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).

• 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

• maxATAC: Genome-scale transcription-factor binding prediction from ATAC-seq with deep neural networks.

  PMID 36719906 · PMC9917285 · PLoS computational biology · 2023 · 8 claims · 6 setups

  Has reproduction · 98

  maxATAC is a suite of deep neural network models enabling state-of-the-art, genome-scale TFBS prediction from ATAC-seq, with models for 127 human transcription factors

  lines hepg2 types single chip-seq omni-atac-seq atac-seq

• 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

• Comprehensive benchmarking of large language models for RNA secondary structure prediction.

  PMID 40205851 · PMC11982019 · Briefings in bioinformatics · 2025 · 7 claims · 4 setups

  Has reproduction · 88

  Existing RNA-LLMs had not previously been evaluated for secondary structure prediction in a unified, fair experimental setup with the same datasets and prediction model.

  archiveii bprna large-scale secondary cross-family self-supervised

• SurvConvMixer: robust and interpretable cancer survival prediction based on ConvMixer using pathway-level gene expression images.

  PMID 38539106 · PMC10967213 · BMC bioinformatics · 2024 · 7 claims · 6 setups

  Has reproduction · 77

  SurvConvMixer reformats KEGG Pathways-in-Cancer gene expression values into pathway-level 2D gene expression images and applies a ConvMixer-based model for overall survival prediction

  luad lung bulk gene machine

• 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

• Genome-wide identification of Hfq-regulated small RNAs in the fire blight pathogen Erwinia amylovora discovered small RNAs with virulence regulatory function.

  PMID 24885615 · PMC4070566 · BMC genomics · 2014 · 8 claims · 8 setups

  Has reproduction · 50

  A total of 40 candidate Hfq-dependent sRNAs were identified genome-wide in E. amylovora by combining RNA-seq with a Rho-independent terminator search.

  erwinia intergenic candidate wounded small northern race

• 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

• 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

• 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

• ResnetAge: A Resnet-Based DNA Methylation Age Prediction Method.

  PMID 38247911 · PMC10813502 · Bioengineering (Basel, Switzerland) · 2023 · 8 claims · 4 setups

  Has reproduction · 75

  ResnetAge, a ResNet-based neural network using 22,278 shared Illumina 27K/450K CpG sites, predicts DNA methylation age from beta values.

  shared independent methylation resnet comparative

• 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

• Metavisitor, a Suite of Galaxy Tools for Simple and Rapid Detection and Discovery of Viruses in Deep Sequence Data.

  PMID 28045932 · PMC5207757 · PloS one · 2017 · 7 claims · 5 setups

  Has reproduction · 78

  Metavisitor is an open-source suite of modular Galaxy tools and preset workflows enabling non-experts to detect and assemble viral genomes from deep sequence data.

  drosophila deep srp013822 small novo long-read

• Cost-effectively dissecting the genetic architecture of complex wool traits in rabbits by low-coverage sequencing.

  PMID 36401180 · PMC9673297 · Genetics, selection, evolution : GSE · 2022 · 8 claims · 8 setups

  Has reproduction · 50

  BaseVar + STITCH at 1.0X sequencing depth with a sample size >300 achieves the highest genotyping accuracy among tested imputation strategies (genotype concordance >98.8%, genotype accuracy >0.97).

  angora domesticated candidate low-coverage multivariate principal

• 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

• Unlocking the microbial studies through computational approaches: how far have we reached?

  PMID 36920617 · PMC10016191 · Environmental science and pollution research international · 2023 · 8 claims · 8 setups

  Has reproduction

  Metagenomics enables culture-independent study of microbial communities directly from their natural environments, bypassing the need for clonal isolation.

  clinical bacteriophage vaginal hbv ngs random whole-genome

• 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

• 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

• Transgenerational inheritance of an acquired small RNA-based antiviral response in C. elegans.

  PMID 22119442 · PMC3250924 · Cell · 2011 · 8 claims · 8 setups

  Has reproduction · 68

  viRNA-mediated silencing of the FR1gfp Flock House virus is transmitted to RNAi-deficient (rde-1 or rde-4 homozygous) progeny and persists for many ensuing generations, i.e. an acquired antiviral trait is inherited.

  transgenic elegans four gfp genetic template-independence