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

• Integrative transcriptomics and single-cell transcriptomics analyses reveal potential biomarkers and mechanisms of action in papillary thyroid carcinoma.

  PMID 40520228 · PMC12162626 · Frontiers in genetics · 2025 · 8 claims · 8 setups

  Has reproduction · 49

  ENTPD1, SERPINA1, and TACSTD2 are potential transcriptomic biomarkers for PTC

  ptc degs key bulk kegg weighted

• The proteogenomic path towards biomarker discovery.

  PMID 18764911 · PMC2574627 · Pediatric transplantation · 2008 · 8 claims · 8 setups

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  Serum creatinine is a widely used but non-ideal biomarker for renal transplant monitoring because it lacks specificity and sensitivity for graft injury

  renal urine breast chronic microarray immunoassay gel

• The process chain for peptidomic biomarker discovery.

  PMID 16410650 · PMC3850862 · Disease markers · 2006 · 8 claims · 3 setups

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  Peptidomics (comprehensive analysis of peptides and small proteins <20 kDa) fills a methodological gap left by standard proteomics, which mainly addresses proteins in the ~10-200 kDa range.

  general body patients 2d-gel peptidomics peptidomic

• 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

• [Research progress in SELDI-TOF MS and its clinical applications].

  PMID 17168305 · PMC7148935 · Sheng wu gong cheng xue bao = Chinese journal of biotechnology · 2006 · 4 claims · 4 setups

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  Proteinchip profiling based on SELDI-TOF MS is a powerful and innovative proteomic technology for biomarker discovery and diagnostic/prognostic assay development.

  malignancies infectious neurological diabetic seldi-tof

• Identification of TYR, TYRP1, DCT and LARP7 as related biomarkers and immune infiltration characteristics of vitiligo via comprehensive strategies.

  PMID 34107850 · PMC8806433 · Bioengineered · 2021 · 7 claims · 8 setups

  Has reproduction · 55

  131 robust DEGs (89 upregulated, 42 downregulated) were identified by RRA integration of three vitiligo datasets and are closely associated with melanogenesis and vitiligo development

  lesional merged robust verification gene robust weighted

• Proteomics studies reveal important information on small molecule therapeutics: a case study on plasma proteins.

  PMID 18973825 · PMC7185545 · Drug discovery today · 2008 · 8 claims · 8 setups

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  Abundant plasma proteins (albumin, IgG, transferrin) act as 'molecular sponges' that bind and transport low molecular weight proteins/peptides and drugs, extending their half-life by preventing rapid renal clearance.

  blood schizophrenia sjl serum proteomic differential comparative

• Identification of novel markers for liver fibrosis in HIV/hepatitis C virus coinfected individuals using genomics-based approach.

  PMID 18614866 · PMC2654216 · AIDS (London, England) · 2008 · 8 claims · 6 setups

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  An 8-marker model combining six serum markers, age, and ART experience predicts liver fibrosis stage with an AUROC of 0.904.

  pbmcs liver serum blood microarray liver serum

• The impact of new research technologies on our understanding of environmental causes of disease: the concept of clinical vulnerability.

  PMID 19948053 · PMC2793242 · Environmental health : a global access science source · 2009 · 8 claims · 8 setups

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  GWAS-identified genetic variants confer only modest relative risks (1.15-1.5), comparable in magnitude to weak/contested environmental exposures

  polish cohort nonsmokers low genome-wide biomarker epidemiological

• Applying proteomics to the diagnosis and treatment of ALS and related diseases.

  PMID 19670321 · PMC2836583 · Muscle & nerve · 2009 · 8 claims · 8 setups

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  Protein-based biomarkers for ALS/MND require further verification and large-scale validation/qualification studies, including disease mimics, before clinical use

  csf spinal biofluid muscle 2d-dige antibody luminex

• Machine learning-based identification of biomarkers and drugs in immunologically cold and hot pancreatic adenocarcinomas.

  PMID 39152432 · PMC11328457 · Journal of translational medicine · 2024 · 7 claims · 8 setups

  Has reproduction · 42

  PAAD tumors can be consensus-clustered into immunologically hot and cold subtypes based on CIBERSORT-derived immune cell fractions, with significantly different survival outcomes.

  paad degs bulk consensus tumor

• Integrative bioinformatics and artificial intelligence analyses of transcriptomics data identified genes associated with major depressive disorders including NRG1.

  PMID 37583471 · PMC10423927 · Neurobiology of stress · 2023 · 7 claims · 5 setups

  Has reproduction · 66

  Differentially expressed genes in MDD patients are enriched in immune response, inflammatory response, neurodegeneration, and cerebellar atrophy pathways.

  blood transcriptomic postmortem saliva gsea machine differential

• Proteomic approaches to cancer biomarkers.

  PMID 19931265 · PMC2873613 · Gastroenterology · 2010 · 8 claims · 8 setups

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  Combining abundant-protein depletion, offline fractionation, and subproteome (e.g., glycoproteome) enrichment with 2D LC-MS/MS increases the dynamic range and depth of blood proteome analysis for biomarker discovery.

  plasma serum capan-2 apcδ580 lectin silac elisa

• Toxicoproteomics: a parallel approach to identifying biomarkers.

  PMID 12940285 · PMC1241639 · Environmental health perspectives · 2003 · 8 claims · 8 setups

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  Combining parallel DNA microarray and proteomic analyses on the same tissues merges microarray's gene discovery power with proteomics' ability to exploit post-translational modifications for biomarker identification.

  liver serum peptide digested two-dimensional seldi maldi

• Representing and querying disease networks using graph databases.

  PMID 27462371 · PMC4960687 · BioData mining · 2016 · 7 claims · 8 setups

  Has reproduction · 77

  Graph databases are well suited for representing biological information because it is typically highly connected, semi-structured and unpredictable, unlike relational databases which require rigid schemas.

  uniprot proteins tissues asthma all-vs-all protein-protein metabolic

• Multimodal techniques for diagnosis and prognosis of Alzheimer's disease.

  PMID 19829371 · PMC2810658 · Nature · 2009 · 8 claims · 8 setups

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  AD pathology accumulates for approximately 10-15 years in a preclinical phase before synaptic and neuronal loss manifest as cognitive decline

  subjects csf peripheral amyloid structural functional

• The use of laser capture microscopy in proteomics research--a review.

  PMID 15502248 · PMC3839334 · Disease markers · 2004 · 8 claims · 8 setups

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  LCM allows purification of specific, histologically defined cell populations from heterogeneous tissue for downstream proteomic analysis

  breast prostate esophageal head maldi-tof automated two-dimensional

• Report of the 9th HLPP Workshop October 2007, Seoul, Korea.

  PMID 18683817 · PMC4601560 · Proteomics · 2008 · 8 claims · 8 setups

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  An integrated separating-identifying platform identified 6788 proteins (≥2 peptides, 95% confidence) in Chinese human liver samples, including 3721 new to liver and 977 hypothetical proteins

  chinese liver hbv-related mammalian shotgun transcriptome yeast