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).

• SNAP: predict effect of non-synonymous polymorphisms on function.

  PMID 17526529 · PMC1920242 · Nucleic acids research · 2007 · 7 claims · 8 setups

  Full-text index only

  SNAP, a neural network-based method using sequence-derived information, predicts whether a non-synonymous SNP is neutral or non-neutral for protein function

  combined escherichia bacteriophage hiv-1 neural benchmark comparative

• SNAP predicts effect of mutations on protein function.

  PMID 18757876 · PMC2562009 · Bioinformatics (Oxford, England) · 2008 · 8 claims · 3 setups

  Full-text index only

  SNAP is a publicly available web-server implementation predicting functional effects (neutral/non-neutral) of single amino acid substitutions.

  mutant insulin neural alanine mutation

• GRAMD1B is a regulator of lipid homeostasis, autophagic flux and phosphorylated tau.

  PMID 40204713 · PMC11982250 · Nature communications · 2025 · 8 claims · 7 setups

  Has reproduction · 91

  GRAMD1B is increased in excitatory neurons of human neural organoids (HNOs) carrying the MAPT R406W mutation

  neural hno single-cell immunofluorescence western

• Detection of venous thromboembolism by proteomic serum biomarkers.

  PMID 17579716 · PMC1891085 · PloS one · 2007 · 5 claims · 8 setups

  Full-text index only

  A neural network-based classifier built from direct MALDI-TOF MS serum protein expression profiles can diagnose VTE with sensitivity/specificity that exceeds D-dimer assays

  serum anova-selected citrated depleted direct artificial d-dimer

• Comparison of multidimensional shotgun technologies targeting tissue proteomics.

  PMID 19960471 · PMC3465977 · Electrophoresis · 2009 · 6 claims · 4 setups

  Full-text index only

  CITP-based multidimensional separation achieves superior overall proteome performance (more total peptide, distinct peptide, and distinct protein identifications) than SCX/MuDPIT under matched conditions

  glioblastoma peptide shotgun spectral database

• Transcriptional and proteomic profiling in a cellular model of DYT1 dystonia.

  PMID 19665049 · PMC2774817 · Neuroscience · 2009 · 8 claims · 7 setups

  Full-text index only

  Accumulation of mutant torsinA(ΔE) in the nuclear envelope is not sufficient to cause transcriptional dysregulation

  pc6-3 hek293 microarray 2-dige mass

• Signals controlling neural crest contributions to the heart.

  PMID 20490374 · PMC2873602 · Wiley interdisciplinary reviews. Systems biology and medicine · 2009 · 8 claims · 8 setups

  Full-text index only

  Semaphorin3C (from outflow myocardium) signals through PlexinA2 (on neural crest) to guide cardiac neural crest migration into the outflow tract

  sema3c chick cardiac genetic pharmacologic conditional

• Prediction, syntax and semantic grounding in the brain and large language models.

  PMID 41807493 · PMC12979642 · Scientific reports · 2026 · 8 claims · 6 setups

  Has reproduction · 86

  Nouns show significant pre-onset neural activity, suggesting enhanced anticipatory processing of this word class.

  healthy cortex german pre-trained magnetoencephalography electroencephalography source

• 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

• 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

• Quantitative epigenetic co-variation in CpG islands and co-regulation of developmental genes.

  PMID 23999385 · PMC6505400 · Scientific reports · 2013 · 8 claims · 8 setups

  Has reproduction · 95

  Four epigenetic modifications (DNA methylation, H3K4me2, H3K4me3, H3K27me3) in mouse CGIs undergo combinatorial variation (co-variation) across ESCs, NPCs and adult brain during neuron differentiation.

  embryonic escs dem-cgis demg methylation chip-seq gene

• The mammalian phenotype ontology: enabling robust annotation and comparative analysis.

  PMID 20052305 · PMC2801442 · Wiley interdisciplinary reviews. Systems biology and medicine · 2009 · 8 claims · 6 setups

  Full-text index only

  The Mammalian Phenotype (MP) Ontology enables classification and organization of phenotypic data for mouse and other mammalian species in a computationally useful, standardized manner.

  genotypes neural inbred viable phenotype phylogenetic comparative

• Neuroplasticity, psychosocial genomics, and the biopsychosocial paradigm in the 21st century.

  PMID 19728478 · PMC2933650 · Health & social work · 2009 · 8 claims · 8 setups

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  Recent neuroplasticity and psychosocial genomics research validates and elaborates Engel's biopsychosocial paradigm by revealing mechanisms linking psychosocial experience to neurobiology.

  experienced long-term ocd women structural eeg attentional

• Microglia-containing cerebral organoids derived from induced pluripotent stem cells for the study of neurological diseases.

  PMID 36936782 · PMC10014280 · iScience · 2023 · 8 claims · 8 setups

  Has reproduction · 74

  A novel protocol using FGF/EGF/heparin growth factor supplementation and 10% CO2 culture generates cerebral organoids containing neurons, astrocytes, and microglia from iPSCs/hESCs

  hesc-derived hesc als-pdc-affected cerebral microarray immunostaining bulk

• No direct effect of the -521 C/T polymorphism in the human dopamine D4 receptor gene promoter on transcriptional activity.

  PMID 16723017 · PMC1481588 · BMC molecular biology · 2006 · 8 claims · 3 setups

  Full-text index only

  The -521 C/T SNP has no significant effect on transcriptional activity of the DRD4 promoter in any of three neural cell lines tested

  sk-n-f1 rt-pcr luciferase

• 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

• DNA demethylation is associated with malignant progression of lower-grade gliomas.

  PMID 30760837 · PMC6374451 · Scientific reports · 2019 · 8 claims · 8 setups

  Has reproduction

  Nearly half of IDH-mutant glioblastomas that progressed from lower-grade gliomas show characteristic partial DNA demethylation in previously methylated (G-CIMP) genomic regions of their initial tumor.

  gliomas neural analysis tcga methylation whole-exome sequencing

• Identification and verification of diagnostic biomarkers in recurrent pregnancy loss via machine learning algorithm and WGCNA.

  PMID 37691920 · PMC10485775 · Frontiers in immunology · 2023 · 8 claims · 8 setups

  Has reproduction · 55

  352 DEGs (198 up-regulated, 154 down-regulated) were identified between RPL and control endometrial samples

  endometrial degs hub decidua microarray wgcna machine

• 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 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

  H. caudiculatum (lower canopy) exhibits about twice as many differentially expressed genes as H. dentatum (upper canopy), with a higher proportion of both increased and decreased gene abundance during dehydration.

  hymenophyllum dark-adapted annotated differentially bulk relative chlorophyll