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).

• Critical evaluation of drug response prediction models with DrEval.

  PMID 42120410 · PMC13168506 · Nature communications · 2026 · 8 claims · 6 setups

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  DrEval is a living open-source benchmarking pipeline for unbiased, biologically meaningful evaluation of cancer drug response prediction models, integrating standardized preprocessing, hyperparameter tuning, statistically rigorous evaluation, cross-study benchmarks, and ablation studies.

  ctrpv2 ccle beataml2 pdx_bruna viability drug pdx

• Genome-wide siRNA-based functional genomics of pigmentation identifies novel genes and pathways that impact melanogenesis in human cells.

  PMID 19057677 · PMC2585813 · PLoS genetics · 2008 · 7 claims · 8 setups

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  Genome-wide siRNA screening identified 92 novel genes that support melanin production in human melanocytes with a low false discovery rate.

  mnt-1 melanocyte melanocytes genome-wide secondary quantitative

• Broad network-based predictability of Saccharomyces cerevisiae gene loss-of-function phenotypes.

  PMID 18053250 · PMC2246260 · Genome biology · 2007 · 8 claims · 4 setups

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  Loss-of-function phenotypes in yeast are predictable from a gene's connections in a functional gene network via guilt-by-association.

  saccharomyces guilt-by-association comparison network-guided

• Prevalence and functional analysis of sequence variants in the ATR checkpoint mediator Claspin.

  PMID 19737971 · PMC2994259 · Molecular cancer research : MCR · 2009 · 8 claims · 8 setups

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  CLSPN is a mediator protein essential for the ATR- and CHK1-dependent checkpoint response to replicative stress or single-stranded DNA

  ebv-immortalized sporadic same caucasian genomic denaturing genotyping

• The GATA factor ELT-3 specifies endoderm in Caenorhabditis angaria in an ancestral gene network.

  PMID 36196618 · PMC9720673 · Development (Cambridge, England) · 2022 · 8 claims · 8 setups

  Has reproduction · 82

  Can-elt-3 (and orthologues in C. portoensis and C. monodelphis) is expressed in the early E lineage prior to elt-2 orthologue expression

  angaria elegans portoensis gata rnai single-molecule smifish

• Discovering cancer genes by integrating network and functional properties.

  PMID 19765316 · PMC2758898 · BMC medical genomics · 2009 · 8 claims · 6 setups

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  Cancer genes have distinct PPI network topology (higher connectivity, higher clustering coefficient, shorter path length to known cancer genes) compared to non-cancer genes

  genes gene colon ppi pfam term

• Genomic views of distant-acting enhancers.

  PMID 19741700 · PMC2923221 · Nature · 2009 · 8 claims · 8 setups

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  Meta-analysis of ~1200 top GWAS SNPs found that in 40% of cases (472/1170) no known exons overlap the linked SNP or its haplotype block, implying noncoding variation causally contributes to many traits.

  genome patients embryos ret gwas targeted transgenic

• Harnessing secretory pathway differences between HEK293 and CHO to rescue production of difficult to express proteins.

  PMID 35301123 · PMC9189052 · Metabolic engineering · 2022 · 8 claims · 7 setups

  Has reproduction · 71

  Swapping expression host from CHO to HEK293 improves secreted titers for roughly one third of difficult-to-express human proteins

  expicho choebnalt85-1e9 freestyle culture transient semi-stable targeted

• Tumor methionine metabolism drives T-cell exhaustion in hepatocellular carcinoma.

  PMID 33674593 · PMC7935900 · Nature communications · 2021 · 8 claims · 8 setups

  Has reproduction · 78

  A transcriptome-derived T-cell exhaustion score (ES) is prognostic for HCC patient survival independent of known clinical/molecular factors

  hcc-associated hcc malignant cd8+ single-cell bulk metabolomics

• Stress testing reveals selective vulnerabilities in protein homeostasis.

  PMID 41575849 · PMC13040462 · Cell reports · 2026 · 8 claims · 8 setups

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  Tn-seq fitness profiling across strains lacking major chaperones/proteases under proteotoxic stress reveals stress- and strain-specific fitness determinants otherwise masked by redundancy

  caulobacter transposon growth sequencing

• Single-cell protein activity analysis reveals aberrant myogenesis and IGF2-PI3K pathway dependencies in MYOD1-mutant rhabdomyosarcoma.

  PMID 41758938 · PMC12947870 · Science advances · 2026 · 8 claims · 8 setups

  Has reproduction · 84

  MYOD1 L122R-mutant SRMS tumors contain three coexisting, conserved cell states (progenitor, transition, differentiated) reflecting aberrant myogenic differentiation

  patient-derived tumor single paired single-nucleus infercnv aracne-ap