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).

• Transcriptome analysis reveals differential splicing events in IPF lung tissue.

  PMID 24647608 · PMC3960165 · PloS one · 2014 · 8 claims · 6 setups

  Has reproduction · 81

  873 genes are differentially expressed in IPF lung tissue versus healthy controls at FDR<5%, with more up-regulated than down-regulated genes.

  lung discovery gene gse24206 sequencing rna-seq real-time

• Enhanced Generalizability of RNA Secondary Structure Prediction via Convolutional Block Attention Network and Ensemble Learning.

  PMID 40871599 · PMC12388828 · Molecules (Basel, Switzerland) · 2025 · 8 claims · 8 setups

  Has reproduction · 87

  TrioFold integrates base-pairing clues from thermodynamic- and DL-based methods via ensemble learning and a convolutional block attention mechanism to enhance RSS prediction generalizability.

  testseta bprna-new ts-inter individual jaccard pca ensemble

• FusionQ: a novel approach for gene fusion detection and quantification from paired-end RNA-Seq.

  PMID 23768108 · PMC3691734 · BMC bioinformatics · 2013 · 8 claims · 8 setups

  Has reproduction · 65

  FusionQ is a novel tool that detects gene fusions, constructs chimerical transcript structures, and estimates their abundances from paired-end RNA-Seq data.

  simulated four rna-seq randomly simulated paired-end read-mappability

• A comprehensive sensitivity analysis of microarray breast cancer classification under feature variability.

  PMID 19941644 · PMC2789744 · BMC bioinformatics · 2009 · 7 claims · 4 setups

  Full-text index only

  Feature variability strongly influences breast cancer signature composition even when array platform and patient stratification are identical.

  breast preprocessed microarray two-color perturbation

• binny: an automated binning algorithm to recover high-quality genomes from complex metagenomic datasets.

  PMID 36239393 · PMC9677464 · Briefings in bioinformatics · 2022 · 8 claims · 8 setups

  Has reproduction · 67

  binny outperforms or is highly competitive with commonly used and state-of-the-art binning methods (MetaBAT2, MaxBin2, CONCOCT, VAMB, SemiBin, MetaDecoder)

  cami real-world metagenomic binned genome binning mag

• Computation of haplotypes on SNPs subsets: advantage of the "global method".

  PMID 17067372 · PMC1636337 · BMC genetics · 2006 · 6 claims · 4 setups

  Full-text index only

  The global method for subhaplotyping always yields a lower error rate than the direct method across datasets and SNP subset sizes

  gh1 apoe coalescent-model-simulated griv computational genetic

• A comparison of random sequence reads versus 16S rDNA sequences for estimating the biodiversity of a metagenomic library.

  PMID 18682527 · PMC2532719 · Nucleic acids research · 2008 · 8 claims · 7 setups

  Full-text index only

  Biodiversity observed by RSR analysis is consistent with that obtained by 16S rDNA analysis

  faecal rsr 16s sargasso shotgun blastn-based 16s

• Spatial information matters: are traditional imputation methods effective for spatial transcriptomics data?

  PMID 41627342 · PMC12862982 · Briefings in bioinformatics · 2026 · 7 claims · 3 setups

  Has reproduction · 89

  No single existing SOTA imputation method consistently performs well across newer SRT platforms/datasets

  datasets srt same computational proposed

• Macrophages on the run: Exercise balances macrophage polarization for improved health.

  PMID 39476967 · PMC11585839 · Molecular metabolism · 2024 · 8 claims · 7 setups

  Has reproduction · 81

  Immediate/acute exercise triggers an M1 (pro-inflammatory) macrophage polarization surge.

  gene affymetrix pooled muscle meta-analysis stepminer gene

• Creation of a Single Cell RNASeq Meta-Atlas to Define Human Liver Immune Homeostasis.

  PMID 34335581 · PMC8322955 · Frontiers in immunology · 2021 · 7 claims · 7 setups

  Has reproduction · 63

  Independent human liver immune scRNA-seq datasets can be combined into an integrated meta-atlas in which all datasets co-cluster, despite differing cell-type proportions between studies.

  liver combined normal differential scrna-seq integrated reference

• Systematic Assessment of Small RNA Profiling in Human Extracellular Vesicles.

