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).

• Protocol for single-cell optimization objective and trade-off inference.

  PMID 41790544 · PMC12992945 · STAR protocols · 2026 · 6 claims · 6 setups

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  SCOOTI is a computational framework that integrates bulk and single-cell omics data with genome-scale metabolic modeling to infer metabolic objectives and trade-offs

  mcf10a serum-starved contact-inhibited zygote bulk scrna-seq genome-scale

• Single-cell immunophenotyping identifies CD8+GZMK+IFNG+ T cells as a key immune population in cutaneous Lyme disease.

  PMID 41729083 · PMC12956012 · JCI insight · 2026 · 8 claims · 7 setups

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  A clonally expanded CD8+GZMK+IFNG+ T cell population (subdivided into IFNGhi and IFNGint groups) is enriched in the EM lesion and shows an inflammatory, tissue-resident phenotype (GZMBlo/PRF1-) resembling tissue-enriched GZMK+ TteK cells

  whole-skin cd8+gzmk+ifnghi identified skin scrna-seq pseudobulk immune

• Computation of haplotypes on SNPs subsets: advantage of the "global method".

  PMID 17067372 · PMC1636337 · BMC genetics · 2006 · 6 claims · 4 setups

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  The global method for subhaplotyping always yields a lower error rate than the direct method across datasets and SNP subset sizes

  gh1 apoe coalescent-model-simulated griv computational genetic

• Evaluation of two methods for computational HLA haplotypes inference using a real dataset.

  PMID 18230173 · PMC2268655 · BMC bioinformatics · 2008 · 8 claims · 5 setups

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  PHASE v2.1.1 had the best overall performance in both haplotype construction and frequency calculation compared to Arlequin V3.0

  genotypic unrelated computational direct

• A network-based model of Aspergillus fumigatus elucidates regulators of development and defensive natural products of an opportunistic pathogen.

  PMID 41505094 · PMC12781895 · Nucleic acids research · 2026 · 7 claims · 6 setups

  Has reproduction · 78

  MERLIN-P-TFA network inference on 18 curated public RNA-seq datasets produced a genome-wide GRN resource for A. fumigatus called GRAsp.

  aspergillus fumigatus bulk computational chip-seq-based

• pmid-42054465

  PMID 42054465 · PMC13127566 · 8 claims · 4 setups

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  PSGRN infers GRNs by generating pseudoannotations from gene-gene correlations and iteratively refining them via a self-training classifier using pre/post-intervention expression features.

  k562 rpe1 processed single-cell computational biological

• Interpretable learning of temporal cellular dynamics from single-cell data.

  PMID 41875867 · PMC13030976 · Cell reports methods · 2026 · 7 claims · 7 setups

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  NeuroVelo couples a linear latent phase-space projection with a non-linear neural ODE, using RNA velocity as a physics-informed loss penalty, to jointly model cellular dynamics and enable gene-level interpretability

  gastrulation bone pancreatic cancer scrna-seq chip-seq computational

• TRAP5 Inhibition Targeting Scar-Associated Macrophages Ameliorates Acute Kidney Injury to Chronic Kidney Disease Transition.

  PMID 41773735 · PMC13159109 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

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  A distinct scar-associated macrophage (SM) subset marked by high Acp5/TRAP5, Ctsk, Mmp9, and Spp1 emerges and predominates during the renal remodeling/CKD phase after AAI-induced AKI

  kidney ckd aai unilateral single-cell velocity pseudotime

• Comparative Toxicogenomics Database: a knowledgebase and discovery tool for chemical-gene-disease networks.

  PMID 18782832 · PMC2686584 · Nucleic acids research · 2009 · 8 claims · 5 setups

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  CTD is a manually curated knowledgebase that integrates chemical-gene interactions, chemical-disease relationships, and gene-disease relationships into a chemical-gene-disease triad

  pubmed ctd manual computational case-study

• Inferring a spatial code of cell-cell interactions across a whole animal body.

  PMID 36395331 · PMC9714814 · PLoS computational biology · 2022 · 8 claims · 6 setups

  Has reproduction · 90

  cell2cell computes cell-cell interaction (CCI) potential using a novel modified Bray-Curtis score based on complementary coexpression of ligand-receptor pairs between cells

  elegans computational single-cell random genetic

• A methodological framework for the reconstruction of contiguous regions of ancestral genomes and its application to mammalian genomes.

