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).

• GAMMI: graph-guided contrastive and adversarial integration of single-cell and spatial multi-omics data.

  PMID 42108634 · PMC13158126 · Briefings in bioinformatics · 2026 · 6 claims · 5 setups

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  GAMMI consistently outperforms state-of-the-art integration methods (GLUE, Harmony, MIDAS, scMoMaT) in biological conservation and batch correction across five mosaic single-cell multi-omics benchmarks

  pbmc postmortem gse138852 gammi-derived multi-omics scrna-seq differential

• PURE-seq integrates FACS and PIP-seq for single-cell genomics of ultra-rare cells.

  PMID 41565684 · PMC12881479 · Nature communications · 2026 · 8 claims · 8 setups

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  PURE-seq integrates FACS sorting directly into PIP-seq barcoding reaction tubes, minimizing manual handling and cell loss for rare-cell single-cell sequencing.

  hek293t pbmcs melanoma bone single-cell infercnv gene

• Development of double-positive thymocytes at single-cell resolution.

  PMID 33771202 · PMC8004397 · Genome medicine · 2021 · 7 claims · 8 setups

  Has reproduction · 86

  DP thymocytes can be classified into blast, rearrangement, and selection subtypes, distinguishable by surface markers CD2 and Ly6d

  thymocytes sorted thymocyte scrna-seq flow immunofluorescence

• Single-Cell and Spatial Transcriptomics Reveal That TXNIP and BIRC3 Contribute to Human Prostate Tumor Progression.

  PMID 41972735 · PMC13072731 · Cells · 2026 · 6 claims · 8 setups

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  TXNIP and BIRC3 are established as spatially restricted tumor-niche genes associated with metabolic stress and inflammatory survival pathways

  prostate tcga-prad integration single-cell spatial pseudotime

• Deconvolution of the hematopoietic stem cell microenvironment reveals a high degree of specialization and conservation.

  PMID 35494238 · PMC9046238 · iScience · 2022 · 7 claims · 7 setups

  Has reproduction · 60

  Integration of three scRNA-seq datasets using a custom bootstrapping-based clustering pipeline robustly identifies 14 endothelial subclusters and 11 mesenchymal (stage-specific) subclusters in mouse bone marrow.

  bone independent scrna-seq gene singler

• scCNMF: an integrated analysis model for paired single-cell RNA sequencing and assay for transposase-accessible chromatin sequencing data leveraging cell similarity and cis-regulatory potential.

  PMID 41800139 · PMC12962131 · PeerJ · 2026 · 7 claims · 2 setups

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  scCNMF is an NMF-based model for vertical integration of paired scRNA-seq and scATAC-seq data that jointly incorporates a cell similarity matrix and a cis-regulatory potential (CRP) matrix

  publicly 10x paired

• POSTN(+) fibroblast‑secreted small extracellular vesicles drive macrophage M2 polarization through BMP4/BMPR2/Smad signaling.

  PMID 41645751 · PMC12891935 · Oncology reports · 2026 · 8 claims · 8 setups

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  Integration of two HNSCC scRNA-seq datasets reveals two distinct fibroblast subtypes: POSTN- and POSTN+ fibroblasts

  hnscc tcga-hnscc oscc oscc-derived single-cell bulk immunohistochemistry

• CanSig Benchmarks Methods for Reproducible Cancer Cell State Discovery from Single-Cell Transcriptomic Data.

  PMID 41231245 · PMC13053056 · Cancer research · 2026 · 7 claims · 7 setups

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  CanSig is a comprehensive benchmarking tool for evaluating computational methods that identify shared transcriptional signatures in cancer from scRNA-seq data

  neftel kim scrna-seq same scrna-seq ground-truth robustness

• Deep-Learning Tool ScVital Enables Species-Agnostic Integration of Cancer Cell States.

  PMID 41223329 · PMC13053053 · Cancer research · 2026 · 7 claims · 7 setups

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  scVital is a variational autoencoder with an adversarially trained discriminator that embeds scRNA-seq data from different species into a species-agnostic latent space to overcome batch effect.

  pbmc normal pancreatic lung scrna-seq

• Multi-species integration, alignment and annotation of single-cell RNA-seq data with CAMEX.

