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).

• PSGRN: Gene regulatory network inference from single-cell perturbational data through self-training with synthetic gold standards.

  PMID 42054465 · PMC13127566 · Science advances · 2026 · 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

• CaHoT-GRN: context-aware high-order topology learning for robust single-cell gene regulatory network inference.

  PMID 42059479 · PMC13130071 · Briefings in bioinformatics · 2026 · 7 claims · 5 setups

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  CaHoT-GRN integrates pretrained biological language model embeddings (DNABERT for DNA, ESM for protein) with scRNA-seq expression data to improve GRN inference

  embryonic gene dataset-specific same scrna-seq-based sequence protein-protein

• pmid-42086556

  PMID 42086556 · PMC13144314 · 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

• AutoGERN: single-cell RNA-seq gene regulatory network inference via explicit link modeling and adaptive architectures.

  PMID 41871930 · PMC13064981 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 3 setups

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  AutoGERN explicitly models regulatory information in the message-passing space via learned link (edge) embeddings, which are scored by a lightweight MLP to infer TF–target interactions.

  seven same scrna-seq-based chip-seq cold-start

• 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

• Single-cell omics data-driven decoding of tumor clonal evolution through reinforcement learning.

  PMID 41998716 · PMC13224513 · Genome medicine · 2026 · 8 claims · 3 setups

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  scRevol is an RL-based model that infers tumor clonal evolution from scRNA-seq-derived CNV profiles via a label assignment learning strategy.

  simulated lineage ovarian scrna-seq-derived

• 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

• 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

• 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

• 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 macaque's-eye view of human insertions and deletions: differences in mechanisms.

  PMID 17941704 · PMC1976337 · PLoS computational biology · 2007 · 7 claims · 4 setups

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  Insertion and deletion rates are differentially associated with replication- versus recombination-related genomic features, indicating the two mutation types are driven in part by distinct mechanisms

  chimpanzee non-overlapping 1-mb 100-kb comparative regression kruskal-wallis

• 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

• Sequence context affects the rate of short insertions and deletions in flies and primates.

  PMID 18291026 · PMC2374710 · Genome biology · 2008 · 8 claims · 6 setups

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  The rate of insertion or deletion of specific lengths can vary by more than 100-fold depending on the surrounding sequence context

  chimpanzee simulans chimp primate comparative direct nucleotide

• baal-nf identifies motif-disrupting variants that decrease transcription factor binding affinity.

  PMID 41526967 · PMC12888418 · Genome biology · 2026 · 8 claims · 7 setups

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  baal-nf is a nextflow-based pipeline that infers allele-specific binding (ASB) from ChIP-seq data by integrating BaalChIP with de novo (NoPeak) and known (JASPAR) motif mapping to identify motif-disrupting variants

  genotyped chip-seq heterozygous high-quality chip-seq motif evolutionary

• CIRCE: a scalable Python package to predict cis-regulatory DNA interactions from single-cell chromatin accessibility data.

  PMID 41734268 · PMC12987762 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 5 setups

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  CIRCE re-implements the Cicero co-accessibility algorithm in Python, producing near-identical results while running much faster and using far less memory

  bmmc pbmc foetal cis-regulatory enhancer-promoter scalability

• Glutamine-mediated crosstalk between M2 macrophages and tumor cells via the SLC38A5/FOXM1/CNIH4 axis promotes oral squamous cell carcinoma progression.

  PMID 41715179 · PMC13020291 · Journal of translational medicine · 2026 · 8 claims · 8 setups

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  Glutamine secretion from M2 macrophages to tumor cells via SLC38A5 is the core mCCC pathway upregulated in metastatic OSCC lesions compared to primary lesions.

  oscc epithelial tcga-oscc hsc-3 scrna-seq hdwgcna bulk

• pmid-42092126

  PMID 42092126 · PMC13234301 · 8 claims · 8 setups

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  IMIREG, a 14-regulon transcriptional signature, robustly predicts clinical benefit from ICB across 50 immunotherapy cohorts (52 treatment arms) spanning 16 cancer types with mean AUROC = 0.71

  imvigor210 matched gtex healthy bulk scrna-seq pathway

• Unraveling the timeline of gene expression: A pseudotemporal trajectory analysis of single-cell RNA sequencing data.

  PMID 37994351 · PMC10663991 · F1000Research · 2023 · 8 claims · 6 setups

  Has reproduction · 67

  A comprehensive open-source R workflow combining trajectory inference (monocle3) and pseudo-bulk time course analysis (edgeR) can be applied to multi-sample scRNA-seq data of the mouse mammary gland.

  mammary aggregated single-cell quality doublet

• Characterisation of the genomic architecture of human chromosome 17q and evaluation of different methods for haplotype block definition.

  PMID 15850495 · PMC1090572 · BMC genetics · 2005 · 8 claims · 6 setups

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  Haplotype block definitions based on LD measures (Definitions 1, 2, 3, 5) produce fewer, shorter blocks with limited sequence coverage compared to the haplotype diversity-based method (Definition 4)

  unrelated same snps haplotype snp haplotype pairwise

• Shooting darts: co-evolution and counter-adaptation in hermaphroditic snails.

  PMID 15799778 · PMC1080126 · BMC evolutionary biology · 2005 · 8 claims · 6 setups

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  Dart shooting introduces an allohormone that inhibits digestion of donated sperm, increasing the amount reaching the spermathecae and fertilizing eggs, thereby manipulating the mating partner's sperm storage.

  dart-possessing same land cantareus 28s shimodaira-hasegawa principal