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).

• Parameter-efficient fine-tuning enables scalable transfer of regulatory sequence models to novel contexts.

  PMID 41618434 · PMC12930932 · Genome biology · 2026 · 8 claims · 7 setups

  Full-text index only

  PEFT enables accurate transfer of Borzoi to new datasets while significantly reducing GPU memory and runtime compared to joint training or full fine-tuning

  gtex encode wi-38 thp-1 bulk eqtl variant-flowfish

• CellPredX, a computational framework for cross-data type, cross-sample, and cross-protocol cell type annotation through domain adaptation and deep metric learning.

  PMID 41481570 · PMC12758788 · PLoS computational biology · 2026 · 8 claims · 7 setups

  Full-text index only

  CellPredX is a unified semi-supervised framework integrating domain adaptation and deep metric learning to align heterogeneous embeddings for cross-modality cell type annotation.

  pbmc fetal pancreas gse149683 matched unmatched cross-protocol

• CellPolaris: Transfer Learning for Gene Regulatory Network Construction to Guide Cell State Transitions.

  PMID 41498638 · PMC12948241 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

  Full-text index only

  CellPolaris is a unified computational framework performing TF-centered GRN construction, master TF identification, and TF perturbation simulation

  bulk previously round paired transfer-learning cross-species

• PAH-former: Transfer learning for efficient discovery of pulmonary arterial hypertension-associated genes.

  PMID 41790620 · PMC12965534 · PloS one · 2026 · 7 claims · 7 setups

  Full-text index only

  PAH-former, a Geneformer model fine-tuned on public PAH scRNA-seq data, can perform in silico perturbation to identify and rank candidate PAH disease-associated genes

  pah scrna-seq pah-former candidate scrna-seq transfer perturbation

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

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

  Full-text index only

  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

• Single-nucleus multiple-organ chromatin accessibility landscape in the adult rat.

  PMID 41632074 · PMC12954174 · GigaScience · 2026 · 8 claims · 5 setups

  Full-text index only

  Generated a multi-organ snATAC-seq atlas of 9 adult rat organs comprising 25 libraries and over 110,000 cells

  organs publicly snatac-seq group-level snatac-seq scrna-seq gene

• Spatial transcriptomics demonstrates the role of CD4 T cells in effector CD8 T cell differentiation during chronic viral infection.

  PMID 36450262 · PMC9792173 · Cell reports · 2022 · 8 claims · 6 setups

  Has reproduction · 50

  IL-21-producing Tfh CD4 T cells repopulate after CD4 depletion but remain at reduced frequency compared with control mice

  cd44+ splenocytes spleen tcr scrna-seq flow spatial

• Single-cell multiomics analysis of chronic myeloid leukemia links cellular heterogeneity to therapy response.

  PMID 39503729 · PMC11540304 · eLife · 2024 · 8 claims · 5 setups

  Has reproduction · 75

  CITE-seq multiomics reveals that each CML patient harbors a unique composition of stem and progenitor cells at diagnosis

  lin-cd34+ cml cite-seq facs differential

• Annexin A13 Protects Against Acute Kidney Injury by Inactivating TGF-β/Smad3 Signaling.

  PMID 41486854 · PMC12915081 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

  Full-text index only

  ANXA13 is selectively downregulated in the kidneys of AKI patients and IRI- or cisplatin-induced AKI mice, primarily in proximal tubular cells

  kidney aki renal hek293t rna-seq immunohistochemistry serum

• Loss of CD4(+) T cell-intrinsic arginase 1 accelerates Th1 response kinetics and reduces lung pathology during influenza infection.

  PMID 37572656 · PMC10576612 · Immunity · 2023 · 8 claims · 8 setups

  Has reproduction · 68

  Arg1 is highly and specifically induced in lung CD4+ T cells during in vivo influenza infection

  flow-sort-purified lung cd4+ congenically rna-seq flow expression

• Multi-omic identification of perineurial hyperplasia and lipid-associated nerve macrophages in human polyneuropathies.

