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).

• 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

• A comprehensive resequence analysis of the KLK15-KLK3-KLK2 locus on chromosome 19q13.33.

  PMID 19823874 · PMC2793378 · Human genetics · 2010 · 7 claims · 7 setups

  Full-text index only

  Deep resequencing of a 56 kb region on chr19q13.33 identified 555 polymorphic loci, including 116 novel SNPs and 182 novel indels.

  individuals sequence resequencing snps targeted sequence genotype

• Deep learning based protocol to construct an immune-related gene network of host-pathogen interactions in plants.

  PMID 36525344 · PMC9791427 · STAR protocols · 2023 · 6 claims · 6 setups

  Has reproduction · 96

  A deep-learning protocol (DLNet) ranks genes by their contribution to classifying treatment versus control expression data, identifying genes involved in host defense against pathogens.

  oryza rice merged top-ranked affymetrix microarray batch

• Genomic Description of 'Candidatus Abyssubacteria,' a Novel Subsurface Lineage Within the Candidate Phylum Hydrogenedentes.

  PMID 30210471 · PMC6121073 · Frontiers in microbiology · 2018 · 8 claims · 7 setups

  Has reproduction · 91

  SURF_5 and SURF_17 are the first full genomes of a novel bacterial lineage, 'Candidatus Abyssubacteria,' within the candidate phylum Hydrogenedentes

  deep co-assembled surf_17 surf_5 whole-genome novo 16s

• Deep learning from phylogenies to uncover the epidemiological dynamics of outbreaks.

  PMID 35794110 · PMC9258765 · Nature communications · 2022 · 8 claims · 5 setups

  Has reproduction · 94

  Deep learning (FFNN-SS and CNN-CBLV) enables accurate and fast likelihood-free estimation of epidemiological parameters and model selection from phylogenies

  simulated same hiv-1 simulation-based bayesian maximum-likelihood

• Base editing in human cells with monomeric DddA-TALE fusion deaminases.

  PMID 35821233 · PMC9276701 · Nature communications · 2022 · 8 claims · 8 setups

  Has reproduction · 95

  mDdCBEs built from non-toxic full-length DddA_tox variants enable mitochondrial DNA base editing with efficiencies of up to 50% upon transient expression in human cells

  hek293t nih3t3 targeted clonal aav2

• 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

• 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

• Interpretable prediction models for widespread m6A RNA modification across cell lines and tissues.

  PMID 37995291 · PMC10697738 · Bioinformatics (Oxford, England) · 2023 · 7 claims · 6 setups

  Has reproduction · 79

  CLSM6A, a CNN-based model set, predicts single-nucleotide-resolution m6A RNA modification sites across eight cell lines and three tissues in H. sapiens

  clsm6a learned last-layer computational model-based propagation-based

• 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

• Comprehensive characterization of the antibody responses to SARS-CoV-2 Spike protein finds additional vaccine-induced epitopes beyond those for mild infection.

  PMID 35072628 · PMC8887901 · eLife · 2022 · 8 claims · 3 setups

  Has reproduction · 57

  mRNA vaccination induces antibody binding to additional Spike epitopes (NTD and CTD in S1) beyond those seen after mild infection (FP and SH-H in S2)

  serum combined phage-dms principal

• Identification and functional implications of pseudouridine RNA modification on small noncoding RNAs in the mammalian pathogen Trypanosoma brucei.

  PMID 35714765 · PMC9283944 · The Journal of biological chemistry · 2022 · 8 claims · 4 setups

  Has reproduction · 80

  Genome-wide Ψ mapping using HydraPsiSeq and small RNA Ψ-seq identifies Ψ sites on snoRNA, 7SL RNA, vtRNA, SL RNA, and tRNA in T. brucei

  brucei hydrapsiseq small primer

• 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

• High-resolution profiling of pathways of escape for SARS-CoV-2 spike-binding antibodies.

  PMID 34010620 · PMC8096189 · Cell · 2021 · 7 claims · 3 setups

  Has reproduction · 87

  Phage-DMS comprehensively maps the effect of all possible single mutations across the SARS-CoV-2 spike protein on polyclonal plasma antibody binding, defining antibody escape pathways.

  phage-displayed covid-19 pseudotyped phage-dms elisa pseudovirus

• 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

• 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

• 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

• Adaptive learning embedding features to improve the predictive performance of SARS-CoV-2 phosphorylation sites.

  PMID 37847658 · PMC10628388 · Bioinformatics (Oxford, England) · 2023 · 7 claims · 3 setups

  Has reproduction · 67

  PSPred-ALE, a deep learning predictor using a self-adaptive learning embedding algorithm, automatically extracts contextual sequence features and identifies SARS-CoV-2 phosphorylation sites without feature engineering.

  lung peptide same bulk deep traditional