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).

• PICDGI: A framework for predicting cancer driver genes through dynamic gene-gene interaction modeling of single-cell data.

  PMID 42044093 · PMC13119913 · PLoS computational biology · 2026 · 8 claims · 3 setups

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  PICDGI is a Bayesian framework that predicts driver-like regulatory genes by integrating dynamic gene-gene interaction modeling with scRNA-seq data, without using DNA mutation calls

  lung pediatric same scrna-seq moran's

• AuPairWise: A Method to Estimate RNA-Seq Replicability through Co-expression.

  PMID 27082953 · PMC4833304 · PLoS computational biology · 2016 · 7 claims · 6 setups

  Has reproduction · 88

  Sample-sample correlation of transcript abundances is a misleading measure of replicability for assessing differential expression, because it is dominated by gene-specific dynamic ranges rather than condition-dependent variation.

  liver encode publicly co-expressed rna-seq meta-analysis computational

• Analysis of a photosynthetic cyanobacterium rich in internal membrane systems via gradient profiling by sequencing (Grad-seq).

  PMID 33793824 · PMC8136920 · The Plant cell · 2021 · 8 claims · 6 setups

  Has reproduction · 100

  Grad-seq resolves complexes with overlapping subunits, such as CpcG1-type versus CpcL-type phycobilisomes or PsaK1 versus PsaK2 photosystem I (pre)complexes, validating the approach.

  synechocystis gradient proteins grad-seq grad-seq denaturing sds-polyacrylamide

• Cell type-specific eQTL analysis of COVID-19 based on single-cell transcriptomic data.

  PMID 41064594 · PMC12501775 · NAR genomics and bioinformatics · 2025 · 8 claims · 8 setups

  Has reproduction · 51

  Single-cell eQTL analysis across eight immune cell types identified 2593 genes whose expression is significantly associated with common genetic polymorphisms, with most genes showing cell type-specific effects

  pbmcs eight pbmc monocytes scrna-seq genetic cis-eqtl

• Alternative splicing-triggered mRNA decay informs splice-switching targets for neurodevelopmental disorders.

  PMID 41678398 · PMC13078869 · The Journal of clinical investigation · 2026 · 7 claims · 12 setups

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  EANMD, a new computational tool, identifies AS-NMD exons using the 50 nt rule plus additional transcript-level features and outperforms existing tools (SpliceTools, NMD Classifier)

  neuro2a embryonic e14.5 cortical rna-seq pacbio rt-pcr

• Aligned cross-modal integration and regulatory heterogeneity characterization of single-cell multiomic data with deep contrastive learning.

  PMID 41588477 · PMC12833949 · Genome medicine · 2026 · 8 claims · 4 setups

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  scMDCF outperforms existing state-of-the-art scMulti-omics integration and clustering models across various types of scMulti-omics datasets, including robustness against batch effects

  single immune dorsolateral cite-seq scrna-atac-seq snmulti-omics

• Improved RNA-DNA interaction calling suggests RNA-based gene regulation of phenotypic transitions.

  PMID 42258536 · PMC13244158 · Nucleic acids research · 2026 · 7 claims · 8 setups

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  RADIAnT is a reads-to-interactions computational pipeline for analyzing RNA–DNA ligation data

  embryonic k562 mesc endothelial grid-seq radicl-seq red-c

• Octopus-toolkit: a workflow to automate mining of public epigenomic and transcriptomic next-generation sequencing data.

  PMID 29420797 · PMC5961211 · Nucleic acids research · 2018 · 7 claims · 5 setups

  Has reproduction · 68

  Octopus-toolkit is a stand-alone application that automatically retrieves and processes large sets of epigenomic and transcriptomic NGS data from GEO in a single step

  mammary liver saccharomyces chip-seq rna-seq

• Integrating single-cell and bulk transcriptomes identifies B cell features associated with neoadjuvant chemoradiotherapy sensitivity in rectal cancer.

  PMID 41484196 · PMC12800305 · Scientific reports · 2026 · 8 claims · 8 setups

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  A B cell subpopulation co-expressing HLA-DRB5, HLA-DQA2, HLA-DQB1, CD74, and ACTG1 is significantly associated with favorable nCRT response in rectal cancer

  larc scrna-seq scissor+ single-cell bulk pseudotime

• Cell type-specific network analysis in Diversity Outbred mice identifies genes potentially responsible for human bone mineral density GWAS associations.