  PMID 40849297 · PMC12375038 · Nature communications · 2025 · 8 claims · 8 setups

  Has reproduction · 90

  Multi-omic profiling (snRNA-seq + spatial transcriptomics) of human sural nerves identifies novel cell type markers (MLIP in mySC; GRIK3, PRIMA1 in nmSC; CXCL14 in periC) not previously described in rodent or human literature

  sural peripheral snrna-seq nerve single-nucleus subcellular situ

• A temporal classifier predicts histopathology state and parses acute-chronic phasing in inflammatory bowel disease patients.

  PMID 36694043 · PMC9873918 · Communications biology · 2023 · 8 claims · 8 setups

  Has reproduction · 83

  Disease-specific temporal (dynamic) gene expression and splicing signatures, distinct from fixed timepoint differential expression, can be derived from DSS and adoptive transfer colitis models to capture acute-chronic disease dynamics

  colon blood distal ibd bulk qpcr histopathology

• Essential Genes of Vibrio anguillarum and Other Vibrio spp. Guide the Development of New Drugs and Vaccines.

  PMID 34745063 · PMC8564382 · Frontiers in microbiology · 2021 · 7 claims · 7 setups

  Has reproduction · 67

  Tn-seq using the TnSC189 mariner transposon identified 329 essential genes in V. anguillarum NB10Sm from a library of 52,662 insertion mutants.

  vibrio coli anguillarum transposon-insertion conjugative functional

• scArchon: a scalable benchmarking framework for assessing single-cell perturbation models.

  PMID 42121287 · PMC13162514 · Genome biology · 2026 · 8 claims · 8 setups

  Full-text index only

  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

• The ubiquitin ligase KLHL6 drives resistance to CD8(+) T cell dysfunction.

  PMID 41535474 · PMC12979199 · Nature · 2026 · 8 claims · 8 setups

  Full-text index only

  KLHL6 is a dual-negative regulator of both T cell exhaustion and mitochondrial dysfunction

  cd8+ cas9+ sgklhl6-transduced klhl6 bulk pooled flow

• Atlas-guided discovery of transcription factors for T cell programming.

  PMID 41639465 · PMC13017511 · Nature · 2026 · 8 claims · 8 setups

  Full-text index only

  A multi-omics atlas (Taiji pipeline) integrating RNA-seq and ATAC-seq across nine CD8+ T cell states can predict TF activity and identify state-selective versus multi-state TFs

  cd8+ lcmv p14 c57bl rna-seq pearson crispr

• mitoXplorer, a visual data mining platform to systematically analyze and visualize mitochondrial expression dynamics and mutations.

  PMID 31799603 · PMC6954439 · Nucleic acids research · 2020 · 5 claims · 5 setups

  Has reproduction · 89

  mitoXplorer integrates transcriptome, proteome, and mutation data with a manually curated mitochondrial interactome of ~1200 genes grouped into 38 mitochondrial processes across four model species.

  rpe-1 trisomic rpe yeast bulk proteomics mitotracker

• Monocytes serve as Shiga toxin carriers during the development of hemolytic uremic syndrome.

  PMID 39871175 · PMC11773931 · Cellular & molecular biology letters · 2025 · 8 claims · 8 setups

  Has reproduction · 84

  Monocytes are the primary carriers that transport Stx2 from the periphery to the kidney during STEC-induced HUS

  peripheral thp-1 cfse-labeled evs single-cell flow toxin-cell

• CLAMP: predicting specific protein-mediated chromatin loops in diverse species with a chromatin accessibility language model.

  PMID 41555433 · PMC12903630 · Genome biology · 2026 · 8 claims · 8 setups

  Full-text index only

  CLAMP, a chromatin-accessibility language model, predicts protein-mediated chromatin loops across 10 species, 18 proteins, and 24 cell types with superior performance versus existing methods.

  species gm12878 types chromatin cross-protein cross-cell-type

• CCL3+ Neutrophil Signature Predicts Response to Neoadjuvant Toripalimab plus Chemotherapy in Patients with Hypopharyngeal Squamous Cell Carcinoma: A Phase II Trial.

  PMID 41817286 · PMC13223550 · Clinical cancer research : an official journal of the American Association for Cancer Research · 2026 · 7 claims · 8 setups

  Full-text index only

  A proinflammatory, CCL3-high neutrophil subset (Neu_CCL3) is significantly enriched in the pretreatment tumor microenvironment of patients who respond to nCIT.

  pretreatment microarray cohorts moc1 single-cell bulk immunohistochemistry