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).

• Robust transcriptomic hallmarks targeting intratumor heterogeneity in intrahepatic cholangiocarcinoma.

  PMID 41916296 · PMC13130669 · Cell reports. Medicine · 2026 · 8 claims · 8 setups

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  Immune and stromal heterogeneity, rather than genetic variation, are primary drivers of gene expression ITH in iCCA

  multi-region icca four lihv bulk hallmark single-cell

• A modular analysis framework for blood genomics studies: application to systemic lupus erythematosus.

  PMID 18631455 · PMC2727981 · Immunity · 2008 · 7 claims · 8 setups

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  Transcriptional modules constructed from coordinately expressed genes across 8 diseases form stable, biologically coherent functional units

  pbmc genes monocytes original microarray literature stimulation

• Metatranscriptomics of the human oral microbiome during health and disease.

  PMID 24692635 · PMC3977359 · mBio · 2014 · 8 claims · 8 setups

  Has reproduction · 62

  Disease-associated periodontal communities display conserved community-level metabolic gene expression profiles between patients, whereas the metabolic gene expression of individual species is highly variable between patients.

  patient-matched subset health rna-seq rrna comparison metatranscriptomics

• DESE: estimating driver tissues by selective expression of genes associated with complex diseases or traits.

  PMID 31694669 · PMC6836538 · Genome biology · 2019 · 8 claims · 8 setups

  Has reproduction · 56

  DESE is a unified iterative framework that estimates driver tissues of complex diseases/traits from tissue-selective expression of GWAS-associated genes, and outputs prioritized susceptibility genes as a byproduct

  tissues schizophrenia bipolar coronary rna-seq gwas gene

• PAH-former: Transfer learning for efficient discovery of pulmonary arterial hypertension-associated genes.

  PMID 41790620 · PMC12965534 · PloS one · 2026 · 7 claims · 7 setups

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  PAH-former, a Geneformer model fine-tuned on public PAH scRNA-seq data, can perform in silico perturbation to identify and rank candidate PAH disease-associated genes

  pah scrna-seq pah-former candidate scrna-seq transfer perturbation

• Parameter-efficient fine-tuning enables scalable transfer of regulatory sequence models to novel contexts.

  PMID 41618434 · PMC12930932 · Genome biology · 2026 · 8 claims · 7 setups

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  PEFT enables accurate transfer of Borzoi to new datasets while significantly reducing GPU memory and runtime compared to joint training or full fine-tuning

  gtex encode wi-38 thp-1 bulk eqtl variant-flowfish

• Differentially expressed genes reflect disease-induced rather than disease-causing changes in the transcriptome.

  PMID 34561431 · PMC8463674 · Nature communications · 2021 · 8 claims · 7 setups

  Has reproduction · 100

  revTWMR, a reverse transcriptome-wide Mendelian Randomization approach integrating GWAS and whole-blood trans-eQTL summary statistics, is proposed to estimate the causal effect of a phenotype on gene expression.

  blood ra-associated genome-wide revtwmr transcriptome-wide reverse functional

• Dynamic Gene Attention Focus (DyGAF): Enhancing Biomarker Identification Through Dual-Model Attention Networks.

  PMID 40160891 · PMC11951896 · Bioinformatics and biology insights · 2025 · 6 claims · 5 setups

  Has reproduction · 44

  DyGAF, a dual-model attention neural network (independent Model A + dependent Model B), identifies and ranks genes by significance for COVID-19 biomarker discovery more effectively than differential expression analysis (DEA) and random forest (RF) feature selection

  nasopharyngeal same dygaf-ranked bulk differential random

• Application of proteomics in the study of tumor metastasis.

  PMID 15862116 · PMC5172469 · Genomics, proteomics & bioinformatics · 2004 · 8 claims · 8 setups

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  Cell function is directly regulated through proteins, not genes or mRNA, so metastasis-related gene findings need protein-level validation via proteomics.

  young metastatic hepatocellular lines microarray 2de cdna

• 'Genome design' model and multicellular complexity: golden middle.

  PMID 17062620 · PMC1635334 · Nucleic acids research · 2006 · 8 claims · 8 setups

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  Intermediately expressed human genes are the longest genes genome-wide, in both coding and intronic sequence, longer than housekeeping or tissue-specific genes.

  normal genes proteins encoded oligonucleotide gene functional

• Commonalities in gene expression and methylation changes across two rat models of acquired epilepsy.