  PMID 19043541 · PMC2580819 · PLoS computational biology · 2008 · 8 claims · 5 setups

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  A general model-free methodological framework is proposed for reconstructing Contiguous Ancestral Regions (CARs) from conserved syntenies, generalizing prior computational and cytogenetic approaches

  genome boreoeutherian ferungulate marker-presence whole-genome ancestral combinatorial

• The stem cell population of the human colon crypt: analysis via methylation patterns.

  PMID 17335343 · PMC1808490 · PLoS computational biology · 2007 · 8 claims · 3 setups

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  A coalescent-based, full probabilistic model with MCMC Bayesian inference provides a more powerful alternative to prior forward-simulation approaches for analyzing methylation pattern data from crypts.

  colon computational simulated bisulfite coalescent posterior

• An integrated in silico-in vitro approach for identifying therapeutic targets against osteoarthritis.

  PMID 36352408 · PMC9648005 · BMC biology · 2022 · 7 claims · 5 setups

  Has reproduction · 84

  A signal transduction/gene regulatory network model of the articular chondrocyte was built combining knowledge-based curation and data-driven (machine learning) network inference

  osteoarthritic articular chondrocyte microarray computational high-throughput

• Direct maximum parsimony phylogeny reconstruction from genotype data.

  PMID 18053244 · PMC2222657 · BMC bioinformatics · 2007 · 6 claims · 4 setups

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  The paper presents the first practical method for computing maximum parsimony phylogenies directly from genotype data, using integer linear programming.

  simulated mitochondrial lipoprotein coalescent maximum sliding-window

• Benchmarking RNA velocity methods across 17 independent studies.

  PMID 41916302 · PMC13106975 · Cell reports methods · 2026 · 8 claims · 6 setups

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  No single RNA velocity method exhibited superior performance across all accuracy, stability, and usability assessments

  scrna-seq same representative dyngen-simulated velocity cross-method downsampling

• Benchmarking tools for deciphering cellular crosstalk in spatially-resolved transcriptomics.

  PMID 41952215 · PMC13174004 · Genome biology · 2026 · 8 claims · 5 setups

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  No prior systematic, quantitative benchmark exists for CCI inference methods specifically developed for spatial transcriptomics across multiple platforms

  synthetic real simulated simulation spot-purity real-data

• Data driven network inference and longitudinal transcriptomics unveil dynamic regulation in Chronic Lymphocytic Leukaemia models.

  PMID 41540084 · PMC12894745 · NPJ systems biology and applications · 2026 · 8 claims · 8 setups

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  The presence of immune cells in the environment significantly alters CLL cell activation

  autologous monoculture non-adherent pbmc bulk flow deconvolution

• Predicting the protein interaction landscape of a free-living bacterium with pooled-AlphaFold3.

  PMID 41559189 · PMC13047044 · Molecular systems biology · 2026 · 8 claims · 6 setups

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  Pooled-AlphaFold3 prediction improves accuracy of genome-scale PPI screens compared to a paired approach while reducing inference time (~2-fold) and job count (~100-fold)

  mycoplasma subset genitalium simulated pooled paired benchmarking

• Deep learning linking mechanistic models to single-cell transcriptomics data reveals transcriptional bursting in response to DNA damage.

  PMID 41779826 · PMC12959883 · eLife · 2026 · 8 claims · 5 setups

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  DeepTX is an interpretable, scalable deep learning inference framework that links mechanistic transcription models to scRNA-seq data to infer genome-wide transcriptional burst kinetics

  synthetic embryonic colorectal computational stochastic scrna-seq deep

• Single cell analysis reveals the roles and regulatory mechanisms of type-I interferons in Parkinson's disease.

  PMID 38566100 · PMC10985960 · Cell communication and signaling : CCS · 2024 · 8 claims · 8 setups

  Has reproduction · 55

  Microglia, endothelial cells, and pericytes exhibit the highest IFN-I activity among PD midbrain cell types, with microglia and endothelial cells showing significantly elevated high-IFN-I-scoring proportions in PD versus controls

  midbrain single microglia substantia single-cell scenic monocle