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

• 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

• 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

• Serum diagnosis of diffuse large B-cell lymphomas and further identification of response to therapy using SELDI-TOF-MS and tree analysis patterning.

  PMID 18163913 · PMC2242801 · BMC cancer · 2007 · 8 claims · 8 setups

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  SELDI-TOF-MS serum proteomic patterns analyzed by decision tree classification (Biomarker Pattern Software) can discriminate DLBCL patients from healthy controls with high sensitivity and specificity.

  serum seldi dlbcl pooled seldi-tof-ms proteinchip decision

• Biomarker discovery in neurodegenerative diseases: a proteomic approach.

  PMID 18938247 · PMC2939006 · Neurobiology of disease · 2009 · 6 claims · 8 setups

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  Proteomic profiling of CSF and plasma can identify candidate protein biomarkers that distinguish AD patients from controls with high sensitivity and specificity

  csf plasma brain 2-dge lc-ms seldi-tof-ms

• Cancer screening: a mathematical model relating secreted blood biomarker levels to tumor sizes.

  PMID 18715113 · PMC2517618 · PLoS medicine · 2008 · 8 claims · 4 setups

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  A linear one-compartment mathematical model can relate secreted blood tumor biomarker levels to tumor burden/size at steady state

  ovarian serum model culture clinical mathematical

• Mass spectrometry-based biomarker discovery: toward a global proteome index of individuality.

  PMID 20636062 · PMC3140421 · Annual review of analytical chemistry (Palo Alto, Calif.) · 2009 · 8 claims · 4 setups

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  Very few large-scale longitudinal MS-based proteomics studies have been performed to establish analytical variability relative to true biological variability.

  normal plasma longitudinal bottom-up top-down

• DMN-seq enriches DNA hypomethylated regions for biomarker discovery using 5-methylcytosine glycosylase.

  PMID 41673887 · PMC13097799 · Genome biology · 2026 · 8 claims · 9 setups

  Has reproduction · 80

  DMN-seq (DMN+) uses DME to nick DNA specifically at 5mC sites, enabling 5mC detection at single-base resolution via selective adaptor ligation

  synthetic partially embryonic mesc glycosylase dmn-seq ultrafast

• 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

• 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

• Proteomics as a method for early detection of cancer: a review of proteomics, exhaled breath condensate, and lung cancer screening.

  PMID 18095050 · PMC2150625 · Journal of general internal medicine · 2008 · 8 claims · 7 setups

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  Protein expression is closely aligned with cellular activity, unlike genomic changes which may have no functional significance

  serum resected plasma lower microarray two-dimensional proteomic

• Urinary proteomic profiling for diagnostic bladder cancer biomarkers.

  PMID 19811072 · PMC3422861 · Expert review of proteomics · 2009 · 8 claims · 8 setups

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  Single protein biomarkers (e.g., NMP-22, BTA) suffer from high false-positive rates and none have replaced cystoscopy or cytology for bladder cancer detection.

  urine page gel 2d-dige

• 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

• 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

• Limitations in SELDI-TOF MS whole serum proteomic profiling with IMAC surface to specifically detect colorectal cancer.

  PMID 19689818 · PMC2743709 · BMC cancer · 2009 · 7 claims · 3 setups

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  The previously reported classifier (m/z 8,132 and 4,002) failed to discriminate CRC patients from healthy volunteers in this independent validation cohort

  serum pooled seldi-tof comparative decision

• [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

• Diagnostic proteomics: serum proteomic patterns for the detection of early stage cancers.

  PMID 15258335 · PMC3851082 · Disease markers · 2003 · 8 claims · 8 setups

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  Proteomic pattern analysis of serum mass spectra, without identifying the underlying proteins, can distinguish cancer patients from healthy controls with high sensitivity and specificity.

  serum frozen ig-depleted clinical seldi-tof maldi lc-ms

• On the analysis of glycomics mass spectrometry data via the regularized area under the ROC curve.

  PMID 18076765 · PMC2211327 · BMC bioinformatics · 2007 · 8 claims · 4 setups

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  The TGDR-AUC algorithm regularizes the empirical AUC by replacing the non-differentiable 0-1 loss with a smooth sigmoid surrogate function and applies constrained threshold gradient descent regularization

  simulated serum preprocessed simulation mass high-resolution

• Nutrigenomics: the genome--food interface.

  PMID 18087577 · PMC2137135 · Environmental health perspectives · 2007 · 8 claims · 8 setups

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  Nutrigenomics integrates genomic science with nutrition to study how dietary components affect gene expression, the proteome, and the metabolome.

  general humans lymphocytes healthy snp controlled micronucleus

• 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