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).

• Uncovering information on expression of natural antisense transcripts in Affymetrix MOE430 datasets.

  PMID 17598913 · PMC1929078 · BMC genomics · 2007 · 8 claims · 4 setups

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  Standard Affymetrix expression GeneChips (MOE430, HG-U133) contain probe sets that detect natural antisense transcripts (NATs)

  moe430 pooled organs probe strand-specific microarray

• Towards precise classification of cancers based on robust gene functional expression profiles.

  PMID 15774002 · PMC1274255 · BMC bioinformatics · 2005 · 6 claims · 7 setups

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  Functional expression profiles (FEPs) achieve comparable or better classification performance than conventional gene expression profiles (GEPs) across four public microarray datasets

  nci60 lymphoma fep go-annotated cdna recursive hypergeometric

• Topologically inferring pathway activity toward precise cancer classification via integrating genomic and metabolomic data: prostate cancer as a case.

  PMID 26286638 · PMC4541321 · Scientific reports · 2015 · 6 claims · 4 setups

  Has reproduction · 76

  DRW-GM integrates gene expression and metabolomic profiles via directed random walk on a global gene–metabolite pathway graph to weight genes by topological importance and infer reproducible pathway activities

  prostate global gene metabolomic computational

• Applications for protein sequence-function evolution data: mRNA/protein expression analysis and coding SNP scoring tools.

  PMID 16912992 · PMC1538848 · Nucleic acids research · 2006 · 7 claims · 8 setups

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  PANTHER HMMs built from family/subfamily multiple sequence alignments can classify novel protein sequences into functional groups based on statistically significant HMM match scores

  input gene genome-wide genes sequence gene numerical

• Prioritization of candidate cancer genes--an aid to oncogenomic studies.

  PMID 18710882 · PMC2566894 · Nucleic acids research · 2008 · 8 claims · 8 setups

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  Computational classifiers using combinations of protein conservation, gene structure, protein domains, protein interactions, and regulatory data can distinguish known cancer genes (CD/CR) from unlabelled human genes

  genes cancer interpro interactome averaged cross-validation domain

• 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

• Evolutionarily conserved and diverged alternative splicing events show different expression and functional profiles.

  PMID 16195578 · PMC1240112 · Nucleic acids research · 2005 · 8 claims · 5 setups

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  Alternative splices in 10,818 human-mouse gene pairs can be classified as conserved, novel, or diverged based on genomic and transcript-level cross-species comparison.

  orthologous diverse tissues gene comparative est microarray

• 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

• An SVM-based system for predicting protein subnuclear localizations.

  PMID 16336650 · PMC1325059 · BMC bioinformatics · 2005 · 7 claims · 3 setups

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  New kernels defined on k-peptide vectors mapped by BLOSUM62-based high-scored pair matrices (D1, D2, D3) improve SVM discrimination of protein subnuclear localization compared to conventional k-peptide encodings.

  single-localization multi-localization same svm sequence

• CGH-Profiler: data mining based on genomic aberration profiles.

  PMID 16042799 · PMC1183191 · BMC bioinformatics · 2005 · 8 claims · 3 setups

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  CGH-Profiler circumvents ISCN nomenclature by importing CGH data from different vendor systems and converting it into a table format suitable for statistical analysis.

  tumour cgh metaphase comparative metaphase

• Prediction of candidate primary immunodeficiency disease genes using a support vector machine learning approach.

  PMID 19801557 · PMC2780952 · DNA research : an international journal for rapid publication of reports on genes and genomes · 2009 · 6 claims · 3 setups

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  An SVM trained on 69 binary features of known PID genes can accurately classify PID vs non-PID genes and predict novel candidate PID genes

  genome training svm support leave-one-out sensitivity

• Development of a fluorescent multiplex assay for detection of MSI-High tumors.

  PMID 15528789 · PMC3839403 · Disease markers · 2004 · 8 claims · 7 setups

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  Mononucleotide markers are the most sensitive and specific microsatellite marker type for detecting MSI-H tumors with MMR defects

  colorectal blood healthy non-msi-h microsatellite fluorescent immunohistochemistry

• A computational screen for type I polyketide synthases in metagenomics shotgun data.

  PMID 18953415 · PMC2568958 · PloS one · 2008 · 8 claims · 6 setups

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  Combining HMM domain searches with maximum-likelihood phylogenetic trees can discriminate true PKS I sequences from evolutionarily related but functionally different enzymes (e.g., FAS I) in metagenomic data.

  predicted hmm-identified reference hmm hmm maximum-likelihood robinson-foulds

• 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 by a discriminative index (DI) score representing classification power for distinguishing given groups, enabling intuitive selection of optimal biomarker genes.

  tcga melanoma lung head bulk single-cell rna-seq

• Phylogenetic profiling of the Arabidopsis thaliana proteome: what proteins distinguish plants from other organisms?

  PMID 15287975 · PMC507878 · Genome biology · 2004 · 8 claims · 6 setups

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  3,848 Arabidopsis proteins were identified as likely plant-specific based on phylogenetic profiling and EST confirmation in multiple plant species

  arabidopsis phylogenetic tblastn subcellular

• Discovering cancer genes by integrating network and functional properties.

  PMID 19765316 · PMC2758898 · BMC medical genomics · 2009 · 8 claims · 6 setups

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  Cancer genes have distinct PPI network topology (higher connectivity, higher clustering coefficient, shorter path length to known cancer genes) compared to non-cancer genes

  genes gene colon ppi pfam term

• SurvConvMixer: robust and interpretable cancer survival prediction based on ConvMixer using pathway-level gene expression images.

  PMID 38539106 · PMC10967213 · BMC bioinformatics · 2024 · 7 claims · 6 setups

  Has reproduction · 77

  SurvConvMixer reformats KEGG Pathways-in-Cancer gene expression values into pathway-level 2D gene expression images and applies a ConvMixer-based model for overall survival prediction

  luad lung bulk gene machine

• Protein length in eukaryotic and prokaryotic proteomes.

  PMID 15951512 · PMC1150220 · Nucleic acids research · 2005 · 7 claims · 5 setups

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  Eukaryotic proteins are significantly longer than prokaryotic proteins across virtually all functional categories and the majority of protein families

  eukaryotic proteins genomic cog comparative orthology domain

• 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