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).

• Machine learning-predicted chromatin organization landscape across pediatric tumors.

  PMID 41904260 · PMC13039956 · Scientific reports · 2026 · 8 claims · 5 setups

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  SuPreMo-Akita (built on the Akita CNN) enables systematic in silico prediction of somatic SV effects on 3D genome folding across large SV cohorts where experimental testing is infeasible

  somatic per-sample tumor paired mutagenesis dimensionality h3k27ac

• T Cells With Activated STAT4 Drive the High-Risk Rejection State to Renal Allograft Failure After Kidney Transplantation.

  PMID 35844542 · PMC9283858 · Frontiers in immunology · 2022 · 8 claims · 8 setups

  Has reproduction · 78

  Unsupervised UMAP/Leiden clustering of 2,611 microarray datasets reveals 6 rejection states that diverge from traditional Banff clinical classification

  kidney scrna-seq microarray meblack microarray single-cell scissor

• BMP and NODAL paracrine signalling regulate the totipotent-like cell state in embryonic stem cells.

  PMID 41660012 · PMC12876259 · Frontiers in cell and developmental biology · 2025 · 7 claims · 8 setups

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  BMP and NODAL (TGF-β) paracrine signalling are key routes of intercellular communication that respectively enhance or diminish the totipotent-like cell (TLC) state in mouse ESCs

  escs esc scrna-seq cellchat differential

• scArchon: a scalable benchmarking framework for assessing single-cell perturbation models.

  PMID 42121287 · PMC13162514 · Genome biology · 2026 · 8 claims · 8 setups

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  scArchon is a reproducible, modular, Snakemake-based benchmarking platform that evaluates perturbation response prediction tools in a standardized, containerized, extensible manner.

  pbmcs epithelial liver glioblastoma scrna-seq gene dimensionality

• 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

• Epigenetic loss of heterogeneity from low to high grade localized prostate tumours.

  PMID 34911933 · PMC8674326 · Nature communications · 2021 · 8 claims · 7 setups

  Has reproduction · 79

  Low-grade (Gleason pattern 3) prostate cancer cells share chromatin accessibility features that are lost in high-grade (Gleason pattern 4) tumours

  flash-frozen tcga single differentially single-cell bulk topic

• A comprehensive framework for analysis of microRNA sequencing data in metastatic colorectal cancer.

  PMID 35047825 · PMC8759566 · NAR cancer · 2022 · 8 claims · 7 setups

  Has reproduction · 100

  Five miRNAs (Mir-210_3p, Mir-191_5p, Mir-8-P1b_3p, Mir-1307_5p, Mir-155_5p) are up-regulated at multiple metastatic CRC sites compared to primary CRC.

  pcrc same mli ngs mirna bioinformatics differential

• Inferring a spatial code of cell-cell interactions across a whole animal body.

  PMID 36395331 · PMC9714814 · PLoS computational biology · 2022 · 8 claims · 6 setups

  Has reproduction · 90

  cell2cell computes cell-cell interaction (CCI) potential using a novel modified Bray-Curtis score based on complementary coexpression of ligand-receptor pairs between cells

  elegans computational single-cell random genetic

• Developmental dynamics of catshark cranial neural crest cells provide insights into gnathostome facial evolution.

  PMID 41987760 · PMC13200729 · Development (Cambridge, England) · 2026 · 8 claims · 8 setups

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  The molecular toolkit of CNCCs is largely conserved across jawed vertebrates (gnathostomes)

  scyliorhinus catshark chicken immunofluorescence single-cell umap

• Hierarchical classification-based pan-cancer methylation analysis to classify primary cancer.

  PMID 38066424 · PMC10709847 · BMC bioinformatics · 2023 · 8 claims · 8 setups

  Has reproduction · 83

  CHCT, a two-tier hierarchical classification tool built from methylation data, accurately classifies primary cancer type across 30 cancer types.

  tumor clinical methylation clustered methylation unsupervised anova

• Monocytes serve as Shiga toxin carriers during the development of hemolytic uremic syndrome.

  PMID 39871175 · PMC11773931 · Cellular & molecular biology letters · 2025 · 8 claims · 8 setups

  Has reproduction · 84

  Monocytes are the primary carriers that transport Stx2 from the periphery to the kidney during STEC-induced HUS

  peripheral thp-1 cfse-labeled evs single-cell flow toxin-cell

• Single-cell analysis of testicular bacterial microbiome changes during aging and effect on reproductive capacity in mice.