  PMID 41723123 · PMC13035843 · Nature communications · 2026 · 8 claims · 6 setups

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  CAMEX outperforms state-of-the-art integration methods on cross-species scRNA-seq benchmarking datasets ranging from one to eleven species

  liver ovary pancreas testis scrna-seq type

• Integrating and mapping single-cell transcriptomics across the entire gene expression space.

  PMID 42059480 · PMC13130072 · Briefings in bioinformatics · 2026 · 8 claims · 1 setups

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  scGES is a deep learning framework that corrects batch effects across the entire gene expression space by leveraging information from both HVGs and LVGs

  real scrna-seq

• BiCLUM: Bilateral contrastive learning for unpaired single-cell multi-omics integration.

  PMID 41632825 · PMC12904586 · PLoS computational biology · 2026 · 8 claims · 5 setups

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  BiCLUM consistently outperforms or matches existing integration methods across multiple RNA+ATAC and RNA+protein datasets in visualization and quantitative benchmarks

  pbmc kidney bmmc bmcite scrna-seq cite-seq

• scDecorr: feature decorrelation based representation learning enables self-supervised alignment of multiple single-cell experiments.

  PMID 42056283 · PMC13128840 · Scientific reports · 2026 · 7 claims · 1 setups

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  scDecorr learns robust cell representations of unlabelled single-cell experiments in a negative-sample-free self-supervised fashion using feature decorrelation

  datasets scrna-seq

• LIMPACAT: Multi-omics attention transformer for immune prediction in liver cancer using whole-slide imaging.

  PMID 41511965 · PMC12788640 · PloS one · 2026 · 8 claims · 6 setups

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  LIMPACAT, a multiple instance learning attention transformer, predicts immune cell levels relevant to HCC prognosis directly from whole-slide images

  hcc simulated pbmc tcga-lihc scrna-seq type deconvolution

• Benchmarking component choices for unpaired single cell RNA and epigenomic integration.

  PMID 41987329 · PMC13192178 · Genome biology · 2026 · 7 claims · 8 setups

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  Gene activity scores (GAS) show limited correlation with actual gene expression but effectively preserve cellular neighborhood structure and support clustering.

  e18 pbmc brain kidney scrna-seq share-seq gas

• A latent activated olfactory stem cell state revealed by single-cell transcriptomic and epigenomic profiling.

  PMID 41512864 · PMC12903091 · Stem cell reports · 2026 · 7 claims · 8 setups

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  HBC-derived regeneration proceeds via three distinct lineages (rHBC, Sus, mOSN) marked by sequential, lineage-specific transcription factor (TF) expression cascades.

  lineage-traced hbcs* icam1+ scrna-seq trajectory-based seurat

• Evaluating the Utilities of Foundation Models in Single-Cell Data Analysis.

  PMID 41869863 · PMC13170260 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

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  Among ten/eleven evaluated single-cell FMs, scGPT, Geneformer, and CellFM are the top models considering both performance and user accessibility

  scrna-seq unpaired single-cell scgpt batch multi-omic cell-type

• Integrative Learning of Disentangled Representations from Single-Cell RNA-Sequencing Datasets.

  PMID 41971949 · PMC13068006 · Computational and structural biotechnology journal · 2026 · 8 claims · 6 setups

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  spVIPES decomposes unpaired scRNA-seq datasets with nonmatching features into shared and private latent representations using a Product of Experts framework

  simulated zebrafish kidney peripheral simulated cross-species scrna-seq

• Notch3 regulates pericyte phenotypic plasticity in colorectal cancer.

  PMID 41618002 · PMC12960917 · Communications biology · 2026 · 8 claims · 8 setups

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  Murine tumor pericytes originate from normal tissue-resident pericytes that proliferate inside tumors

  aom crc pdgfrβ-creert2 notch3-creert2 scrna-seq facs lineage

• Comparative single-cell landscape of immune cells in human livers affected HBV and non-viral cirrhosis.

  PMID 41815278 · PMC12971635 · Frontiers in medicine · 2025 · 8 claims · 7 setups

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  Macrophage-PLCG2 (anti-inflammatory) and CD8+ T-FABP5 subsets are expanded in HBV cirrhosis compared to non-viral cirrhosis

  liver myeloid scrna-seq spatial pathway