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).

• Machine Learning-Based Integrated Analysis of PANoptosis Patterns in Acute Myeloid Leukemia Reveals a Signature Predicting Survival and Immunotherapy.

  PMID 38322112 · PMC10846924 · International journal of clinical practice · 2024 · 7 claims · 7 setups

  Has reproduction · 71

  AML patients can be categorized into two distinct PANRG-based clusters with differing prognosis and immune characteristics

  aml leukemia bulk consensus immune

• 5-methylcytosine RNA modification regulators-based patterns and features of immune microenvironment in acute myeloid leukemia.

  PMID 38277218 · PMC10911375 · Aging · 2024 · 8 claims · 8 setups

  Has reproduction · 93

  Most of the 17 m5C regulators are differentially expressed between AML and normal samples and correlate with AML prognosis.

  aml bulk mutation copy

• Backseat drivers take the wheel.

  PMID 18068625 · PMC2705833 · Cancer cell · 2007 · 8 claims · 8 setups

  Full-text index only

  Systematic resequencing combined with functional validation can distinguish rare driver FLT3 mutations from passenger mutations in AML patients negative for known activating mutations

  pretreatment baf3 additional normal targeted baf3 immunoprecipitation

• 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

• Calibration-free NGS quantitation of mutations below 0.01% VAF.

  PMID 34675197 · PMC8531361 · Nature communications · 2021 · 8 claims · 6 setups

  Has reproduction · 96

  QBDA (Quantitative Blocker Displacement Amplification) integrates UMI molecular barcoding with BDA variant enrichment to enable calibration-free VAF quantitation

  h37rv repository healthy same single-plex 10-plex 22-plex