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).

• Cardiovascular genetic medicine: genomic assessment of prognosis and diagnosis in patients with cardiomyopathy and heart failure.

  PMID 20559924 · PMC4745893 · Journal of cardiovascular translational research · 2008 · 8 claims · 6 setups

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  Molecular signature analysis (MSA) uses machine-learning/classification methods (e.g., PAM/nearest shrunken centroids) on gene expression patterns to classify samples by phenotype for diagnosis, prognosis, or therapy response.

  myocardial endomyocardial peripheral pbmcs microarray allomap 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

• Scalable Prediction of Acute Myeloid Leukemia Using High-Dimensional Machine Learning and Blood Transcriptomics.

  PMID 31918046 · PMC6992905 · iScience · 2020 · 8 claims · 8 setups

  Has reproduction · 96

  Data-driven, high-dimensional ML approaches that learn multivariate signatures directly from genome-wide transcriptomic data (no prior gene selection) yield accurate and robust AML classifiers.

  peripheral pbmc datasets hg-u133 gene bulk machine

• A Decentralized Kidney Transplant Biopsy Classifier for Transplant Rejection Developed Using Genes of the Banff-Human Organ Transplant Panel.

  PMID 35619722 · PMC9128066 · Frontiers in immunology · 2022 · 6 claims · 6 setups

  Has reproduction · 90

  A random forest model trained solely on B-HOT panel genes (B-HOT Model) accurately classifies kidney transplant biopsies as NR, ABMR, or TCMR.

  kidney gene combined microarray machine sequential

• 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

• Distinct lncRNA transcriptional fingerprints characterize progressive stages of multiple myeloma.

  PMID 26895470 · PMC4924754 · Oncotarget · 2016 · 8 claims · 4 setups

  Has reproduction · 36

  31 lncRNAs are deregulated in plasma cell dyscrasia tumor samples compared to normal plasma cell controls (19 upregulated, 12 downregulated)

  plasma gene patients proprietary lncrna custom gene

• Screening of common CYP1B1 mutations in Iranian POAG patients using a microarray-based PrASE protocol.

  PMID 19096718 · PMC2603445 · Molecular vision · 2008 · 7 claims · 5 setups

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  CYP1B1 mutations are implicated in POAG among Iranians, notably in the juvenile-onset form

  genomic cyp1b1 poag microarray-based dideoxy sanger

• Cross species genomic analysis identifies a mouse model as undifferentiated pleomorphic sarcoma/malignant fibrous histiocytoma.

  PMID 19956606 · PMC2779485 · PloS one · 2009 · 8 claims · 7 setups

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  A 100-gene signature from LSL-KrasG12D;Trp53Flox/Flox mouse sarcomas (vs normal muscle) is specifically and significantly enriched in human MFH but not other soft tissue sarcoma subtypes across three independent human datasets.

  lsl-krasg12d soft combined mfh microarray gene oncogenic

• Expression of full-length p53 and its isoform Deltap53 in breast carcinomas in relation to mutation status and clinical parameters.

  PMID 17054774 · PMC1636663 · Molecular cancer · 2006 · 7 claims · 7 setups

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  The alternative splice isoform Δp53 mRNA is co-expressed with full-length p53 mRNA in breast tumors and cell lines

  breast universal p53 subset qrt-pcr bioinformatic structure

• A mouse to human search for plasma proteome changes associated with pancreatic tumor development.

  PMID 18547137 · PMC2504036 · PLoS medicine · 2008 · 7 claims · 8 setups

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  GEM models combined with in-depth proteomic analysis provide a useful strategy to identify candidate cancer markers applicable to human disease with potential for early detection

  plasma immunodepleted pancreatic shotgun two-dimensional immunodepletion

• A metadata approach for clinical data management in translational genomics studies in breast cancer.

  PMID 19948017 · PMC3225860 · BMC medical genomics · 2009 · 8 claims · 5 setups

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  A metadata/CDE-based approach using CancerGrid's semantic web tools enables automatic integration of heterogeneous clinical datasets without loss of original detail

  clinical breast metadata estrogen her2

• The lords of the genomes.

  PMID 15461811 · PMC545592 · Genome biology · 2004 · 8 claims · 8 setups

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  Functionally active clusters of transcription-factor binding sites are evolutionarily conserved between Drosophila species, whereas inactive clusters are not, even when sequence identity alone cannot distinguish them

  drosophila cdna-derived saccharomyces acid reporter-gene enhancer chromatin