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).

• A single cell characterisation of human embryogenesis identifies pluripotency transitions and putative anterior hypoblast centre.

  PMID 34140473 · PMC8211662 · Nature communications · 2021 · 7 claims · 4 setups

  Has reproduction · 90

  The embryonic epiblast progressively transitions from a naïve to a primed pluripotent state as it develops from pre- to post-implantation.

  embryo single-cell logistic immunofluorescence

• Graph Random Forest: A Graph Embedded Algorithm for Identifying Highly Connected Important Features.

  PMID 37509188 · PMC10377046 · Biomolecules · 2023 · 8 claims · 3 setups

  Has reproduction · 89

  Graph Random Forest (GRF) embeds graph/network information directly into the decision-tree building process by splitting on features in the k-hop neighborhood of a data-driven head-splitting node.

  scale-free non-small embryonic simulation rna-seq

• 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

• Exploiting convergent phenotypes to derive a pan-cancer cisplatin response gene expression signature.

  PMID 37076665 · PMC10115855 · NPJ precision oncology · 2023 · 8 claims · 8 setups

  Has reproduction · 50

  A convergent-phenotype-based seed gene/co-expression method can extract consensus gene expression signatures predictive of response to chemotherapeutic drugs in the GDSC database

  epithelial-based tcga gdsc muscle-invasive differential co-expression signature

• Decoding and reconstructing disease relations between dry eye and depression: a multimodal investigation comprising meta-analysis, genetic pathways and Mendelian randomization.

  PMID 38548265 · PMC11954816 · Journal of advanced research · 2025 · 7 claims · 8 setups

  Has reproduction · 79

  Meta-analysis confirms a positive bidirectional association between DED and DEP (DED patients have increased DEP prevalence and vice versa).

  studies taiwan twb ded meta-analysis genome-wide conditional

• L-Arabinose Alters the E. coli Transcriptome to Favor Biofilm Growth and Enhances Survival During Fluoroquinolone Stress.

  PMID 40732174 · PMC12299780 · Microorganisms · 2025 · 8 claims · 6 setups

  Has reproduction · 74

  L-arabinose increases planktonic growth rate but reduces total growth of E. coli at both 28°C and 37°C

  coli growth crystal colony