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).

• SNAP: predict effect of non-synonymous polymorphisms on function.

  PMID 17526529 · PMC1920242 · Nucleic acids research · 2007 · 7 claims · 8 setups

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  SNAP, a neural network-based method using sequence-derived information, predicts whether a non-synonymous SNP is neutral or non-neutral for protein function

  combined escherichia bacteriophage hiv-1 neural benchmark comparative

• Comprehensive splice-site analysis using comparative genomics.

  PMID 16914448 · PMC1557818 · Nucleic acids research · 2006 · 8 claims · 6 setups

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  Over half a million splice sites were collected from five species (H. sapiens, M. musculus, D. melanogaster, C. elegans, A. thaliana) and classified into four main subtypes: U2-type GT-AG and GC-AG, and U12-type GT-AG and AT-AC.

  refseq u2-type genes comparative information phylogenetic

• The mammalian phenotype ontology: enabling robust annotation and comparative analysis.

  PMID 20052305 · PMC2801442 · Wiley interdisciplinary reviews. Systems biology and medicine · 2009 · 8 claims · 6 setups

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  The Mammalian Phenotype (MP) Ontology enables classification and organization of phenotypic data for mouse and other mammalian species in a computationally useful, standardized manner.

  genotypes neural inbred viable phenotype phylogenetic comparative

• ResnetAge: A Resnet-Based DNA Methylation Age Prediction Method.

  PMID 38247911 · PMC10813502 · Bioengineering (Basel, Switzerland) · 2023 · 8 claims · 4 setups

  Has reproduction · 75

  ResnetAge, a ResNet-based neural network using 22,278 shared Illumina 27K/450K CpG sites, predicts DNA methylation age from beta values.

  shared independent methylation resnet comparative

• Identification of novel regulatory factor X (RFX) target genes by comparative genomics in Drosophila species.

  PMID 17875208 · PMC2375033 · Genome biology · 2007 · 8 claims · 4 setups

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  A subset of C. elegans DAF-19 target genes have Drosophila homologs that are also regulated by dRFX, showing conservation of the RFX regulatory cascade between the two species.

  drosophila genome melanogaster real-time comparative gfp

• Artificial Intelligence Approach in Machine Learning-Based Modeling and Networking of the Coronavirus Pathogenesis Pathway.

  PMID 40699865 · PMC12191508 · Current issues in molecular biology · 2025 · 8 claims · 8 setups

  Has reproduction

  The coronavirus pathogenesis pathway is activated in SARS-CoV-2-infected iPSC-derived cardiac cells and in SARS-CoV/SARS-CoV-2-infected LUAD cells

  ace2-transfected calu-3 luad ipsc-derived ipa sequencing convolutional

• 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

• The role of proteomics in depression research.

  PMID 19997739 · PMC2940035 · European archives of psychiatry and clinical neuroscience · 2010 · 8 claims · 8 setups

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  Proteomics offers a complementary, functional-endpoint approach that can elucidate MDD pathophysiological mechanisms and biomarkers beyond transcriptomic/targeted studies

  postmortem schizophrenia frontal hypothalamus gel shotgun proteome

• Have microarrays failed to deliver for developmental biology?

  PMID 12225576 · PMC139405 · Genome biology · 2002 · 8 claims · 8 setups

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  Despite predictions that microarrays would transform biology, very few published developmental biology microarray studies have generated novel insights.

  drosophila caenorhabditis developing xenopus cdna genome-wide microarray

• Physiology engages with functional genomics - at last.

  PMID 16086845 · PMC1273626 · Genome biology · 2005 · 8 claims · 8 setups

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  Large-scale QTL phenotyping in rat strains reveals that most hypertension-related traits are sexually dimorphic

  wild-type caenorhabditis kidney pcr qtl enu copas

• Prediction of catalytic residues using Support Vector Machine with selected protein sequence and structural properties.

  PMID 16790052 · PMC1534064 · BMC bioinformatics · 2006 · 8 claims · 7 setups

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  The Sequential Minimal Optimization (SMO) SVM algorithm was the best-performing classifier among 26 WEKA classifiers for predicting catalytic residues

  benchmarking same pirsf pdb supervised wrapper sequence