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).

• Combining evidence of preferential gene-tissue relationships from multiple sources.

  PMID 23950964 · PMC3741196 · PloS one · 2013 · 8 claims · 8 setups

  Has reproduction · 53

  A high-level integration approach combining three methods across four human microarray datasets, merged by consensus voting and a rule-based inner/total score, predicts preferentially expressed genes while reducing method- and study-specific bias.

  normal four microarray genes microarray computational bayes

• A platelet-related signature for predicting the prognosis and immunotherapy benefit in bladder cancer based on machine learning combinations.

  PMID 39280688 · PMC11399026 · Translational andrology and urology · 2024 · 8 claims · 8 setups

  Has reproduction · 51

  An Enet (alpha=0.4) machine-learning algorithm built from 10 platelet-related genes yields the optimal platelet-related signature (PRS) for bladder cancer prognosis, with average C-index 0.73

  bladder tcga bulk univariate integrative

• BABELOMICS: a systems biology perspective in the functional annotation of genome-scale experiments.

  PMID 16845052 · PMC1538844 · Nucleic acids research · 2006 · 8 claims · 8 setups

  Full-text index only

  Babelomics is presented as an updated, complete suite of web tools for functional analysis of genome-scale experiments with new and improved modules

  pre-selected pre-tabulated genes ranked kegg expression text-mining

• Cross species genomic analysis identifies a mouse model as undifferentiated pleomorphic sarcoma/malignant fibrous histiocytoma.

  PMID 19956606 · PMC2779485 · PloS one · 2009 · 8 claims · 7 setups

  Full-text index only

  A 100-gene signature from LSL-KrasG12D;Trp53Flox/Flox mouse sarcomas (vs normal muscle) is specifically and significantly enriched in human MFH but not other soft tissue sarcoma subtypes across three independent human datasets.

  lsl-krasg12d soft combined mfh microarray gene oncogenic

• Detecting aberrant DNA methylation in Illumina DNA methylation arrays: a toolbox and recommendations for its use.

  PMID 37218167 · PMC10208159 · Epigenetics · 2023 · 8 claims · 8 setups

  Has reproduction · 73

  Developed OutlierMeth, an R package that computes probe-specific thresholds and flags DNA methylation outliers from array data

  normal blood tcga gse40279 illumina logistic unsupervised

• Gene-expression patterns in peripheral blood classify familial breast cancer susceptibility.

  PMID 26538066 · PMC4634735 · BMC medical genomics · 2015 · 8 claims · 7 setups

  Has reproduction · 83

  A multigene expression biomarker from PBMCs accurately classifies familial breast cancer (FBC) status

  pbmcs utah blood normal microarray svm-rfe svm

• Identification of a novel 10 immune-related genes signature as a prognostic biomarker panel for gastric cancer.

  PMID 34382341 · PMC8446556 · Cancer medicine · 2021 · 8 claims · 8 setups

  Has reproduction

  A 10-IRG prognostic signature (BMPR1B, GHR, IL11RA, INHBB, NPR3, OBP2A, PTN, R3HDML, TAC1, TPM2) predicts overall survival in gastric cancer.

  gastric tcga-stad overlapping candidate microarray gene rna-seq

• Weighted gene co-expression network analysis reveals that CXCL10, IRF7, MX1, RSAD2, and STAT1 are related to the chronic stage of spinal cord injury.

  PMID 34532385 · PMC8421925 · Annals of translational medicine · 2021 · 8 claims · 7 setups

  Has reproduction · 44

  The brown co-expression module (775 genes) is the module most significantly associated with the chronic stage of SCI

  spinal brown sci microarray functional protein-protein

• Identification of intrinsic genes across general hypertension, hypertension with left ventricular remodeling, and uncontrolled hypertension.

  PMID 36277786 · PMC9582241 · Frontiers in cardiovascular medicine · 2022 · 7 claims · 8 setups

  Has reproduction · 73

  FBXW4 and 13 other genes are uniquely enriched in the general hypertension group

  peripheral white four gse75360 microarray gene weighted

• Using random walks to identify cancer-associated modules in expression data.

  PMID 24128261 · PMC4015830 · BioData mining · 2013 · 8 claims · 8 setups

  Has reproduction

  Walktrap-GM, a random-walk community detection algorithm adapted with stopping criteria (maximum modularity, maximum size, maximum module score), identifies modules significantly enriched with cancer genes in expression-weighted interaction networks.

  hepatocellular breast sporadic geo gene differential interaction

• Leveraging the germ layer development patterns to predict prognosis and identify MEST as a novel therapeutic target in glioma.

