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).

• SpaPheno: linking spatial transcriptomics to clinical phenotypes with interpretable machine learning.

  PMID 41975540 · PMC13185361 · Genome medicine · 2026 · 8 claims · 8 setups

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  SpaPheno integrates spatial transcriptomics with clinically annotated bulk RNA-seq to identify spatially resolved biomarkers predictive of patient outcomes including survival, tumor stage, and immunotherapy response

  cortex liver clear breast spatial elastic

• Eduomics: a Nextflow pipeline to simulate -omics data for education.

  PMID 41816779 · PMC12972896 · NAR genomics and bioinformatics · 2026 · 8 claims · 4 setups

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  Eduomics is a Nextflow DSL2 pipeline that automates generation of validated variant-calling and RNA-seq datasets for education while abstracting away technical requirements

  chromosome full simulated exome rna-seq pipeline

• VGEA: an RNA viral assembly toolkit.

  PMID 34567846 · PMC8428259 · PeerJ · 2021 · 8 claims · 5 setups

  Has reproduction · 80

  VGEA is a Snakemake workflow that chains existing tools (fastp, BWA, SAMtools, IVA, shiver, SeqKit, QUAST, MultiQC) into an all-in-one RNA viral genome assembly pipeline

  sars-cov-2 lassa hiv-1 ngs-based computational comparative

• EDGE COVID-19: a web platform to generate submission-ready genomes from SARS-CoV-2 sequencing efforts.

  PMID 35561186 · PMC9113274 · Bioinformatics (Oxford, England) · 2022 · 7 claims · 5 setups

  Has reproduction · 49

  EDGE COVID-19 (EC-19) is a web-based platform that automates QC, reference-based variant/consensus calling, lineage determination, and submission of SARS-CoV-2 genomes and metadata to GenBank, GISAID and INSDC for both Illumina and ONT data.

  sars-cov-2 srr illumina ont amplicon lineage cross-workflow

• AMR-GNN: a multi-representation graph neural network framework to enable genomic antimicrobial resistance prediction.

  PMID 41792137 · PMC13087051 · Nature communications · 2026 · 7 claims · 8 setups

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  AMR-GNN, a graph neural network integrating multiple genomic representations (unitigs, SNPs, FCGR) via low-rank multimodal fusion, improves AMR phenotype prediction in P. aeruginosa compared to single-representation baseline models.

  pseudomonas aeruginosa escherichia coli whole-genome elastic convolutional

• CanSig Benchmarks Methods for Reproducible Cancer Cell State Discovery from Single-Cell Transcriptomic Data.

  PMID 41231245 · PMC13053056 · Cancer research · 2026 · 7 claims · 7 setups

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  CanSig is a comprehensive benchmarking tool for evaluating computational methods that identify shared transcriptional signatures in cancer from scRNA-seq data

  neftel kim scrna-seq same scrna-seq ground-truth robustness

• Prognostic biomarker discovery in pancreatic cancer through hybrid ensemble feature selection and multi-omics data.

  PMID 41957754 · PMC13188360 · BioData mining · 2026 · 8 claims · 2 setups

  Has reproduction · 92

  hEFS integrates data subsampling with multiple (nine) survival prediction models, combining embedded and wrapper-based feature selection strategies

  pancreatic pdac multi-omics gene

• poreCov-An Easy to Use, Fast, and Robust Workflow for SARS-CoV-2 Genome Reconstruction via Nanopore Sequencing.

  PMID 34394197 · PMC8355734 · Frontiers in genetics · 2021 · 8 claims · 8 setups

  Has reproduction · 100

  poreCov is an easy-to-use, fast, and robust Nextflow-based workflow for reference-based SARS-CoV-2 genome reconstruction and lineage determination from nanopore sequencing data

  porecov sars-cov-2 nanopore fastq gisaid workflow real-world

• scComm: a contrastive learning framework for deciphering cell-cell communications at single-cell resolution.

