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

• In vivo prime editing rescues alternating hemiplegia of childhood in mice.

  PMID 40695277 · PMC12702498 · Cell · 2025 · 8 claims · 8 setups

  Has reproduction · 84

  PE and BE strategies efficiently correct five prevalent ATP1A3 mutations (D801N, E815K, L839P, G947R-A, G947R-C) in HEK293T cells and AHC patient-derived iPSCs, with 43%-90% correction in iPSCs.

  hek293t ahc n2a b6c3.atp1a3 prime circle-seq rhampseq