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).

• Comparing the utility of in vivo transposon mutagenesis approaches in yeast species to infer gene essentiality.

  PMID 32681306 · PMC7599172 · Current genetics · 2020 · 7 claims · 7 setups

  Has reproduction · 81

  A Random Forest machine-learning approach can predict gene essentiality from in vivo transposon insertion data across multiple yeast species and transposon systems

  cerevisiae pombe albicans hermes acds piggybac

• DeeReCT-APA: Prediction of Alternative Polyadenylation Site Usage Through Deep Learning.

  PMID 33662629 · PMC9801043 · Genomics, proteomics & bioinformatics · 2022 · 7 claims · 3 setups

  Has reproduction · 50

  DeeReCT-APA, a CNN-LSTM deep learning architecture, quantitatively predicts the usage level of all alternative PASs within a gene regardless of PAS number, treating it as a variable-length regression task.

  genome-wide fibroblast deep 3′-region 3′-mrna

• Artificial Intelligence Meets Whole Slide Images: Deep Learning Model Shapes an Immune-Hot Tumor and Guides Precision Therapy in Bladder Cancer.

  PMID 36245985 · PMC9553530 · Journal of oncology · 2022 · 6 claims · 8 setups

  Has reproduction

  A deep learning WSI cluster (three-class mini batch K-means on Inception V3 features) is associated with overall survival (P<0.001) and is an independent prognostic predictor (P=0.031) in BLCA.

  tcga-blca blca tcga deep transfer-learning neural-network

• RNAseq analysis of the parasitic nematode Strongyloides stercoralis reveals divergent regulation of canonical dauer pathways.

  PMID 23145190 · PMC3493385 · PLoS neglected tropical diseases · 2012 · 8 claims · 8 setups

  Has reproduction · 66

  S. stercoralis possesses homologs of nearly all C. elegans dauer genes, but with significant differences in protein structure, developmental regulation, and gene family expansion.

  strongyloides stercoralis mongolian adapter-ligated polyadenylated novo comparative

• SeqBuster, a bioinformatic tool for the processing and analysis of small RNAs datasets, reveals ubiquitous miRNA modifications in human embryonic cells.

  PMID 20008100 · PMC2836562 · Nucleic acids research · 2010 · 8 claims · 6 setups

  Full-text index only

  SeqBuster is a versatile web-based and stand-alone bioinformatic toolkit for processing and analyzing large-scale small RNA deep sequencing datasets.

  embryonic hesc small sequence adapter

• TEMP: a computational method for analyzing transposable element polymorphism in populations.

  PMID 24753423 · PMC4066757 · Nucleic acids research · 2014 · 8 claims · 8 setups

  Has reproduction · 61

  TEMP combines pair-end (discordant) read and split (soft-clipped) read information to identify both presence and absence of TE insertions in genomic DNA from heterogeneous/pooled samples.

  drosophila five four melanogaster simulated comparative whole-genome

• Estimation of peptide elongation times from ribosome profiling spectra.

  PMID 33885812 · PMC8136808 · Nucleic acids research · 2021 · 8 claims · 3 setups

  Has reproduction · 76

  A maximum-likelihood model that separates context-dependent bias factors from elongation-time factors enables bias-corrected estimation of peptide elongation times at single-codon resolution from Ribo-Seq spectra.

  coli saccharomyces ribosome

• Dynamics of the compartmentalized Streptomyces chromosome during metabolic differentiation.

  PMID 34471117 · PMC8410849 · Nature communications · 2021 · 7 claims · 5 setups

  Has reproduction · 97

  Chromosome 3D structure in S. ambofaciens correlates with genetic compartmentalization during exponential phase, with the central region segmented into domains and quiescent terminal compartments

  streptomyces complete ambofaciens 3c-seq rna-seq comparative

• Next-generation phenotyping integrated in a national framework for patients with ultrarare disorders improves genetic diagnostics and yields new molecular findings.

  PMID 39039281 · PMC11319204 · Nature genetics · 2024 · 6 claims · 5 setups

  Has reproduction · 87

  A structured multidisciplinary exome sequencing framework established molecular genetic diagnoses in 32% of patients with suspected ultrarare disorders, comprising 370 distinct molecular causes.

  patients exome deep computer-assisted

• Enhancing cell subpopulation discovery in cancer by integrating single-cell transcriptome and expressed variants.

