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).

• Evidence for a preferential targeting of 3'-UTRs by cis-encoded natural antisense transcripts.

  PMID 16204454 · PMC1243798 · Nucleic acids research · 2005 · 8 claims · 4 setups

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  Cis-encoded natural antisense RNAs show striking preferential complementarity to 3′-UTRs of their target genes in human and mouse genomes

  human-mouse model genome-wide comparative computational

• Prior-guided factorization for reliable imputation of scRNA-seq data.

  PMID 41860953 · PMC13004523 · PLoS computational biology · 2026 · 8 claims · 8 setups

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  scZN models scRNA-seq counts as a mixture of a two-state (Gamma-Poisson/negative binomial) transcriptional bursting process and dropout, formalized via a zero-inflated negative binomial (ZINB) and solved as constrained nonnegative matrix factorization into a cell-to-cell-type assignment matrix and a cell-type expression matrix

  ercc real randomly brain scrna-seq cell-cycle k-nn

• 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

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  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

• PRDM1 Is Associated with Chemoradiotherapy-Associated Enrichment of Adaptive NK Cells in Cervical Cancer.

  PMID 42110212 · PMC13150072 · Computational and structural biotechnology journal · 2026 · 8 claims · 8 setups

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  CRT enriches adaptive NK (aNK) cells within the cervical cancer immune microenvironment, with enrichment apparent after the first fraction and persisting after the second

  cervical subclusters ank overlapping single-cell cluster 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

• Systematic design of combination therapy by targeting master regulators of coexisting diffuse midline glioma cell states.

  PMID 42020604 · PMC13175895 · Nature genetics · 2026 · 8 claims · 6 setups

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  A generalizable, network-based framework was established to systematically identify combination therapies targeting complementary coexisting tumor cell states

  malignant eight patient-derived dmg single-cell pooled plate-seq

• Integrative network modeling reveals mechanisms underlying T cell exhaustion.

  PMID 32024856 · PMC7002445 · Scientific reports · 2020 · 8 claims · 7 setups

  Has reproduction · 59

  TCE arises from changes in diverse gene regulatory interactions across a shared network rather than dysregulation of a single gene

  cd8+ tce manual gene principal

• Discovery of key regulators in classical monocyte phenotypes linked to COVID-19 severity using single-cell multi-omics sequencing.

  PMID 41732268 · PMC12925236 · iScience · 2026 · 8 claims · 8 setups

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  Two severity-associated classical monocyte (cMono) subtypes, IL7R+ and CD163+, exist with distinct transcriptional and epigenetic landscapes.

  pbmcs pbmc classical cmono single-nucleus differential multimodal

• 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

• Single-Cell Computational Frameworks for Quantifying BET Bromodomain Inhibitor Resistance and Screening Re-Sensitizer Drugs in Triple-Negative Breast Cancer.

  PMID 41933924 · PMC13205605 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 7 claims · 8 setups

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  Ferroptosis inhibition, marked by upregulation of suppressors (e.g., FTH1, GPX4) and downregulation of drivers, underlies the evolution of JQ1 resistance in TNBC cells

  sum159 sum149 six lincs scrna-seq bulk cck8