  PMID 37444556 · PMC10340377 · Cancers · 2023 · 7 claims · 4 setups

  Has reproduction · 90

  Different EV isolation methods vary in reproducibility for isolating small RNAs and have characteristic effects on small RNA composition, with differential ultracentrifugation showing the highest variability/lowest replicability.

  evs plasma small isolation validation

• SLDMS: A Tool for Calculating the Overlapping Regions of Sequences.

  PMID 35046988 · PMC8761809 · Frontiers in plant science · 2021 · 8 claims · 5 setups

  Has reproduction · 80

  SLDMS is a novel method for computing overlapping regions of sequencing reads using suffix array (SA), longest common prefix (LCP) array, document array (DA), and a monotonic stack.

  sequencing concatenated pacbio-hifi third-generation running-time suffix overlap

• AI-assisted discovery of an ethnicity-influenced driver of cell transformation in esophageal and gastroesophageal junction adenocarcinomas.

  PMID 36134663 · PMC9675486 · JCI insight · 2022 · 8 claims · 8 setups

  Has reproduction · 84

  An AI-guided Boolean network approach (BoNE) models transcriptomic continuum states of normal esophagus, BE, and EAC to derive classifier gene signatures

  gene keratinocyte-derived ffpe spt6-depleted boolean rna-seq immunohistochemistry

• Cell-type annotation with accurate unseen cell-type identification using multiple references.

  PMID 37379341 · PMC10335708 · PLoS computational biology · 2023 · 8 claims · 4 setups

  Has reproduction · 68

  mtANN integrates multiple reference datasets and eight gene selection methods via ensemble learning (multiple deep classification models + majority voting) to improve cell-type annotation accuracy

  pbmc pancreas covid-19 scrna-seq

• HGA: de novo genome assembly method for bacterial genomes using high coverage short sequencing reads.

  PMID 26945881 · PMC4779561 · BMC genomics · 2016 · 8 claims · 7 setups

  Has reproduction · 58

  HGA leads to significant improvement in assembly quality (N50 and corrected N50) for all 7 evaluated GAGE-B bacterial datasets using most of the 8 evaluated assemblers

  bacillus mycobacterium rhodobacter vibrio novo contigs-combining re-assembly

• 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

• Implementing the reuse of public DIA proteomics datasets: from the PRIDE database to Expression Atlas.

  PMID 35701420 · PMC9197839 · Scientific data · 2022 · 8 claims · 5 setups

  Has reproduction · 50

  An open, containerised, Nextflow-orchestrated reanalysis pipeline combining metadata annotation, SWATH-MS analysis, statistical analysis, and Expression Atlas integration was developed for public DIA data.

  pooled datasets pxd014194 technical swath-ms dda-based differential

• Compression of structured high-throughput sequencing data.

  PMID 24260313 · PMC3832420 · PloS one · 2013 · 8 claims · 7 setups

  Has reproduction · 43

  Leveraging an explicit data schema (separate field encoding, field modeling, template compression, domain modeling) enables stronger compression of HTS alignment data than general-purpose compression of serialized bytes.

  benchmark ten rna-seq exome genome

• Evolutionary sequence analysis of complete eukaryote genomes.

  PMID 15762985 · PMC1274250 · BMC bioinformatics · 2005 · 8 claims · 6 setups

  Full-text index only

  A conservative genome-comparison method (MIA) identifies panorthologs — strict single-copy 1:1 orthologs containing only species divergences, no paralogy — to minimize errors from gene duplication in evolutionary sequence analysis.

  complete panortholog concatenated individual reciprocal sequence neighbor-joining

• CLEAN: CLustering Enrichment ANalysis.

  PMID 19640299 · PMC2734555 · BMC bioinformatics · 2009 · 8 claims · 4 setups

  Full-text index only

  The gene-specific CLEAN score improves reproducibility of cluster analysis conclusions across independent datasets compared to the traditional cluster-wide score (cwCLEAN).

  four breast combined hierarchical cluster csimm-based