  PMID 41877186 · PMC13134144 · Genome biology · 2026 · 8 claims · 7 setups

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  scComm infers cell-cell communications at single-cell resolution using a data-adaptive L-R weighting module and supervised contrastive learning (SupCon loss) to distinguish significant CCC events from background noise

  simulated spatial liver single-cell simulated spatial scrna-seq

• Detecting unannotated splicing events in short-read RNA-seq with SAMI, a UMI-aware Nextflow pipeline.

  PMID 42166739 · PMC13242923 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 5 setups

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  SAMI is a UMI-aware, Singularity-contained Nextflow pipeline that detects splicing events diverging from transcript annotations directly from raw FASTQ files.

  seraseq simulated small processed targeted simulated computation

• nf-core/viralmetagenome: A novel pipeline for untargeted viral genome reconstruction.

  PMID 42057295 · PMC13141149 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 5 setups

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  nf-core/viralmetagenome is a Nextflow pipeline that automates untargeted reconstruction and variant analysis of eukaryotic DNA and RNA viruses from short-read metagenomic or hybridisation-capture data.

  real simulated seven pipeline metagenomic simulated clinical

• RUMINA: high-throughput deduplication of unique molecular identifiers for amplicon and whole-genome sequencing with enhanced error correction.

  PMID 41734278 · PMC12975283 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 4 setups

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  RUMINA improves detection accuracy of ultra-low frequency SNVs (0.01%-1%) compared to UMI-tools and UMICollapse

  hiv simulated empirical clinical simulated umi iclip

• Digital sorting of complex tissues for cell type-specific gene expression profiles.

  PMID 23497278 · PMC3626856 · BMC bioinformatics · 2013 · 8 claims · 8 setups

  Has reproduction · 85

  The Digital Sorting Algorithm (DSA) deconvolves mixed tissue expression into cell type-specific profiles using only marker genes, without requiring prior knowledge of cell type frequencies or in vitro pure-cell profiles.

  liver im-9 immune deconvolved microarray simulation roc

• HRCHY-CytoCommunity identifies hierarchical tissue organization in cell-type spatial maps.

  PMID 41764165 · PMC13065825 · Nature communications · 2026 · 8 claims · 5 setups

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  HRCHY-CytoCommunity is an end-to-end graph neural network framework that jointly identifies multi-level (coarse tissue compartment and fine cellular neighborhood) tissue structures from cell-type spatial maps using differentiable graph pooling, adaptive edge pruning, and consistency/balance regularization.

  healthy colorectal simulated breast codex visium merfish

• DMN-seq enriches DNA hypomethylated regions for biomarker discovery using 5-methylcytosine glycosylase.

  PMID 41673887 · PMC13097799 · Genome biology · 2026 · 8 claims · 9 setups

  Has reproduction · 80

  DMN-seq (DMN+) uses DME to nick DNA specifically at 5mC sites, enabling 5mC detection at single-base resolution via selective adaptor ligation

  synthetic partially embryonic mesc glycosylase dmn-seq ultrafast

• Using random walks to identify cancer-associated modules in expression data.

  PMID 24128261 · PMC4015830 · BioData mining · 2013 · 8 claims · 8 setups

  Has reproduction

  Walktrap-GM, a random-walk community detection algorithm adapted with stopping criteria (maximum modularity, maximum size, maximum module score), identifies modules significantly enriched with cancer genes in expression-weighted interaction networks.

  hepatocellular breast sporadic geo gene differential interaction

• ImmuSeeker: deep mining of immune-related gene family signatures through lineage reconstruction.

  PMID 41888873 · PMC13154904 · Genome biology · 2026 · 8 claims · 6 setups

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  ImmuSeeker leverages the phylogenetic structure of HLA/KIR alleles in its alignment and filtering strategy to improve accuracy and robustness of immune gene signature detection

  a549 rna-seq covid-19 autoimmune bulk iso-seq rna-seq