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).

• Learning collective multicellular dynamics with an interacting mean field neural SDE model.

  PMID 41564117 · PMC12854464 · PLoS computational biology · 2026 · 7 claims · 5 setups

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  scIMF models multicellular dynamics as interacting diffusion processes using a McKean-Vlasov SDE solved via Neural SDE, with a Transformer-based cell-wise attention mechanism approximating the distribution-dependent drift term

  zebrafish embryonic pancreatic temporal umap cell-wise

• ChromBERT: A foundation model for learning interpretable representations for context-specific transcriptional regulatory networks.

  PMID 41592570 · PMC13069865 · Cell genomics · 2026 · 8 claims · 7 setups

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  ChromBERT is pre-trained via masked reconstruction on the Cistrome-Human-6K dataset (6,391 cistromes, 991 transcription regulators) to learn genome-wide interaction syntax of transcription regulators

  lines chromosome embryonic transcription chip-seq chromhmm hi-c

• Lipopolysaccharide distinctively alters human microglia transcriptomes to resemble microglia from Alzheimer's disease mouse models.

  PMID 36254682 · PMC9612871 · Disease models & mechanisms · 2022 · 8 claims · 8 setups

  Has reproduction · 100

  iPSC-microglia show a shared core transcriptional response to ATPγS and to LPS+IFN-γ, suggesting a convergent mechanism of action

  ipsc-derived products microglia post-mortem single-cell ca2+ protein-protein

• Integration of aged brain multi-omics reveals cross-system mechanisms underlying Alzheimer's disease heterogeneity.

  PMID 41950003 · PMC13244359 · Cell reports · 2026 · 8 claims · 7 setups

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  Multi-omics factor analysis (MOFA) integrating seven omics views from 1,358 ROS/MAP participants identifies cross-omics biological factors relating to AD phenotypes.

  dorsolateral brain postmortem cortex h3k9ac bulk proteomics

• Opioid-induced transcriptional reprogramming of cerebrospinal fluid immune cells is associated with neuroinflammatory signaling in antiretroviral treated SIV-infected rhesus macaques.

  PMID 42010620 · PMC13227897 · Journal of neuroinflammation · 2026 · 8 claims · 5 setups

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  Morphine-dependent macaques show increased CD4+ TCM and Treg cell proportions and decreased CD8+ TEM cell proportions in CSF at the pre-infection timepoint compared to saline controls

  csf scrna-seq necropsy single-cell flow cell-cell

• PSGRN: Gene regulatory network inference from single-cell perturbational data through self-training with synthetic gold standards.

  PMID 42054465 · PMC13127566 · Science advances · 2026 · 8 claims · 4 setups

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  PSGRN infers GRNs by generating pseudoannotations from gene-gene correlations and iteratively refining them via a self-training classifier using pre/post-intervention expression features.

  k562 rpe1 processed single-cell computational biological

• CaHoT-GRN: context-aware high-order topology learning for robust single-cell gene regulatory network inference.

  PMID 42059479 · PMC13130071 · Briefings in bioinformatics · 2026 · 7 claims · 5 setups

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  CaHoT-GRN integrates pretrained biological language model embeddings (DNABERT for DNA, ESM for protein) with scRNA-seq expression data to improve GRN inference

  embryonic gene dataset-specific same scrna-seq-based sequence protein-protein

• GRNFormer: accurate gene regulatory network inference using graph transformer.

  PMID 41883144 · PMC13069479 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 8 setups

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  GRNFormer is a generalizable graph transformer framework for GRN inference from single-cell or bulk transcriptomics data across species, cell types, and platforms without cell-type annotations or prior regulatory information

  hematopoietic embryonic dendritic hepatocytes scrna-seq chip-seq string

• A differential single-cell transcriptome atlas of left-sided and right-sided colorectal cancer.

  PMID 41844817 · PMC13111741 · Discover oncology · 2026 · 8 claims · 8 setups

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  MTRNR2L8 is markedly upregulated in RCRC tumor cells and is associated with poorer patient survival

  crc epithelial rcrc tcga-read scrna-seq copy gene

• Placental gene signatures associated with high neonatal adiposity: role for immune cell activation.

