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).

• S3RL: Enhancing Spatial Single-Cell Transcriptomics With Separable Representation Learning.

  PMID 41556263 · PMC13042551 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

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  S3RL is a separable representation learning framework that denoises sparse spatial transcriptomic data and enhances biologically relevant signals by integrating gene expression, spatial coordinates, and histological image features.

  dorsolateral dlpfc nanostring spatial cell-type multi-platform

• HIF3A-mediated aberrant activation of TXNIP promotes Alzheimer's disease progression.

  PMID 41807716 · PMC13096512 · Scientific reports · 2026 · 8 claims · 8 setups

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  OS activity is significantly elevated in AD and shows pronounced heterogeneity across brain cell types

  entorhinal brain middle c57bl scrna-seq bulk animal

• Single-nucleus multiome analysis in the human prefrontal cortex identifies gene expression and cis-regulatory elements associated with aging.

  PMID 41832957 · PMC13137218 · Cell reports · 2026 · 8 claims · 8 setups

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  Generated a single-nucleus multiome (snATAC + gene expression) dataset from 357 human dorsolateral prefrontal cortex samples (ages 15-100, European and African admixed ancestry), yielding over 1.5 million cells as a public resource.

  postmortem million+ pfc each single-nucleus umap pseudobulk

• 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

• A cross-species approach to identify transcriptional regulators exemplified for Dnajc22 and Hnf4a.

  PMID 28642491 · PMC5481429 · Scientific reports · 2017 · 8 claims · 8 setups

  Has reproduction · 76

  Hnf4a is a major transcriptional regulator of Dnajc22

  atlas roadmap liver-specific kidney co-expression transcription reanalysis

• The identification of a Distinct Astrocyte Subtype that Diminishes in Alzheimer's Disease.

  PMID 38502590 · PMC11567244 · Aging and disease · 2024 · 7 claims · 7 setups

  Has reproduction · 57

  A distinct astrocyte subpopulation marked by low GFAP, AQP4+, and CD63+ expression exists in normal brain and is functionally enriched for Aβ clearance and tau protein binding

  hippocampus prefrontal astrocyte frontal single-nuclei gene cell-cell

• Identification of the proliferation/differentiation switch in the cellular network of multicellular organisms.

  PMID 17166053 · PMC1664705 · PLoS computational biology · 2006 · 8 claims · 8 setups

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  Integrating interactome and transcriptome data reveals a pair of transcriptionally anticorrelated network modules (P and D) each comprising hundreds of genes, present across individuals and species.

  postmortem genes gene proteins microarray protein-protein hierarchical

• Integrative transcriptome-wide association analyses reveal PRKCG-linked GABAergic dysfunction in Fragile X-associated tremor/ataxia syndrome.

  PMID 41507195 · PMC12881518 · Nature communications · 2026 · 8 claims · 8 setups

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  A multi-omics strategy combined with TWAS reveals brain-region-specific molecular signatures and striking gene dysregulation concentrated in inhibitory neurons in an FXTAS mouse model.

  brain prefrontal pfc gabaergic bulk single-nuclei immunofluorescent

• Multi-modal dissection of cell-type specific TDP-43 pathology in the motor cortex.

  PMID 41803120 · PMC12982666 · Nature communications · 2026 · 7 claims · 4 setups

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  Mainly excitatory cortical neurons are affected by TDP-43 pathology in the ALS/ALS-FTD motor cortex

  post-mortem publicly als single-nucleus single-nucleus spatial genotyping

• Aligned cross-modal integration and regulatory heterogeneity characterization of single-cell multiomic data with deep contrastive learning.

  PMID 41588477 · PMC12833949 · Genome medicine · 2026 · 8 claims · 4 setups

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  scMDCF outperforms existing state-of-the-art scMulti-omics integration and clustering models across various types of scMulti-omics datasets, including robustness against batch effects

  single immune dorsolateral cite-seq scrna-atac-seq snmulti-omics

• DANST enables cell-type deconvolution in spatial transcriptomics using deep domain adversarial neural networks.

  PMID 41663685 · PMC12996496 · Communications biology · 2026 · 7 claims · 6 setups

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  DANST, a deconvolution framework using deep domain adversarial neural networks, achieves superior cell-type deconvolution accuracy compared with existing methods on human and mouse benchmark datasets

  heart cortex visual brain spatial cell-type

• Spider: a flexible and unified framework for simulating spatial transcriptomics data.

  PMID 41237053 · PMC12790819 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 6 setups

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  Spider simulates ST data without requiring real ST data as a reference

  simulated hypothalamus dorsolateral spatial clustering cell-cell

• Microglial Fkbp5 Impairs Post-Stroke Vascular Integrity and Regeneration by Promoting Yap1-Mediated Glycolysis and Oxidative Phosphorylation.

  PMID 41355597 · PMC13042415 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

  Has reproduction · 50

  A post-stroke perivascular microglia niche (stroke-VAM) is identified, characterized by low M2 marker expression and elevated glycolysis, OXPHOS, and phagocytic activity

  ipsilateral cx3cr1-cre peri-infarct ischemic scrna-seq snrna-seq immunofluorescence

• WebGestalt: an integrated system for exploring gene sets in various biological contexts.

  PMID 15980575 · PMC1160236 · Nucleic acids research · 2005 · 8 claims · 6 setups

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  WebGestalt is an integrated web-based system composed of four modules: gene set management, information retrieval, organization/visualization, and statistics.

  genes gene est-based enrichment kegg

• A global view of protein expression in human cells, tissues, and organs.

  PMID 20029370 · PMC2824494 · Molecular systems biology · 2009 · 7 claims · 6 setups

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  A high fraction (>65%) of proteins is expressed in most human cells and tissues, while very few proteins (<2%) are detected in any single cell type.

  normal computational hepatocytes same immunohistochemistry immunofluorescence unsupervised