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).

• Evaluating deconvolution methods using real bulk RNA-expression data for robust prognostic insights across cancer types.

  PMID 41566530 · PMC12906006 · Genome biology · 2026 · 7 claims · 6 setups

  Full-text index only

  Pseudobulk and real bulk RNA-seq deconvolution performance differ significantly, and method ranking consistency is lower between pseudobulk and real bulk than within either data type alone

  breast real colon tcga paired pseudobulk bulk

• RaMBat: Accurate identification of medulloblastoma subtypes from diverse data sources with severe batch effects.

  PMID 41571436 · PMC13060657 · Molecular oncology · 2026 · 7 claims · 5 setups

  Full-text index only

  RaMBat achieves a median accuracy of 99% across 13 independent benchmark datasets, significantly outperforming state-of-the-art MB subtyping methods and conventional ML classifiers

  medulloblastoma gse85217 ger microarray bulk intrasample

• A multi-omics features-based approach integrating immunogenicity and inflammation enhances immunotherapy benefit in clear cell renal cell carcinoma.

  PMID 41640425 · PMC12864441 · Frontiers in cell and developmental biology · 2025 · 7 claims · 8 setups

  Full-text index only

  The TIs-ML multi-omics model predicts ICB response/survival in ccRCC with superior accuracy (AUC > 0.997) compared to single biomarkers like PD-L1 and TMB

  autoimmune igan scrna-seq bulk bulk scrna-seq scissor-based

• DeCAF defines clinical fibroblast subtypes and multidimensional tumor-stroma crosstalk shaping prognosis and immunotherapy response.

  PMID 41707654 · PMC12923980 · Cell reports. Medicine · 2026 · 8 claims · 8 setups

  Full-text index only

  DeCAF is a single-sample kTSP classifier using 9 TSP gene pairs that predicts proCAF vs restCAF subtypes from bulk expression data

  pdac cptac external elyada-sc bulk single-sample classifier

• scATD: a high-throughput and interpretable framework for single-cell cancer drug resistance prediction and biomarker identification.

  PMID 40501071 · PMC12159290 · Briefings in bioinformatics · 2025 · 8 claims · 6 setups

  Has reproduction · 62

  scATD enables high-throughput single-cell drug sensitivity prediction for new patients without model parameter retraining via bidirectional Bi-AdaIN style transfer

  panglaodb cancer geo gse137829 single-cell bulk

• The systematic assessment of completeness of public metadata accompanying omics studies in the Gene Expression Omnibus data repository.

  PMID 40926267 · PMC12421755 · Genome biology · 2025 · 8 claims · 3 setups

  Has reproduction · 99

  Across 253 manually curated studies (164,000+ samples), over 25% of critical metadata are omitted, with only 74.8% of relevant phenotypes available overall.

  randomly repositories geo manual automated

• Reducing language barriers, promoting information absorption, and communication using fanyi.

  PMID 39039634 · PMC11332769 · Chinese medical journal · 2024 · 7 claims · 3 setups

  Has reproduction · 67

  The fanyi R package retrieves gene information from NCBI and translates it into multiple languages using AI-driven online translation services

  pbmcs airway gene single-cell bulk functional

• Gbdmr: identifying differentially methylated CpG regions in the human genome via generalized beta regressions.

  PMID 38443825 · PMC10916021 · BMC bioinformatics · 2024 · 8 claims · 4 setups

  Has reproduction · 62

  gbdmr models DNA methylation levels of CpG sites using a generalized beta distribution instead of assuming normality as in linear-regression-based methods

  simulated birth gene simulation methylation

• Machine learning-based DNA microarray analysis for disease detection using the MICRO-AI framework.

  PMID 41925147 · PMC13051084 · Science progress · 2026 · 8 claims · 1 setups

  Has reproduction · 22

  MICRO-AI's attention-weighted feature fusion reduces dimensionality by over 99% (from ~20,000 to ~127 genes) without loss of biological significance

  breast microarray

• MirDIP 5.2: tissue context annotation and novel microRNA curation.

