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).

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

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

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  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

• HTSQualC is a flexible and one-step quality control software for high-throughput sequencing data analysis.

  PMID 34548573 · PMC8455540 · Scientific reports · 2021 · 8 claims · 5 setups

  Has reproduction · 89

  HTSQualC is a standalone, one-step QC software that performs filtering and trimming of raw HTS data in a single run

  cotton sugarcane tomato illumina single-end paired-end runtime

• Colorectal Cancer Prediction Based on Weighted Gene Co-Expression Network Analysis and Variational Auto-Encoder.

  PMID 32825264 · PMC7563725 · Biomolecules · 2020 · 6 claims · 7 setups

  Has reproduction · 80

  Combining WGCNA-derived hub genes with a VAE-derived 10-dimensional representation as features for an SVM classifier achieves high accuracy (0.9692) and AUC (0.9981) for colorectal cancer prediction.

  colorectal combined differentially crc microarray differential weighted

• SNPHunter: a bioinformatic software for single nucleotide polymorphism data acquisition and management.

  PMID 15774022 · PMC1274256 · BMC bioinformatics · 2005 · 7 claims · 3 setups

  Full-text index only

  SNPHunter allows ad hoc-mode and batch-mode SNP search, automatic SNP filtering, and retrieval of SNP data (physical position, function class, flanking sequences at user-defined lengths, heterozygosity) from NCBI dbSNP

  ncbi candidate tnf batch-mode snp gene

• Assessing batch effects of genotype calling algorithm BRLMM for the Affymetrix GeneChip Human Mapping 500 K array set using 270 HapMap samples.

  PMID 18793462 · PMC2537568 · BMC bioinformatics · 2008 · 8 claims · 4 setups

  Full-text index only

  Batch size affects genotype calling results (call rate and concordance) and the resulting lists of significantly associated SNPs.

  hapmap genotype genotype raw case-control

• VIGET: A web portal for study of vaccine-induced host responses based on Reactome pathways and ImmPort data.

  PMID 37180100 · PMC10172660 · Frontiers in immunology · 2023 · 7 claims · 7 setups

  Has reproduction · 64

  VIGET is a web portal that lets users select vaccines/ImmPort studies, run differential gene expression analysis, and perform Reactome-based pathway enrichment and functional interaction network construction

  blood lists differentially individual differential pathway functional

• Celline: a flexible tool for one-step retrieval and integrative analysis of public single-cell RNA sequencing data.

  PMID 41458999 · PMC12738925 · Frontiers in bioinformatics · 2025 · 8 claims · 7 setups

  Has reproduction · 64

  Celline is a Python package executing an entire scRNA-seq workflow (retrieval, preprocessing, integration, analysis) using single-line commands per step

  mus brain integrated homo droplet-based scrna-seq cell-type

• Aerobic nonylphenol degradation and nitro-nonylphenol formation by microbial cultures from sediments.

  PMID 20043151 · PMC2825322 · Applied microbiology and biotechnology · 2010 · 8 claims · 8 setups

  Full-text index only

  Aerobic biodegradation of branched NP in polluted river sediment occurs within 8 days after a 2-day lag phase at 30°C

  np-polluted sediment-derived fourth-generation extracted biodegradation serial metabolite

• Artificial Intelligence Meets Whole Slide Images: Deep Learning Model Shapes an Immune-Hot Tumor and Guides Precision Therapy in Bladder Cancer.

  PMID 36245985 · PMC9553530 · Journal of oncology · 2022 · 6 claims · 8 setups

  Has reproduction

  A deep learning WSI cluster (three-class mini batch K-means on Inception V3 features) is associated with overall survival (P<0.001) and is an independent prognostic predictor (P=0.031) in BLCA.

  tcga-blca blca tcga deep transfer-learning neural-network

• HArmonized single-cell RNA-seq Cell type Assisted Deconvolution (HASCAD).

  PMID 37907883 · PMC10619225 · BMC medical genomics · 2023 · 6 claims · 5 setups

  Has reproduction · 67

  HASCAD, a DNN-based cell composition deconvolution model, predicts the fractions of up to 15 immune cell types from bulk RNA-seq.

  pbmc bulk tcga-lihc harmony-symphony scrna-seq simulated bulk

• High-throughput crystallography for structural genomics.

  PMID 19765976 · PMC2764548 · Current opinion in structural biology · 2009 · 8 claims · 8 setups

  Full-text index only

  SG programs use genomic sequence data to select structurally novel protein targets, avoiding proteins with known structural homologues

  recombinant recalcitrant hundred family hydrogen situ site-directed

• RADAR: differential analysis of MeRIP-seq data with a random effect model.

  PMID 31870409 · PMC6927177 · Genome biology · 2019 · 8 claims · 6 setups

  Has reproduction · 10

  RADAR is a novel analytical tool for differential methylation analysis of MeRIP-seq data combining gene-level INPUT normalization with a Poisson random effect model.

  simulated fallopian pancreatic liver merip-seq m6a-merip-seq pca

• Statistical challenges in preprocessing in microarray experiments in cancer.

  PMID 18829474 · PMC3529914 · Clinical cancer research : an official journal of the American Association for Cancer Research · 2008 · 8 claims · 7 setups

  Full-text index only

  Choice of pre-processing method materially changes which features are found significantly associated with survival in the Beer et al. lung cancer microarray dataset

  lung beer individual outlier expression rank-covariance quality-control

• Evaluating the performance of Affymetrix SNP Array 6.0 platform with 400 Japanese individuals.

  PMID 18803882 · PMC2566316 · BMC genomics · 2008 · 8 claims · 5 setups

  Full-text index only

  About 20% of the 909,622 SNPs on the SNP Array 6.0 are monomorphic in the Japanese population

  genomic japanese reference snp concentration agarose

• Comparative analysis of molecular signatures reveals a hybrid approach in breast cancer: Combining the Nottingham Prognostic Index with gene expressions into a hybrid signature.

  PMID 35143511 · PMC8830616 · PloS one · 2022 · 8 claims · 6 setups

  Has reproduction · 48

  A hybrid signature combining the Nottingham Prognostic Index with SIS-selected gene expressions can be built in a data-driven fashion (NPI treated as a gene expression during feature selection).

  metabric scan-b gene rna-seq feature

• Similarities and Differences in Gene Expression Networks Between the Breast Cancer Cell Line Michigan Cancer Foundation-7 and Invasive Human Breast Cancer Tissues.

  PMID 34056582 · PMC8155268 · Frontiers in artificial intelligence · 2021 · 8 claims · 8 setups

  Has reproduction · 92

  MCF-7 cell lines and human breast cancer tissues share only minimal similarity in biological processes, though fundamental functions such as cell cycle are conserved

  mcf-7 breast wgcna top bulk microarray weighted

• An OMICs-based meta-analysis to support infection state stratification.

  PMID 33560295 · PMC8388022 · Bioinformatics (Oxford, England) · 2021 · 7 claims · 6 setups

  Has reproduction · 44

  Multi-class machine learning models built from cross-platform microarray meta-analysis can distinguish bacterial, viral and no-infection states with high accuracy (best model: 93% bacterial, 89% viral correct).

  blood merged affymetrix-optimized gene feature out-of-sample