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).

• Comparative Transcriptomic Profiling Identifies IL-1β as a Non-Canonical Driver of Human Dendritic Cell Maturation.

  PMID 41472934 · PMC12745711 · Iranian journal of biotechnology · 2026 · 8 claims · 7 setups

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  IL-1β can substitute for PAMPs in inducing DC maturation via a non-canonical pathway distinct from classical TLR-mediated activation

  monocyte-derived dendritic bulk principal pathway

• Non-negative matrix factorization and deconvolution as a dual simplex problem.

  PMID 41535969 · PMC12888666 · Genome biology · 2026 · 8 claims · 3 setups

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  The NMF optimization problem can be reduced to searching for K(K-1) variables, independent of the original matrix size M×N.

  unconstrained bulk single-cell image bulk single-cell

• Scalable Prediction of Acute Myeloid Leukemia Using High-Dimensional Machine Learning and Blood Transcriptomics.

  PMID 31918046 · PMC6992905 · iScience · 2020 · 8 claims · 8 setups

  Has reproduction · 96

  Assembled the largest reference blood gene expression profiling (GEP) dataset for AML to date: 12,029 samples from 105 studies across three platforms.

  peripheral datasets hg-u133 disjoint bulk machine deep

• Decoding the circRNA-miRNA-mRNA regulatory network in hepatitis B virus-driven hepatocellular carcinoma.

  PMID 41845440 · PMC13107627 · Cell communication and signaling : CCS · 2026 · 8 claims · 8 setups

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  A bioinformatic pipeline combining RNA-seq, circRNA calling, ECDF analysis, PPI, and survival analysis identifies a circRNA-miRNA-mRNA ceRNA network in HBV-integrated HCC cells

  hep3b qpcr dysregulated target bulk circrna rt-qpcr

• Benefit of using interaction effects for the analysis of high-dimensional time-response or dose-response data for two-group comparisons.

  PMID 38012163 · PMC10682470 · Scientific reports · 2023 · 5 claims · 1 setups

  Has reproduction · 92

  Interaction effects are often the mathematical equivalent of the biological research question in gene expression studies but are frequently not considered in practice.

  mice bulk

• Deep-learning prediction of gene expression from personal genomes.

  PMID 41495833 · PMC12869966 · Genome biology · 2026 · 8 claims · 8 setups

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  Fine-tuning Enformer on paired personal WGS and RNA-seq data (Variformer) corrects Enformer's failure to predict inter-individual gene expression differences across held-out people.

  gtex rosmap same monocyte paired mutagenesis chromhmm

• Developing prognostic gene panel of survival time in lung adenocarcinoma patients using machine learning.

  PMID 35117753 · PMC8799101 · Translational cancer research · 2020 · 8 claims · 5 setups

  Has reproduction · 32

  Naïve Bayes using a 22-gene panel is the best-performing and most stable machine learning model for predicting LUAD survival time (>3 vs <3 years)

  tcga geo rna-seq methylation sequencing

• A Novel Human Cellular System for Studying Normal Aging and for Anti-Aging Discovery.

  PMID 41556081 · PMC12816977 · Aging cell · 2026 · 6 claims · 8 setups

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  In vitro hTSC-derived STBs recapitulate in vivo CTB-STB maturation and major cellular aging features, including multinucleation, hormone secretion, cell cycle arrest, genome instability, epigenetic changes, transposable element activation, and SASPs.

  peri-implantation first-trimester term-stage musc scrna-seq bulk linear

• Genomic regions and signaling pathways associated with indicator traits for feed efficiency in juvenile Atlantic salmon (Salmo salar).

  PMID 33158415 · PMC7648306 · Genetics, selection, evolution : GSE · 2020 · 7 claims · 4 setups

  Has reproduction · 85

  A QTL for pre-smolt growth (weight gain) was identified on chromosome 9

  juvenile atlantic isotope snp genome-wide

• Transcription-coupled and epigenome-encoded mechanisms direct H3K4 methylation.

  PMID 35953471 · PMC9372134 · Nature communications · 2022 · 8 claims · 8 setups

  Has reproduction · 83

  ATX1, ATX2, and ATXR7 redundantly mediate H3K4 monomethylation genome-wide

  arabidopsis chip-seq western random

• Ancient gene duplicates in Gossypium (cotton) exhibit near-complete expression divergence.

  PMID 24558256 · PMC3971588 · Genome biology and evolution · 2014 · 8 claims · 8 setups

  Has reproduction · 50

  Nearly all (99.4%) ancient paralog pairs in Gossypium raimondii are differentially expressed in at least one of three tissues (petal, leaf, seed), indicating massive, near-complete expression-level divergence.

  gossypium transcripts uq-normalized differentially comparative coding bulk

• Illuminating cell states by a comprehensive and interpretable single cell foundation model.

  PMID 41839876 · PMC13139411 · Nature communications · 2026 · 6 claims · 6 setups

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  CellVQ, incorporating a Single-Cell Discretization (SCD) module that converts cell embeddings into a discrete 'cell code' via a unified codebook, mitigates data heterogeneity and batch effects while improving interpretability

  pancreas sampled bulk lines scrna-seq type property

• Multi-modal skin atlas identifies a multicellular immune-stromal community associated with disrupted cornification and specific T cell expansion in atopic dermatitis.

  PMID 41741455 · PMC13057205 · Nature communications · 2026 · 8 claims · 8 setups

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  Generated a multi-modal single-cell atlas of 280,518 cells from 27 samples/17 adults (healthy, AD non-lesional/lesional, scleroderma), integrated with 430,186 cells from four prior studies into a 710,704-cell human skin atlas with 86 annotated granular cell subsets.

  skin healthy keratinocytes re-annotated droplet-based scrna-seq bulk

• COVID-19 lung disease shares driver AT2 cytopathic features with Idiopathic pulmonary fibrosis.

  PMID 35870428 · PMC9297827 · EBioMedicine · 2022 · 8 claims · 8 setups

  Has reproduction · 85

  COVID-19 lung disease resembles IPF at a fundamental level, recapitulating ViP/IPF gene expression patterns, an IL15-centric cytokine storm, and AT2 cytopathic changes (injury, DNA damage, transient progenitor-state arrest, senescence/SASP).

  lung covid-19 interaction pre-clinical composite single-cell kaplan-meier

• Characterization of Human Genes Modulated by Porphyromonas gingivalis Highlights the Ribosome, Hypothalamus, and Cholinergic Neurons.

  PMID 34194426 · PMC8236716 · Frontiers in immunology · 2021 · 8 claims · 8 setups

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  Genes in the SRP-dependent cotranslational protein targeting to membrane (ER translocation) pathway and ribosomal subunit genes are strongly and specifically enriched for arginine and lysine residues, suggesting high susceptibility to gingipain cleavage.

  protein-coding coli recombinant postmortem proteome-wide gene gingipain