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).

• A Meta-Analysis of the Effects of Chronic Stress on the Prefrontal Transcriptome in Animal Models and Convergence With Existing Human Data.

  PMID 41566898 · PMC12824456 · Brain and behavior · 2026 · 8 claims · 8 setups

  Has reproduction · 64

  A meta-analysis of 6 public PFC transcriptional profiling datasets (n=117 mice, 8 stress vs control contrasts) identified 133 genes consistently differentially expressed across chronic stress studies and paradigms (FDR<0.05)

  c57 c57bl post-weaning pooled microarray rna-seq random-effects

• Regulatory and evolutionary adaptation of yeast to acute lethal ethanol stress.

  PMID 33170850 · PMC7654773 · PloS one · 2020 · 8 claims · 4 setups

  Has reproduction · 68

  Yeast cells activate a rapid transcriptional reprogramming process following acute lethal ethanol stress that is likely adaptive for post-stress survival

  haploid pooled colony bulk pooled

• Genome-wide discovery and phenotyping of non-coding transcripts in A. fumigatus reveals lncRNAs with a role in antifungal drug sensitivity.

  PMID 41673015 · PMC12921299 · Nature communications · 2026 · 7 claims · 8 setups

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  Genome-wide pipeline generated a manually curated database of 1089 novel lncRNAs from 2388 candidate loci in A. fumigatus

  fumigatus distinct non-fumigatus niger rna-seq comparative qrt-pcr

• Transcriptional responses to proteotoxic stressors are profoundly diverse and tissue-specific.

  PMID 41619802 · PMC12908066 · Cell stress & chaperones · 2026 · 8 claims · 7 setups

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  Heat shock, HSP90 inhibition, and polyQ aggregation launch fundamentally distinct RNA expression programs rather than a shared stress response.

  muscle q175 striatum gene bulk enrichr principal

• Single-cell multiomics uncovers an endothelial mechanosensitive PIEZO1-IL-33 axis driving pulmonary fibrosis.

  PMID 41862476 · PMC13004862 · Nature communications · 2026 · 7 claims · 8 setups

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  Mechanical stress (MS) signaling is significantly elevated in endothelial cells (ECs) from IPF patients and correlates with fibrosis severity and lung function decline

  lung cd31+ single-nucleus scissor meta-analysis

• QTLs for heat-induced stomatal anatomy underpin gas exchange variation in field-grown wheat.

  PMID 42231893 · PMC13223016 · Frontiers in plant science · 2026 · 8 claims · 6 setups

  Has reproduction · 100

  Heat stress via delayed sowing reduces stomatal conductance (gs) and gas exchange efficiency (gse) despite unchanged theoretical maximum anatomical conductance (gsmax), revealing a decoupling of structural potential and physiological performance under stress.

  field-grown microscope wheat field stomatal in-field deep

• A tissue-resolved, network-based transcriptomic framework for abiotic stress responses in sorghum.

  PMID 41904985 · PMC13033392 · The Plant journal : for cell and molecular biology · 2026 · 8 claims · 8 setups

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  Tissue specificity is the dominant determinant of abiotic stress-induced gene reprogramming across drought, heat, and salinity stress in sorghum

  sorghum rna-seq qrt-pcr wgcna

• Oxidative stress and GPX2 control pancreatic vs. non-pancreatic cell fate in human endoderm.

  PMID 41484137 · PMC12881361 · Nature communications · 2026 · 8 claims · 8 setups

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  GPX2 is a critical regulator of human posterior foregut differentiation, with oxidative stress acting as a key determinant of pancreatic vs. non-pancreatic cell fate

  hpsc-derived hpsc fetal bulk immunofluorescence flow

• Oxidative stress-associated genes TPPP3 and VEGFA in COPD revealed by bulk and single-cell sequencing analysis.

  PMID 41620539 · PMC12916760 · Scientific reports · 2026 · 8 claims · 9 setups

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  76 overlapping genes were identified between COPD-associated DEGs and oxidative stress-related genes.

  lung genecards differentially bronchial bulk database functional

• Cosmopolitan Gene Families With Known Functions Are Hotspots for the Evolution of Novel Genes in Stony Corals.

  PMID 41873503 · PMC13044578 · Genome biology and evolution · 2026 · 8 claims · 8 setups

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  Dark gene families in corals form cosmopolitan (broadly shared) families that originated via bursts of lineage-specific duplication, often from genes with known function

  genome same montipora stylophora orthogroup busco bulk

• Metabolite-Centric Reporter Pathway and Tripartite Network Analysis of Arabidopsis Under Cold Stress.

