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).

• Transcriptomic-Based Quantification of the Epithelial-Hybrid-Mesenchymal Spectrum across Biological Contexts.

  PMID 35053177 · PMC8773604 · Biomolecules · 2021 · 8 claims · 8 setups

  Has reproduction · 100

  The 76GS, KS, and MLR EMT scoring metrics show concordant trends in quantifying EMP across bulk RNA-seq datasets spanning multiple cancer types

  bulk py2t mcf10a airway transcriptomic rna-seq single-cell

• scATD: a high-throughput and interpretable framework for single-cell cancer drug resistance prediction and biomarker identification.

  PMID 40501071 · PMC12159290 · Briefings in bioinformatics · 2025 · 8 claims · 6 setups

  Has reproduction · 62

  scATD enables high-throughput single-cell drug sensitivity prediction for new patients without model parameter retraining via bidirectional Bi-AdaIN style transfer

  panglaodb cancer geo gse137829 single-cell bulk

• Spatial information matters: are traditional imputation methods effective for spatial transcriptomics data?

  PMID 41627342 · PMC12862982 · Briefings in bioinformatics · 2026 · 7 claims · 3 setups

  Has reproduction · 89

  No single existing SOTA imputation method consistently performs well across newer SRT platforms/datasets

  datasets srt same computational proposed

• Systems spatiotemporal dynamics of traumatic brain injury at single-cell resolution reveals humanin as a therapeutic target.

  PMID 35951114 · PMC9372016 · Cellular and molecular life sciences : CMLS · 2022 · 8 claims · 8 setups

  Has reproduction · 98

  Coordinated gene expression patterns across cell types are disrupted and re-organized by mTBI with distinct regional, cellular, and temporal (24-h vs 7-day) specificity.

  hippocampus frontal peripheral cell-type single-cell svm-based ligand-receptor

• DeepGSEA: explainable deep gene set enrichment analysis for single-cell transcriptomic data.

  PMID 38950178 · PMC11236288 · Bioinformatics (Oxford, England) · 2024 · 8 claims · 2 setups

  Has reproduction · 40

  DeepGSEA is an explainable deep gene set enrichment analysis method built on interpretable, prototype-based neural networks.

  simulated real-world simulation scrna-seq-based

• The liver as an immunological barrier redefined by single-cell analysis.

  PMID 32176810 · PMC7218664 · Immunology · 2020 · 8 claims · 8 setups

  Has reproduction · 100

  Emerging single-cell technologies have advanced or redefined understanding of the liver's immunological barrier function

  liver c57bl sorted pdgfrb-gfp scrna-seq single-molecule

• An individualized causal framework for learning intercellular communication networks that define microenvironments of individual tumors.

  PMID 36548438 · PMC9822106 · PLoS computational biology · 2022 · 8 claims · 6 setups

  Has reproduction · 67

  An individualized Bayesian causal discovery framework can learn tumor-specific intercellular communication networks (ICNs) by combining single-cell gene expression module (GEM) discovery, bulk tumor deconvolution, and individualized causal network learning.

  hnscc cd45+ cd8+ tcga single-cell bulk pseudo-time

• Genome-wide associations of aortic distensibility suggest causality for aortic aneurysms and brain white matter hyperintensities.

  PMID 35922433 · PMC9349177 · Nature communications · 2022 · 8 claims · 7 setups

  Has reproduction

  Genome-wide association of six CMR-derived aortic traits in up to 32,590 UK Biobank participants identifies 102 loci (including 27 novel associations) for aortic distensibility and area.

  biobank arterial aortic genome-wide multi-trait cardiac

• Wireless sensor network design with reliable and long network lifetime.

  PMID 41981015 · PMC13083951 · Scientific reports · 2026 · 8 claims · 2 setups

  Has reproduction · 65

  Three strategies (Single Copy, Double Copy, Hybrid) jointly address the four WSN design problems (coverage, sink placement/routing, activity scheduling, data routing) together with network reliability in a unified framework.

  simulated large-scale mixed-integer lagrangian

• 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

• An integrated single-cell and spatial proteotranscriptomics atlas of fibroblast-driven immunoregulation within the human adult oral cavity.

