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).

• Quantitative serum proteomics using dual stable isotope coding and nano LC-MS/MSMS.

  PMID 19817497 · PMC4684172 · Journal of proteome research · 2009 · 7 claims · 6 setups

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  DSIC labeling achieves high efficiency: 100% for Cysteine (acrylamide) and 98% for Lysine (succinic anhydride)

  standard dsic-labeled immunodepleted serum labeling quantitative in-solution

• Bacillus velezensis EU07 suppresses Fusarium graminearum via transcriptomic reprogramming.

  PMID 42103992 · PMC13234024 · Applied microbiology and biotechnology · 2026 · 8 claims · 7 setups

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  EU07 exposure compromises fungal cellular integrity, causing severe hyphal distortion

  graminearum five apolipophorin dual rna-seq gene

• Bacterial reporter-paired scRNA sequencing reveals cross talk between zinc starvation and zinc toxicity in macrophage antibacterial defense.

  PMID 41802048 · PMC12993976 · Proceedings of the National Academy of Sciences of the United States of America · 2026 · 8 claims · 8 setups

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  Macrophages starve intracellular E. coli of zinc to sensitize them to subsequent zinc toxicity, coupling zinc starvation and zinc toxicity in a single antimicrobial response

  monocyte-derived hmdm zntr-dual macrophages confocal high-throughput flow

• 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

• Mechanical compression induces neuronal apoptosis, reduces synaptic activity, and promotes glial neuroinflammation in mice and humans.

  PMID 41481451 · PMC12773780 · Proceedings of the National Academy of Sciences of the United States of America · 2026 · 8 claims · 8 setups

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  Chronic mechanical compression (0.14 kPa) directly induces neuronal apoptosis in human iPSC-derived neurons cocultured with murine glia

  ipsc-derived gfp-expressing mglia astrocytes hoechst gfp+ immunofluorescence

• Integrative miRNA-mRNA Network and Molecular Dynamics-Based Identification of Therapeutic Candidates for Paroxysmal Nocturnal Hemoglobinuria.

  PMID 41599741 · PMC12845513 · Pharmaceuticals (Basel, Switzerland) · 2026 · 8 claims · 8 setups

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  A PIGA-knockout (PIGA-KO) THP-1 cell model was successfully established using CRISPR/Cas9 RNP technology as a PNH model

  thp-1 literature-validated pnh cxcl8 crispr rt-qpcr bulk

• Perspectives of targeted mass spectrometry for protein biomarker verification.

  PMID 19818677 · PMC2795387 · Current opinion in chemical biology · 2009 · 8 claims · 8 setups

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  SRM/MRM mass spectrometry can quantify targeted proteotypic peptides as surrogates for candidate biomarker proteins in complex plasma samples

  proteins standard plasma sera srm multiplexed immunoaffinity-srm

• IMIREG: a lineage-resolved regulon signature unveiling immune engagement archetypes and predicting immunotherapy response across diverse cancers.

  PMID 42092126 · PMC13234301 · NPJ precision oncology · 2026 · 8 claims · 8 setups

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  IMIREG, a 14-regulon transcriptional signature, robustly predicts clinical benefit from ICB across 50 immunotherapy cohorts (52 treatment arms) spanning 16 cancer types with mean AUROC = 0.71

  imvigor210 matched gtex healthy bulk scrna-seq pathway

• Decision tree-driven tandem mass spectrometry for shotgun proteomics.

  PMID 18931669 · PMC2597439 · Nature methods · 2008 · 8 claims · 5 setups

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  A decision tree (DT) algorithm that selects CAD or ETD per precursor based on z and m/z yields more peptide identifications than either CAD or ETD alone

  saccharomyces proteome embryonic nlc-ms phosphoproteomics sequential