  PMID 41647537 · PMC12869734 · Fundamental research · 2026 · 6 claims · 3 setups

  Has reproduction · 68

  scCluster, an end-to-end deep clustering model integrating gene expression and expressed variant (eSNP) features, stratifies cell subpopulations in cancer scRNA-seq data.

  raw real-world expressed gene deep

• QTLs for heat-induced stomatal anatomy underpin gas exchange variation in field-grown wheat.

  PMID 42231893 · PMC13223016 · Frontiers in plant science · 2026 · 8 claims · 5 setups

  Has reproduction · 100

  Heat stress (delayed sowing) uncouples stomatal anatomy from physiological performance: delayed sowing impaired stomatal function despite similar theoretical anatomical capacity (g_smax).

  field-grown wheat stomatal grain derived

• The liver as an immunological barrier redefined by single-cell analysis.

  PMID 32176810 · PMC7218664 · Immunology · 2020 · 8 claims · 8 setups

  Has reproduction · 100

  Single-cell RNA-seq enables unbiased characterization of liver cell states, developmental trajectories and rare immune populations that bulk averaging obscures, redefining liver cell-type mapping.

  c57bl liver whole-liver hepatocytes scrna-seq facs-based plate-based

• In vivo structural characterization of the SARS-CoV-2 RNA genome identifies host proteins vulnerable to repurposed drugs.

  PMID 33636127 · PMC7871767 · Cell · 2021 · 8 claims · 8 setups

  Has reproduction · 95

  icSHAPE was used to determine the in vivo and in vitro structural landscape of the SARS-CoV-2 RNA genome in infected Huh7.5.1 cells, plus UTR structures of six other coronaviruses

  huh7.5.1 sars-cov-2 utrs 18s icshape structure deep-learning

• Scalable Prediction of Acute Myeloid Leukemia Using High-Dimensional Machine Learning and Blood Transcriptomics.

  PMID 31918046 · PMC6992905 · iScience · 2020 · 8 claims · 8 setups

  Has reproduction · 96

  Data-driven, high-dimensional ML approaches that learn multivariate signatures directly from genome-wide transcriptomic data (no prior gene selection) yield accurate and robust AML classifiers.

  peripheral pbmc datasets hg-u133 gene bulk machine

• GenTB: A user-friendly genome-based predictor for tuberculosis resistance powered by machine learning.

  PMID 34461978 · PMC8407037 · Genome medicine · 2021 · 8 claims · 6 setups

  Has reproduction · 78

  GenTB is a free, open, web-based application offering two ML predictors (Random Forest and WDNN) that predict resistance to 13 and 10 anti-TB drugs, respectively.

  clinical tuberculosis registered whole-genome targeted retraining

• In silico analysis of missense substitutions using sequence-alignment based methods.

  PMID 18951440 · PMC3431198 · Human mutation · 2008 · 8 claims · 7 setups

  Full-text index only

  Carefully validated PMSA-based computational algorithms can achieve predictive values of ~75-95% for classifying missense substitutions as pathogenic or neutral.

  clinically sequence curated deep blosum62 sift align-gvgd

• A new paradigm for MAPK: structural interactions of hERK1 with mitochondria in HeLa cells.

  PMID 19847302 · PMC2760858 · PloS one · 2009 · 8 claims · 8 setups

  Full-text index only

  hERK1 translocates to the mitochondria of HeLa cells upon a proliferative stimulus

  hela confocal immunofluorescence western

• Predicting the pathogenicity of missense variants using features derived from AlphaFold2.

  PMID 37084271 · PMC10203375 · Bioinformatics (Oxford, England) · 2023 · 6 claims · 8 setups

  Has reproduction · 85

  AlphaFold2-derived structural features (solvent accessibility, amino acid network features, physicochemical environment, pLDDT) can be used to train a random forest classifier (AlphScore) that distinguishes proxy-benign from proxy-pathogenic missense variants.

  gnomad alphafold2-predicted alphscore proteins machine secondary physicochemical

• Neuronal Small RNAs Control Behavior Transgenerationally.

  PMID 31178120 · PMC6579485 · Cell · 2019 · 8 claims · 8 setups

  Has reproduction · 49

  Neuron-specific synthesis of RDE-4-dependent small RNAs regulates germline amplified endogenous siRNAs and germline gene expression for multiple generations

  elegans prab-3 dissected worms small sequencing facs