  PMID 41958865 · PMC13061145 · Journal of the Endocrine Society · 2026 · 8 claims · 8 setups

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  A placental transcriptomic signature is associated with high neonatal adiposity

  placental term atlas neonates bulk gene protein-protein

• huSA: a comprehensive database for multi-dimensional resolution of bulk, single cell and spatial transcription profiles in skin diseases.

  PMID 41719583 · PMC12923168 · Database : the journal of biological databases and curation · 2026 · 7 claims · 8 setups

  Has reproduction · 50

  huSA is a comprehensive, publicly accessible database integrating bulk RNA-seq, scRNA-seq, and spatial transcriptomics data across 17 skin diseases and 63 independent datasets

  skin scrna-seq scrna-seq transcription cell-cell

• Sequencing the regulatory genome.

  PMID 18598374 · PMC2481419 · Genome biology · 2008 · 8 claims · 8 setups

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  Nuclear-lamina-associated domains (LADs) define chromatin regions with distinct transcriptional characteristics (fewer, lower-expressed genes, low RNA Pol II occupancy, H3K27me3-enriched borders)

  interphase nine beta-globin drosophila nuclear digital chip

• EPInformer: scalable and integrative prediction of gene expression from promoter-enhancer sequences with multimodal epigenomic profiles.

  PMID 41832145 · PMC13133354 · Nature communications · 2026 · 8 claims · 7 setups

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  EPInformer outperforms existing gene expression prediction models (Xpresso, CREaTor, Seq-GraphReg, Enformer, Borzoi) in rigorous 12-fold cross-chromosome validation for both RNA-seq and CAGE expression prediction

  k562 lines likely cell-type-specific rna-seq cage abc

• Severe COVID-19 Shares a Common Neutrophil Activation Signature with Other Acute Inflammatory States.

  PMID 35269470 · PMC8909161 · Cells · 2022 · 8 claims · 7 setups

  Has reproduction · 88

  COVID-19 and HLH share a transcriptional overlap of 239 unique common differentially expressed genes (DEGs), 237 of which are up-regulated

  patients pbmcs plasma derived bulk single-cell quantitative

• Distinct radial glia subtypes regulate midbrain dopaminergic neuron development.

  PMID 41699318 · PMC13061605 · Nature neuroscience · 2026 · 8 claims · 8 setups

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  Rgl1 is the progenitor of the mesDA neuronal lineage

  embryonic developing wa09 bulk scrna-seq ligand-receptor

• Exploring the prognostic and diagnostic value of lactylation-related genes in sepsis.

  PMID 39367086 · PMC11452377 · Scientific reports · 2024 · 8 claims · 7 setups

  Has reproduction · 73

  Intersecting sepsis-associated differentially expressed genes with a curated list of 332 lactylation genes yields 55 sepsis-related lactylation genes.

  peripheral overlapping geo pbmcs bulk kegg protein-protein

• Integrating human plasma proteomes with genome-wide association data implicates novel proteins and drug targets for rheumatoid arthritis.

  PMID 41540382 · PMC12892679 · Clinical proteomics · 2026 · 8 claims · 8 setups

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  PWAS integrating RA GWAS with ARIC and INTERVAL plasma pQTL data identified 35 genetically regulated proteins (42 associations) significantly associated with RA risk.

  plasma shared gtex blood proteome-wide two-sample bayesian

• Rare variant analyses provide insights into the genetic architecture of endometriosis.

  PMID 41736152 · PMC13001359 · Human genomics · 2026 · 7 claims · 8 setups

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  Gene-based burden testing of rare LoF and deleterious missense variants identifies SOGA1 as significantly associated with endometriosis after Bonferroni correction

  unrelated finngen biobank soga1 exome gene-based protein-protein

• Copper deficiency impairs oligodendrocyte maturation and social behavior via mitophagy and mTOR suppression in ASD.

  PMID 41920999 · PMC13041773 · Science advances · 2026 · 8 claims · 8 setups

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  Plasma copper concentrations are significantly reduced in individuals with ASD compared to typically developing controls

  plasma poly maternal teta icp-ms clinical serum

• A novel deep learning-driven framework for improving lncRNA comprehensive annotation with LncADeep 2.0.

  PMID 41923359 · PMC13090826 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 8 setups

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  LncADeep 2.0 outperforms LncADeep and other existing tools for lncRNA identification on both GENCODE annotated transcripts and independent RNA-seq data

  lncrna hypertrophic gencode lncrna-protein-mirna mlp-based independent ablation