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).

• Protein ranking by semi-supervised network propagation.

  PMID 16723003 · PMC1810311 · BMC bioinformatics · 2006 · 8 claims · 5 setups

  Full-text index only

  RankProp, a diffusion-based network propagation algorithm on a PSI-BLAST-derived protein similarity network, significantly outperforms local search methods (BLAST/PSI-BLAST) at detecting remote homologs.

  scop similarity same psi-blast rankprop probabilistic

• 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

  Full-text index only

  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

• Deep transcriptomics reveals cell-specific isoforms of pan-neuronal genes.

  PMID 40379625 · PMC12084633 · Nature communications · 2025 · 8 claims · 5 setups

  Has reproduction · 84

  Pan-neuronal genes (expressed in many/all neurons) harbor highly cell-specific splice variants/isoforms restricted to single or few neuron types.

  elegans short-read whole-animal rt-pcr

• Ensembl 2005.

  PMID 15608235 · PMC540092 · Nucleic acids research · 2005 · 8 claims · 4 setups

  Full-text index only

  Ensembl's automatic gene build system can flexibly and reliably annotate a wide variety of genomes with limited species-specific evidence.

  chicken genomes vertebrate annotated experimental gene pairwise

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

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

  Full-text index only

  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

• Smart spatial omics (S2-omics) optimizes region of interest selection to capture molecular heterogeneity in diverse tissues.

  PMID 41298871 · PMC12662399 · Nature cell biology · 2025 · 7 claims · 6 setups

  Has reproduction · 100

  S2-omics is an end-to-end workflow that automatically selects ROIs from H&E histology images to maximize molecular information content for spatial omics profiling.

  gastric colorectal additional breast xenium visium histology

• Discovery and validation of molecular patterns and immune characteristics in the peripheral blood of ischemic stroke patients.

  PMID 38650649 · PMC11034498 · PeerJ · 2024 · 8 claims · 8 setups

  Has reproduction · 83

  188 differentially expressed genes (DEGs) between IS and control blood samples were identified and enriched in immune-related biological pathways

  blood degs peripheral hub microarray kegg cibersort

• A network-guided protocol to discover susceptibility genes in genome-wide association studies using stability selection.

  PMID 36609152 · PMC9850185 · STAR protocols · 2023 · 5 claims · 5 setups

  Has reproduction · 92

  The protocol identifies genes that are both statistically associated with a phenotype and functionally interconnected in a biological network

  case-control gene-gene fictional familial snp-phenotype gene-level network-guided

• Integration of text- and data-mining using ontologies successfully selects disease gene candidates.

  PMID 15767279 · PMC1065256 · Nucleic acids research · 2005 · 7 claims · 6 setups

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  Integrating eVOC anatomical ontology-based text-mining of PubMed abstracts with data-mining of gene expression annotation successfully selects and prioritizes candidate disease genes

  biomedical refseq training independent text-mining data-mining candidate

• Genome-wide identification of specific oligonucleotides using artificial neural network and computational genomic analysis.

  PMID 17518996 · PMC1892811 · BMC bioinformatics · 2007 · 7 claims · 4 setups

  Full-text index only

  The IAB algorithm (integration of ANN and BLAST) identifies genome-wide specific oligos much faster than pure BLAST search while maintaining comparable success rate and cross homology

  tigr xanthomonas xcc ann wu-blast whole-genome

• Target identification for repurposed drugs active against SARS-CoV-2 via high-throughput inverse docking.

  PMID 34825285 · PMC8616721 · Journal of computer-aided molecular design · 2022 · 8 claims · 6 setups

  Has reproduction · 63

  Combining Vinardo, Ledock, and Korp-PL scoring functions (via averaged Z-scores) improves correct target identification over any single scoring function.

  curated repurposed glycosylated interior inverse molecular exploratory

• Transcriptome profiling of Giardia intestinalis using strand-specific RNA-seq.

  PMID 23555231 · PMC3610916 · PLoS computational biology · 2013 · 8 claims · 8 setups

  Has reproduction · 74

  Most of the G. intestinalis genome is transcribed in in vitro-grown trophozoites, but at vastly different expression levels.

  intestinalis same rna-seq strand-specific technical reverse

• Constructing support vector machine ensembles for cancer classification based on proteomic profiling.

  PMID 16689692 · PMC5173238 · Genomics, proteomics & bioinformatics · 2005 · 7 claims · 4 setups

  Full-text index only

  CSVME, built by selecting a subset of base SVMs via SVM-RFE ranking and fusing them with a trained upper-layer SVM, achieves better classification performance than an ensemble of all base SVMs.

  serum computational seldi-tof svm-rfe-based 10-fold

• A consensus approach to vertebrate de novo transcriptome assembly from RNA-seq data: assembly of the duck (Anas platyrhynchos) transcriptome.

  PMID 25009556 · PMC4070175 · Frontiers in genetics · 2014 · 8 claims · 8 setups

  Has reproduction · 67

  Multiple k-mer (MK) assemblies are more complete than single k-mer (SK) assemblies, showing higher reads-mapped-back-to-transcripts (RMBT) and higher CEGMA complete-gene percentages for all three tools.

  anas duck million random illumina read novo

• A Decentralized Kidney Transplant Biopsy Classifier for Transplant Rejection Developed Using Genes of the Banff-Human Organ Transplant Panel.

  PMID 35619722 · PMC9128066 · Frontiers in immunology · 2022 · 6 claims · 6 setups

  Has reproduction · 90

  A random forest model trained solely on B-HOT panel genes (B-HOT Model) accurately classifies kidney transplant biopsies as NR, ABMR, or TCMR.

  kidney gene combined microarray machine sequential

• Integrative transcriptome sequencing identifies trans-splicing events with important roles in human embryonic stem cell pluripotency.

  PMID 24131564 · PMC3875859 · Genome research · 2014 · 8 claims · 8 setups

  Has reproduction · 100

  TSscan, a computational pipeline integrating long- and short-read transcriptome sequencing from multiple hESC lines, can detect trans-splicing while minimizing false positives from experimental artifacts and genetic rearrangements.

  hesc hescs long-read short-read rt-pcr

• CASK loss of function differentially regulates neuronal maturation and synaptic function in human induced cortical excitatory neurons.

  PMID 36262316 · PMC9574418 · iScience · 2022 · 7 claims · 8 setups

  Has reproduction · 62

  CASK LOF increases neuronal complexity (neurite overgrowth) in developing/immature human excitatory neurons

  cask ko1 day mature bulk qrt-pcr western

• Information extraction from full text scientific articles: where are the keywords?

  PMID 12775220 · PMC166134 · BMC bioinformatics · 2003 · 8 claims · 5 setups

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  The keyword content of the five article sections (A, I, M, R, D) is heterogeneous, i.e., different sections carry different kinds of information.

  corpus same articles keyword validation qualitative

• GENCODE: producing a reference annotation for ENCODE.

  PMID 16925838 · PMC1810553 · Genome biology · 2006 · 8 claims · 8 setups

  Full-text index only

  GENCODE annotation combines initial manual annotation by HAVANA, experimental validation, and refinement based on results to identify protein-coding genes in ENCODE regions

  tissues encode rt-pcr comparative automated

• 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