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).

• 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

• HIV-1 gp120 N-linked glycosylation differs between plasma and leukocyte compartments.

  PMID 18215327 · PMC2265691 · Virology journal · 2008 · 8 claims · 6 setups

  Full-text index only

  N-linked glycosylation of HIV-1 gp120 differs between plasma and leukocyte compartments

  plasma hiv-1 nlg presence env phylogenetic signature

• HArmonized single-cell RNA-seq Cell type Assisted Deconvolution (HASCAD).

  PMID 37907883 · PMC10619225 · BMC medical genomics · 2023 · 6 claims · 5 setups

  Has reproduction · 67

  HASCAD, a DNN-based cell composition deconvolution model, predicts the fractions of up to 15 immune cell types from bulk RNA-seq.

  pbmc bulk tcga-lihc harmony-symphony scrna-seq simulated bulk

• Highly individual methylation patterns of alternative glucocorticoid receptor promoters suggest individualized epigenetic regulatory mechanisms.

  PMID 19004867 · PMC2602793 · Nucleic acids research · 2008 · 7 claims · 4 setups

  Full-text index only

  Methylation patterns of the five GR promoters activated in PBMCs are highly variable between individuals.

  chromosome genomic pbmc multi-species phylogenetic bisulphite

• Mutation analysis in primary immunodeficiency diseases: case studies.

  PMID 19841577 · PMC2774237 · Current opinion in allergy and clinical immunology · 2009 · 8 claims · 8 setups

  Full-text index only

  Genomic DNA Sanger sequencing is the standard first-line approach for identifying PIDD-causing mutations but has limitations that can yield false-negative or false-positive results

  mother parents ebv-transformed nemo genomic flow northern

• Evidence for limited genetic compartmentalization of HIV-1 between lung and blood.

  PMID 19759830 · PMC2736399 · PloS one · 2009 · 8 claims · 7 setups

  Full-text index only

  Statistical evidence of genetic compartmentalization between lung and blood HIV-1 env sequences was found in 10 of 18 subjects.

  paired lung tissue-pair pooled hiv-1 maximum statistical

• Candidate vaccine sequences to represent intra- and inter-clade HIV-1 variation.

  PMID 19812689 · PMC2753653 · PloS one · 2009 · 7 claims · 5 setups

  Full-text index only

  Natural CTL immunodominance toward variable proteome regions increases epitope mismatch with challenge strains and recapitulates the escape-driven CTL failure seen in natural infection, contributing to HIV vaccine failure

  hiv-1 polyclonally shannon cross-clade ctl

• Gene-expression patterns in peripheral blood classify familial breast cancer susceptibility.

  PMID 26538066 · PMC4634735 · BMC medical genomics · 2015 · 8 claims · 5 setups

  Has reproduction · 83

  A multigene peripheral-blood gene-expression biomarker accurately classifies which women from high-risk families develop familial breast cancer.

  peripheral pbmcs blood normal gene-expression lymphocyte gene

• Integration of multi-omics and machine learning strategies identifies immune related candidate biomarkers in inflammation-associated hypertrophic cardiomyopathy.

  PMID 41080564 · PMC12510942 · Frontiers in immunology · 2025 · 8 claims · 8 setups

  Has reproduction · 85

  Seven key immune-related genes (RNF165, SNCA, SRGN, MARCO, STEAP4, SIGLEC9, TKT) were identified for HCM by intersecting DEGs with MR-derived HCM-associated eQTLs.

  left european merged degs bulk two-sample machine