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).

• Analysis of Tumor-Infiltrating T-Cell Transcriptomes Reveal a Unique Genetic Signature across Different Types of Cancer.

  PMID 36232369 · PMC9569723 · International journal of molecular sciences · 2022 · 8 claims · 8 setups

  Has reproduction · 87

  Common genes shared across five cancer types differ from those found in nonmalignant tissue-resident T-cells for each subset (CD4-T, CD8-T, Treg)

  breast lung colorectal melanoma single-cell gene reactome

• Lorentz-regularized interpretable VAE for multi-scale single-cell transcriptomic and epigenomic embeddings.

  PMID 41555918 · PMC12812404 · Frontiers in genetics · 2025 · 7 claims · 5 setups

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  LiVAE, a dual-pathway VAE with Lorentzian geometric regularization between a primary Euclidean pathway and an information-bottleneck pathway, balances local fidelity with global topology coherence in single-cell embeddings

  single-cell same dapp1 benchmarking umap component-wise

• Diapause vs. reproductive programs: transcriptional phenotypes in a keystone copepod.

  PMID 33782539 · PMC8007741 · Communications biology · 2021 · 8 claims · 7 setups

  Has reproduction · 57

  t-SNE clustering of all-gene expression data groups field-collected (diapause program) samples into one cluster while early and late culture (reproductive program) samples separate into two distinct phenotypes

  calanus same 11k degs bulk dimensionality differential

• Comprehensive comparison of gene expression diversity among a variety of human stem cells.

  PMID 36458020 · PMC9706419 · NAR genomics and bioinformatics · 2022 · 8 claims · 8 setups

  Has reproduction · 71

  Tissue origin has a stronger influence on gene expression in iPSCs than in other stem cell types

  escs stem batch-corrected degs bulk batch dimensionality

• ScLRTC: imputation for single-cell RNA-seq data via low-rank tensor completion.

  PMID 34844559 · PMC8628418 · BMC genomics · 2021 · 8 claims · 8 setups

  Has reproduction · 85

  scLRTC imputes dropout entries closest to the original expression values on simulated datasets, outperforming other state-of-the-art methods by SSE and PCC.

  usoskin pollen zeisel yan scrna-seq umap masking

• 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

• Single cell snapshot analyses under proper representation reveal that epithelial-mesenchymal transition couples at G1 and G2/M.

  PMID 41611829 · PMC12894973 · Communications biology · 2026 · 7 claims · 8 setups

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  TGF-β induced EMT in MCF10A cells follows two broad paths that arise from coupling between cell cycle and EMT at either the G1 or G2/M phase

  mcf10a scrna-seq vector pseudotime

• CellMap: precision mapping of cellular landscape in spatial transcriptomics.

  PMID 41505103 · PMC12781899 · Nucleic acids research · 2026 · 7 claims · 3 setups

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  CellMap combines co-linearity of seed genes, a random forest model, and the linear assignment algorithm to achieve optimal assignment of single cells to spatial spots

  platforms single-cell expression computational scrna-seq spatial

• GREIN: An Interactive Web Platform for Re-analyzing GEO RNA-seq Data.

  PMID 31110304 · PMC6527554 · Scientific reports · 2019 · 8 claims · 7 setups

  Has reproduction · 73

  GREIN is a web application providing user-friendly interfaces to manipulate, visualize, and analyze GEO RNA-seq data.

  mcf10a nde&dt hypoxia bulk correlation pca

• TransOrGAN: An Artificial Intelligence Mapping of Rat Transcriptomic Profiles between Organs, Ages, and Sexes.

  PMID 37200521 · PMC10433534 · Chemical research in toxicology · 2023 · 8 claims · 5 setups

  Has reproduction · 84

  TransOrGAN can infer transcriptomic profiles between any 2 of 9 rat organs with an average cosine similarity of 0.984 versus real profiles

  fischer computational transcriptomic same bulk gan-based autoencoder

• RummaGEO: Automatic mining of human and mouse gene sets from GEO.

