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).

• SEMdag: Fast learning of Directed Acyclic Graphs via node or layer ordering.

  PMID 39775401 · PMC11709272 · PloS one · 2025 · 8 claims · 5 setups

  Has reproduction · 81

  SEMdag() is a two-step order-based algorithm for fast learning of high-dimensional linear SEMs, using knowledge-based (KB) or data-driven bottom-up (BU) node/layer ordering followed by penalized (L1) DAG estimation

  amyotrophic breast coronavirus st-elevation rna-seq comparative

• Systems biology in human health and disease.

  PMID 17893698 · PMC2013921 · Molecular systems biology · 2007 · 8 claims · 5 setups

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  High-throughput quantitative proteomics of signaling networks (e.g., HER2 overexpression) can be correlated with biological responses like proliferation and migration to better understand pathways deregulated in cancer.

  her2 biological prostate model quantitative combinatorial genome-wide

• An NMF-Based Methodology for Selecting Biomarkers in the Landscape of Genes of Heterogeneous Cancer-Associated Fibroblast Populations.

  PMID 32425511 · PMC7218276 · Bioinformatics and biology insights · 2020 · 8 claims · 6 setups

  Has reproduction · 84

  An integrated methodology combining nonnegative matrix factorization (NMF), the WebGestalt functional enrichment tool, and an ad hoc gene extraction procedure automatically identifies informative gene subsets from microarray data matrices that differ in number of genes (rows) and patients (columns)

  caf bone extracted microarray functional

• First step toward gene expression data integration: transcriptomic data acquisition with COMMAND>_.

  PMID 30691411 · PMC6348648 · BMC bioinformatics · 2019 · 8 claims · 2 setups

  Has reproduction · 30

  COMMAND>_ is a flexible multi-user web-application that allows users to search and download gene expression experiments, extract relevant information from experiment files, re-annotate microarray platforms, and present data in a coherent data model.

  small microarray microarray probe-to-gene

• Machine learning-based DNA microarray analysis for disease detection using the MICRO-AI framework.

  PMID 41925147 · PMC13051084 · Science progress · 2026 · 8 claims · 1 setups

  Has reproduction · 22

  MICRO-AI's attention-weighted feature fusion reduces dimensionality by over 99% (from ~20,000 to ~127 genes) without loss of biological significance

  breast microarray

• Identification of biomarkers from mass spectrometry data using a "common" peak approach.

  PMID 16869977 · PMC1550264 · BMC bioinformatics · 2006 · 8 claims · 1 setups

  Full-text index only

  "Common" peaks—those exhibited by many subjects—can be identified and used as biomarkers in high-dimensional mass spectrometry data

  serum mass

• Causes of early-onset type 1 diabetes: toward data-driven environmental approaches.

  PMID 19075294 · PMC2605242 · The Journal of experimental medicine · 2008 · 8 claims · 1 setups

  Full-text index only

  Serum metabolite profiling reveals metabolic changes that precede islet autoantibody appearance and predict which children will develop T1D

  children serum

• Assessment of serum proteomics to detect large colon adenomas.

  PMID 18708413 · PMC2561171 · Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology · 2008 · 7 claims · 1 setups

  Full-text index only

  In the primary, pre-specified blinded validation analysis, the serum proteomics (ProteomeQuest) model showed no significant discrimination between large adenoma and normal subjects (accuracy 51%).

  serum serum

• Gene Expression Atlas update--a value-added database of microarray and sequencing-based functional genomics experiments.

  PMID 22064864 · PMC3245177 · Nucleic acids research · 2012 · 8 claims · 5 setups

  Has reproduction · 83

  Gene Expression Atlas is an added-value database providing curated, re-annotated and statistically analysed gene expression data across cell types, organism parts, developmental stages, disease states and other biological/experimental conditions, derived from ArrayExpress Archive and the European Nucleotide Archive.

  species microrna atlas microarray rna-seq microrna

• 93rd Annual Meeting of the American Association for Cancer Research, San Francisco, CA, USA, 6-10 April 2002.

