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).

• Protocol for quantifying interaction patterns among genomic alterations in cancer.

  PMID 41686643 · PMC12915222 · STAR protocols · 2026 · 6 claims · 5 setups

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  Background-aware permutation strategies that constrain permutation per gene and per sample enable robust, scalable inference of condition-specific (context-aware) genetic interactions across cancer cohorts

  msk-met somatic copy-number binary

• Human epigenome project--up and running.

  PMID 14691553 · PMC300691 · PLoS biology · 2003 · 7 claims · 4 setups

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  Epigenetic modifications (e.g., DNA methylation) rather than DNA sequence differences explain phenotypic differences between genetically identical individuals, such as monozygotic twins or inbred mice.

  expressed bat8 genetically methylation genome-wide phenotypic

• From forest to farm: the impact of a broad spectrum of lifestyles on the porcine gut microbiota.

  PMID 41810129 · PMC12969317 · Current research in microbial sciences · 2026 · 8 claims · 6 setups

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  Dietary variables had the largest effect on microbiota composition among lifestyle factors tested

  faecal 16s microbiota 16s volatile faecal

• 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

• Robust and efficient annotation of cell states through gene signature scoring.

  PMID 41708334 · PMC12951948 · Genome research · 2026 · 8 claims · 8 setups

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  Established scoring methods (Seurat, SCANPY, UCell, JASMINE) fail to provide robust and comparable score distributions across diverse signatures and experimental conditions, precluding accurate unsupervised cell-state annotation.

  pbmc colorectal esophageal crc scrna-seq cross-implementation signature

• Leveraging the germ layer development patterns to predict prognosis and identify MEST as a novel therapeutic target in glioma.

  PMID 41501725 · PMC12870398 · Cancer cell international · 2026 · 7 claims · 8 setups

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  MEST is a key oncogenic GLD-related gene and a novel therapeutic target in glioma, identified via a machine learning feature selection framework

  bulk single-cell tcga glioma gsva aucell machine

• 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

• Pathway signatures derived from on-treatment tumor specimens predict response to anti-PD1 blockade in metastatic melanoma.

  PMID 34654806 · PMC8519947 · Nature communications · 2021 · 6 claims · 8 setups

  Has reproduction · 100

  A pathway-based super signature from on-treatment samples (PASS-ON) predicts anti-PD1 response with high accuracy (validation AUC 0.85-0.89, combined AUC 0.88) and outperforms existing signatures across all four datasets.

  metastatic pathway bulk gene elastic-net

• Prediction of Antimicrobial Resistance in Gram-Negative Bacteria From Whole-Genome Sequencing Data.

  PMID 32528441 · PMC7262952 · Frontiers in microbiology · 2020 · 8 claims · 5 setups

  Has reproduction · 100

  WGS-derived antibiotic resistance gene (ARG) coverage can be used to predict antimicrobial resistance in Gram-negative bacteria via machine learning

  gram-negative in-house args curated shotgun genome phenotypic

• The Drosophila estrogen-related receptor promotes triglyceride storage within the larval fat body.

  PMID 40288680 · PMC12155637 · Journal of lipid research · 2025 · 8 claims · 8 setups

  Has reproduction · 88

  dERR autonomously promotes TAG accumulation within larval fat body cells

  mid-l2 larval dissected tag immunofluorescence nile

• Water mass specific genes dominate the Southern Ocean microbiome.

  PMID 41803086 · PMC12972064 · Nature communications · 2026 · 8 claims · 8 setups

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  The Southern Ocean microbial gene catalog is highly original and largely distinct from existing marine gene catalogs

  seawater ace tara polar-specific shotgun comparative agnostos

• Systems Analysis Reveals Ageing-Related Perturbations in Retinoids and Sex Hormones in Alzheimer's and Parkinson's Diseases.

  PMID 34680427 · PMC8533098 · Biomedicines · 2021 · 8 claims · 7 setups

  Has reproduction · 75

  AD and PD patients can be stratified by transcriptomic clustering into three subclasses with distinct gene expression and metabolic profiles

  post-mortem brain zebrafish bulk single-cell unsupervised

• De Novo Transcriptome Meta-Assembly of the Mixotrophic Freshwater Microalga Euglena gracilis.

  PMID 34072576 · PMC8227486 · Genes · 2021 · 7 claims · 8 setups

  Has reproduction · 87

  A new consensus transcriptome of E. gracilis was assembled by combining reads from five independent RNA-seq studies (23 samples)

  euglena gracilis consensus bulk in-house novo

• Quality control method for RNA-seq using single nucleotide polymorphism allele frequency.

  PMID 25243705 · PMC4231238 · Genes to cells : devoted to molecular & cellular mechanisms · 2014 · 8 claims · 8 setups

  Has reproduction · 50

  SNP allele frequency distributions from RNA-seq reads can detect contaminating cells whose genomic background differs from the target cells; the mode of the distribution reflects the cellular composition while its variance reflects PCR bias.

  mathematical escs pure stap simulation rna-seq contamination

• Genomic variability within an organism exposes its cell lineage tree.

  PMID 16261192 · PMC1274291 · PLoS computational biology · 2005 · 8 claims · 5 setups

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  Somatic mutations accumulated during normal development implicitly encode an organism's entire cell lineage tree with very high precision.

  robinia arabidopsis randomly genotyping multiplex computer

• Applications of Luminex xMAP technology for rapid, high-throughput multiplexed nucleic acid detection.

  PMID 16102740 · PMC7124242 · Clinica chimica acta; international journal of clinical chemistry · 2006 · 6 claims · 7 setups

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  The Luminex xMAP system uses spectrally distinct dyed microspheres (up to 100 sets) read by dual lasers to enable simultaneous multiplexed analysis of up to 100 reactions in one vessel.

  genomic apoe hla whole-genome direct oligonucleotide single

• "Sequencing-grade" screening for BRCA1 variants by oligo-arrays.

  PMID 18973698 · PMC2583995 · Journal of translational medicine · 2008 · 7 claims · 6 setups

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  An oligo-array platform can detect BRCA1 SNPs, insertions, and deletions of known and unknown variants, including in heterozygous conditions, with accuracy comparable to direct sequencing

  genomic pcr mcf-10a brca1 oligo-nucleotide direct pcr

• 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

• Detecting aberrant DNA methylation in Illumina DNA methylation arrays: a toolbox and recommendations for its use.

  PMID 37218167 · PMC10208159 · Epigenetics · 2023 · 8 claims · 8 setups

  Has reproduction · 73

  Developed OutlierMeth, an R package that computes probe-specific thresholds and flags DNA methylation outliers from array data

  normal blood tcga gse40279 illumina logistic unsupervised

• Heterogeneity and Differentiation Trajectories of Infiltrating CD8+ T Cells in Lung Adenocarcinoma.

  PMID 36358600 · PMC9658355 · Cancers · 2022 · 7 claims · 8 setups

  Has reproduction · 67

  Infiltrating CD8+ T cells in LUAD can be divided into ten transcriptionally distinct subsets: eight cytotoxic (CTL) subsets, one naive-like (NTL) subset, and one exhausted (ETL) subset.

  luad tcga cd8+ degs single-cell cibersort survival