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

• A biomarker panel for peripheral arterial disease.

  PMID 18687758 · PMC3133945 · Vascular medicine (London, England) · 2008 · 7 claims · 6 setups

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  β2-microglobulin (β2M) and cystatin C had the highest correlation with ABI among all plasma markers tested, higher than age, smoking, or diabetes status

  plasma fasting subjects biomarker nephelometric clinical ankle-brachial

• Application of ProteinChip array profiling in serum biomarker discovery for patients suffering from severe acute respiratory syndrome.

  PMID 18220240 · PMC7120874 · Methods in molecular biology (Clifton, N.J.) · 2007 · 8 claims · 5 setups

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  SELDI-TOF-MS ProteinChip array profiling of serum can identify differentially expressed protein biomarkers in SARS-CoV infected patients versus controls.

  serum sars seldi-tof-ms ion serial

• Salivary proteomics for oral cancer biomarker discovery.

  PMID 18829504 · PMC2877125 · Clinical cancer research : an official journal of the American Association for Cancer Research · 2008 · 8 claims · 5 setups

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  Subtractive salivary proteomics reveals proteins differentially present/expressed between OSCC patients and matched healthy controls.

  pooled saliva shotgun two-dimensional elisa

• Zebrafish whole-adult-organism chemogenomics for large-scale predictive and discovery chemical biology.

  PMID 18618001 · PMC2442223 · PLoS genetics · 2008 · 8 claims · 6 setups

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  Zebrafish whole-adult-organism chemogenomics generates robust prediction models that discriminate P(H)AHs from ECs across independent experiments

  zebrafish computational seven consolidated whole-adult-organism supervised quantitative

• Discovery and identification of potential biomarkers of papillary thyroid carcinoma.

  PMID 19785722 · PMC2761863 · Molecular cancer · 2009 · 8 claims · 7 setups

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  A 3-peak (m/z 9190, 6631, 8697 Da) SVM classification model discriminates PTC from non-cancer controls with high sensitivity and specificity

  serum hplc-purified trypsin-digested crude seldi-tof-ms solid-phase maldi-tof-ms