  PMID 12100742 · PMC138737 · Breast cancer research : BCR · 2002 · 8 claims · 8 setups

  Full-text index only

  Serial analysis of gene expression identifies genes preferentially expressed in ductal carcinoma in situ

  breast laser serum bladder cdna western seldi-tof

• The 32nd Annual Congress of the Society of Critical Care Medicine, 28 January - 2 February 2003, San Antonio, USA.

  PMID 12720569 · PMC270663 · Critical care (London, England) · 2003 · 8 claims · 8 setups

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  Proteomics is more useful than genomics for identifying regulatory pathways and druggable targets in disease because transcriptional responses to different stimuli often converge while protein interaction networks reveal distinct regulatory nodes

  macrophages patients animal ards gene histological mechanical

• T1DBase, a community web-based resource for type 1 diabetes research.

  PMID 15608258 · PMC540049 · Nucleic acids research · 2005 · 8 claims · 6 setups

  Full-text index only

  T1DBase is an integrated, open-access web resource that unifies genetic, genomic, and biological data to support type 1 diabetes (T1D) research

  pancreatic t1d tissues nod microarray genetic est-based

• An online database for brain disease research.

  PMID 16594998 · PMC1489945 · BMC genomics · 2006 · 7 claims · 5 setups

  Full-text index only

  SMRIDB is a comprehensive web-based database integrating gene expression data and clinical metadata to aid understanding of the genetic effects of brain disease (bipolar disorder, schizophrenia, depression)

  postmortem individual disease studies microarray array gene-by-gene

• CEBS--Chemical Effects in Biological Systems: a public data repository integrating study design and toxicity data with microarray and proteomics data.

  PMID 17962311 · PMC2238989 · Nucleic acids research · 2008 · 8 claims · 5 setups

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  CEBS is a public repository that integrates study design, timeline, clinical chemistry and histopathology data with microarray and proteomics data

  subcellular laboratory cebs microarray gel clinical

• CYCLONET--an integrated database on cell cycle regulation and carcinogenesis.

  PMID 17202170 · PMC1899094 · Nucleic acids research · 2007 · 7 claims · 4 setups

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  Cyclonet is a web-based integrated database combining 'omics' and chemoinformatics data on mammalian cell cycle regulation in normal and pathological (cancer) states, built on a systems biology approach.

  breast commercial vertebrate genes cdna activity computational

• SELDI-TOF proteomic profiling of breast carcinomas identifies clinicopathologically relevant groups of patients similar to previously defined clusters from cDNA expression.

  PMID 18644101 · PMC2481502 · Breast cancer research : BCR · 2008 · 7 claims · 3 setups

  Full-text index only

  SELDI-TOF MS proteomic profiling of breast carcinomas identifies patient subgroups with differential co-expression of protein peaks that are analogous to gene-expression-based classifications (luminal, basal, HER2 subtypes)

  breast seldi-tof hierarchical biomarker

• The ENCODE Project at UC Santa Cruz.

  PMID 17166863 · PMC1781110 · Nucleic acids research · 2007 · 8 claims · 4 setups

  Full-text index only

  The UCSC ENCODE portal serves as the primary repository and access point for sequence-based ENCODE pilot phase data

  genome mammals lines tissues radical sequence chromatin

• The Multi-State Epigenetic Pacemaker enables the identification of combinations of factors that influence DNA methylation.

  PMID 39549198 · PMC11979089 · GeroScience · 2025 · 9 claims · 2 setups

  Has reproduction · 54

  The Multi-State Epigenetic Pacemaker (MSEPM) can accurately model multiple methylation-associated factors (e.g., age, sex, cell-type) simultaneously.

  blood simulated methylation simulation

• Survival analysis with high-dimensional covariates.

  PMID 19654171 · PMC4806549 · Statistical methods in medical research · 2010 · 8 claims · 1 setups

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  The classical Cox proportional hazards model cannot be fit when p >> n because the partial likelihood maximizer is not unique and the matrix X^T A X is singular in the IRLS procedure

  renal gene

• Onto-Tools: new additions and improvements in 2006.

  PMID 17584796 · PMC1933142 · Nucleic acids research · 2007 · 8 claims · 3 setups

  Full-text index only

  OE2GO enables functional profiling for organisms lacking public-domain annotations by allowing users to supply custom GO-format annotation files and OBO-format ontology files

  specified pathway functional example