  PMID 36453996 · PMC9825511 · Nucleic acids research · 2023 · 7 claims · 6 setups

  Has reproduction · 89

  mirDIP 5.2 removed eight outdated resources, added miRNATIP, and ran five prediction algorithms against miRBase and mirGeneDB miRNAs to expand and improve interaction coverage

  mirnas disease novel type mirna small bulk

• Improved precision of epigenetic clock estimates across tissues and its implication for biological ageing.

  PMID 31443728 · PMC6708158 · Genome medicine · 2019 · 6 claims · 8 setups

  Has reproduction · 68

  A near-perfect chronological age predictor can in principle be developed from DNA methylation when training sample size is sufficiently large.

  blood unrelated sgpd lbc1921 methylation reml permutation

• miEAA 2.0: integrating multi-species microRNA enrichment analysis and workflow management systems.

  PMID 32374865 · PMC7319446 · Nucleic acids research · 2020 · 8 claims · 5 setups

  Has reproduction · 61

  miEAA 2.0 extends miRNA enrichment analysis to ten species (previously only Homo sapiens), accepting both precursor and mature miRNA input.

  kidney blood model geo bulk small agilent

• Mural cell-derived chemokines provide a protective niche to safeguard vascular macrophages and limit chronic inflammation.

  PMID 37652021 · PMC10588993 · Immunity · 2023 · 7 claims · 8 setups

  Has reproduction · 83

  Vascular macrophages form a spatiotemporal niche in direct contact with mural cells across microvascular and macrovascular beds

  cx3cr1-mφ rfp-rep coronary peritoneal intravital confocal single-cell

• Single cell analysis reveals the roles and regulatory mechanisms of type-I interferons in Parkinson's disease.

  PMID 38566100 · PMC10985960 · Cell communication and signaling : CCS · 2024 · 8 claims · 8 setups

  Has reproduction · 55

  Microglia, endothelial cells, and pericytes exhibit the highest IFN-I activity among PD midbrain cell types, with microglia and endothelial cells showing significantly elevated high-IFN-I-scoring proportions in PD versus controls

  midbrain single microglia substantia single-cell scenic monocle

• Graph Random Forest: A Graph Embedded Algorithm for Identifying Highly Connected Important Features.

  PMID 37509188 · PMC10377046 · Biomolecules · 2023 · 8 claims · 6 setups

  Has reproduction · 89

  GRF identifies effective features that form highly connected sub-graphs on the underlying biological network

  synthetic tcga embryonic simulation sub-graph reproducibility

• PD-1 blockade potentiates neoadjuvant chemotherapy in NSCLC via increasing CD127(+) and KLRG1(+) CD8 T cells.

  PMID 37231145 · PMC10213055 · NPJ precision oncology · 2023 · 8 claims · 5 setups

  Has reproduction · 40

  NAPC produces higher major pathological response (MPR) and pathological complete response (pCR) rates and longer DFS/OS than NAC alone

  cd45+ ffpe scrna-seq cd8+ single-cell multiplex gene

• Predicting Bone Metastasis Using Gene Expression-Based Machine Learning Models.

  PMID 34858485 · PMC8631472 · Frontiers in genetics · 2021 · 8 claims · 5 setups

  Has reproduction · 62

  A DNN model built on 34 top-ranked hub genes achieves the highest prediction accuracy (AUC 92.11%) for distinguishing primary from bone-metastasized tumors

  breast degs geo tcga microarray protein-protein machine

• 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

• Molecular Biomarker of Drug Resistance Developed From Patient-Derived Organoids Predicts Survival of Colorectal Cancer Patients.

  PMID 35425715 · PMC9004628 · Frontiers in oncology · 2022 · 8 claims · 7 setups

  Has reproduction · 53

  Patient-derived colorectal cancer organoids (CRCOs) can be established from surgical CRC tissue with an 82% success rate (41/50)

  crc colorectal crcos crco organoid drug bulk

• Artificial intelligence-guided discovery of gastric cancer continuum.

  PMID 36692601 · PMC9871434 · Gastric cancer : official journal of the International Gastric Cancer Association and the Japanese Gastric Cancer Association · 2023 · 8 claims · 8 setups

  Has reproduction · 71

  A Boolean implication network built from GSE66229 yields a GC-BoNE gene signature (Boolean paths C#11-2-4-14 and C#7-13-14) that classifies tumor vs normal/adjacent-normal gastric samples

  gastric independent models prospective microarray transcriptomics