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).

• Annotation-free prediction of immunotherapy response in melanoma using single-cell transcriptomic data.

  PMID 41758825 · PMC12948085 · PloS one · 2026 · 8 claims · 6 setups

  Full-text index only

  AI-based predictive models built on unannotated scRNA-seq data (cell-by-gene expression matrices) can classify melanoma patients as ICI responders vs. non-responders

  cd45+ scrna-seq independent scrna-seq single-gene-level pathway-level

• Single-Cell Transcriptome Analysis Revealed Heterogeneity and Identified Novel Therapeutic Targets for Breast Cancer Subtypes.

  PMID 37190091 · PMC10137100 · Cells · 2023 · 8 claims · 8 setups

  Has reproduction · 54

  Single-cell transcriptomic analysis of EPCAM+Lin- epithelial cells identified unique gene signatures/markers that distinguish ER+, HER2+, ER+HER2+, and TNBC molecular subtypes

  breast epcam+cd45-cd8a-cd4-cd19-cd3e cancer identified single-cell differential crispr-cas9

• Single-Cell and Spatial Transcriptomics Reveal That TXNIP and BIRC3 Contribute to Human Prostate Tumor Progression.

  PMID 41972735 · PMC13072731 · Cells · 2026 · 6 claims · 8 setups

  Full-text index only

  TXNIP and BIRC3 are established as spatially restricted tumor-niche genes associated with metabolic stress and inflammatory survival pathways

  prostate tcga-prad integration single-cell spatial pseudotime

• pmid-42116144

  PMID 42116144 · PMC13173921 · 8 claims · 8 setups

  Full-text index only

  WBT-DC integrates rank-based GSVA feature extraction with an ensemble random forest framework using cross-validation and hyperparameter optimization to mitigate batch effects.

  blood circulating whole-blood bulk microarray single-cell

• CIRCE: a scalable Python package to predict cis-regulatory DNA interactions from single-cell chromatin accessibility data.

  PMID 41734268 · PMC12987762 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 5 setups

  Full-text index only

  CIRCE re-implements the Cicero co-accessibility algorithm in Python, producing near-identical results while running much faster and using far less memory

  bmmc pbmc foetal cis-regulatory enhancer-promoter scalability

• Comprehensive analysis for the role of macrophage-driven genes in abdominal aortic aneurysm.

  PMID 41815567 · PMC12973086 · Cardiovascular diagnosis and therapy · 2026 · 8 claims · 8 setups

  Full-text index only

  SMU1 is identified as a novel macrophage-related gene associated with AAA development, serving as a potential diagnostic biomarker and therapeutic target

  aaa macrophage-related merged gwas single-cell bulk rt-qpcr

• 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

• Telomerase-Associated Genes as Prognostic Markers in High-Grade Serous Ovarian Cancer.

  PMID 42050900 · PMC13137916 · Medical science monitor : international medical journal of experimental and clinical research · 2026 · 8 claims · 8 setups

  Full-text index only

  TAGs are linked to HGSOC progression and yield a candidate prognostic model

  hgsoc tcga-ov scrna-seq-derived single-cell bulk cellchat

• Integrative transcriptomics and single-cell transcriptomics analyses reveal potential biomarkers and mechanisms of action in papillary thyroid carcinoma.

  PMID 40520228 · PMC12162626 · Frontiers in genetics · 2025 · 8 claims · 8 setups

  Has reproduction · 49

  ENTPD1, SERPINA1, and TACSTD2 are potential transcriptomic biomarkers for PTC

  ptc degs key bulk kegg weighted

• Unveiling the NEFH+ malignant cell subtype: Insights from single-cell RNA sequencing in prostate cancer progression and tumor microenvironment interactions.

  PMID 39759507 · PMC11695424 · Frontiers in immunology · 2024 · 8 claims · 8 setups

  Full-text index only

  A malignant cell subtype in PCa with high expression of NEFH was identified, located at the differentiation terminal, showing higher malignancy and association with advanced tumor lesions.

  pca malignant tcga mda single-cell infercnv pseudotime

• 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

• Multi-cohort and single-cell profiling of aging genes reveals prognostic and therapeutic targets in breast cancer.

