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).

• Visualization-based discovery and analysis of genomic aberrations in microarray data.

  PMID 15953389 · PMC1181623 · BMC bioinformatics · 2005 · 8 claims · 7 setups

  Full-text index only

  ChARMView integrates dynamic visualization with automated statistical analysis (EM-based breakpoint detection, one-sample sign test, permutation mean test) to discover chromosomal aberrations from array CGH and gene expression data

  saccharomyces breast yeast array gene

• CellFishing.jl: an ultrafast and scalable cell search method for single-cell RNA sequencing.

  PMID 30744683 · PMC6371477 · Genome biology · 2019 · 8 claims · 8 setups

  Has reproduction · 97

  CellFishing.jl searches prebuilt databases for cells with similar expression patterns with high accuracy and throughput using locality-sensitive hashing.

  baron2016 shekhar2016 plass2018 tabulamuris scrna-seq benchmarking self-mapping

• SpaGene: A Deep Adversarial Framework for Spatial Gene Imputation.

  PMID 42146899 · PMC13176606 · Computational and structural biotechnology journal · 2026 · 8 claims · 6 setups

  Has reproduction · 74

  SpaGene improves average PCC and SSIM and reduces RMSE compared to 6 baseline methods (SpaGE, gimVI, Tangram, VISTA, spRefine, stDiff) across 8 diverse ST-SC dataset pairs under gene-holdout evaluation.

  pairs nanostring st-sc osmfish_zeisel st-sc 5-fold spatially

• SNAP: predict effect of non-synonymous polymorphisms on function.

  PMID 17526529 · PMC1920242 · Nucleic acids research · 2007 · 7 claims · 8 setups

  Full-text index only

  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

• Gene Expression Analysis Platform (GEAP): A highly customizable, fast, versatile and ready-to-use microarray analysis platform.

  PMID 34927664 · PMC8754388 · Genetics and molecular biology · 2021 · 8 claims · 2 setups

  Has reproduction · 83

  GEAP is a GUI-based microarray analysis platform combining a C# front-end with an R (RTerm) back-end via the rgeap package, enabling analysis independent of manufacturer/platform.

  sqlite microarray software microarray

• KAGE: fast alignment-free graph-based genotyping of SNPs and short indels.

  PMID 36195962 · PMC9531401 · Genome biology · 2022 · 7 claims · 7 setups

  Has reproduction · 42

  KAGE combines population-based kmer count modeling with single-variant prior adjustment into an alignment-free genotyper that matches the accuracy of the best existing alignment-free genotypers while being an order of magnitude faster.

  small snps individual hg002 alignment-free kmer-based genotyping

• Accurate splice site prediction using support vector machines.

  PMID 18269701 · PMC2230508 · BMC bioinformatics · 2007 · 8 claims · 5 setups

  Full-text index only

  Weighted degree (WD) kernel SVMs outperform Markov Chains, GeneSplicer and SpliceMachine for genome-wide splice site recognition

  nn269 dgsplicer caenorhabditis arabidopsis svm genome-wide

• 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

• iCOMIC: a graphical interface-driven bioinformatics pipeline for analyzing cancer omics data.

  PMID 35899080 · PMC9310080 · NAR genomics and bioinformatics · 2022 · 8 claims · 4 setups

  Has reproduction · 58

  iCOMIC provides a GUI-driven, Snakemake-based pipeline integrating multiple tools for DNA-Seq and RNA-Seq analysis with minimal command-line interaction.

  giab monocyte missense somatic germline rna-seq machine

• GAVISUNK: genome assembly validation via inter-SUNK distances in Oxford Nanopore reads.

  PMID 36321867 · PMC9805576 · Bioinformatics (Oxford, England) · 2023 · 7 claims · 4 setups

  Has reproduction · 67

  GAVISUNK is an open-source pipeline that validates phased diploid HiFi assemblies by assessing concordance of inter-SUNK distances against orthogonal Oxford Nanopore (ONT) reads.

  chm13 chm1 hg02723 genome sunk haplotype

• Improved mutation tagging with gene identifiers applied to membrane protein stability prediction.

