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

• Non-linear mapping for exploratory data analysis in functional genomics.

  PMID 15661072 · PMC548129 · BMC bioinformatics · 2005 · 8 claims · 8 setups

  Full-text index only

  A relaxation method for non-linear mapping adapts one pair of points per step rather than all points at once, and was originally shown by Chang and Lee to outperform Sammon's mapping in cluster detection effectiveness and computational efficiency.

  leukaemia small srbct brain relaxation self-organising sammon's

• 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

• FISH and SNP-A karyotyping in myelodysplastic syndromes: improving cytogenetic detection of del(5q), monosomy 7, del(7q), trisomy 8 and del(20q).

  PMID 19758696 · PMC2826525 · Leukemia research · 2010 · 7 claims · 4 setups

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  MC, FISH, and SNP-A are complementary techniques whose combined use improves diagnostic yield for detecting del(5q), -7/del(7q), trisomy 8, and del(20q) in MDS

  bone pellets extracted cd3+ metaphase fluorescence snp

• Mechanisms of relapse in acute leukaemia: involvement of p53 mutated subclones in disease progression in acute lymphoblastic leukaemia.

  PMID 10098750 · PMC2362216 · British journal of cancer · 1999 · 6 claims · 4 setups

  Full-text index only

  p53 mutations are detected at relapse far more frequently in ALL (28.6%) than in AML (7.3%)

  bone presentation b-cells direct allele-specific igh

• Systematic clustering algorithm for chromatin accessibility data and its application to hematopoietic cells.

  PMID 33253153 · PMC7728210 · PLoS computational biology · 2020 · 6 claims · 3 setups

  Has reproduction · 90

  Representing the genome as a binary string (1/0) of peak presence and computing Hamming distances enables hierarchical clustering of ATAC-seq samples with reduced computational cost while preserving cell-type classification.

  leukemia hematopoietic atac-seq rna-seq

• Determination of Ras-GTP and Ras-GDP in patients with acute myelogenous leukemia (AML), myeloproliferative syndrome (MPS), juvenile myelomonocytic leukemia (JMML), acute lymphocytic leukemia (ALL), and malignant lymphoma: assessment of mutational and indirect activation.

  PMID 18784923 · PMC2755762 · Annals of hematology · 2009 · 6 claims · 4 setups

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  A non-radioactive, enzyme-coupled luminometric assay can quantify Ras activation as %GTP/(GTP+GDP) with high sensitivity (detects 1 fmol GTP)

  bone n=23 3t3 ras genomic

• RSK1 is an exploitable dependency in myeloproliferative neoplasms and secondary acute myeloid leukemia.

  PMID 39820365 · PMC11739599 · Nature communications · 2025 · 8 claims · 8 setups

  Has reproduction · 73

  RSK1 is a conserved, exploitable therapeutic dependency across MPN and secondary AML

  sorted mpn cd34+ aml bulk targeted mass