  PMID 41438041 · PMC12719757 · iScience · 2025 · 8 claims · 8 setups

  Has reproduction · 78

  INVADE-seq (single-cell RNA-seq combined with 16S rRNA targeting) detects a sparse but widespread bacterial presence across diverse testicular cell types

  testis young testicular invade-seq histology sperm

• Human-scATAC-Corpus: a comprehensive database of scATAC-seq data.

  PMID 41296545 · PMC12807747 · Nucleic acids research · 2026 · 8 claims · 6 setups

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  Human-scATAC-Corpus is a comprehensive database of human scATAC-seq data comprising 5,407,621 cells from 35 datasets across 37 tissues or cell lines

  tissues scatac-seq five subset scatac-seq genome unified

• A ligand-centered framework for γδ T cell activation in colorectal cancer revealed by single-cell and transformer-based perturbation.

  PMID 41607803 · PMC12835328 · Frontiers in immunology · 2025 · 8 claims · 8 setups

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  CRC-infiltrating γδ T cells show varied activation levels, with the TRM-like population being the major tumor-infiltrating subtype and exhibiting the lowest effector and exhaustion signature scores.

  crc-infiltrating crc scrna-seq gene nichenet

• A unified framework for correcting batch effects and integrating multi-omics data.

  PMID 41786846 · PMC13079841 · Scientific reports · 2026 · 7 claims · 6 setups

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  MoDAmix, a four-stage domain adaptation framework (pre-training, single-omics adversarial adaptation, multi-omics adversarial alignment, semi-supervised class alignment), unifies batch correction across multiple omics layers.

  brain aml same single-cell bulk k-means

• Illuminating cell states by a comprehensive and interpretable single cell foundation model.

  PMID 41839876 · PMC13139411 · Nature communications · 2026 · 6 claims · 6 setups

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  CellVQ, incorporating a Single-Cell Discretization (SCD) module that converts cell embeddings into a discrete 'cell code' via a unified codebook, mitigates data heterogeneity and batch effects while improving interpretability

  pancreas sampled bulk lines scrna-seq type property

• Multi-Transcriptomic Analysis Reveals That EREG-Driven TME Crosstalk Defines Anti-EGFR Response in Colorectal Cancer.

  PMID 42043480 · PMC13115984 · Cancer medicine · 2026 · 8 claims · 8 setups

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  EGFRI eligibility (defined by left-sidedness, RAS/BRAF wild-type, MSS) stratifies cancer cell transcriptomic characteristics more strongly than sidedness alone.

  crc epcam+ aggregated cancer scrna-seq copy pseudobulk

• Integrated multiomic analysis reveals disulfidptosis subtypes in glioblastoma: implications for immunotherapy, targeted therapy, and chemotherapy.

  PMID 38504986 · PMC10950096 · Frontiers in immunology · 2024 · 8 claims · 8 setups

  Has reproduction · 73

  Consensus clustering on 32 disulfidptosis-associated genes stratifies GBM patients into two subtypes, DRGcluster A and B, with distinct survival outcomes.

  fresh tcga gbm bulk rna-seq consensus

• Identification and validation of prognostic genes related to glycolysis and M2 macrophage in hepatocellular carcinoma: an integrated analysis of bulk RNA sequencing and single-cell RNA sequencing.

  PMID 41766871 · PMC12935947 · Frontiers in immunology · 2026 · 8 claims · 8 setups

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  52 candidate genes were identified at the intersection of glycolysis-related genes (GRGs), M2 macrophage-related genes (MRGs), and HCC-vs-control DEGs (DEGs2).

  tcga-lihc gse149614 key hcc bulk immune cox

• Mammary cell gene expression atlas links epithelial cell remodeling events to breast carcinogenesis.

  PMID 34079055 · PMC8172904 · Communications biology · 2021 · 8 claims · 8 setups

  Has reproduction · 96

  Integration of five mouse scRNAseq datasets reveals a trifurcating lineage trajectory originating from embryonic mammary stem cells (MaSCs) that differentiates into three epithelial lineages (Basal, L-Alv, L-Hor) via unipotent progenitor clusters

  mammary surgically normal single-cell whole-mount integration