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).

• WASP: a versatile, web-accessible single cell RNA-Seq processing platform.

  PMID 33736596 · PMC7977290 · BMC genomics · 2021 · 7 claims · 7 setups

  Has reproduction · 59

  WASP is a software platform for processing Drop-Seq-based scRNA-seq data generated with ddSEQ or 10x protocols, combining a Snakemake pre-processing pipeline with an R Shiny post-processing application.

  specified generic scrna-seq read reference

• scSAMAC: saliency-adjusted masking induced attention contrastive learning for single-cell clustering.

  PMID 40131310 · PMC11934584 · Briefings in bioinformatics · 2025 · 8 claims · 1 setups

  Has reproduction · 85

  scSAMAC integrates contrastive learning and negative binomial (NB) losses into a VAE, extracting features via contrastive unit similarity while preserving intrinsic data characteristics to enhance robustness and generalization in clustering.

  scrna-seq scrna-seq

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

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

  Full-text index only

  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

• Predictive modeling of molecular activity underlying physical cell-cell interactions.

  PMID 41672069 · PMC12946745 · Cell reports methods · 2026 · 8 claims · 5 setups

  Full-text index only

  Gloss, an overlapping group lasso regression combining single-gene and curated pathway features, predicts LIPSTIC interaction intensity from scRNA-seq data

  tumor intestine mediastinal organs lipsticv1 ulipstic cite-seq

• MultiPert: An adversarial alignment and dual attention framework for single-cell multi-omics perturbation prediction.

  PMID 41811907 · PMC12998955 · PLoS computational biology · 2026 · 8 claims · 7 setups

  Full-text index only

  MultiPert reliably predicts both perturbed gene expression and protein abundance profiles from single-cell multi-omics data

  thp-1 kidney gse156478 computational zinb-vae autoencoder eccite-seq

• Single-Cell Differential Network Analysis with Sparse Bayesian Factor Models.

  PMID 35186014 · PMC8855158 · Frontiers in genetics · 2021 · 8 claims · 2 setups

  Has reproduction · 85

  A hierarchical Bayesian factor model using treatment-dependent latent factor loadings can construct gene co-expression networks from scRNA-seq data and identify differences in network structure between two (or more) biological conditions.

  simulated sars-cov-2 scrna-seq

• sCellST predicts single-cell gene expression from H& E images.

  PMID 41513659 · PMC12858858 · Nature communications · 2026 · 7 claims · 6 setups

  Full-text index only

  sCellST is a weakly supervised (Multiple Instance Learning) deep learning framework that predicts single-cell gene expression from H&E images alone, trained using paired spatial transcriptomics (Visium) and H&E slides

  ovarian kidney prostate breast simulation spot-level nucleus

• Unveiling the early defense response dynamics in grapevines against Plasmopara viticola by single-cell transcriptomics.

  PMID 41593733 · PMC12918531 · Genome biology · 2026 · 8 claims · 5 setups

  Full-text index only

  Generated the first single-cell transcriptome atlas (scRNA-seq + spRNA-seq) of grapevine leaves during P. viticola infection across four early time points (0, 3, 6, 12 hpi)

  vitis guard cabernet tissue-specific single-cell spatial pseudo-time

• Heterochronic transcription factor expression drives cone-dominant retina development in 13-lined ground squirrels.

  PMID 41649260 · PMC12880807 · eLife · 2026 · 8 claims · 8 setups

  Full-text index only

  13LGS cone photoreceptors arise from both early-stage and late-stage neurogenic progenitors, unlike mice where cones arise only from early-stage progenitors

  13-lined retina 13lgs retinal single-cell scrna-seq chromvar

• 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

  Full-text index only

  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

• Neural network-assisted RNA velocity imputation for empowering transcript dynamics-based analyses.

  PMID 41736867 · PMC12927306 · iScience · 2026 · 8 claims · 8 setups

  Full-text index only

  NARVI, a deep neural network trained on expression-velocity relationships of passed genes, can impute RNA velocity for dropped genes that conventional tools (e.g., scVelo, UniTVelo) fail to calculate

  hematopoietic lung erythroid bone scrna-seq cross-validation

• Single cell multiomics revealed fibrotic trajectories of endometrial cells and interaction with the pro-fibrotic macrophages in intrauterine adhesion.

  PMID 41947225 · PMC13188631 · Genome medicine · 2026 · 8 claims · 8 setups

  Full-text index only

  Human IUA endometrium contains a novel ACTA2+KRT8+ myofibrotic-epithelial subpopulation and an ACTA2+CD31+ myofibrotic-endothelial subpopulation, in addition to myofibroblasts

  endometrial iua scrna-seq snatac-seq spatial

• A sequence knowledge-guided deep learning method for single-cell multi-omics translation.

  PMID 41975483 · PMC13185235 · Genome biology · 2026 · 7 claims · 7 setups

  Full-text index only

  scProTrans, a deep learning framework combining sequence knowledge (dna2vec gene embeddings, ProtT5 protein embeddings) with a cross-omics attention mechanism, translates single-cell transcriptome data into proteome profiles

  multi-omics pbmcs datasets fully cite-seq cross-technology tri-omics

• DeepGSEA: explainable deep gene set enrichment analysis for single-cell transcriptomic data.

  PMID 38950178 · PMC11236288 · Bioinformatics (Oxford, England) · 2024 · 8 claims · 2 setups

  Has reproduction · 40

  DeepGSEA is an explainable deep gene set enrichment analysis method built on interpretable, prototype-based neural networks.

  simulated real-world simulation scrna-seq-based

• iS2C2: a cointelligent platform for mechanistic discovery of disease cellular crosstalk.

  PMID 42108258 · PMC13158306 · Signal transduction and targeted therapy · 2026 · 8 claims · 5 setups

  Full-text index only

  iS2C2 integrates the S2C2 cell-cell communication algorithm with LLMs to generate biologically interpretable hypotheses from scRNA-seq and spatial transcriptomics data

  single-cell algorithm domain scrna-seq single-cell perturbation llm-based

• treeclimbR pinpoints the data-dependent resolution of hierarchical hypotheses.

  PMID 34001188 · PMC8127214 · Genome biology · 2021 · 7 claims · 6 setups

  Has reproduction · 73

  treeclimbR proposes multiple candidate resolutions on a tree and selects the optimal one in a data-driven manner using three criteria (FDR-controlling range of t, number of rejected leaves, fewest internal nodes)

  synthetic semi-simulated microbiome mirna differential microbiome microrna

• Benchmarking LLM-based agents for single-cell omics analysis.

  PMID 41742311 · PMC13064268 · Genome biology · 2026 · 8 claims · 8 setups

  Full-text index only

  Introduces a comprehensive benchmarking evaluation system comprising an open-source agent platform, 18 evaluation metrics across four dimensions, and 50 real-world single-cell omics tasks

  agent single-cell spatial scatac-seq llm-agent scrna-seq spatial