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).

• 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

• Single-cell dissection of chronic lung allograft dysfunction reveals convergent and distinct fibrotic mechanisms.

  PMID 41122970 · PMC12581678 · JCI insight · 2025 · 8 claims · 8 setups

  Has reproduction · 75

  CLAD exhibits specific cellular subsets including Fibro.AT2 cells, exhausted CD8+ T cells, and superactivated macrophages

  clad covid-19 million formalin-fixed single-cell single-nucleus integrated

• Large-scale integration of single-cell transcriptomic data captures transitional progenitor states in mouse skeletal muscle regeneration.

  PMID 34773081 · PMC8589952 · Communications biology · 2021 · 8 claims · 7 setups

  Has reproduction · 92

  Large-scale integration of 111 sc/snRNAseq datasets captures rare, transitional myogenic progenitor states (commitment and fusion) that are poorly represented in individual datasets.

  skeletal merged myogenic muscle scrnaseq batch-correction differential

• Embeddings from language models are good learners for single-cell data analysis.

  PMID 41726097 · PMC12921509 · Patterns (New York, N.Y.) · 2026 · 8 claims · 8 setups

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  scELMo combines LLM-derived embeddings of gene and cell metadata with raw single-cell expression data via matrix operations to generate cell embeddings without pretraining a new model

  scrna-seq multi-batch diseased perturbation clustering batch cell-type

• 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

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  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

• Sequential RNA polymerase II activation drives human hematopoiesis.

  PMID 41520338 · PMC13067999 · Cell reports · 2026 · 7 claims · 7 setups

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  sciCUT&Tag2in1 enables simultaneous single-cell combinatorial-indexing profiling of Pol II occupancy (Ser5/Ser2-phospho CTD) together with histone modifications (H3K4me1-2-3 or H3K27me3) in up to 50,000 cells per experiment

  g-csf-mobilized cd34+ 10-donor lineage-depleted scicut&tag2in1 individual souporcell

• TE-SCALE: a comprehensive database for exploring transposable element expression across human cancers at single-cell resolution.

  PMID 41296555 · PMC12807651 · Nucleic acids research · 2026 · 8 claims · 8 setups

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  TE-SCALE is a comprehensive single-cell database integrating TE expression across 20 human cancer types and 12 tissue origins

  tumor quality-controlled scrna-seq metacells scrna-seq subfamily automated

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

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

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  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

• FAP expression as a marker of malignant transformation enabling in vivo characterization in peripheral nerve sheath tumors: a multimodal and translational study.

  PMID 41591566 · PMC12847211 · Acta neuropathologica · 2026 · 8 claims · 7 setups

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  FAP is consistently upregulated in MPNSTs compared to neurofibromas at the transcript level across independent bulk datasets

  archival tcga peripheral nf-1-associated bulk spatial single-cell

• Comparative Transcriptomic Profiling Identifies IL-1β as a Non-Canonical Driver of Human Dendritic Cell Maturation.

  PMID 41472934 · PMC12745711 · Iranian journal of biotechnology · 2026 · 8 claims · 7 setups

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  IL-1β can substitute for PAMPs in inducing DC maturation via a non-canonical pathway distinct from classical TLR-mediated activation

  monocyte-derived dendritic bulk principal pathway