  PMID 30258841 · PMC6143811 · Frontiers in bioengineering and biotechnology · 2018 · 8 claims · 8 setups

  Has reproduction · 83

  Metabolite-centric reporter pathway analysis (RPAm) computes reporter metabolites and reporter pathways from transcriptome P-values by aggregating Z-scores of neighboring genes in a genome-scale metabolic network

  arabidopsis gene-metabolite-pathway tripartite microarray metabolite-centric reporter

• Identification of key genes in chickpea transcriptomics and the development of ChickpeaOmicsR as a comprehensive resource to advance breeding and genomic studies.

  PMID 41909810 · PMC13022592 · Frontiers in bioinformatics · 2026 · 8 claims · 8 setups

  Has reproduction · 56

  ChickpeaOmicsR is the first comprehensive R package that integrates transcriptomic, genomic, and proteomic chickpea data, automates DEG/PPI/GWAS analyses, and standardizes fragmented chickpea gene nomenclature

  cicer bulk gwas protein-protein

• A2TEA: Identifying trait-specific evolutionary adaptations.

  PMID 37224329 · PMC10186066 · F1000Research · 2022 · 8 claims · 7 setups

  Has reproduction · 90

  A2TEA integrates gene family expansion analysis with differential expression data across species to identify genes that were targets of evolutionary adaptation to a given stress/treatment

  user-provided multi-species genes sequences rna-seq orthologous phylogenetic

• COVID-19 lung disease shares driver AT2 cytopathic features with Idiopathic pulmonary fibrosis.

  PMID 35870428 · PMC9297827 · EBioMedicine · 2022 · 8 claims · 8 setups

  Has reproduction · 85

  COVID-19 lung disease resembles IPF at a fundamental level, recapitulating ViP/IPF gene expression patterns, an IL15-centric cytokine storm, and AT2 cytopathic changes (injury, DNA damage, transient progenitor-state arrest, senescence/SASP).

  lung covid-19 interaction pre-clinical composite single-cell kaplan-meier

• Paneth cell SIRT1 deficiency increases intestinal stress resistance by modulating the gut microbiota.

  PMID 41826553 · PMC13076647 · EMBO reports · 2026 · 8 claims · 8 setups

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  Generated a novel Paneth-cell-specific SIRT1 knockout mouse model (SIRT1 PKO, Sirt1 f/f;Defa6-Cre+)

  small immune facs-sorted ileum single-cell facs qpcr

• Signatures of Innovation and Selection in the Extremotolerant Yeast Kluyveromyces marxianus.

  PMID 41874284 · PMC13011806 · Genome biology and evolution · 2026 · 8 claims · 9 setups

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  K. marxianus shows a unique stress-resistance syndrome (heat, ethanol, caffeine, propidium iodide, MMS) relative to other Kluyveromyces species

  kluyveromyces marxianus one-to-one liquid heat-shock stress

• GAMMI: graph-guided contrastive and adversarial integration of single-cell and spatial multi-omics data.

  PMID 42108634 · PMC13158126 · Briefings in bioinformatics · 2026 · 6 claims · 5 setups

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  GAMMI consistently outperforms state-of-the-art integration methods (GLUE, Harmony, MIDAS, scMoMaT) in biological conservation and batch correction across five mosaic single-cell multi-omics benchmarks

  pbmc postmortem gse138852 gammi-derived multi-omics scrna-seq differential

• Putting proteins in one place.

  PMID 12790144 · PMC1316915 · Environmental health perspectives · 2003 · 8 claims · 7 setups

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  Rapamycin inhibits TOR, causing the silencing protein Sir3 to detach from chromatin at stress-response genes, triggering a coordinated multigene stress response that halts cancer cell proliferation

  saccharomyces yeast vascular skin chemical chromatin microarray

• CRESCENT, a comprehensive RNA-Seq expression, splicing, and coding/non-coding element network tool.

  PMID 41566196 · PMC12895761 · BMC bioinformatics · 2026 · 6 claims · 6 setups

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  CRESCENT is a Snakemake workflow performing fully automated, comprehensive RNA-Seq analysis integrating differential expression, differential alternative splicing (DAS), differential transcript usage (DTU), and GO enrichment

  arabidopsis bulk rna-seq-based rna-seq

• Identification of Key Differentially Expressed Genes in Arabidopsis thaliana Under Short- and Long-Term High Light Stress.

  PMID 40869111 · PMC12386182 · International journal of molecular sciences · 2025 · 8 claims · 6 setups

  Has reproduction · 75

  Meta-analysis of 21 experiments covering 58 HL conditions yielded ~218,000 DEG instances corresponding to ~19,000 unique A. thaliana genes

  arabidopsis bulk hierarchical gene