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

• 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

• Bioinformatics and system biology approaches to identify pathophysiological impact of COVID-19 to the progression and severity of neurological diseases.

  PMID 34601390 · PMC8483812 · Computers in biology and medicine · 2021 · 8 claims · 8 setups

  Has reproduction · 69

  COVID-19 and neurological diseases (NDs) share pathophysiological connections that influence disease progression and severity

  peripheral hippocampal spinal peritumoral microarray protein-protein

• COVID-19 vaccination atlas using an integrative systems vaccinology approach.

  PMID 40456760 · PMC12130191 · NPJ vaccines · 2025 · 8 claims · 6 setups

  Has reproduction · 69

  mRNA vaccines induce transient but strong immune responses after booster doses

  pbmcs immune pbmc bulk gene principal

• Severe COVID-19 Shares a Common Neutrophil Activation Signature with Other Acute Inflammatory States.

  PMID 35269470 · PMC8909161 · Cells · 2022 · 8 claims · 7 setups

  Has reproduction · 88

  COVID-19 and HLH share a transcriptional overlap of 239 unique common differentially expressed genes (DEGs), 237 of which are up-regulated

  patients pbmcs plasma derived bulk single-cell quantitative

• Cell type-specific eQTL analysis of COVID-19 based on single-cell transcriptomic data.

  PMID 41064594 · PMC12501775 · NAR genomics and bioinformatics · 2025 · 8 claims · 8 setups

  Has reproduction · 51

  Single-cell eQTL analysis across eight immune cell types identified 2593 genes whose expression is significantly associated with common genetic polymorphisms, with most genes showing cell type-specific effects

  pbmcs eight pbmc monocytes scrna-seq genetic cis-eqtl

• Single-cell dissection of chronic lung allograft dysfunction reveals convergent and distinct fibrotic mechanisms.

  PMID 41122970 · PMC12581678 · JCI insight · 2025 · 8 claims · 8 setups

  Has reproduction · 75

  CLAD exhibits specific cellular subsets including Fibro.AT2 cells, exhausted CD8+ T cells, and superactivated macrophages

  clad covid-19 million formalin-fixed single-cell single-nucleus integrated

• Deleterious Effects of SARS-CoV-2 Infection on Human Pancreatic Cells.

  PMID 34282405 · PMC8285288 · Frontiers in cellular and infection microbiology · 2021 · 8 claims · 7 setups

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  iPSC-derived pancreatic endocrine and exocrine (acinar/ductal) cultures express ACE2 and TMPRSS2, enabling SARS-CoV-2 entry

  ipsc-derived post-mortem vero-e6 immunofluorescence sars-cov-2 rt-qpcr