simulated datasets, outperforming other state-of-the-art methods by SSE and PCC.

  usoskin pollen zeisel yan scrna-seq umap masking

• Biologic diversity of polyomavirus BK genomic sequences: Implications for molecular diagnostic laboratories.

  PMID 18712842 · PMC2906129 · Journal of medical virology · 2008 · 8 claims · 5 setups

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  Coverage of naturally occurring BKV strains varies substantially among current PCR diagnostic assays due to primer/probe mismatches

  bkv virus sequence primer cross-reactivity

• FusionQ: a novel approach for gene fusion detection and quantification from paired-end RNA-Seq.

  PMID 23768108 · PMC3691734 · BMC bioinformatics · 2013 · 8 claims · 8 setups

  Has reproduction · 65

  FusionQ is a novel tool that detects gene fusions, constructs chimerical transcript structures, and estimates their abundances from paired-end RNA-Seq data.

  simulated four rna-seq randomly simulated paired-end read-mappability

• Clinical characterization and the mutation spectrum in Swedish adenomatous polyposis families.

  PMID 18433509 · PMC2386495 · BMC medicine · 2008 · 8 claims · 8 setups

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  A combination of mutation-screening techniques (PTT, SSCP/HD, D-HPLC, sequencing, MLPA, mosaicism analysis, expression analysis) achieved a 100% mutation detection frequency in classical FAP

  peripheral genomic cdna truncation sscp d-hplc