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).

• Refining breast cancer biomarker discovery and drug targeting through an advanced data-driven approach.

  PMID 38253993 · PMC10810249 · BMC bioinformatics · 2024 · 8 claims · 8 setups

  Has reproduction · 59

  The BGWO_SA_Ens algorithm (hybrid BGWO + simulated annealing with an ensemble classifier objective function) selects predictive breast cancer biomarker genes with high classification performance

  merged gse45827 superior differential feature comparative

• Genome-wide identification of human functional DNA using a neutral indel model.

  PMID 16410828 · PMC1326222 · PLoS computational biology · 2006 · 8 claims · 8 setups

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  A neutral indel model predicting a geometric distribution of intergap segment (IGS) lengths fits human-mouse ancestral repeat (AR) alignment data excellently

  chromosome human-mouse genome individual whole-genome probabilistic comparative

• Computational modeling demonstrates that glioblastoma cells can survive spatial environmental challenges through exploratory adaptation.

  PMID 31836713 · PMC6911112 · Nature communications · 2019 · 8 claims · 6 setups

  Has reproduction · 100

  Stochastic exploration of the gene-regulatory network structure confers enhanced adaptive capacity, enabling GBM cells to converge to new target phenotypes in novel environments.

  gbm glioma gbm-focused glioma-related transcriptomic differential gene-regulatory

• SNP selection for genes of iron metabolism in a study of genetic modifiers of hemochromatosis.

  PMID 18366708 · PMC2289803 · BMC medical genetics · 2008 · 7 claims · 6 setups

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  Illumina validation/design scores above 0.6 are not strongly correlated with actual SNP genotyping performance (Gentrain score)

  randomly heirs seattlesnps african resequencing genome-wide tag

• Inferring a spatial code of cell-cell interactions across a whole animal body.

  PMID 36395331 · PMC9714814 · PLoS computational biology · 2022 · 8 claims · 6 setups

  Has reproduction · 90

  cell2cell computes cell-cell interaction (CCI) potential using a novel modified Bray-Curtis score based on complementary coexpression of ligand-receptor pairs between cells

  elegans computational single-cell random genetic

• G-quadruplexes: the beginning and end of UTRs.

  PMID 18832370 · PMC2577360 · Nucleic acids research · 2008 · 8 claims · 5 setups

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  UTRs show significant strand asymmetry with C-PQS more common than G-PQS, consistent with general depletion of G-quadruplex-forming RNA

  genome 5'-utr simulated protein-coding computational high-resolution utr

• Identifying the important HIV-1 recombination breakpoints.

  PMID 18787691 · PMC2522274 · PLoS computational biology · 2008 · 8 claims · 3 setups

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  Local sequence identity between co-packaged parental RNAs strongly influences the probability of strand-transfer/breakpoint location, with fewer breakpoints occurring near mismatches

  inter-subtype parental copy-choice probabilistic comparative

• Patterns of somatic mutation in human cancer genomes.

  PMID 17344846 · PMC2712719 · Nature · 2007 · 8 claims · 5 setups

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  Systematic resequencing of a large gene family (protein kinases) across diverse cancers reveals a larger repertoire of cancer genes than previously anticipated

  cancers additional computational combined targeted follow-up statistical

• Predicting positive p53 cancer rescue regions using Most Informative Positive (MIP) active learning.

  PMID 19756158 · PMC2742196 · PLoS computational biology · 2009 · 8 claims · 4 setups

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  MIP active learning is a novel active learning method that preferentially seeks informative Positive (functionally active) examples rather than only maximizing classifier accuracy.

  engineered p53 computational yeast-based regional homology

• Application of alternative de novo motif recognition models for analysis of structural heterogeneity of transcription factor binding sites: a case study of FOXA2 binding sites.

  PMID 34547062 · PMC8408018 · Vavilovskii zhurnal genetiki i selektsii · 2021 · 6 claims · 7 setups

  Has reproduction · 62

  Combining four de novo models (PWM, diPWM, BaMM, InMoDe) significantly increases the fraction of recognized peaks versus PWM alone (by 26.3%).

  hg38 foxa2 pwm whole-genome chip-seq pwm dipwm

• Enhanced Bioremediation Potential of Shewanella decolorationis RNA Polymerase Mutants and Evidence for Novel Azo Dye Biodegradation Pathways.

