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).

• Interaction profile-based protein classification of death domain.

  PMID 15189571 · PMC459208 · BMC bioinformatics · 2004 · 7 claims · 6 setups

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  An SVM-based classifier using Residue Pair Interaction Profiles (RPIPs) can classify death domain superfamily members into subfamilies with 89% average cross-validation accuracy

  homology-modeled death homology putative rigid-body homology model

• Advancing codon language modeling with synonymous codon constrained masking.

  PMID 41736545 · PMC12956333 · Nucleic acids research · 2026 · 8 claims · 7 setups

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  SynCodonLM introduces synonymous codon-constrained masking, restricting masked-codon prediction to only synonymous codon options via logit masking before softmax

  cds syncodonlm escherichia rscu masked t-sne pca

• Deep learning from phylogenies to uncover the epidemiological dynamics of outbreaks.

  PMID 35794110 · PMC9258765 · Nature communications · 2022 · 8 claims · 5 setups

  Has reproduction · 94

  Deep learning (FFNN-SS and CNN-CBLV) enables accurate and fast likelihood-free estimation of epidemiological parameters and model selection from phylogenies

  simulated same hiv-1 simulation-based bayesian maximum-likelihood

• Assessing the impacts of COVID-19 vaccination programme's timing and speed on health benefits, cost-effectiveness, and relative affordability in 27 African countries.

  PMID 36882868 · PMC9991879 · BMC medicine · 2023 · 8 claims · 6 setups

  Has reproduction · 89

  Vaccination programmes with earlier start dates yield the most health benefits and lowest ICERs compared to late-starting programmes

  population-level age-structured same ethiopia dynamic epidemiological daly

• The 32nd Annual Congress of the Society of Critical Care Medicine, 28 January - 2 February 2003, San Antonio, USA.

  PMID 12720569 · PMC270663 · Critical care (London, England) · 2003 · 8 claims · 8 setups

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  Proteomics is more useful than genomics for identifying regulatory pathways and druggable targets in disease because transcriptional responses to different stimuli often converge while protein interaction networks reveal distinct regulatory nodes

  macrophages patients animal ards gene histological mechanical

• Amelioration of colorectal cancer-associated fibroblasts in immunosuppressive microenvironment by ferroptosis-based nanotherapy.

  PMID 41690961 · PMC13018587 · Nature communications · 2026 · 8 claims · 8 setups

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  CAFs drive tumor-promoting activity and immunosuppression, contributing to CRC immunotherapy resistance

  crc patient-derived hct116 models bioinformatic cytotoxicity bio-tem

• Indirect genomic effects on survival from gene expression data.

  PMID 18358079 · PMC2397510 · Genome biology · 2008 · 7 claims · 6 setups

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  A novel methodology (dynamic path analysis combined with additive hazard survival regression) can detect and quantify indirect effects of gene expression on survival mediated through transcription factor target genes.

  dutch uppsala dlbcl gene gene literature permutation

• NOD-like receptor repertoire in the chromosome-level genome of the demosponge Dysidea avara (Schmidt, 1862).

  PMID 41710890 · PMC12909245 · Frontiers in immunology · 2026 · 8 claims · 8 setups

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  Dysidea avara has a chromosome-level genome assembly of 575 Mb, N50 41 Mb, 162 scaffolds, and 15 chromosomes.

  dysidea avara translated nlrs long-read hi-c genome

• VHL synthetic lethality screens uncover CBF-β as a negative regulator of STING.

  PMID 41820368 · PMC13121600 · Nature communications · 2026 · 8 claims · 8 setups

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  CBFB (CBF-β) is a synthetic lethal interactor of VHL in ccRCC cell lines

  786o ccrcc tcga genome-wide competitive immunoblot