  PMID 42147490 · PMC13179517 · Cell press blue · 2026 · 8 claims · 8 setups

  Has reproduction · 85

  Fibroblasts act as central regulators of structural immunity in the human oral cavity, forming peri-epithelial hubs enriched in effector cytokines

  oral ffpe scrna-seq integrated scrna-seq spatial ligand-receptor

• Gene Dosage Analysis on the Single-Cell Transcriptomes Linking Cotranslational Protein Targeting to Metastatic Triple-Negative Breast Cancer.

  PMID 34577617 · PMC8472593 · Pharmaceuticals (Basel, Switzerland) · 2021 · 7 claims · 5 setups

  Has reproduction · 53

  A computational framework integrating independently measured CNV (DNA sequencing) and single-cell RNA-seq from the same patients identifies recurrent concordant copy number gain and gene upregulation (CNG-UP) events and functional modules at the single-cell level.

  metastatic top breast tnbc single-cell functional mutational

• 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

• Mutation analysis of the Fanconi anaemia A gene in breast tumours with loss of heterozygosity at 16q24.3.

  PMID 10098735 · PMC2362253 · British journal of cancer · 1999 · 7 claims · 6 setups

  Full-text index only

  The FAA gene is not the gene targeted by LOH at 16q24.3 in breast cancer

  breast tumour sscp exon-by-exon southern

• Construction and analysis of tag single nucleotide polymorphism maps for six human-mouse orthologous candidate genes in type 1 diabetes.

  PMID 15720714 · PMC551616 · BMC genetics · 2005 · 7 claims · 5 setups

  Full-text index only

  None of the six candidate gene regions showed evidence of association with type 1 diabetes (all multi-locus/single-locus test P values > 0.2)

  genomic case-control nramp1 type sanger snp microsatellite

• Improving the specificity of exon prediction using comparative genomics.

  PMID 18831778 · PMC2559877 · BMC genomics · 2008 · 8 claims · 6 setups

  Full-text index only

  A log-odds ratio scoring method based on codon conservation across human-mouse/human-dog alignments and adjacent-codon dependency can classify putative exons as coding vs non-coding.

  human-mouse human-dog genome simulated comparative single-genome simulated

• PanglaoDB: a web server for exploration of mouse and human single-cell RNA sequencing data.

  PMID 30951143 · PMC6450036 · Database : the journal of biological databases and curation · 2019 · 7 claims · 7 setups

  Has reproduction · 80

  PanglaoDB is a web server providing pre-processed and pre-computed analyses of published mouse and human scRNA-seq experiments through a user-friendly interface.

  randomly single-cell single scrna-seq cell-type orthogonal

• Single-cell dissection of chronic lung allograft dysfunction reveals convergent and distinct fibrotic mechanisms.

  PMID 41122970 · PMC12581678 · JCI insight · 2025 · 8 claims · 8 setups

  Has reproduction · 75

  CLAD exhibits specific cellular subsets including Fibro.AT2 cells, exhausted CD8+ T cells, and superactivated macrophages

  clad covid-19 million formalin-fixed single-cell single-nucleus integrated

• Integration of Transcriptomics With Interpretable Artificial Intelligence for Identifying Molecular Signatures of Physiological Stress in Sleep Deprivation.

  PMID 42216239 · PMC13240488 · Journal of cellular and molecular medicine · 2026 · 8 claims · 7 setups

  Has reproduction · 49

  S100A3 shows consistent discriminatory performance across the training cohort, an independent sleep deprivation cohort, and a chronic insomnia cohort

  blood degs bulk single-gene gene

• High-resolution profiling of pathways of escape for SARS-CoV-2 spike-binding antibodies.

  PMID 34010620 · PMC8096189 · Cell · 2021 · 8 claims · 5 setups

  Has reproduction · 87

  A Phage-DMS library tiling all single amino acid mutations across the SARS-CoV-2 spike ectodomain (plus D614G) was generated and validated with high sequence coverage.

  phage-displayed cloned plasma spike-pseudotyped phage-dms deep elisa