  PMID 35391736 · PMC8981235 · Frontiers in microbiology · 2022 · 8 claims · 8 setups

  Has reproduction · 80

  Unbiased RNAP (rpoB) mutation screening via rifampicin resistance is an effective method to obtain bacterial mutants with enhanced bioremediation activity

  shewanella decolorationis rifampicin pcr minimum

• Bacteriophage Mu integration in yeast and mammalian genomes.

  PMID 18953026 · PMC2602771 · Nucleic acids research · 2008 · 8 claims · 8 setups

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  In vitro-assembled Mu transpososomes, delivered by electroporation, efficiently integrate marker genes into yeast, mouse ES, human HeLa, and human ES cell genomes

  cerevisiae ab2.2 hela fes29 electroporation southern transposition

• Prognostic biomarker discovery in pancreatic cancer through hybrid ensemble feature selection and multi-omics data.

  PMID 41957754 · PMC13188360 · BioData mining · 2026 · 7 claims · 3 setups

  Has reproduction · 92

  The hEFS framework integrates data subsampling with multiple prognostic models (embedded and wrapper-based), aggregates feature rankings via a voting-theory-inspired approach, and selects the optimal feature subset via Pareto front optimization, eliminating user-defined thresholds.

  pancreatic pdac multi-omics gene monte

• Evola: Ortholog database of all human genes in H-InvDB with manual curation of phylogenetic trees.

  PMID 17982176 · PMC2238928 · Nucleic acids research · 2008 · 6 claims · 7 setups

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  Evola combines genome synteny-based computational ortholog detection with manual curation of phylogenetic trees by experts to yield more reliable orthologs than automated pairwise methods

  genome h-invdb gene sets genome transcript-to-genome coding

• Enabling Single-Cell Drug Response Annotations from Bulk RNA-Seq Using SCAD.

  PMID 36762572 · PMC10104628 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2023 · 7 claims · 7 setups

  Has reproduction · 81

  SCAD, a transfer learning framework integrating adversarial discriminative domain adaptation (ADDA), can infer single-cell drug sensitivities by transferring knowledge from bulk RNA-seq pharmacogenomic data (GDSC) to scRNA-seq target domains

  pan-cancer pc9 451lu a375 bulk scrna-seq computational

• GoMiner: a resource for biological interpretation of genomic and proteomic data.

  PMID 12702209 · PMC154579 · Genome biology · 2003 · 8 claims · 4 setups

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  GoMiner organizes 'interesting' gene lists (e.g., differentially expressed genes) into the Gene Ontology hierarchy for biological interpretation, displaying results as both a tree and a directed acyclic graph (DAG).

  du145 gene gominer cdna flow category

• SePaCS--a web-based application for classification of seroreactivity profiles.

  PMID 17478503 · PMC1933220 · Nucleic acids research · 2007 · 8 claims · 4 setups

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  SePaCS is a freely available web-based tool that trains and applies multiple classification methods (4 Naive Bayes variants, SVM with RBF kernel, LDA, DLDA) to seroreactivity profiles and outputs results as a summary table plus a detailed PDF report

  blood computational seroreactivity supervised mutual

• Genomics: applications in mechanism elucidation.

  PMID 19166886 · PMC2698023 · Advanced drug delivery reviews · 2009 · 8 claims · 8 setups

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  Genomic tools require no a priori knowledge of a compound's mode of action and can reveal biological pathways (metabolism, distribution, off-target effects) in addition to the precise mechanism of action.

  extract panel saccharomyces inbred affinity cytotoxicity genome-wide

• Identification of deleterious non-synonymous single nucleotide polymorphisms using sequence-derived information.

  PMID 18588693 · PMC2446391 · BMC bioinformatics · 2008 · 8 claims · 5 setups

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  A decision tree built on 10 selected sequence-derived features classifies SAPs as Disease or Polymorphism with 82.6% accuracy and 0.607 MCC in cross-validation.

  sap sequence-derived humvar same decision independent greedy

• Inter-individual variation of DNA methylation and its implications for large-scale epigenome mapping.

  PMID 18413340 · PMC2425484 · Nucleic acids research · 2008 · 8 claims · 8 setups

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  CpG-rich regions (CpG islands) show low and similar methylation levels across individuals, but the sequential order of the few methylated CpGs among the many unmethylated ones varies randomly between individuals.

  cd4+ computational hep direct simulation epigraph