  PMID 41530481 · PMC12877007 · Scientific reports · 2026 · 7 claims · 8 setups

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  71 genes show concordant (same-direction) expression changes and 94 genes show concordant methylation changes across both the kindling and kainic acid epilepsy models

  hippocampus sequencing reduced-representation rt-pcr

• Transcriptome-based high-frequency recurrence index predicts frequent recurrence in non-muscle-invasive bladder cancer after Bacillus Calmette-Guérin therapy.

  PMID 41749284 · PMC13040970 · BMC medicine · 2026 · 8 claims · 7 setups

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  A 75-gene HfRI signature predicts high-frequency recurrence (≥2 recurrences) in NMIBC patients

  nmibc uromol2021 bulk microarray rna-seq

• Predicting FOX gene candidates for oxic nitrogen fixation using multi-omic machine learning and comparative bioinformatics.

  PMID 41764348 · PMC13056922 · Scientific reports · 2026 · 8 claims · 6 setups

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  Random Forest, XGBoost, and logistic regression classifiers can meaningfully differentiate literature-validated FOX genes from conserved non-essential genes, with Random Forest achieving the best ROC-AUC (~0.80)

  anabaena diazotrophic gene-level trained bulk quantitative transcription-start-site-derived

• 3' tag digital gene expression profiling of human brain and universal reference RNA using Illumina Genome Analyzer.

  PMID 19917133 · PMC2781828 · BMC genomics · 2009 · 8 claims · 4 setups

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  3' tag DGE transcript profiles are highly reproducible between technical and biological replicates, across libraries made at different labs, and across two generations of Illumina Genome Analyzers (GA I and GA II).

  brain hbrr topo-cloned tag microarray quantitative

• Identification of novel gene amplifications in breast cancer and coexistence of gene amplification with an activating mutation of PIK3CA.

  PMID 19706770 · PMC2745517 · Cancer research · 2009 · 8 claims · 8 setups

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  Genome-wide DNA copy number analysis of 161 primary breast tumors identified six novel focally amplified genes: POLD3, IRAK4, IRX2, TBL1XR1, ASPH, and BRD4

  breast mcf10a mcf10ca1h snp quantitative rt-qpcr

• Decoding unchanged transcriptome of Alzheimer's disease reveals an NCAM1 mRNA switch as a potential biomarker.

  PMID 42006342 · PMC13090632 · iScience · 2026 · 8 claims · 7 setups

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  Most genes are gene-level non-differentially expressed (nDEGs) in AD but nDEGs are strongly associated with neuronal function pathways

  hippocampus brain bulk alternative isoform

• Easy and efficient ensemble gene set testing with EGSEA.

  PMID 29333246 · PMC5747338 · F1000Research · 2017 · 8 claims · 2 setups

  Has reproduction · 97

  EGSEA combines results from up to 12 prominent gene set testing algorithms to obtain a consensus ranking of biologically relevant gene sets

  mammary bulk microarray

• Molecular profiling of breast cancer in native American women reveals distinct genomic and transcriptomic features.

  PMID 41844957 · PMC13144316 · NPJ precision oncology · 2026 · 8 claims · 6 setups

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  This is the first multi-omics (mutation, CNV, RNA-seq) characterization of breast tumors from Native American women, providing a resource for future studies

  breast degs targeted panel-derived whole-transcriptome

• Viewing RNA-seq data on the entire human genome.

  PMID 28979763 · PMC5605993 · F1000Research · 2017 · 8 claims · 3 setups

  Has reproduction · 50

  RNA-Seq Viewer is a web application that visualizes genome-wide RNA-seq expression data pulled from NCBI's SRA and GEO databases using Ideogram.js

  sra web gzip-compressed rna-seq client-side network

• The circadian isoform landscape of mouse livers.

  PMID 41987907 · PMC13076092 · NAR genomics and bioinformatics · 2026 · 5 claims · 6 setups

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  R2C2 long-read nanopore sequencing generates highly accurate, full-length cDNA reads suitable for quantitative detection of circadian oscillations

  c57bl liver r2c2 gene-level short-read