  PMID 39569206 · PMC11573963 · Patterns (New York, N.Y.) · 2024 · 8 claims · 7 setups

  Has reproduction · 63

  RummaGEO is a gene expression signature search engine built from automatically mined human and mouse RNA-seq perturbation studies in GEO

  genes rummageo rummageo-derived leiden bulk gene leiden

• FEM: mining biological meaning from cell level in single-cell RNA sequencing data.

  PMID 34909283 · PMC8641482 · PeerJ · 2021 · 8 claims · 5 setups

  Has reproduction · 75

  The FEM algorithm converts a single-cell gene expression matrix into a functional expression matrix using multi-module gene set enrichment analysis, utilizing information from all expressed genes rather than discarding filtered genes.

  pbmc pancreas liver scrna-seq single-cell fisher's dimensionality

• Meta-analysis of COVID-19 single-cell studies confirms eight key immune responses.

  PMID 34675242 · PMC8531356 · Scientific reports · 2021 · 8 claims · 8 setups

  Has reproduction · 69

  Only 8 of 20 previously published COVID-19 scRNA-seq findings were reproducible across all relevant datasets in a standardized meta-analysis

  pbmc bronchoalveolar nasopharyngeal combined scrna-seq tcr bcr

• Grad-seq identifies KhpB as a global RNA-binding protein in Clostridioides difficile that regulates toxin production.

  PMID 37223250 · PMC10117727 · microLife · 2021 · 8 claims · 9 setups

  Has reproduction · 50

  Grad-seq resolves in-gradient sedimentation profiles for ~87-88% of annotated C. difficile transcripts and ~50% of annotated proteins, providing a comprehensive RNA-protein complexome resource

  difficile grad-seq rna-seq lc-ms

• Spatial transcriptomics reveals expression gradients in developing wheat inflorescences at cellular resolution.

  PMID 41388990 · PMC12776951 · The Plant cell · 2026 · 8 claims · 6 setups

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  MERFISH was successfully optimized for wheat inflorescence tissue, enabling localization of a 200-gene panel to cellular resolution across 4 developmental stages

  microdissected cryosectioned wheat merfish-imaged bulk merfish single-nucleus

• Single-Cell RNA-Seq Profiling of Transposable Element Expression in Human Peripheral Blood Cells During Viral Infections.

  PMID 41683713 · PMC12898442 · International journal of molecular sciences · 2026 · 8 claims · 8 setups

  Full-text index only

  TE expression is significantly higher in PBMCs from viral infection cohorts (and recovered individuals) compared to healthy controls

  pbmcs pbmc cd8+ single-cell cell-type expression

• Early cAMP signaling orchestrates single-cell synchronicity throughout Dictyostelium development.

  PMID 41792273 · PMC13096493 · Communications biology · 2026 · 7 claims · 6 setups

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  cAMP-pulse signaling during early development induces transcriptome synchronicity at the single-cell level and morphological synchronicity at the multicellular level; its absence compromises synchronicity despite continued development.

  discoideum single-cell scrna-seq dissecting

• Transcriptional responses to proteotoxic stressors are profoundly diverse and tissue-specific.

  PMID 41619802 · PMC12908066 · Cell stress & chaperones · 2026 · 8 claims · 7 setups

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  Heat shock, HSP90 inhibition, and polyQ aggregation launch fundamentally distinct RNA expression programs rather than a shared stress response.

  muscle q175 striatum gene bulk enrichr principal

• GeneSetCart: assembling, augmenting, combining, visualizing, and analyzing gene sets.

  PMID 40208796 · PMC11984350 · GigaScience · 2025 · 8 claims · 8 setups

  Has reproduction · 76

  GeneSetCart is a web-based platform that lets users assemble, augment, combine, visualize, and analyze gene sets from multiple sources in one place

  user-assembled archs4 generif-derived aggregated gene gene-gene literature

• scXDR: drug response prediction across single-cell datasets via heterogeneous network transfer learning.

  PMID 41507436 · PMC12859067 · Communications biology · 2026 · 7 claims · 7 setups

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  scXDR outperforms seven methods that transfer drug response information from bulk RNA-seq to single-cell data, across all four evaluated scenarios

  single-cell scrna-seq scxdr gse117872 heterogeneous benchmarking type