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).

• 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

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

  PMID 37218167 · PMC10208159 · Epigenetics · 2023 · 8 claims · 7 setups

  Has reproduction · 73

  Probe-specific upper and lower thresholds for flagging aberrant DNA methylation can be derived from a reference database of >2,000 normal and tumour-adjacent normal samples spanning 25 tissue types.

  blood tcga gse40279 most illumina supervised unsupervised

• SurvConvMixer: robust and interpretable cancer survival prediction based on ConvMixer using pathway-level gene expression images.

  PMID 38539106 · PMC10967213 · BMC bioinformatics · 2024 · 7 claims · 6 setups

  Has reproduction · 77

  SurvConvMixer reformats KEGG Pathways-in-Cancer gene expression values into pathway-level 2D gene expression images and applies a ConvMixer-based model for overall survival prediction

  luad lung bulk gene machine

• 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

• Why an integrated view of gene expression studies on hematopoiesis in mouse aging is better than the sum of their parts.

  PMID 38627103 · PMC11586588 · FEBS letters · 2024 · 7 claims · 4 setups

  Has reproduction · 75

  Combining differentially expressed (DE) gene lists from multiple publications into a unified 'aging list' (AL) with citation counts, and deriving a shorter high-confidence 'aging signature' (AS, genes cited in >3 publications, ~200 genes), produces a more reliable and consistent picture of hematopoietic aging than any single study.

  hematopoietic compiled gene bulk single-cell

• Hypoxia-associated genes as predictors of outcomes in gastric cancer: a genomic approach.

  PMID 40129974 · PMC11931070 · Frontiers in immunology · 2025 · 8 claims · 8 setups

  Has reproduction · 96

  A prognostic model built from five H1-specific hypoxia-associated transcription factors (EHF, EIF1AD, GLA, KEAP1, MAGED2) predicts overall survival in STAD, with high-risk patients showing significantly worse OS.

  gastric gene scrna-seq tcga single-cell wgcna cell-cell

• Immunoregulatory Roles of Tumor-Originated Pericytes Identified by Single-Cell Analysis in Glioblastoma.

  PMID 41001759 · PMC12713092 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025 · 6 claims · 8 setups

  Has reproduction

  Human primary GBMs contain both tumor-originated pericytes (T-PCs) and normal-originated pericytes (N-PCs) with distinctive cell-intrinsic features.

  cd45-cd146+ dissociated frozen cd146+ scrna-seq fluorescence-activated immunofluorescence

• Accelerating rare disease diagnostics by linking DNA and RNA through an explainable and interactive RNA-guided workflow.

  PMID 41685349 · PMC12891912 · NAR genomics and bioinformatics · 2026 · 7 claims · 7 setups

  Has reproduction

  An integrated RNA-guided variant interpretation workflow combining OUTRIDER, FRASER, MOLGENIS VIP, and Borzoi enhances clinical variant interpretation and reclassification of VUS in rare disease cases.

  udn blood skin snvs whole-genome bulk splice-altering

• CanCellCap: robust cancer cell capture across tissue types on single-cell RNA-seq data by multi-domain learning.

  PMID 40739511 · PMC12312500 · BMC biology · 2025 · 8 claims · 7 setups

  Has reproduction · 42

  CanCellCap identifies cancer cells in scRNA-seq data across 13 tissue types, 23 cancer types, and 7 sequencing platforms with 0.977 average accuracy

  cancer testing sequencing unseen scrna-seq spatial

• Intratumoral heterogeneity in microsatellite instability status at single-cell resolution.

  PMID 41767255 · PMC12936829 · iScience · 2026 · 8 claims · 7 setups

  Has reproduction · 100

  A novel computational (Snakemake) pipeline quantifies intratumoral heterogeneity in MSI status at single-cell resolution

  colorectal cancer aggregated msisensor-rna single-cell cnv-based

• Identity rather than 3D position informs splicing of rare introns in the human genome.

  PMID 41561379 · PMC12814444 · iScience · 2026 · 8 claims · 7 setups

  Has reproduction · 98

  Splicing efficiency depends on intron identity rather than nuclear (SPAD) position; despite shared SPAD proximity, major-like and minor-like introns are less efficiently spliced than major and minor introns

  k562 reference intron-class-containing hi-c tsa-seq damid-seq

• Electroacupuncture reshapes the microbial co-occurrence networks related to the behavioral and psychological symptoms of dementia in Alzheimer's disease.

