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).

• Geometry-aware graph attention networks to explain single-cell chromatin states and gene expression with SEAGALL.

  PMID 42026624 · PMC13238118 · Genome biology · 2026 · 8 claims · 6 setups

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  SEAGALL combines a geometry-regularised autoencoder (GRAE) to embed cells and build a cell-cell graph with a graph attention network (GAT) classifier and GNNExplainer-based XAI to identify features driving cell type/phenotype.

  count same scchip-seq ten count latent classification

• AuPairWise: A Method to Estimate RNA-Seq Replicability through Co-expression.

  PMID 27082953 · PMC4833304 · PLoS computational biology · 2016 · 7 claims · 6 setups

  Has reproduction · 88

  Sample-sample correlation of transcript abundances is a misleading measure of replicability for assessing differential expression, because it is dominated by gene-specific dynamic ranges rather than condition-dependent variation.

  liver encode publicly co-expressed rna-seq meta-analysis computational

• A negative binomial latent factor model for paired microbiome sequencing data.

  PMID 41572173 · PMC12910815 · BMC bioinformatics · 2026 · 8 claims · 2 setups

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  A negative binomial model with a shared taxon-specific latent factor (JNBM) captures cross-site correlation between paired microbiome samples from two body sites.

  synthetic umicro simulation microbiome

• Prediction of prognostic signatures in triple-negative breast cancer based on the differential expression analysis via NanoString nCounter immune panel.

  PMID 33138797 · PMC7607642 · BMC cancer · 2020 · 8 claims · 8 setups

  Has reproduction · 72

  edgeR-based DEG selection is more appropriate for feature selection than Elastic Net when sample sizes are small.

  ffpe same nanostring tnbc nanostring immunohistochemistry differential

• Shotgun proteomic analysis of cerebrospinal fluid using off-gel electrophoresis as the first-dimension separation.

  PMID 18778093 · PMC4582942 · Journal of proteome research · 2008 · 6 claims · 4 setups

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  OGE first-dimension fractionation enabled identification of 156 unique CSF proteins compared to 115 identified using SCX fractionation on the same CSF pool

  pooled csf spectra shotgun trypsin peptide

• Trimmomatic: a decade of feature-rich, high-performance NGS read preprocessing.

  PMID 42178219 · PMC13242794 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 4 setups

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  A high-performance multithreading architecture allows batches of read pairs to be processed independently by a pool of worker threads, scaling efficiently with available hardware.

  manihot same plant wall-clock output cross-tool

• Bayesian model accounting for within-class biological variability in Serial Analysis of Gene Expression (SAGE).

  PMID 15339345 · PMC517707 · BMC bioinformatics · 2004 · 7 claims · 5 setups

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  A Bayesian mixture model is proposed to account for within-class biological variability in SAGE/Digital-Northern/MPSS tag counting data.

  astrocytoma same sage classical beta-binomial

• Computer identification of snoRNA genes using a Mammalian Orthologous Intron Database.

  PMID 16093549 · PMC1184218 · Nucleic acids research · 2005 · 8 claims · 5 setups

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  Created the Mammalian Orthologous Intron Database (MOID) containing orthologous introns of human, mouse and rat identified via conserved reading-frame position

  introns ribosomal rrna comparative orthologous pairwise

• Speeding disease gene discovery by sequence based candidate prioritization.

  PMID 15766383 · PMC1274252 · BMC bioinformatics · 2005 · 7 claims · 8 setups

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  Disease genes (OMIM) differ significantly from non-disease genes in sequence-based features including gene/cDNA/protein size, exon number, homolog conservation, secretion signal, 3' UTR length, CpG islands, and distance to nearest gene.

  ensembl training same hgmd comparative machine tenfold

• Assessing Bos taurus introgression in the UOA Bos indicus assembly.

  PMID 34922445 · PMC8684283 · Genetics, selection, evolution : GSE · 2021 · 7 claims · 6 setups

  Has reproduction · 86

  Aligning B. taurus samples to UOA_Brahman_1 detects up to 5 million more SNVs than aligning to ARS_UCD1.2, and aligning B. indicus samples to ARS_UCD1.2 detects 1.5 million more SNVs than aligning to UOA_Brahman_1, demonstrating reference-genome bias.

  cattle same per-breed merged whole-genome snv principal

• Acquisition and loss of CTX-M plasmids in Shigella species associated with MSM transmission in the UK.

