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).

• pmid-41632596

  PMID 41632596 · PMC12866930 · 8 claims · 6 setups

  Full-text index only

  scGACL, a GAN integrated with multi-scale contrastive learning, is proposed to overcome the over-smoothing problem in scRNA-seq imputation

  simulated real-world scrna-seq scrna-seq clustering gene

• Tracing human genetic histories and natural selection with precise local ancestry inference.

  PMID 40379651 · PMC12084304 · Nature communications · 2025 · 7 claims · 7 setups

  Has reproduction · 76

  Orchestra, a two-stage LAI method combining a recombination-distance base layer with a deep learning (convolutional + attention) smoothing module, outperforms RFmix, FLARE and Gnomix in precision and recall across simulated admixture generations.

  1kgp-16pops independent simulated 1kgp simulated population-level local

• BFAST: an alignment tool for large scale genome resequencing.

  PMID 19907642 · PMC2770639 · PloS one · 2009 · 7 claims · 4 setups

  Full-text index only

  BFAST is a new algorithm and freely available software tool for aligning large-scale short-read sequencing data to large reference genomes with user-customizable speed and accuracy

  reference genome simulated real-world k-mer

• metaFun: An analysis pipeline for metagenomic big data with fast and unified functional searches.

  PMID 41530917 · PMC12818822 · Gut microbes · 2026 · 8 claims · 8 setups

  Full-text index only

  metaFun is an open-source, end-to-end Nextflow/Apptainer pipeline integrating quality control, taxonomic profiling, functional profiling, de novo assembly, binning, genome assessment, comparative genomics, network analysis, and strain-level microdiversity analysis into a unified framework

  simulated selected gut mags novo binning pangenome-based

• 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

• ANOMALY: a Snakemake pipeline for identifying NuMTs from long-read sequencing data.

  PMID 41647924 · PMC12869244 · NAR genomics and bioinformatics · 2026 · 8 claims · 8 setups

  Full-text index only

  ANOMALY is a novel Snakemake pipeline for detecting NuMTs from long-read sequencing data

  simulated real-world matched long-read short-read pipeline

• Evaluating imputation methods for accurate estimation of cell population fractions in single-cell RNA sequencing.

  PMID 41503159 · PMC12770975 · NAR genomics and bioinformatics · 2026 · 8 claims · 6 setups

  Full-text index only

  Eight prominent imputation methods (MAGIC, SAVER, scVI, DCA, scBiG, kNN-smoothing, scImpute, ALRA) were systematically evaluated for their ability to recover the true non-zero expression fraction using simulated and real-world scRNA-seq data

  basal tracheal airway k562 simulated scrna-seq imputation