  PMID 41676443 · PMC12806058 · iMetaOmics · 2025 · 6 claims · 7 setups

  Has reproduction · 77

  Electroacupuncture reshapes microbial co-occurrence network topology and drives keystone species in AD-related BPSD, with R. gnavus emerging as a likely keystone species post-intervention.

  appswe app gut 16s open picrust2

• Population structure analysis of Salmonella serovar Muenchen to redefine geno-serotyping using genome indexing approaches.

  PMID 41743541 · PMC12929376 · Frontiers in microbiology · 2025 · 6 claims · 6 setups

  Has reproduction · 54

  Integrating genome-indexing (bettercallsal, DNA sketching + genome proximity) with SeqSero2 yields complementary serovar calls that improve discrimination of genomically distinct but antigenically similar serovars while retaining historical nomenclature

  salmonella megahit-assembled genome genome-indexing in-silico cgmlst

• Long-read nanopore shotgun metagenomic DNA sequencing for river biodiversity, wildlife, pollution, and environmental health monitoring.

  PMID 42038409 · PMC13107125 · NAR genomics and bioinformatics · 2026 · 7 claims · 7 setups

  Has reproduction · 78

  Long-read shotgun metagenomic sequencing of eDNA can simultaneously detect and quantify organismal DNA from viruses to mammals in a single assay

  river edna extracted raw edna concentration quantitative

• Artificial Intelligence Approach in Machine Learning-Based Modeling and Networking of the Coronavirus Pathogenesis Pathway.

  PMID 40699865 · PMC12191508 · Current issues in molecular biology · 2025 · 8 claims · 8 setups

  Has reproduction

  The coronavirus pathogenesis pathway is activated in SARS-CoV-2-infected iPSC-derived cardiac cells and in SARS-CoV/SARS-CoV-2-infected LUAD cells

  ace2-transfected calu-3 luad ipsc-derived ipa sequencing convolutional

• MiGPC: a comprehensive catalog of enzybiotics from environmental metagenomes.

  PMID 41888223 · PMC13172421 · Scientific reports · 2026 · 8 claims · 8 setups

  Has reproduction · 24

  MiGPC is the first genome-resolved metagenomic gene and protein catalog specifically targeted to enzybiotics

  environmental quality-filtered assembled predicted metagenomic metagenome gene

• Systematic and computational identification of Androctonus crassicauda long non-coding RNAs.

  PMID 33633149 · PMC7907363 · Scientific reports · 2021 · 7 claims · 7 setups

  Has reproduction · 71

  A custom ECF pipeline identified 13,401 lncRNAs in the A. crassicauda transcriptome (12,642 novel, 759 known).

  androctonus crassicauda paired-end coding homology

• Blood RNA signature RISK4LEP predicts leprosy years before clinical onset.

  PMID 34090257 · PMC8182229 · EBioMedicine · 2021 · 7 claims · 5 setups

  Has reproduction · 53

  A 4-gene blood RNA signature (RISK4LEP: MT-ND2, REX1BD, TPGS1, UBC) predicts leprosy development 4–61 months before clinical diagnosis

  blood rna-seq paxgene bulk rt-qpcr random

• poreCov-An Easy to Use, Fast, and Robust Workflow for SARS-CoV-2 Genome Reconstruction via Nanopore Sequencing.

  PMID 34394197 · PMC8355734 · Frontiers in genetics · 2021 · 8 claims · 8 setups

  Has reproduction · 100

  poreCov is an easy-to-use, fast, and robust Nextflow-based workflow for reference-based SARS-CoV-2 genome reconstruction and lineage determination from nanopore sequencing data

  porecov sars-cov-2 nanopore fastq gisaid workflow real-world

• A whole genome duplication drives the genome evolution of Phytophthora betacei, a closely related species to Phytophthora infestans.

  PMID 34740326 · PMC8571832 · BMC genomics · 2021 · 8 claims · 7 setups

  Has reproduction · 95

  P. betacei P8084 has the largest sequenced genome in the Phytophthora genus (270 Mb)

  betacei predicted genome k-mer busco