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).

• PSGRN: Gene regulatory network inference from single-cell perturbational data through self-training with synthetic gold standards.

  PMID 42054465 · PMC13127566 · Science advances · 2026 · 8 claims · 4 setups

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  PSGRN infers GRNs by generating pseudoannotations from gene-gene correlations and iteratively refining them via a self-training classifier using pre/post-intervention expression features.

  k562 rpe1 processed single-cell computational biological

• Isoform-specific single-cell perturb-seq reveals distinct functions of alternative promoters in drug response.

  PMID 41728950 · PMC12926921 · Nucleic acids research · 2026 · 5 claims · 8 setups

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  CRISPR-dCas9-based screens exhibit widespread promoter specificity, with untargeted promoters often showing compensatory upregulation to maintain overall gene expression

  mcf-7 rpe1 mcf-7-dcas9 tissue-wide isoform-specific reanalysis qrt-pcr

• Dissecting gene regulatory networks governing human cortical cell fate.

  PMID 41565813 · PMC12999477 · Nature · 2026 · 8 claims · 6 setups

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  ZNF219, a previously uncharacterized transcription factor, represses neural differentiation in human cortical radial glia

  cortical rhesus single-cell scrna-seq immunocytochemistry

• scMILD: Single-cell multiple instance learning for sample classification and associated subpopulation discovery.

  PMID 41907409 · PMC13019583 · iScience · 2026 · 8 claims · 8 setups

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  scMILD identifies condition-associated cells using only sample-level labels via a dual-branch MIL architecture with a shared encoder

  simulated lupus covid-19 ulcerative simulated mixture scrna-seq

• Spatial perturb-seq: single-cell functional genomics within intact tissue architecture.

  PMID 41723140 · PMC13035813 · Nature communications · 2026 · 8 claims · 8 setups

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  Spatial Perturb-Seq simultaneously measures whole transcriptome (cell type), CRISPR barcodes (perturbation), spatial coordinates, and cell-cell interactions through a single Stereo-seq and/or Xenium run.

  hippocampus bone brain aav-transduced scrna-seq snrna-seq spatial

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

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

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  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

• Systematic background selection with BasCoD enhances contrastive dimension reduction in single cell genomics.

  PMID 41844632 · PMC13144610 · Nature communications · 2026 · 8 claims · 7 setups

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  BasCoD is a statistical testing framework using spectral subspace inclusion theory to evaluate whether a candidate background dataset is suitable for contrastive dimension reduction of a target dataset

  ts65dn ipscs k562 intestinal contrastive population-scale perturb-seq

• 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