  PMID 41811178 · PMC12978698 · eLife · 2026 · 8 claims · 8 setups

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  Cell type-specific Bayesian and co-expression networks generated from BMSC-OB scRNA-seq data in Diversity Outbred mice can prioritize and contextualize genes underlying human BMD GWAS associations

  bmsc-ob genes mesenchymal gtex scrna-seq cellect iterativewgcna

• An AI-Enabled Single-Cell Transcriptomic Analysis Pipeline for Gene Signature Discovery in Natural Killer Cells Linked to Remission Outcomes in Chronic Myeloid Leukemia.

  PMID 41972591 · PMC13072394 · Biology · 2026 · 8 claims · 7 setups

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  GAFA integrates latent-space representation, pseudotime trajectory modeling, GRN inference, and machine learning-based gene panel discovery into a single coherent pipeline, unlike existing workflows that treat these steps independently.

  peripheral subset immune assigned scrna-seq latent-space automated

• Sequential transcriptional waves and NF-κB-driven chromatin remodeling direct drug-induced dedifferentiation in cancer.

  PMID 41986344 · PMC13083995 · Nature communications · 2026 · 8 claims · 8 setups

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  BRAFi (vemurafenib) treatment drives BRAF-mutant melanoma cells through a reversible dedifferentiation transition from a melanocytic state through a neural crest-like state to a drug-tolerant mesenchymal state

  m397 patient-derived longitudinal time-series atac-seq chip-seq

• Single-Cell Profiling Across Immune Tissues and Organs Reveals Immunosenescence Signatures in Male Rhesus Monkeys.

  PMID 41556329 · PMC13042567 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 7 claims · 8 setups

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  GZMB is markedly upregulated across multiple cell types in aged rhesus monkeys and serves as a candidate biomarker of immunosenescence

  bone cd8+ mesenteric sections single-cell gene pseudotime

• Insights into the evolution of cotton diploids and polyploids from whole-genome re-sequencing.

  PMID 23979935 · PMC3789805 · G3 (Bethesda, Md.) · 2013 · 8 claims · 8 setups

  Has reproduction · 91

  An index of 23,859,893 (~24 million) homoeo-SNPs distinguishing A-genome from D-genome cotton was constructed at a density of one SNP per 32.3 bases of the D5 reference.

  gossypium longicalyx nine diploids whole-genome wgs read

• Metabolic reprogramming of tumor-associated macrophage clusters in ovarian cancer: a single-cell transcriptomic analysis and prognostic model.

  PMID 41933362 · PMC13173987 · BioData mining · 2026 · 8 claims · 7 setups

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  Single-cell analysis of integrated ovarian cancer datasets identifies 9 distinct mononuclear phagocyte clusters (MPC1-MPC9), of which MPC3, MPC5, and MPC7 are hypermetabolic

  ovarian mpc annotated tcga-oc single-cell gene pseudotime

• The Proteo-Transcriptome of Extracellular Vesicles and Particles Is Largely Preserved After Cryopreservation.

  PMID 42094828 · PMC13140971 · Journal of extracellular biology · 2026 · 6 claims · 7 setups

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  Cryopreservation has little effect on protein concentration, particle size, and proteo-transcriptomics of EVPs

  tissue-derived sec-separated sec-pooled supernatants multiplex small western

• S3RL: Enhancing Spatial Single-Cell Transcriptomics With Separable Representation Learning.

  PMID 41556263 · PMC13042551 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

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  S3RL is a separable representation learning framework that denoises sparse spatial transcriptomic data and enhances biologically relevant signals by integrating gene expression, spatial coordinates, and histological image features.

  dorsolateral dlpfc nanostring spatial cell-type multi-platform

• 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

• DAESC + : high-performance, integrated software for single-cell allele-specific expression data.

  PMID 41851619 · PMC13169709 · BMC bioinformatics · 2026 · 8 claims · 6 setups

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  DAESC+ is a dual-module, end-to-end software package (DAESC-P for preprocessing, DAESC-GPU for differential analysis) for single-cell ASE data

  onek1k endoderm simulated single-cell differential runtime

• An optimized protocol for efficient derivation of pancreatic islets from multiple human pluripotent stem cell lines.

  PMID 41997152 · PMC13163220 · Stem cell reports · 2026 · 8 claims · 8 setups

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  Shortening the S4 pancreatic progenitor stage duration enhances subsequent S5 endocrine progenitor (EP) differentiation efficiency

  hs980 hpsc-derived eight sc-islets flow static dynamic