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).

• BiCLUM: Bilateral contrastive learning for unpaired single-cell multi-omics integration.

  PMID 41632825 · PMC12904586 · PLoS computational biology · 2026 · 8 claims · 5 setups

  Full-text index only

  BiCLUM consistently outperforms or matches existing integration methods across multiple RNA+ATAC and RNA+protein datasets in visualization and quantitative benchmarks

  pbmc kidney bmmc bmcite scrna-seq cite-seq

• Large-scale integration of single-cell transcriptomic data captures transitional progenitor states in mouse skeletal muscle regeneration.

  PMID 34773081 · PMC8589952 · Communications biology · 2021 · 8 claims · 7 setups

  Has reproduction · 92

  Large-scale integration of 111 sc/snRNAseq datasets captures rare, transitional myogenic progenitor states (commitment and fusion) that are poorly represented in individual datasets.

  skeletal merged myogenic muscle scrnaseq batch-correction differential

• Pathway-specific canalization and plasticity of gene expression during C. elegans dauer development.

  PMID 41890963 · PMC13014971 · iScience · 2026 · 8 claims · 7 setups

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  Dauers induced by different environmental (starvation, pheromone, heat) or genetic (daf-2, daf-7, ilc-17.1, cep-1 OE) stimuli are transcriptionally distinct from each other and from continuously developing WT L2/L3 and adults

  elegans bulk principal likelihood

• Mammary cell gene expression atlas links epithelial cell remodeling events to breast carcinogenesis.

  PMID 34079055 · PMC8172904 · Communications biology · 2021 · 8 claims · 8 setups

  Has reproduction · 96

  Integration of five mouse scRNAseq datasets reveals a trifurcating lineage trajectory originating from embryonic mammary stem cells (MaSCs) that differentiates into three epithelial lineages (Basal, L-Alv, L-Hor) via unipotent progenitor clusters

  mammary surgically normal single-cell whole-mount integration

• MCPmed: a call for Model Context Protocol-enabled bioinformatics web services for LLM-driven discovery.

  PMID 41729821 · PMC12927880 · Briefings in bioinformatics · 2026 · 8 claims · 3 setups

  Has reproduction · 80

  Adapting MCP to bioinformatics web server backends provides a standardized, machine-actionable semantic layer that associates API endpoints with scientific concepts and metadata.

  geo string ucsc mcp

• Predicting preferential DNA vector insertion sites: implications for functional genomics and gene therapy.

  PMID 18047689 · PMC2106846 · Genome biology · 2007 · 8 claims · 6 setups

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  Vector insertion site preferences differ substantially between viral vectors and transposons, affecting both oncogenic risk in gene therapy and utility for functional genomics

  hela liver gene peripheral retroviral transposon hydrodynamic

• Benchmarking component choices for unpaired single cell RNA and epigenomic integration.

  PMID 41987329 · PMC13192178 · Genome biology · 2026 · 7 claims · 8 setups

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  Gene activity scores (GAS) show limited correlation with actual gene expression but effectively preserve cellular neighborhood structure and support clustering.

  e18 pbmc brain kidney scrna-seq share-seq gas

• Niacin promotes motor function recovery after spinal cord injury via Hcar2-dependent microglia immunometabolic regulation.

  PMID 42068080 · PMC13135113 · Clinical and translational medicine · 2026 · 8 claims · 8 setups

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  Hcar2 is a microglia-enriched gene whose spinal cord expression is upregulated after SCI, peaking at 7 days post-injury

  spinal c57bl bv2 single-cell bulk sci

• All of gene expression (AOE): An integrated index for public gene expression databases.

  PMID 31978081 · PMC6980531 · PloS one · 2020 · 6 claims · 4 setups

  Has reproduction

  ArrayExpress (AE) discontinued importing data from GEO in 2017, causing new GEO entries to become unavailable from AE

  geo arrayexpress aoe cross-database metadata keyword

• Predicting favorable landing pads for targeted integrations in Chinese hamster ovary cell lines by learning stability characteristics from random transgene integrations.

  PMID 33304461 · PMC7710658 · Computational and structural biotechnology journal · 2020 · 7 claims · 5 setups

  Has reproduction

  Expression stability in CHO cell lines is controlled at three levels: choice of integration site, transgene integrity/concatemerization pattern, and stress-related cellular processes.

  horizon same cho genome rna-seq targeted

• MUUMI: an R package for statistical and network-based meta-analysis for multi-omics data integration.