  PMID 34427554 · PMC8549364 · Microbial genomics · 2021 · 8 claims · 8 setups

  Has reproduction · 92

  bla_CTX-M-27 is located on IncFII pKSR100-like plasmids, flanked by IS26 and IS903B

  sonnei same shigella assembled illumina oxford novo

• Comparison of RNA-Seq by poly (A) capture, ribosomal RNA depletion, and DNA microarray for expression profiling.

  PMID 24888378 · PMC4070569 · BMC genomics · 2014 · 8 claims · 8 setups

  Has reproduction · 77

  Ribo-Zero-Seq removes rRNA with efficiency comparable to poly(A)-based mRNA-Seq in both FF and FFPE RNA, whereas DSN-Seq leaves significantly more rRNA and shows greater variation.

  fresh-frozen ffpe breast unc microarray mrna-seq ribo-zero-seq

• Timing constraints of in vivo gag mutations during primary HIV-1 subtype C infection.

  PMID 19890401 · PMC2768328 · PloS one · 2009 · 7 claims · 7 setups

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  Reverse mutations to the wild type (HIV-1C consensus) in Gag appear significantly earlier than escape mutations from the wild type during primary infection

  hiv-1 same sequenced gag single-genome mhc hypermutation

• Local combinational variables: an approach used in DNA-binding helix-turn-helix motif prediction with sequence information.

  PMID 19651875 · PMC2761287 · Nucleic acids research · 2009 · 8 claims · 7 setups

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  The LCV approach predicts HTH motifs with 93.29% accuracy, 93.93% sensitivity and 92.66% specificity using only primary sequence information

  quintessentialset-88 hth same newly lcs svm traditional

• Lorentz-regularized interpretable VAE for multi-scale single-cell transcriptomic and epigenomic embeddings.

  PMID 41555918 · PMC12812404 · Frontiers in genetics · 2025 · 7 claims · 5 setups

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  LiVAE, a dual-pathway VAE with Lorentzian geometric regularization between a primary Euclidean pathway and an information-bottleneck pathway, balances local fidelity with global topology coherence in single-cell embeddings

  single-cell same dapp1 benchmarking umap component-wise

• Ectopic CD11c Drives SMAD3-Mediated Aberrant Antigen Presentation and Epithelial-Mesenchymal Transition in Esophageal Squamous Cell Carcinoma.

  PMID 41799568 · PMC12963642 · Cancer communications (London, England) · 2026 · 8 claims · 13 setups

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  An ESCC epithelial cell subcluster with ectopic CD11c (ITGAX) expression, found in both mice and humans, exhibits concurrent impaired antigen presentation and EMT phenotypes

  4-nqo-induced escc esophageal lung multiplex flow whole-genome

• miRge3.0: a comprehensive microRNA and tRF sequencing analysis pipeline.

  PMID 34308351 · PMC8294687 · NAR genomics and bioinformatics · 2021 · 8 claims · 6 setups

  Has reproduction

  miRge3.0 is a Python 3-based small RNA-seq and tRF analysis pipeline that improves on miRge2.0 (which was Python 2.7-based)

  sra synthetic qiagen-processed same small umi mirna

• RNA-Seq transcriptome profiling of upland cotton (Gossypium hirsutum L.) root tissue under water-deficit stress.

  PMID 24324815 · PMC3855774 · PloS one · 2013 · 8 claims · 8 setups

  Has reproduction · 38

  A total of 1,530 transcripts were differentially expressed between well-watered and water-deficit stressed field-grown upland cotton root tissues (913 up-regulated, 617 down-regulated).

  gossypium uppermost root reads bulk leaf rt-qpcr

• Empirical codon substitution matrix.

  PMID 15927081 · PMC1173088 · BMC bioinformatics · 2005 · 8 claims · 5 setups

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  The authors present the first empirical codon substitution matrix built entirely from alignments of vertebrate coding DNA sequences.

  orthologous million codon same pairwise empirical comparative

• A compatible exon-exon junction database for the identification of exon skipping events using tandem mass spectrum data.

  PMID 19087293 · PMC2636810 · BMC bioinformatics · 2008 · 6 claims · 6 setups

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  A theoretical exon-exon junction protein database accounting for all in-phase (frame-preserving) exon combinations can be built from the Ensembl Core Database using Perl/Bioperl/MySQL/Ensembl API.

  ensembl liver candidate same database tandem decoy