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).

• iceDP: identifying inter-chromatin engagement via density peaks clustering algorithm.

  PMID 41499218 · PMC12777978 · Briefings in bioinformatics · 2026 · 7 claims · 8 setups

  Has reproduction · 53

  iceDP uses the Density Peak clustering algorithm plus a distribution test and fold change filter to identify NHCCs from Hi-C interaction matrices while removing false positives

  olfactory embryonic tc-797 islet hi-c h3k27ac micro-c

• Artificial Intelligence Approach in Machine Learning-Based Modeling and Networking of the Coronavirus Pathogenesis Pathway.

  PMID 40699865 · PMC12191508 · Current issues in molecular biology · 2025 · 8 claims · 8 setups

  Has reproduction

  The coronavirus pathogenesis pathway is activated in SARS-CoV-2-infected iPSC-derived cardiac cells and in SARS-CoV/SARS-CoV-2-infected LUAD cells

  ace2-transfected calu-3 luad ipsc-derived ipa sequencing convolutional

• 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

• Two committees tackle toxicogenomics.

  PMID 12501852 · PMC1241123 · Environmental health perspectives · 2002 · 8 claims · 8 setups

  Full-text index only

  NIEHS funded a $37 million, five-year Toxicogenomics Research Consortium (TRC) linking the NIEHS Microarray Center with five academic institutions (UNC, Duke, Fred Hutchinson/UW, MIT, OHSU) to coordinate gene-expression research on environmental health effects.

  strains nervous mice liver microarray gene toxicogenomic

• Toxicogenomics research consortium sails into uncharted waters.

  PMID 12460811 · PMC1241122 · Environmental health perspectives · 2002 · 8 claims · 8 setups

  Full-text index only

  The NIEHS-funded $37 million Toxicogenomics Research Consortium (TRC) combines the NIEHS Microarray Center with five academic institutions (UNC, Duke, Fred Hutchinson/UW, MIT, OHSU) to define genetic variability, set gene expression standards, and study environmental stress responses.

  strains nervous mice liver microarray gene toxicogenomic

• Boosting accuracy of automated classification of fluorescence microscope images for location proteomics.

  PMID 15207009 · PMC449699 · BMC bioinformatics · 2004 · 8 claims · 8 setups

  Full-text index only

  New classifiers (SVMs, ensembles) and new wavelet-derived (Gabor, Daubechies) features improve recognition of protein subcellular location patterns over the previous neural network approach

  hela automated stepwise training-set-size

• Identification of serum biomarkers for colon cancer by proteomic analysis.

  PMID 16755300 · PMC2361335 · British journal of cancer · 2006 · 8 claims · 8 setups

  Full-text index only

  Complement C3a des-arg, α1-antitrypsin and transferrin were identified as serum proteins with diagnostic potential for CRC.

  serum pooled seldi seldi-tof seldi artificial

• Application of machine learning in SNP discovery.

  PMID 16398931 · PMC1955739 · BMC bioinformatics · 2006 · 8 claims · 6 setups

  Full-text index only

  PolyBayes produces high false-positive SNP predictions even with stringent parameters

  diverse soybean candidate same sts polybayes polyphred

• Peptide bioinformatics: peptide classification using peptide machines.

  PMID 19065810 · PMC7122642 · Methods in molecular biology (Clifton, N.J.) · 2008 · 8 claims · 4 setups

  Full-text index only

  The bio-basis function, which converts peptides into numerical vectors using nongapped pairwise homology alignment scores against indicator peptides, can statistically quantify peptide similarity for classification.

  illustrative query generic synthetic bio-basis orthogonal hyperplane

• High-throughput chromatin information enables accurate tissue-specific prediction of transcription factor binding sites.

  PMID 18988630 · PMC2662491 · Nucleic acids research · 2009 · 8 claims · 8 setups

  Full-text index only

  Incorporating H3K4me3 chromatin modification estimates greatly improves the accuracy of in silico prediction of in vivo TF binding for a wide range of TFs in human and mouse

  embryonic neural t-cells mm8 chip-seq chip-chip pwm

• Pharmacogenomic screening identifies and repurposes leucovorin and dyclonine as pro-oligodendrogenic compounds in brain repair.

