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).

• Intra-Host Co-Existing Strains of SARS-CoV-2 Reference Genome Uncovered by Exhaustive Computational Search.

  PMID 37243151 · PMC10224212 · Viruses · 2023 · 8 claims · 7 setups

  Has reproduction · 100

  An exhaustive-search workflow can recover intra-host co-existing SARS-CoV-2 strains from the reference-genome read set (SRR11092062) that de Bruijn-graph assemblers discard.

  sars-cov-2 spike predicted california short-read read sequence

• scATD: a high-throughput and interpretable framework for single-cell cancer drug resistance prediction and biomarker identification.

  PMID 40501071 · PMC12159290 · Briefings in bioinformatics · 2025 · 8 claims · 6 setups

  Has reproduction · 62

  scATD enables high-throughput single-cell drug sensitivity prediction for new patients without model parameter retraining via bidirectional Bi-AdaIN style transfer

  panglaodb cancer geo gse137829 single-cell bulk

• 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

• Duvernoy's Gland Transcriptomics of the Plains Black-Headed Snake, Tantilla nigriceps (Squamata, Colubridae): Unearthing the Venom of Small Rear-Fanged Snakes.

  PMID 34066626 · PMC8148590 · Toxins · 2021 · 8 claims · 5 setups

  Has reproduction · 97

  The T. nigriceps Duvernoy's gland transcriptome is dominated by three toxin families: three-finger toxins (3FTxs), cysteine-rich secretory proteins (CRISPs), and snake venom metalloproteinases (SVMPIIIs)

  duvernoy's nigriceps rna-seq differential extraction

• A workflow reproducibility scale for automatic validation of biological interpretation results.

  PMID 37150537 · PMC10164546 · GigaScience · 2022 · 8 claims · 4 setups

  Has reproduction · 100

  Comparing output files by checksum alone is insufficient to verify reproducibility, since checksums can differ even when the underlying biological interpretation is unchanged

  nf-core sam vcf workflow checksum biological workflow

• Cell fixation and preservation for droplet-based single-cell transcriptomics.

  PMID 28526029 · PMC5438562 · BMC biology · 2017 · 7 claims · 8 setups

  Has reproduction · 91

  Methanol fixation stabilizes and preserves dissociated cells for weeks without compromising single-cell RNA-seq data quality

  hek293 dissociated facs-sorted hek drop-seq bulk trizol

• Coding and non-coding roles of MOCCI (C15ORF48) coordinate to regulate host inflammation and immunity.

  PMID 33837217 · PMC8035321 · Nature communications · 2021 · 8 claims · 8 setups

  Has reproduction · 68

  MOCCI (encoded by C15ORF48) is a mito-SEP upregulated during inflammation and infection that promotes host-protective resolution

  aortic failing colon hek293t ribo-seq wgcna-gsea gene

• WASP: a versatile, web-accessible single cell RNA-Seq processing platform.

  PMID 33736596 · PMC7977290 · BMC genomics · 2021 · 7 claims · 7 setups

  Has reproduction · 59

  WASP is a software platform for processing Drop-Seq-based scRNA-seq data generated with ddSEQ or 10x protocols, combining a Snakemake pre-processing pipeline with an R Shiny post-processing application.

  specified generic scrna-seq read reference

• Benefit from decline: the primary transcriptome of Alteromonas macleodii str. Te101 during Trichodesmium demise.

  PMID 29335641 · PMC5864184 · The ISME journal · 2018 · 8 claims · 7 setups

  Has reproduction

  Increasing salinity to ≥43 ppt inhibits Trichodesmium growth while stimulating growth of the associated Alteromonas

  alteromonas trichodesmium differential classical smrt

• RNA-sequence analysis of primary alveolar macrophages after in vitro infection with porcine reproductive and respiratory syndrome virus strains of differing virulence.

  PMID 24643046 · PMC3958415 · PloS one · 2014 · 8 claims · 8 setups

  Has reproduction · 41

  Infection of PAMs with either LV or Lena affects signaling pathways directly linked to the innate immune response, including IRF activation, RIG1-like receptors, TLRs and PKR pathways.

  pulmonary prrsv-infected lena-infected 3-week-old rna-seq immunoperoxidase quantitative

• Radiogenomics predicts immune microenvironment heterogeneity and response to combination immunotherapy in hepatocellular carcinoma.

