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).

• Cancer-specific high-throughput annotation of somatic mutations: computational prediction of driver missense mutations.

  PMID 19654296 · PMC2763410 · Cancer research · 2009 · 7 claims · 7 setups

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  CHASM, a Random Forest-based computational method, was developed to identify and prioritize missense mutations likely to be functional drivers of tumor cell proliferation.

  missense same synthetic tp53 random support principal

• 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

• Decision forest analysis of 61 single nucleotide polymorphisms in a case-control study of esophageal cancer; a novel method.

  PMID 16026601 · PMC1637030 · BMC bioinformatics · 2005 · 8 claims · 2 setups

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  DF-SNPs, a novel adaptation of the Decision Forest method, can classify esophageal cancer cases vs. controls based on SNP genotype data with high concordance, sensitivity, and specificity.

  genomic snp high-throughput decision

• Transcription-coupled and epigenome-encoded mechanisms direct H3K4 methylation.

  PMID 35953471 · PMC9372134 · Nature communications · 2022 · 8 claims · 8 setups

  Has reproduction · 83

  ATX1, ATX2, and ATXR7 redundantly mediate H3K4 monomethylation genome-wide

  arabidopsis chip-seq western random

• A general definition and nomenclature for alternative splicing events.

  PMID 18688268 · PMC2467475 · PLoS computational biology · 2008 · 6 claims · 4 setups

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  Existing AS nomenclatures (Malko et al.'s 5-letter strings, Nagasaki et al.'s bit matrices, and the ASD/ATD/AEdb system) are redundant, ambiguous, or incapable of representing complex or large splicing variations.

  refseq reference metazoan example computational comparative

• Nucleotide-resolution analysis of structural variants using BreakSeq and a breakpoint library.

  PMID 20037582 · PMC2951730 · Nature biotechnology · 2010 · 8 claims · 7 setups

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  A standardized, non-redundant library of 1,889 breakpoint-resolved SVs was assembled from eight published surveys

  personal genomic pcr-validated unrelated short-read pcr sanger

• Predicting the pathogenicity of missense variants using features derived from AlphaFold2.

  PMID 37084271 · PMC10203375 · Bioinformatics (Oxford, England) · 2023 · 6 claims · 8 setups

  Has reproduction · 85

  AlphaFold2-derived structural features (solvent accessibility, amino acid network features, physicochemical environment, pLDDT) can be used to train a random forest classifier (AlphScore) that distinguishes proxy-benign from proxy-pathogenic missense variants.

  gnomad alphafold2-predicted alphscore proteins machine secondary physicochemical

• Integrative transcriptomic and machine learning framework reveals candidate genes and potential mechanisms of aflatoxin B1 exposure in breast cancer.

  PMID 41688730 · PMC12982753 · Scientific reports · 2026 · 7 claims · 8 setups

  Has reproduction · 83

  Twenty-two genes lie at the intersection of AFB1-predicted targets and breast cancer-associated co-expression modules/DEGs

  afb1 breast training candidate computational bulk weighted

• Computational approaches for predicting the biological effect of p53 missense mutations: a comparison of three sequence analysis based methods.

  PMID 16522644 · PMC1390679 · Nucleic acids research · 2006 · 7 claims · 6 setups

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  Align-GVGD predicts loss of transactivation activity with high specificity (~88%) but lower sensitivity (67.9-71.2%) for neutral mutants

  p53 tp53 yeast-based sequence align-gvgd

• ARED 3.0: the large and diverse AU-rich transcriptome.

  PMID 16381826 · PMC1347415 · Nucleic acids research · 2006 · 7 claims · 6 setups

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  ARED 3.0 computationally mapped more than 4000 ARE-mRNAs to the human genome, representing 5-8% of human genes.

  records est est-derived combined computational est sequence

• Predicting the phenotypic effects of non-synonymous single nucleotide polymorphisms based on support vector machines.

  PMID 18005451 · PMC2216041 · BMC bioinformatics · 2007 · 8 claims · 5 setups

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  Parepro, an SVM-based method integrating three attribute sets (RD, MI, IE) derived from evolutionary and residue-property information, predicts whether an nsSNP is deleterious or neutral.

  sequences target svm benchmark homology

• ADaCGH: A parallelized web-based application and R package for the analysis of aCGH data.

  PMID 17710137 · PMC1940324 · PloS one · 2007 · 8 claims · 4 setups

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  ADaCGH implements eight CNA detection methods, including the best-performing ones from recent reviews (CBS, GLAD, CGHseg, HMM)

  30-node web-based cluster simulated computational web comparison

• 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

• Large-scale structural analysis of the core promoter in mammalian and plant genomes.

  PMID 16049029 · PMC1181242 · Nucleic acids research · 2005 · 8 claims · 7 setups

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  DNA encodes at least two independent levels of functional information: protein/TF-binding sequence information and physical/structural properties of the molecule itself.

  core-promoter arabidopsis rice computational adaptive linear

• 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

• Trans-natural antisense transcripts including noncoding RNAs in 10 species: implications for expression regulation.

  PMID 18653530 · PMC2528163 · Nucleic acids research · 2008 · 8 claims · 7 setups

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  A new computational pipeline identifies trans-SAs using ESTs (not just mRNAs) across 10 animal species, improving coverage over prior methods

  est unannotated trans-sa tus computational coding hybridization

• Logical Analysis of Data (LAD) model for the early diagnosis of acute ischemic stroke.

  PMID 18616825 · PMC2492849 · BMC medical informatics and decision making · 2008 · 7 claims · 5 setups

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  An LAD classification model built from a support-set of 3 peptide peaks can distinguish stroke patients from controls with 75% accuracy on an independent validation set

  plasma discretized seldi-tof serum logical

• Machine-learning approaches for classifying haplogroup from Y chromosome STR data.

  PMID 18551166 · PMC2396484 · PLoS computational biology · 2008 · 8 claims · 5 setups

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  Y-STR allelic variability is partitioned more by differences among haplogroups than by differences among populations, suggesting Y-STRs carry haplogroup information

  globally same computational publicly y-str snp supervised

• Estimation of relevant variables on high-dimensional biological patterns using iterated weighted kernel functions.

  PMID 18509521 · PMC2396875 · PloS one · 2008 · 7 claims · 6 setups

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  wKIERA combines a weighted-kernel discriminant (kernel perceptron) with an iterative stochastic probability estimation-of-distribution algorithm to estimate a relevance distribution over variables

  serum colon glioblastoma synthetic seldi-tof gene computational

• Prediction-based approaches to characterize bidirectional promoters in the mammalian genome.

  PMID 18366609 · PMC2386062 · BMC genomics · 2008 · 8 claims · 7 setups

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  The mapping algorithm identified 5,647 candidate bidirectional promoter regions in the mouse genome, similar in number to those previously found in human.

  genome seven genes computational cage comparative