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).

• Pol II promoter prediction using characteristic 4-mer motifs: a machine learning approach.

  PMID 18834544 · PMC2575220 · BMC bioinformatics · 2008 · 8 claims · 8 setups

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  128 discriminating 4-mer motifs combined with an SVM (RBF kernel, LIBSVM) can distinguish promoter from non-promoter DNA sequences

  plant drosophila promoter same 4-mer tata blast

• hgtseq: A Standard Pipeline to Study Horizontal Gene Transfer.

  PMID 36498841 · PMC9738810 · International journal of molecular sciences · 2022 · 8 claims · 8 setups

  Has reproduction · 63

  hgtseq is a fully automated, portable, and scalable Nextflow/nf-core pipeline for detecting horizontal gene transfer signatures from unmapped sequencing reads.

  copd chikv bos canis exome taxonomic reference

• Genomic divergences among cattle, dog and human estimated from large-scale alignments of genomic sequences.

  PMID 16759380 · PMC1525190 · BMC genomics · 2006 · 8 claims · 6 setups

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  Overall pairwise genomic divergences among cattle, dog and human are relatively constant (0.32–0.37 change/site)

  orthologous random cattle aligned three-way pairwise bac

• A comprehensive sensitivity analysis of microarray breast cancer classification under feature variability.

  PMID 19941644 · PMC2789744 · BMC bioinformatics · 2009 · 7 claims · 4 setups

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  Feature variability strongly influences breast cancer signature composition even when array platform and patient stratification are identical.

  breast preprocessed microarray two-color perturbation

• Bcipep: a database of B-cell epitopes.

  PMID 15921533 · PMC1173103 · BMC genomics · 2005 · 8 claims · 2 setups

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  Bcipep is a comprehensive database of experimentally determined linear B-cell epitopes compiled from literature and other public databases

  synthetic antigenic anti-peptide sequence

• MiPred: classification of real and pseudo microRNA precursors using random forest prediction model with combined features.

  PMID 17553836 · PMC1933124 · Nucleic acids research · 2007 · 8 claims · 8 setups

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  A hybrid feature combining local contiguous triplet structure-sequence composition, MFE of the secondary structure, and P-value of a randomization test improves classification of real vs pseudo pre-miRNAs

  real combined pre-mirna training random independent repeated

• TRAPID 2.0: a web application for taxonomic and functional analysis of de novo transcriptomes.

  PMID 34197621 · PMC8464036 · Nucleic acids research · 2021 · 8 claims · 8 setups

  Has reproduction · 60

  TRAPID 2.0 is a web application performing global characterization of de novo transcriptomes via structural, functional, and taxonomic annotation in an initial processing phase, followed by an exploratory phase of downstream analyses.

  mmetsp query putative ciliate taxonomic similarity non-coding

• Boosting accuracy of automated classification of fluorescence microscope images for location proteomics.

  PMID 15207009 · PMC449699 · BMC bioinformatics · 2004 · 8 claims · 8 setups

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  New classifiers (SVMs, ensembles) and new wavelet-derived (Gabor, Daubechies) features improve recognition of protein subcellular location patterns over the previous neural network approach

  hela automated stepwise training-set-size

• 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

• SUPERFAMILY--sophisticated comparative genomics, data mining, visualization and phylogeny.

  PMID 19036790 · PMC2686452 · Nucleic acids research · 2009 · 7 claims · 6 setups

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  SUPERFAMILY provides structural, functional and evolutionary annotation for proteins from all completely sequenced genomes using SCOP-based hidden Markov models

  user-submitted query genomes proteins domain profile-profile comparative

• Biomarkers that discriminate multiple myeloma patients with or without skeletal involvement detected using SELDI-TOF mass spectrometry and statistical and machine learning tools.

  PMID 17124346 · PMC3862287 · Disease markers · 2006 · 8 claims · 5 setups

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  SELDI-TOF MS serum profiling can discriminate MM patients with vs without skeletal (bone lesion) involvement using peak biomarkers

  serum seldi seldi-tof serum univariate

• From genomics to chemical genomics: new developments in KEGG.

  PMID 16381885 · PMC1347464 · Nucleic acids research · 2006 · 8 claims · 5 setups

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  KEGG BRITE has been formally added as a fourth main KEGG database to establish a logical foundation for functional interpretation and pathway reconstruction.

  enzymatic substrate kegg complete chemical number ortholog

• Exhaustive prediction of disease susceptibility to coding base changes in the human genome.

  PMID 18793467 · PMC2537574 · BMC bioinformatics · 2008 · 8 claims · 7 setups

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  Inter-species conservation is the strongest single predictor of disease-associated coding mutations among the factors tested.

  hgmd refseq aligned svm svm reciprocal inter-species

• 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

• 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

• Macrel: antimicrobial peptide screening in genomes and metagenomes.

  PMID 33384902 · PMC7751412 · PeerJ · 2020 · 8 claims · 8 setups

  Has reproduction · 83

  Macrel introduces a novel set of 22 peptide features (6 local, 16 global), including a new Free Energy Transition (FET) feature group, for AMP and hemolytic activity classification

  curated hemopi-1 xiao peptide random benchmark homology-aware

• Automatic discovery of 100-miRNA signature for cancer classification using ensemble feature selection.

  PMID 31533612 · PMC6751684 · BMC bioinformatics · 2019 · 8 claims · 6 setups

  Has reproduction · 69

  An ensemble feature selection strategy using consensus of feature relevance across 8 classifier types identifies a 100-miRNA signature from a 1046-feature TCGA dataset

  tcga geo mirnas mirna feature bibliographic

• Wx: a neural network-based feature selection algorithm for transcriptomic data.

  PMID 31324856 · PMC6642261 · Scientific reports · 2019 · 8 claims · 8 setups

  Has reproduction · 50

  The Wx algorithm ranks genes using a DI score reflecting each gene's classification power for distinguishing two groups.

  tcga gse72056 gse40419 gse103322 bulk single-cell rna-seq

• SnakeMAGs: a simple, efficient, flexible and scalable workflow to reconstruct prokaryotic genomes from metagenomes.

  PMID 36875992 · PMC9978240 · F1000Research · 2022 · 7 claims · 8 setups

  Has reproduction · 67

  SnakeMAGs is a simple, efficient, flexible and scalable Snakemake workflow that processes Illumina reads from raw data to MAG classification and relative abundance estimation

  publicly bins quality-filtered assembled workflow genome megahit

• 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