  PMID 39537633 · PMC11561360 · Nature communications · 2024 · 8 claims · 8 setups

  Full-text index only

  A pharmacogenomic scoring strategy (OligoScore) combining transcriptomic signatures and curated oligodendrogenesis gene sets identifies compounds with pro-oligodendrogenic transcriptional activity

  brain neonatal gene cerebellar bulk transcriptomic pharmacogenomic

• Single-cell transcriptomics of human embryos identifies multiple sympathoblast lineages with potential implications for neuroblastoma origin.

  PMID 33833454 · PMC7610777 · Nature genetics · 2021 · 8 claims · 8 setups

  Full-text index only

  In human embryos, intra-adrenal sympathoblasts are directly derived from nerve-associated Schwann cell precursors (SCPs), similarly to chromaffin cells

  embryo sympathoadrenal embryonic adrenal scrna-seq velocity immunohistochemistry

• MOSAIK: a hash-based algorithm for accurate next-generation sequencing short-read mapping.

  PMID 24599324 · PMC3944147 · PloS one · 2014 · 8 claims · 8 setups

  Has reproduction · 29

  MOSAIK is the only aligner that consistently aligns reads from all major sequencing platforms (Illumina, AB SOLiD, Roche 454, Ion Torrent, Pacific Biosciences SMRT) using the same algorithmic approach.

  simulated million coli illumina short-read mapping neural-network

• 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

  Assembled the largest reference blood gene expression profiling (GEP) dataset for AML to date: 12,029 samples from 105 studies across three platforms.

  peripheral datasets hg-u133 disjoint bulk machine deep

• Evaluation of classification and forecasting methods on time series gene expression data.

  PMID 33156855 · PMC7647064 · PloS one · 2020 · 8 claims · 4 setups

  Has reproduction · 74

  Deep learning based methods generally outperform traditional approaches for time series gene expression classification.

  gene gse6186 time short convolutional

• A comparative gene co-expression analysis using self-organizing maps on two congener filmy ferns identifies specific desiccation tolerance mechanisms associated to their microhabitat preference.

  PMID 32019526 · PMC7001327 · BMC plant biology · 2020 · 8 claims · 6 setups

  Has reproduction · 62

  Inter-specific differences in vertical distribution/microhabitat preference are associated with distinct dynamics of gene expression during dehydration and rehydration phases

  hymenophyllum caudiculatum annotated rna-seq chlorophyll relative

• Physiology engages with functional genomics - at last.

  PMID 16086845 · PMC1273626 · Genome biology · 2005 · 8 claims · 8 setups

  Full-text index only

  Large-scale QTL phenotyping in rat strains reveals that most hypertension-related traits are sexually dimorphic

  wild-type caenorhabditis kidney pcr qtl enu copas

• Comprehensive splice-site analysis using comparative genomics.

  PMID 16914448 · PMC1557818 · Nucleic acids research · 2006 · 8 claims · 6 setups

  Full-text index only

  Over half a million splice sites were collected from five species (H. sapiens, M. musculus, D. melanogaster, C. elegans, A. thaliana) and classified into four main subtypes: U2-type GT-AG and GC-AG, and U12-type GT-AG and AT-AC.

  refseq u2-type genes comparative information phylogenetic

• Prediction of catalytic residues using Support Vector Machine with selected protein sequence and structural properties.

  PMID 16790052 · PMC1534064 · BMC bioinformatics · 2006 · 8 claims · 7 setups

  Full-text index only

  The Sequential Minimal Optimization (SMO) SVM algorithm was the best-performing classifier among 26 WEKA classifiers for predicting catalytic residues

  benchmarking same pirsf pdb supervised wrapper sequence

• Identification of novel regulatory factor X (RFX) target genes by comparative genomics in Drosophila species.

  PMID 17875208 · PMC2375033 · Genome biology · 2007 · 8 claims · 4 setups

  Full-text index only

  A subset of C. elegans DAF-19 target genes have Drosophila homologs that are also regulated by dRFX, showing conservation of the RFX regulatory cascade between the two species.

  drosophila genome melanogaster real-time comparative gfp