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).

• Segmental copy number amplifications are more stable than aneuploidies in the absence of selection.

  PMID 41968576 · PMC13107562 · Molecular biology and evolution · 2026 · 8 claims · 6 setups

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  Segmental amplifications are stable in the absence of selection, whereas aneuploidies are rapidly lost and revert to single-copy genotype

  cerevisiae computational long-term pairwise content

• 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

• Deep learning from phylogenies to uncover the epidemiological dynamics of outbreaks.

  PMID 35794110 · PMC9258765 · Nature communications · 2022 · 8 claims · 5 setups

  Has reproduction · 94

  Deep learning (FFNN-SS and CNN-CBLV) enables accurate and fast likelihood-free estimation of epidemiological parameters and model selection from phylogenies

  simulated same hiv-1 simulation-based bayesian maximum-likelihood

• Inferring human colonization history using a copying model.

  PMID 18497854 · PMC2367454 · PLoS genetics · 2008 · 8 claims · 6 setups

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  A copying-model approach using SNP haplotype sharing can infer both the order of population founding and the donor populations contributing ancestry to each new population.

  simulated populations coalescent snp ascertainment

• VIST: variational inference for single cell time series.

  PMID 41535949 · PMC12892444 · Genome biology · 2026 · 8 claims · 6 setups

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  VIST is a VAE-based method that decomposes single-cell gene expression into time-dependent and time-independent latent components

  toy drosophila aorta lung synthetic time-course latent

• Charting spatial ligand-target activity using Renoir.

  PMID 42086556 · PMC13144314 · Nature communications · 2026 · 8 claims · 8 setups

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  Renoir computes a neighborhood activity score for curated ligand-target pairs at each spatial spot/cell by integrating cell type abundance, cell type-specific mRNA abundance, receptor expression, gene entropy, and mutual information between ligand and target genes.

  intestine triple-negative dorsolateral dlpfc semi-synthetic spatial single-cell

• 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

• 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

• Interpretable trajectory inference with single-cell linear adaptive negative-binomial expression (scLANE) testing.

  PMID 41533563 · PMC12802912 · Nucleic acids research · 2026 · 8 claims · 3 setups

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  scLANE models gene expression as a piecewise negative-binomial GLM using truncated power basis (hinge) functions with adaptively chosen knots, yielding directly interpretable multiplicative effect sizes for trajectory differential expression

  zebrafish simulated diverse trajectory simulation

• Modeling genetic inheritance of copy number variations.

  PMID 18832372 · PMC2588508 · Nucleic acids research · 2008 · 8 claims · 4 setups

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  A joint HMM framework for parents-offspring trios significantly improves CNV call rates and boundary inference accuracy compared to existing methods.

  simulated parent-offspring hapmap hmm-based snp genotype

• SIRE 2.0: a novel method for estimating polygenic host effects underlying infectious disease transmission, and analytical expressions for prediction accuracies.

  PMID 40169992 · PMC11963337 · Genetics, selection, evolution : GSE · 2025 · 8 claims · 2 setups

  Has reproduction · 83

  SIRE 2.0 is a novel Bayesian methodology and software tool for estimating polygenic contributions (variance components and additive genetic effects) to host susceptibility, infectivity and recoverability from temporal epidemic data using pedigree/genomic relationship matrices.

  simulated bayesian systematic

• Effect of the assignment of ancestral CpG state on the estimation of nucleotide substitution rates in mammals.

  PMID 18826599 · PMC2576242 · BMC evolutionary biology · 2008 · 7 claims · 4 setups

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  CpG/non-CpG assignment based on presence/absence of a CpG dinucleotide seriously biases substitution rate estimates, overestimating CpG changes and underestimating non-CpG changes.

  randomly real human-chimpanzee simulated simulation comparative

• spliceJAC: transition genes and state-specific gene regulation from single-cell transcriptome data.

  PMID 36321549 · PMC9627675 · Molecular systems biology · 2022 · 8 claims · 8 setups

  Has reproduction · 53

  spliceJAC uses unspliced and spliced mRNA count matrices to construct cell state-specific gene-gene regulatory interaction (Jacobian) matrices from scRNA-seq data

  bistable three-gene emt circuits simulation mixed-state grn

• Assembly of Macromolecular Complexes in the Whole-Cell Model of a Minimal Cell.

  PMID 41427637 · PMC12794154 · The journal of physical chemistry. B · 2026 · 8 claims · 6 setups

  Has reproduction · 67

  Assembly pathways for 21 unique macromolecular complexes (RNAP, ribosome, degradosome, ATP synthase, ABC transporters, etc.) were incorporated into the existing Syn3A whole-cell model

  jcvi-syn3a coli syn3a simulated hybrid ribosome atp

• The origins of lactase persistence in Europe.

  PMID 19714206 · PMC2722739 · PLoS computational biology · 2009 · 8 claims · 5 setups

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  The −13,910*T allele first underwent selection among dairying farmers around 7,500 years ago in a region between the central Balkans and central Europe, possibly linked to the Linearbandkeramik culture.

  simulated simulation 910*t farming demic approximate comparison

• Differential cell signaling testing for cell-cell communication inference from single-cell data by dominoSignal.

  PMID 41746282 · PMC12998610 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 5 setups

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  dominoSignal extends the Domino algorithm to enable statistical testing of differential cell-cell signaling between experimental conditions.

  single-cell simulated pdac per-sample single-cell simulation cell-cell

• Tractor workflow: a scalable Nextflow framework for local ancestry-aware genome-wide association studies.

  PMID 41838407 · PMC13197121 · Bioinformatics (Oxford, England) · 2026 · 7 claims · 6 setups

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  Developed a scalable Nextflow workflow that automates phasing, local ancestry inference (LAI), and Tractor GWAS into a reproducible end-to-end pipeline

  biobank phased two-way simulated haplotype local gwas

• 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

• Visualization of shared genomic regions and meiotic recombination in high-density SNP data.

  PMID 19696932 · PMC2725774 · PloS one · 2009 · 8 claims · 7 setups

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  SNPduo is a command-line (SNPduo++) and web-accessible tool that analyzes and visualizes relatedness between two individuals using identity by state (IBS) from SNP genotypes.

  trio family siblings synthetic snp synthetic mitochondrial

• 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