  PMID 19758467 · PMC2745585 · BMC bioinformatics · 2009 · 8 claims · 4 setups

  Full-text index only

  MutationTagger achieves 87% F-measure for the mutation retrieval task on a benchmark dataset

  pubmed uniprot five mutation gene sequence

• MatchMiner: a tool for batch navigation among gene and gene product identifiers.

  PMID 12702208 · PMC154578 · Genome biology · 2003 · 8 claims · 3 setups

  Full-text index only

  MatchMiner's LookUp function automates batch translation of an input list of gene identifiers into a matching list of a different identifier type.

  nci-60 fish-mapped random batch fish-mapped cross-validation

• 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

  Full-text index only

  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

• Integrating alternative splicing detection into gene prediction.

  PMID 15705189 · PMC550657 · BMC bioinformatics · 2005 · 8 claims · 4 setups

  Full-text index only

  An integrative intrinsic/extrinsic method was implemented in the gene finder EuGÈNE (as EuGÈNE-M) to detect AS evidence from aligned transcripts and generate alternative optimal gene predictions consistent with each detected AS event.

  arabidopsis araset thaliana transcript-to-genome initio comparative

• Predicting enhancers in mammalian genomes using supervised hidden Markov models.

  PMID 30917778 · PMC6437899 · BMC bioinformatics · 2019 · 8 claims · 8 setups

  Has reproduction · 70

  eHMM predicts enhancers with high precision and recall comparable to state-of-the-art methods and consistently outperforms them in accuracy and resolution

  esc atac-seq chip-seq cage

• Analysis of protein sequence and interaction data for candidate disease gene prediction.

  PMID 17020920 · PMC1636487 · Nucleic acids research · 2006 · 8 claims · 7 setups

  Full-text index only

  Combining CPS and CMP using known disease genes as input achieves sensitivity 0.52 and specificity 0.97, reducing candidate lists 13-fold

  ophid biocarta kegg pfam-annotated common benchmarking multiple-interval

• Macrel: antimicrobial peptide screening in genomes and metagenomes.

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

  Has reproduction · 83

  Macrel is an end-to-end pipeline that predicts high-quality AMP candidates from peptides, contigs, or reads of (meta)genomes

  curated hemopi-1 xiao cd-hit random amp homology-aware

• Bayesian prediction of RNA translation from ribosome profiling.

  PMID 28126919 · PMC5389577 · Nucleic acids research · 2017 · 8 claims · 4 setups

  Has reproduction · 62

  Rp-Bp is an unsupervised Bayesian approach that uses a two-component 'high-low-low' mixture model to predict translated ORFs from ribosome profiles

  hek293 ribo-seq ribosome proteomics quantitative

• Fast, accurate, and racially unbiased pan-cancer tumor-only variant calling with tabular machine learning.

  PMID 36611079 · PMC9825621 · NPJ precision oncology · 2023 · 7 claims · 8 setups

  Has reproduction

  Tabular ML classifiers (TabNet, XGBoost, LightGBM) trained on tumor-only-derived features achieve state-of-the-art somatic vs germline classification, with AUC>94% on TCGA holdout and AUC>85% on metastatic melanoma.

  tcga metastatic tumor-only whole-exome wes copy-number

• OptiType: precision HLA typing from next-generation sequencing data.

  PMID 25143287 · PMC4441069 · Bioinformatics (Oxford, England) · 2014 · 8 claims · 8 setups

  Has reproduction · 95

  OptiType, an ILP-based HLA genotyping algorithm, produces accurate four-digit HLA-I predictions from NGS data not enriched for the HLA cluster.

  colorectal lymphoblastic hapmap genomes rna-seq low-coverage exome