  PMID 41732271 · PMC12924738 · iScience · 2026 · 8 claims · 7 setups

  Full-text index only

  The eight-gene MLAG signature outperforms 100 previously published prognostic models across 12 independent breast cancer cohorts

  tcga-brca senescent normal single-cell machine univariate gene

• Integrated transcriptome and single-cell sequencing analysis identify blood-pancreas shared lncRNA biomarkers in new-onset T2DM.

  PMID 41915667 · PMC13037964 · PloS one · 2026 · 8 claims · 6 setups

  Full-text index only

  1,709 lncRNAs are differentially expressed in peripheral blood of new-onset T2DM patients vs controls

  peripheral pancreatic predicted bulk weighted single-cell

• FLASH-MM: fast and scalable single-cell differential expression analysis using linear mixed-effects models.

  PMID 41644528 · PMC12982622 · Nature communications · 2026 · 8 claims · 6 setups

  Full-text index only

  FLASH-MM produces LMM parameter estimates identical to lmer (lme4) up to the sixth decimal place while being 50- to 140-fold faster as sample size increases from 20,000 to 120,000 cells

  simulated same healthy female-biased simulated comparative single-cell

• LRP1 as a potential diagnostic and immunomodulatory target in endometriosis: evidence from multi-omics and single-cell analyses.

  PMID 42064072 · PMC13124487 · Frontiers in immunology · 2026 · 8 claims · 8 setups

  Has reproduction · 49

  LRP1 is a hub gene with the highest diagnostic performance among 30 candidate hub genes identified by machine learning

  ectopic geo gse5108 training microarray wgcna machine

• A generic reference defined by consensus peaks for single-cell ATAC-seq data analysis.

  PMID 41663439 · PMC12996591 · Nature communications · 2026 · 7 claims · 7 setups

  Full-text index only

  Aggregating peaks from 624 high-quality bulk ATAC-seq datasets defines ~1.4 million observed consensus peaks (cPeaks) covering ~30% of the genome.

  bulk scatac-seq cnn gm12878 bulk scatac-seq deep

• Integrative omics and experimental validation reveal METTL17 and SLC27A1 as biomarkers and potential therapeutic targets in chronic kidney disease.

  PMID 41766913 · PMC12946038 · Frontiers in immunology · 2026 · 8 claims · 8 setups

  Full-text index only

  METTL17 and SLC27A1 are identified as consistently dysregulated key genes bridging mitochondrial dysfunction and macrophage polarization in CKD

  kidney peripheral uuo bulk single-cell cibersort

• Oxidative stress-associated genes TPPP3 and VEGFA in COPD revealed by bulk and single-cell sequencing analysis.

  PMID 41620539 · PMC12916760 · Scientific reports · 2026 · 8 claims · 9 setups

  Full-text index only

  76 overlapping genes were identified between COPD-associated DEGs and oxidative stress-related genes.

  lung genecards differentially bronchial bulk database functional

• Identification and validation of lymphangiogenesis-related genes for predicting acute myeloid leukemia prognosis: insights from bulk RNA sequencing and single-cell RNA sequencing analyses.

  PMID 41772327 · PMC12979290 · Clinical and experimental medicine · 2026 · 7 claims · 8 setups

  Full-text index only

  A 6-LYMRG risk model (ANGPT1, HGF, MAPK8, PCNA, TBL1XR1, TLR4) is the optimal prognostic signature for AML

  gse142698 tcga-laml tcga-laml1 gse116256 differential univariate kaplan-meier

• Identification and validation of key PANoptosis-related genes via integrative machine learning and single-cell sequencing in AILI.

  PMID 41858622 · PMC12995703 · iScience · 2026 · 8 claims · 8 setups

  Full-text index only

  Cdkn1a and Pdk1 are key PANoptosis-related genes with high diagnostic potential for AILI

  liver training bulk wgcna machine