  PMID 41555384 · PMC12895822 · Journal of translational medicine · 2026 · 8 claims · 8 setups

  Full-text index only

  A parsimonious 2-gene immune-related signature (IRS = 0.425×KPNA2 + 0.302×SMG5) is significantly associated with immune heterogeneity and response to ICI plus anti-angiogenic combination therapy in HCC

  hcc gse202642 paired hcc-derived bulk single-cell immunohistochemistry

• Eukan: a fully automated nuclear genome annotation pipeline for less studied and divergent eukaryotes.

  PMID 41567515 · PMC12817076 · NAR genomics and bioinformatics · 2026 · 8 claims · 7 setups

  Full-text index only

  Eukan automatically leverages RNA-Seq coverage to inform generalized Hidden Markov Model gene prediction and intron lengths to inform protein sequence alignments

  taxonomically paired-end rna-seq reference automated rna-seq novo

• De novo assembly of a transcriptome for Calanus finmarchicus (Crustacea, Copepoda)--the dominant zooplankter of the North Atlantic Ocean.

  PMID 24586345 · PMC3929608 · PloS one · 2014 · 8 claims · 8 setups

  Has reproduction · 59

  A de novo transcriptome for Calanus finmarchicus was assembled from six developmental-stage libraries, yielding 206,041 contigs and a reference set of 96,090 unique comps, representing a new molecular resource for this species.

  calanus pooled raw combined bulk extraction read

• GeMI: interactive interface for transformer-based Genomic Metadata Integration.

  PMID 35657113 · PMC9216561 · Database : the journal of biological databases and curation · 2022 · 8 claims · 5 setups

  Has reproduction · 64

  GeMI is a web tool that uses a fine-tuned GPT2 model to extract 15 structured key-value attributes from free-text GEO sample metadata.

  cistrome encode geo fine-tuned manual batch transformer-based

• Integrating multi-omics data reveals the antitumor role and clinical benefits of gamma-delta T cells in triple-negative breast cancer.

  PMID 40197136 · PMC11974128 · BMC cancer · 2025 · 8 claims · 8 setups

  Has reproduction · 59

  High γδT cell infiltration is associated with favorable prognosis in TNBC but not in HR-positive or HER2-positive breast cancer

  tnbc tcga-brca metabric single-cell bulk immunohistochemistry

• Protocol for the generation of single-nuclei RNA-seq libraries and quantification of heterogeneous cell types activated during social interaction.

  PMID 39423127 · PMC11532268 · STAR protocols · 2024 · 7 claims · 5 setups

  Has reproduction · 78

  A protocol for dissecting mouse PFC, hippocampus, and cerebellum and generating snRNA-seq libraries can identify neuronal populations activated during social interaction.

  medial hippocampus cerebellum brain single-nuclei nuclei bulk

• Polymorphism identification and improved genome annotation of Brassica rapa through Deep RNA sequencing.

  PMID 25122667 · PMC4232532 · G3 (Bethesda, Md.) · 2014 · 8 claims · 8 setups

  Has reproduction · 50

  330,995 SNPs were identified in transcribed regions between B. rapa genotypes R500 and IMB211, at an average frequency of one SNP per 200 bases.

  brassica r500 rapa genomic bulk reference-based snp

• EpiXFormer: a cross-attention neural network for predicting cell type-specific transcription factor binding sites.

  PMID 41527854 · PMC12796812 · Briefings in bioinformatics · 2026 · 8 claims · 8 setups

  Full-text index only

  EpiXFormer achieves high accuracy (mean AUROC ~0.99) predicting binding sites of both TFs and non-sequence-specific DBPs across 199 DBP-cell type pairs

  dbps tfs common ctcf deep comparative feature-ablation

• MultiPert: An adversarial alignment and dual attention framework for single-cell multi-omics perturbation prediction.

  PMID 41811907 · PMC12998955 · PLoS computational biology · 2026 · 8 claims · 7 setups

  Full-text index only

  MultiPert reliably predicts both perturbed gene expression and protein abundance profiles from single-cell multi-omics data

  thp-1 kidney gse156478 computational zinb-vae autoencoder eccite-seq

• ORFer--retrieval of protein sequences and open reading frames from GenBank and storage into relational databases or text files.

  PMID 12493080 · PMC139979 · BMC bioinformatics · 2002 · 6 claims · 6 setups

  Full-text index only

  ORFer retrieves protein and nucleic acid sequences and annotations from NCBI GenBank using the XML sequence format

  sequences parsed bacillus anopheles large-scale sequence orf