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).

• A machine learning approach uncovers principles and determinants of eukaryotic ribosome pausing.

  PMID 39423268 · PMC11488575 · Science advances · 2024 · 8 claims · 5 setups

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  An unsupervised ML pipeline using the extended isolation forest (EIF) algorithm can reliably detect ribosome pausing sites from noisy, coverage-biased RiboSeq data across expression levels

  saccharomyces simulated yeast riboseq simulated comparative

• Predicting the protein interaction landscape of a free-living bacterium with pooled-AlphaFold3.

  PMID 41559189 · PMC13047044 · Molecular systems biology · 2026 · 8 claims · 6 setups

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  Pooled-AlphaFold3 prediction improves accuracy of genome-scale PPI screens compared to a paired approach while reducing inference time (~2-fold) and job count (~100-fold)

  mycoplasma subset genitalium simulated pooled paired benchmarking

• NeoPrecis: enhancing immunotherapy response prediction through integration of qualified immunogenicity and clonality-aware neoantigen landscapes.

  PMID 41577704 · PMC12932759 · Nature communications · 2026 · 8 claims · 8 setups

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  NeoPrecis-Immuno, a T-cell recognition model incorporating MHC-binding motif enrichment into a cross-reactivity-distance framework, improves neoantigen immunogenicity prediction.

  tcr-pmhc cedar cedar-derived nci cross-reactive t-cell immunogenicity

• TARPON-A Telomere Analysis and Research Pipeline Optimized for Nanopore.

  PMID 41637390 · PMC12871981 · PLoS computational biology · 2026 · 7 claims · 6 setups

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  TARPON is the first complete, experimentally validated end-to-end pipeline for Nanopore-based telomere analysis requiring no data pre-processing or prior bioinformatics expertise.

  hg002 blood hek pod5 ont read capture

• Sequencing DNA methylation and hydroxymethylation at co-occurring chromatin features.

  PMID 41667493 · PMC13002996 · Nature communications · 2026 · 8 claims · 8 setups

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  6-base-CUT&Tag (6B-C&T) simultaneously maps G, A, T, C, 5mC, and 5hmC at antibody-targeted chromatin features on the same DNA fragment

  e14tg2a synthetic mescs mesc 6-base-cut&tag standard exonuclease

• umite: fast quantification of Smart-seq3 libraries with improved UMI retrieval.

  PMID 41692984 · PMC12989134 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 6 setups

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  umite offers efficient mismatch-tolerant (fuzzy) UMI detection that boosts UMI retrieval by 5%-15% compared to standard position-based matching

  smart-seq3 cd4+ 800-cell umi pipeline gene

• DoBSeqWF: a framework for sensitive detection of individual genetic variation in pooled sequencing data.

  PMID 41704565 · PMC12907731 · NAR genomics and bioinformatics · 2026 · 7 claims · 5 setups

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  DoBSeqWF, a Nextflow-based pipeline, processes pooled DoBSeq sequencing data through alignment, variant calling, machine-learning-based filtering, and variant pinpointing/assignment to individuals.

  individual pooled individuals gatk-called whole-genome overlapped simulated

• Public Omics Explorer (POE): Enabling integrative semantic search across GEO omics datasets based on PubMed publications.

  PMID 41282419 · PMC12636342 · Computational and structural biotechnology journal · 2025 · 7 claims · 3 setups

  Has reproduction · 83

  POE performs literature-informed dataset retrieval by semantically linking GEO datasets and ENA records through associated PubMed publications

  geo pubmed-linked sbiobert comparative manual faiss

• GEMmaker: process massive RNA-seq datasets on heterogeneous computational infrastructure.

  PMID 35501696 · PMC9063052 · BMC bioinformatics · 2022 · 6 claims · 3 setups

  Has reproduction · 67

  GEMmaker, an nf-core compliant Nextflow workflow, can quantify gene expression from small to massive RNA-seq datasets while remaining reproducible via versioned containerized software.

  oryza arabidopsis generic rna-seq workflow

• Analyses and comparison of accuracy of different genotype imputation methods.

  PMID 18958166 · PMC2569208 · PloS one · 2008 · 8 claims · 3 setups

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  Stronger LD produces higher imputation accuracy rates for all five methods

  simulated real linux genotype computational

• Decoding of superimposed traces produced by direct sequencing of heterozygous indels.

  PMID 18654614 · PMC2429969 · PLoS computational biology · 2008 · 7 claims · 3 setups

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  A dynamic programming method (implemented as web app Indelligent) can decode superimposed allelic sequences from a single mixed trace, using only the observed string of ambiguous peak calls, without a reference sequence or reverse trace.

  genomic artificial simulated direct computational comparative

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

  PMID 37907883 · PMC10619225 · BMC medical genomics · 2023 · 6 claims · 4 setups

  Has reproduction · 67

  Removal of batch effects in reference scRNA-seq datasets (via Harmony-Symphony) benefits the task of cell composition deconvolution

  pbmc derived tcga-lihc scrna-seq simulated bulk

• Macrel: antimicrobial peptide screening in genomes and metagenomes.

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

  Has reproduction · 83

  Macrel introduces a novel set of 22 peptide features (6 local, 16 global), including a new Free Energy Transition (FET) feature group, for AMP and hemolytic activity classification

  curated hemopi-1 xiao peptide random benchmark homology-aware

• ASPIC: a web resource for alternative splicing prediction and transcript isoforms characterization.

  PMID 16845044 · PMC1538898 · Nucleic acids research · 2006 · 8 claims · 2 setups

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  The ASPIC algorithm, using an optimization procedure that minimizes splice site predictions and transcript isoforms from multiple EST-genome alignments, outperforms other similar AS-prediction tools in sensitivity and selectivity

  hnrpr specified comparative algorithm

• spliceJAC: transition genes and state-specific gene regulation from single-cell transcriptome data.

  PMID 36321549 · PMC9627675 · Molecular systems biology · 2022 · 8 claims · 8 setups

  Has reproduction · 53

  spliceJAC uses unspliced and spliced mRNA count matrices to construct cell state-specific gene-gene regulatory interaction (Jacobian) matrices from scRNA-seq data

  bistable three-gene emt circuits simulation mixed-state grn

• Genome of the Asian longhorned beetle (Anoplophora glabripennis), a globally significant invasive species, reveals key functional and evolutionary innovations at the beetle-plant interface.

  PMID 27832824 · PMC5105290 · Genome biology · 2016 · 8 claims · 7 setups

  Has reproduction · 84

  The A. glabripennis genome encodes a uniquely diverse arsenal of enzymes that degrade plant cell wall polysaccharide networks (cellulose, hemicellulose, pectin) and detoxify plant allelochemicals.

  single glabripennis amino whole-genome gene busco

• Statistical framework for calling allelic imbalance in high-throughput sequencing data.

  PMID 39966391 · PMC11836314 · Nature communications · 2025 · 8 claims · 6 setups

  Has reproduction · 89

  MIXALIME is a versatile computational framework for calling allele-specific variants (ASVs) from diverse high-throughput omics data

  wa01 left heart chip-seq rna-seq cage-seq

• 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

• 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 · 6 setups

  Has reproduction · 64

  Celline is a Python package that automates the full scRNA-seq workflow (retrieval, metadata extraction, preprocessing, cell-type annotation, batch correction, trajectory inference) via single-line commands.

  c57bl embryonic scrna-seq quality cell-type

• 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