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).

• 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

• 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

• 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

• 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

• Identification of new ETV6 modulators through a high-throughput functional screening.

  PMID 35198911 · PMC8851229 · iScience · 2022 · 7 claims · 8 setups

  Has reproduction · 68

  A genome-wide shRNA screen in an engineered ETV6-dependent Blasticidin-sensitive pre-B ALL cell line can identify modulators of ETV6 repressive transcriptional activity

  reh genome-wide qrt-pcr chip-seq

• CRISPR/Cas9 Screens Reveal Multiple Layers of B cell CD40 Regulation.

  PMID 31365872 · PMC6684324 · Cell reports · 2019 · 8 claims · 8 setups

  Has reproduction

  Genome-wide CRISPR/Cas9 screens in CD40L-stimulated Daudi B cells identify known CD40/NF-κB pathway components plus many novel positive and negative CD40 regulators.

  daudi celf1 genome-wide flow immunoblot

• 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

• 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

• Mutations in dnaA and a cryptic interaction site increase drug resistance in Mycobacterium tuberculosis.

  PMID 33253310 · PMC7738170 · PLoS pathogens · 2020 · 7 claims · 8 setups

  Has reproduction · 98

  Non-synonymous mutations in dnaA are statistically associated with drug resistance (INH, RIF, SM) in clinical M. tuberculosis strains across two independent GWAS cohorts (China and Vietnam)

  clinical dnaa isogenic h37rv genome-wide structural deep-sequencing

• 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

• TrEMOLO: accurate transposable element allele frequency estimation using long-read sequencing data combining assembly and mapping-based approaches.

  PMID 37013657 · PMC10069131 · Genome biology · 2023 · 6 claims · 6 setups

  Has reproduction · 89

  TrEMOLO combines an assembly-based INSIDER module and a mapping-based OUTSIDER module to detect TE insertions/deletions from long-read sequencing data and estimate their allele frequency

  melanogaster simulated long-read whole-genome genome

• 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

• 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

• Proteogenomic analysis prioritises functional single nucleotide variants in cancer samples.

  PMID 29221171 · PMC5707065 · Oncotarget · 2017 · 8 claims · 6 setups

  Has reproduction · 73

  A customised SAAV peptide database built from RNA-seq/WGS variant calls can be used to search proteomics data and detect single amino acid variant (SAAV)-containing peptides at the protein level

  jurkat rna-seq genome proteomics

• DNA sequencing of a cytogenetically normal acute myeloid leukaemia genome.

  PMID 18987736 · PMC2603574 · Nature · 2008 · 8 claims · 8 setups

  Full-text index only

  Whole genome sequencing can identify unbiased, novel somatic mutations in a cytogenetically normal AML genome that would not have been found by candidate-gene resequencing.

  aml tumor novo additional genome snp comparative

• Systems biology: where it's at in 2005.

  PMID 16086862 · PMC1273629 · Genome biology · 2005 · 8 claims · 8 setups

  Full-text index only

  High-throughput genetic-interaction and physical-interaction maps show only minimal overlap with each other, whereas literature-derived genetic and physical interaction maps share a much greater fraction of edges

  saccharomyces drosophila environmental literature systematic genome-wide

• 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

• 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

• 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

• 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