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).

• Integration of Dual Stress Transcriptomes and Major QTLs from a Pair of Genotypes Contrasting for Drought and Chronic Nitrogen Starvation Identifies Key Stress Responsive Genes in Rice.

  PMID 34089405 · PMC8179884 · Rice (New York, N.Y.) · 2021 · 8 claims · 7 setups

  Has reproduction · 43

  N22 performs better under dual (low N + low water) stress owing to better root architecture, chlorophyll/porphyrin synthesis and oxidative stress management

  rice ir64 recombinant bulk biomass relative

• Optimal Dual RNA-Seq Mapping for Accurate Pathogen Detection in Complex Eukaryotic Hosts.

  PMID 39959292 · PMC11825298 · Bio-protocol · 2025 · 7 claims · 6 setups

  Has reproduction · 90

  Mapping adapter-trimmed reads first to the pathogen genome recovers more pathogen reads than the traditional host-first mapping approach.

  monocyte-derived raw same trimmed dual fastqc adapter

• 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

• MetaMap: an atlas of metatranscriptomic reads in human disease-related RNA-seq data.

  PMID 29901703 · PMC6025204 · GigaScience · 2018 · 6 claims · 7 setups

  Has reproduction · 95

  A two-step 'omni' RNA-seq pipeline (MetaMap) combining STAR human alignment with CLARK-S metagenomic classification can quantify archaeal, bacterial, and viral reads from the non-human read fraction of human RNA-seq data

  clinical hela tumor rutkowski bulk dual negative

• Revised annotations, sex-biased expression, and lineage-specific genes in the Drosophila melanogaster group.

  PMID 25273863 · PMC4267930 · G3 (Bethesda, Md.) · 2014 · 8 claims · 6 setups

  Has reproduction · 58

  Revised RNA-seq-based gene models for D. ananassae, D. yakuba, and D. simulans include UTRs, empirically verified intron-exon boundaries, and previously unannotated novel exons, improving on r1.3 comparative-genomics annotations that lack UTRs.

  dissected concatenated yakuba reference whole-transcriptome novo read

• Global chromatin accessibility profiling analysis reveals a chronic activation state in aged muscle stem cells.

  PMID 36093058 · PMC9459695 · iScience · 2022 · 8 claims · 8 setups

  Has reproduction · 59

  PFA-perfusion-based isolation preserves the true in vivo chromatin accessibility state, avoiding artifacts caused by tissue dissociation-induced activation

  quiescent satellite regenerating situ atac-seq rna-seq motif

• A 14-bp motif in the KIT active promoter region is critical for melanin accumulation in yaks, mice, and humans.

  PMID 40629379 · PMC12239316 · BMC biology · 2025 · 8 claims · 7 setups

  Has reproduction · 54

  A 14-bp deletion in the KIT gene promoter region is associated with the all-white phenotype in yaks, identified via GWAS

  domestic re-sampled hek293t yak whole-genome pcr dual-luciferase