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).

• scDenorm: a denormalization tool for integrating single-cell transcriptomics data.

  PMID 41915012 · PMC13142155 · GigaScience · 2026 · 8 claims · 7 setups

  Full-text index only

  Inconsistent delta-method normalization across datasets introduces biases (e.g., B-cell separation) that persist even after integration with Harmony, scanorama, or BBKNN.

  10x brain ucsc datasets scrna-seq integration snrna-seq

• The H3K36me3 methyltransferase SETD2 contributes to PAF1C interactions with RNA Pol II and is required for neuronal differentiation.

  PMID 41963556 · PMC13187324 · The EMBO journal · 2026 · 8 claims · 8 setups

  Full-text index only

  SETD2 is required for establishment of neuronal gene expression during late stages of differentiation but is dispensable in mature neurons

  mesc-derived setd2-fkbp setd2-ko live-dead tet-inducible dtag-based

• Multimodal framework for the joint analysis of single-cell RNA and T cell receptor sequencing data predicts T cell response to cancer immunotherapy.

  PMID 41820396 · PMC13121706 · Nature communications · 2026 · 8 claims · 7 setups

  Full-text index only

  TRIM, a conditional multi-modal variational autoencoder integrating paired scRNAseq and scTCRseq data, predicts T cell clonality and transcriptional states at unmeasured tissue sites/timepoints.

  hnscc colorectal pan-cancer tcr paired umap convolutional

• In vivo induction of activin A-producing alveolar macrophages supports the progression of lung cell carcinoma.

  PMID 36650150 · PMC9845242 · Nature communications · 2023 · 8 claims · 8 setups

  Has reproduction · 96

  AMs accumulate in human lung cancer tissue and support cancer cell proliferation, contributing to unfavourable outcome

  normal llc lung c57bl immunohistochemistry count flow

• Harvesting more reads from single-cell combinatorial barcoding data with scarecrow.

  PMID 41967853 · PMC13125751 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 3 setups

  Full-text index only

  scarecrow screens a subsample of reads to generate position-specific barcode profiles, then flexibly identifies barcode sequences in reads while accounting for positional jitter

  pbmc scrna-seq single-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

• Generative and integrative modeling for transcriptomics with formalin fixed paraffin embedded material.

  PMID 41029822 · PMC12486589 · Journal of translational medicine · 2025 · 8 claims · 6 setups

  Has reproduction · 67

  The negative binomial distribution best fits fRNA-seq transcript counts, with little evidence supporting zero-inflated extensions

  compendium ffpe simulated frna-seq statistical bulk integrity

• AICellType: a large language model-based platform for accurate cell type annotation.

  PMID 42001469 · PMC13092268 · Briefings in bioinformatics · 2026 · 8 claims · 8 setups

  Full-text index only

  Claude 3.5 Sonnet achieved the best overall performance among 79 benchmarked LLMs for cell type annotation, balancing accuracy, robustness, speed, and cost-efficiency

  single-cell immune pbmc in-house llm-based scrna-seq spatial

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

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

  Full-text index only

  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

• Comprehensive cellular analysis with single-nucleus RNA-seq of archived PAXgene whole blood samples.

  PMID 41844163 · PMC13030975 · Cell reports methods · 2026 · 8 claims · 7 setups

  Full-text index only

  Cell lysis (CL) nuclei isolation yields substantially more nuclei and less biased immune cell proportions than mechanical separation (MS)

  frozen paxgene cl-derived thawed single-nucleus confocal brightfield