  PMID 41634555 · PMC12955011 · BMC bioinformatics · 2026 · 8 claims · 5 setups

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  MUUMI unifies statistical meta-analysis and network-based omics data integration within a single analytical R package framework

  lung integrated ranked thp-1 sequencing microarray statistical

• Parsimonious Gene Correlation Network Analysis (PGCNA): a tool to define modular gene co-expression for refined molecular stratification in cancer.

  PMID 30993001 · PMC6459838 · NPJ systems biology and applications · 2019 · 8 claims · 7 setups

  Has reproduction · 71

  Retaining only the top ~3 most correlated edges per gene (EPG3) combined with FastUnfold clustering (termed PGCNA) produces gene co-expression modules with significantly better separation and enrichment of known biology than using all edges or other clustering methods.

  breast colorectal brca representative gene comparative multi-omic

• Bulk RNA-seq datasets analysis integration identifies robust drought-responsive genes and functional networks in Eucalyptus grandis.

  PMID 42038403 · PMC13106539 · Frontiers in bioinformatics · 2026 · 7 claims · 7 setups

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  Meta-analysis integration of three independent RNA-seq drought studies identifies 472 robust differentially expressed genes (274 up, 198 down) that remain significant across the full meta-analysis and all leave-one-out Jackknife iterations

  grandis computational consistently bulk differential leave-one-out

• Selection of target sites for mobile DNA integration in the human genome.

  PMID 17166054 · PMC1664696 · PLoS computational biology · 2006 · 8 claims · 8 setups

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  A comprehensive bioinformatic method was developed to annotate every base pair in the human genome for its likelihood of hosting integration by each of seven mobile DNA elements, using >200 genomic feature variables.

  types integration transcriptional

• Differential neuronal survival defines a novel axis of sexual dimorphism in the Drosophila brain.

  PMID 41529688 · PMC7618834 · Cell genomics · 2026 · 8 claims · 7 setups

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  Sex differences in the Drosophila central brain do not result from large-scale transcriptional reprogramming, but from selective modifications within shared developmental lineages mediated by dsx and fru.

  drosophila central dsx+ dsx-gal4>mcd8 single-cell differential scenic

• A comparative analysis of blastoid models through single-cell transcriptomics.

  PMID 39524369 · PMC11543915 · iScience · 2024 · 8 claims · 7 setups

  Has reproduction · 60

  EPSC-derived blastoids are transcriptomically distinct from nPSC-derived blastoids, with nPSC-blastoids clustering closer to natural blastocysts.

  blastoid natural combined integrated scrnaseq lineage kolmogorov-smirnov

• Constructing eRNA-mediated gene regulatory networks to explore the genetic basis of muscle and fat-relevant traits in pigs.

  PMID 38594607 · PMC11003151 · Genetics, selection, evolution : GSE · 2024 · 8 claims · 8 setups

  Has reproduction · 100

  H3K27ac ChIP-seq and RNA-seq were used to construct eRNA expression profiles across multiple tissues in Enshi Black (ES) and Duroc pigs, revealing tissue-level eRNA regulatory landscapes

  longissimus muscle snps pig h3k27ac strand-specific starr-seq

• In silico promoters: modelling of cis-regulatory context facilitates target predictio.

  PMID 18505473 · PMC3823354 · Journal of cellular and molecular medicine · 2009 · 8 claims · 8 setups

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  An integrated 'profiling of transcriptional targets' (PTT) strategy by Freebern et al. identified IGF-1 as a co-modulator of immune cell function genes in mitogen/drug-activated T cells.

  serca2 rantes genes podocyte-associated literature-based promoter cross-referenced

• CanSig Benchmarks Methods for Reproducible Cancer Cell State Discovery from Single-Cell Transcriptomic Data.

  PMID 41231245 · PMC13053056 · Cancer research · 2026 · 7 claims · 7 setups

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  CanSig is a comprehensive benchmarking tool for evaluating computational methods that identify shared transcriptional signatures in cancer from scRNA-seq data

  neftel kim scrna-seq same scrna-seq ground-truth robustness

• Gene regulatory network determinants of rapid recall in human memory CD4(+) T cells.

  PMID 41865369 · PMC13207208 · Cell reports · 2026 · 8 claims · 6 setups

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  Memory CD4+ T cells show enhanced chromatin accessibility proximal to rapid-recall genes compared to naive cells

  blood-derived computational pseudobulk cd4+ single-nuclei maxatac grn