  PMID 41501725 · PMC12870398 · Cancer cell international · 2026 · 7 claims · 8 setups

  Full-text index only

  MEST is a key oncogenic GLD-related gene and a novel therapeutic target in glioma, identified via a machine learning feature selection framework

  bulk single-cell tcga glioma gsva aucell machine

• Mammary cell gene expression atlas links epithelial cell remodeling events to breast carcinogenesis.

  PMID 34079055 · PMC8172904 · Communications biology · 2021 · 8 claims · 8 setups

  Has reproduction · 96

  Integration of five mouse scRNAseq datasets reveals a trifurcating lineage trajectory originating from embryonic mammary stem cells (MaSCs) that differentiates into three epithelial lineages (Basal, L-Alv, L-Hor) via unipotent progenitor clusters

  mammary surgically normal single-cell whole-mount integration

• Comprehensive analysis of a novel RNA modifications-related model in the prognostic characterization, immune landscape and drug therapy of bladder cancer.

  PMID 37124622 · PMC10131083 · Frontiers in genetics · 2023 · 8 claims · 8 setups

  Has reproduction · 71

  Two distinct RNA modification patterns exist among BCa samples with radically varying clinical outcomes and biological characteristics

  meta-geo tcga-blca bca genomics unsupervised lasso weighted

• Meta-analysis of inter-species liver co-expression networks elucidates traits associated with common human diseases.

  PMID 20019805 · PMC2787626 · PLoS computational biology · 2009 · 8 claims · 8 setups

  Full-text index only

  A novel semi-parametric meta-analysis method (based on a gene-centric Glass's d effect size) outperforms existing parametric and non-parametric meta-analysis methods at identifying functionally coherent gene pairs across species.

  liver simulated conserved nearly gene simulation kolmogorov-smirnov

• Developing a thyroid cancer differentiation state classification system using deep residual networks and metabolic signature profiling.

  PMID 40993300 · PMC12460824 · NPJ digital medicine · 2025 · 8 claims · 8 setups

  Has reproduction

  Metabolic status is closely tied to tumor differentiation state, with distinct metabolic reprogramming occurring during thyroid cancer dedifferentiation

  thyroid fuscc gse193581 aggregated untargeted whole-exome transcriptomics

• Cancer-wide in silico analyses using differentially expressed genes demonstrate the functions and clinical relevance of JAG, DLL, and NOTCH.

  PMID 39074091 · PMC11285958 · PloS one · 2024 · 7 claims · 8 setups

  Full-text index only

  JAG, DLL, and NOTCH family gene/protein expression varies diversely across 15 cancer types relative to normal tissue, sometimes discordant between mRNA and protein levels.

  tumor degs cancer jag bulk proteomics gene

• The molecular characterization and clinical management of multiple myeloma in the post-genome era.

  PMID 19657360 · PMC3686133 · Leukemia · 2009 · 8 claims · 8 setups

  Full-text index only

  GEP identifies distinct molecular subgroups of MM associated with differing clinical features and survival outcomes

  myeloma cd138-immunomagnetically plasma bone-marrow filter-based gene-expression targeted

• Genome wide identification of recessive cancer genes by combinatorial mutation analysis.

  PMID 18846217 · PMC2557123 · PloS one · 2008 · 7 claims · 4 setups

  Full-text index only

  A combinatorial mutation analysis identified 154 candidate recessive cancer genes (pRecessiveCancer<1.5x10-7, FDR=0.39)

  refseq tp53 tumor 154-gene est paired array

• Mining expressed sequence tags identifies cancer markers of clinical interest.

  PMID 17078886 · PMC1635568 · BMC bioinformatics · 2006 · 8 claims · 6 setups

  Full-text index only

  An EST-mining approach (Fisher Exact Test on tumor vs. non-tumor library hit counts) identifies differentially expressed transcripts with an estimated false discovery rate below 22% when human and mouse screens are combined.

  dbest cancer gene est human-mouse leave-one-out

• Integrative microRNA and transcriptome analysis reveals sex-specific molecular divergence in human bladder cancer.

  PMID 41578372 · PMC12911049 · Biology of sex differences · 2026 · 8 claims · 8 setups

  Full-text index only

  48 tumor-specific sex-biased (TSSB) microRNAs were identified in bladder cancer, mostly located on autosomes rather than sex chromosomes

  tcga tssb blca mirna-seq bulk kegg