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).

• Assessment of algorithms for high throughput detection of genomic copy number variation in oligonucleotide microarray data.

  PMID 17910767 · PMC2148068 · BMC bioinformatics · 2007 · 8 claims · 4 setups

  Full-text index only

  Different CNV analysis software packages produce highly variable numbers and types of candidate CNVs from the same data

  normalized individuals subset same affymetrix fluorescent snp

• Detecting tipping points of complex diseases by network information entropy.

  PMID 38960408 · PMC11221888 · Briefings in bioinformatics · 2024 · 8 claims · 4 setups

  Has reproduction · 78

  NIEE can detect critical states or tipping points in diverse data types, including bulk and single-sample expression data

  real stringdb individual genes network background sample-specific

• Increased prevalence of hybrid epithelial/mesenchymal state and enhanced phenotypic heterogeneity in basal breast cancer.

  PMID 38974967 · PMC11225361 · iScience · 2024 · 7 claims · 7 setups

  Has reproduction · 95

  Luminal breast cancer gene expression signature is closely/positively associated with an epithelial signature

  breast-cancer-specific tcga ccle four single-sample survival genome-wide

• SIGMA2: a system for the integrative genomic multi-dimensional analysis of cancer genomes, epigenomes, and transcriptomes.

  PMID 18840289 · PMC2571113 · BMC bioinformatics · 2008 · 8 claims · 6 setups

  Full-text index only

  SIGMA2 is a Java-based software system that integrates and visualizes genomic, epigenomic, and transcriptomic cancer data.

  single hcc2218 nsclc array gene multi-omics

• iBRIDGE: A Data Integration Method to Identify Inflamed Tumors from Single-cell RNA-Seq Data and Differentiate Cell Type-Specific Markers of Immune-Cell Infiltration.

  PMID 37023414 · PMC10236149 · Cancer immunology research · 2023 · 8 claims · 8 setups

  Has reproduction · 94

  Malignant cells cluster by patient in scRNA-seq data while immune and stromal cells cluster by cell type, making malignant cells uniquely suited to carry patient-level inflamed/cold signal

  nsclc coad brca tcga scrna-seq bulk rna-seq

• Systematic clustering algorithm for chromatin accessibility data and its application to hematopoietic cells.

  PMID 33253153 · PMC7728210 · PLoS computational biology · 2020 · 7 claims · 5 setups

  Has reproduction · 90

  A systematic clustering algorithm for ATAC-seq data can be built by binarizing the genome into open/closed chromatin (1/0) strings and computing Hamming distances between samples for hierarchical clustering.

  monocytes natural hematopoietic leukemia atac-seq hierarchical

• 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

• Mutually exclusive teams-like patterns of gene regulation characterize phenotypic heterogeneity along the noradrenergic-mesenchymal axis in neuroblastoma.

  PMID 38230570 · PMC10795782 · Cancer biology & therapy · 2024 · 8 claims · 6 setups

  Has reproduction · 87

  NOR-specific and MES-specific gene expression patterns are largely mutually exclusive, exhibiting a teams-like behavior across multiple bulk NB transcriptomic datasets

  lines bulk single-cell housekeeping bulk pca single-sample

• Exploration of the shared diagnostic genes and molecular mechanism between obesity and atherosclerosis via bioinformatic analysis.

  PMID 39825072 · PMC11742665 · Scientific reports · 2025 · 8 claims · 8 setups

  Has reproduction · 76

  56 shared genes with consistent expression trend were identified between OB and AS by intersecting WGCNA key module genes with DEGs

  obesity atherosclerosis differential wgcna lasso

• Developing a thyroid cancer differentiation state classification system using deep residual networks and metabolic signature profiling.

  PMID 40993300 · PMC12460824 · NPJ digital medicine · 2025 · 8 claims · 8 setups

  Has reproduction

  Metabolic status is closely tied to tumor differentiation state, with distinct metabolic reprogramming occurring during thyroid cancer dedifferentiation

  thyroid fuscc gse193581 aggregated untargeted whole-exome transcriptomics

• A mechanistic model captures the emergence and implications of non-genetic heterogeneity and reversible drug resistance in ER+ breast cancer cells.

  PMID 34316714 · PMC8271219 · NAR cancer · 2021 · 7 claims · 8 setups

  Has reproduction · 85

  EMT and tamoxifen-resistance (TamR) regulatory axes can drive one another, enabling non-genetic heterogeneity via six co-existing phenotypes (ES, ER, HS, HR, MS, MR)

  gene same randomized publicly racipe stochastic randomized

• High-resolution aCGH and expression profiling identifies a novel genomic subtype of ER negative breast cancer.

  PMID 17925008 · PMC2246289 · Genome biology · 2007 · 7 claims · 8 setups

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  A novel subtype of high-grade ER-negative breast cancer exists, characterized by a low genomic instability index (GII)

  breast computational array-cgh gene bac

• Cancer-wide in silico analyses using differentially expressed genes demonstrate the functions and clinical relevance of JAG, DLL, and NOTCH.

  PMID 39074091 · PMC11285958 · PloS one · 2024 · 7 claims · 8 setups

  Full-text index only

  JAG, DLL, and NOTCH family gene/protein expression varies diversely across 15 cancer types relative to normal tissue, sometimes discordant between mRNA and protein levels.

  tumor degs cancer jag bulk proteomics gene

• nf-core/mag: a best-practice pipeline for metagenome hybrid assembly and binning.

  PMID 35118380 · PMC8808542 · NAR genomics and bioinformatics · 2022 · 8 claims · 7 setups

  Has reproduction · 100

  nf-core/mag is a Nextflow/nf-core pipeline for hybrid metagenome assembly, binning and taxonomic classification of MAGs.

  simulated assembled mags raw metagenomic novo genome

• Computational modeling demonstrates that glioblastoma cells can survive spatial environmental challenges through exploratory adaptation.

  PMID 31836713 · PMC6911112 · Nature communications · 2019 · 8 claims · 6 setups

  Has reproduction · 100

  Exploratory adaptation (stochastic gene-regulatory network perturbation) explains how GBM cells adapt phenotypically across spatially distinct tumor regions

  patient-derived low-grade tf-gene single-sample bulk differential gene

• Machine learning algorithm predicts fibrosis-related blood diagnosis markers of intervertebral disc degeneration.

  PMID 37915003 · PMC10619283 · BMC medical genomics · 2023 · 8 claims · 7 setups

  Has reproduction · 68

  CEP120 and SPDL1 were identified as diagnostic genes for IDD using a random forest model

  blood gse150408 cep120 pbmcs bulk machine single-sample

• Identification of immune-related signatures and pathogenesis differences between thoracic aortic aneurysm patients with bicuspid versus tricuspid valves via weighted gene co-expression network analysis.

  PMID 37883426 · PMC10602290 · PloS one · 2023 · 6 claims · 8 setups

  Has reproduction · 97

  TAA/TAV pathogenesis is more strongly associated with immune-related gene expression than TAA/BAV.

  aortic genes wgcna gene cibersort

• QuantiSNP: an Objective Bayes Hidden-Markov Model to detect and accurately map copy number variation using SNP genotyping data.

  PMID 17341461 · PMC1874617 · Nucleic acids research · 2007 · 8 claims · 7 setups

  Full-text index only

  QuantiSNP (OB-HMM) provides probabilistic quantification of copy number states and significantly improves accuracy of segmental aneuploidy identification and breakpoint mapping relative to existing tools (BeadStudio/Illumina)

  genomic same pseudo-normal artificially snp fish molecular