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).

• 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

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  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

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  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

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  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

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  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

• The current state of proteomics in GI oncology.

  PMID 19104933 · PMC3045515 · Digestive diseases and sciences · 2009 · 8 claims · 8 setups

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  More than 130 exploratory proteomic studies have defined candidate biomarkers in serum, GI fluids, or cancer tissue for GI oncology

  serum laser-capture-microdissected seldi-ms 2-de antibody

• Probing the cancer genome.

  PMID 18492227 · PMC2441462 · Genome biology · 2008 · 8 claims · 8 setups

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  Combined Sanger and 454 pyrosequencing of MCF-7 BAC clones identified 157 PCR-confirmed translocation breakpoint junctions, including 10 in-frame junctions confirmed at the transcript level

  mcf-7 tumor lung oral sanger solexa gistic

• The role of proteomics in depression research.

  PMID 19997739 · PMC2940035 · European archives of psychiatry and clinical neuroscience · 2010 · 8 claims · 8 setups

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  Proteomics offers a complementary, functional-endpoint approach that can elucidate MDD pathophysiological mechanisms and biomarkers beyond transcriptomic/targeted studies

  postmortem schizophrenia frontal hypothalamus gel shotgun proteome

• Technical challenges in using human induced pluripotent stem cells to model disease.

  PMID 19951687 · PMC2921621 · Cell stem cell · 2009 · 8 claims · 8 setups

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  hiPSCs generated from patient somatic cells (skin, blood) can be differentiated into disease-relevant cell types to model disease pathogenesis in vitro

  ipscs humanized hemophilia parkinsonian tetraploid transplantation neuronal

• Nonsense-mediated mRNA decay orchestrates neuronal migration and cortical lamination while modulating Reelin and ciliary gene regulatory networks.

  PMID 41746809 · PMC13042203 · Cell reports · 2026 · 8 claims · 8 setups

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  UPF2-mediated NMD is required for proper cortical lamination; conditional Upf2 deletion in radial glia disrupts layering of TBR1+/SATB2+ and CTIP2+/CUX1+ neurons.

  cortex embryonic cortical neural immunofluorescence utero co-electroporation

• Critical evaluation of drug response prediction models with DrEval.

  PMID 42120410 · PMC13168506 · Nature communications · 2026 · 8 claims · 6 setups

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  DrEval is a living open-source benchmarking pipeline for unbiased, biologically meaningful evaluation of cancer drug response prediction models, integrating standardized preprocessing, hyperparameter tuning, statistically rigorous evaluation, cross-study benchmarks, and ablation studies.

  ctrpv2 ccle beataml2 pdx_bruna viability drug pdx

• Neuropixels Opto: combining high-resolution electrophysiology and optogenetics.

  PMID 42225964 · PMC13259958 · Nature methods · 2026 · 8 claims · 7 setups

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  Neuropixels Opto probes integrate 960 recording sites and two sets of 14 light emitters (blue and red) on a 70-μm-wide, 1-cm-long shank via monolithic CMOS+photonics integration

  neuropixels test visual hippocampus electrode optical light

• Single-cell atlas of the developing Down syndrome brain cortex.

  PMID 41545595 · PMC13004680 · Nature medicine · 2026 · 8 claims · 8 setups

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  RORB/FOXP1-expressing L4-like excitatory neurons are subtype-specifically and dramatically reduced in Down syndrome fetal cortex, especially at later stages (PCW16-20)

  fetal excitatory neural humanized single-nucleus immunostaining compositional

• Classification of ALS molecular subtypes: a literature review on machine learning applications and their clinical value.

  PMID 41731547 · PMC13037183 · BMC medicine · 2026 · 8 claims · 5 setups

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  Unsupervised ML analysis of ALS transcriptomes consistently identifies molecular subtypes reflecting distinct biological processes, primarily oxidative stress (ALS-Ox) and glial activation/neuroinflammation (ALS-Glia), found in every study reviewed.

  post-mortem peripheral bulk rna-seq blood

• Chromatin spatial analysis by METALoci unveils sex-determining 3D regulatory hubs.

  PMID 41735611 · PMC13095655 · Nature structural & molecular biology · 2026 · 6 claims · 7 setups

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  TADs and large-scale chromatin structures remain largely unchanged during sex determination, suggesting a preformed configuration

  facs-sorted same integrated fgf9 hi-c chip-seq metaloci

• GeneExt: a gene model extension tool for enhanced single-cell RNA-seq analysis.

  PMID 41769841 · PMC12970594 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 8 setups

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  Incomplete/inaccurate gene annotations, especially missing or truncated 3' UTRs, cause reads to map to non-genic regions and genes to be under-quantified or missing from scRNA-seq expression matrices in non-model species

  genomes whole-organism xenia octopus peak scrna-seq

• Acetylation of H3K115 is associated with fragile nucleosomes at CpG island promoters and active regulatory sites.

  PMID 41778583 · PMC12959880 · eLife · 2026 · 8 claims · 8 setups

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  H3K115ac is enriched at the TSS of active CpG island (CGI) promoters, far more than non-CGI promoters

  embryonic mescs synthetic mesc chip-seq atac-seq dot

• Functional genomics analysis of developing zebrafish and human endoderm reveals highly conserved cis-regulatory modules acting during vertebrate organogenesis.

  PMID 41781333 · PMC7619044 · Genome research · 2026 · 8 claims · 8 setups

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  There are few endoderm-specific CRMs; many CRMs governing pancreas development also likely act within the nervous system

  zebrafish embryonic atac-seq bulk facs