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).

• Computational modeling demonstrates that glioblastoma cells can survive spatial environmental challenges through exploratory adaptation.

  PMID 31836713 · PMC6911112 · Nature communications · 2019 · 8 claims · 6 setups

  Has reproduction · 100

  Exploratory adaptation (stochastic gene-regulatory network perturbation) explains how GBM cells adapt phenotypically across spatially distinct tumor regions

  patient-derived low-grade tf-gene single-sample bulk differential gene

• 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

• Gene co-expression network analysis in human spinal cord highlights mechanisms underlying amyotrophic lateral sclerosis susceptibility.

  PMID 33707641 · PMC7970949 · Scientific reports · 2021 · 8 claims · 8 setups

  Has reproduction · 100

  WGCNA on control human cervical spinal cord RNA-seq identifies 13 co-expression modules (SC.M1-M13), each representing distinct biological processes or cell types.

  cervical als top yeast bulk stratified protein-protein

• AJUBA: The Master Regulator Bridging EMT and Immune Evasion in Colorectal Cancer.

  PMID 41814682 · PMC13140425 · Mediators of inflammation · 2026 · 8 claims · 8 setups

  Full-text index only

  AJUBA is markedly upregulated in CRC across multiple transcriptomic cohorts and is enriched in epithelial cells with activated EMT features

  tcga-crc crc paired hct116 bulk single-cell spatial

• Integrated spatial transcriptomics and pan-cancer XGBoost modeling uncover spatial drivers of immune exclusion and predict immunotherapy response.

  PMID 41925746 · PMC13046951 · Cancer immunology, immunotherapy : CII · 2026 · 8 claims · 8 setups

  Full-text index only

  A three-step computational framework (ImmCeRNA) identified 6,070 immune-related ceRNA interactions across 27 cancer types by integrating expression correlation and experimental validation data.

  cancer pan-cancer single lung bulk database single-cell

• Integrative Transcriptomic Analysis and Co-Expression Network Characterization of Soybean Developmental Tissues.

  PMID 41977661 · PMC13075193 · Plants (Basel, Switzerland) · 2026 · 8 claims · 6 setups

  Full-text index only

  Tissue identity (seed vs. non-seed) is the dominant driver of transcriptomic variation, as shown by clear separation on PC1

  glycine same seed-upregulated bulk principal differential

• GREIN: An Interactive Web Platform for Re-analyzing GEO RNA-seq Data.

  PMID 31110304 · PMC6527554 · Scientific reports · 2019 · 8 claims · 7 setups

  Has reproduction · 73

  GREIN is a web application providing user-friendly interfaces to manipulate, visualize, and analyze GEO RNA-seq data.

  mcf10a nde&dt hypoxia bulk correlation pca

• Core transcriptional signatures of phase change in the migratory locust.

  PMID 31292921 · PMC6881432 · Protein & cell · 2019 · 8 claims · 7 setups

  Has reproduction · 60

  PhaseCore genes, identified via AC-PCA across developmental, tissue, and time-course datasets, predict locust phase status (gregarious vs. solitary) with over 87.5% accuracy

  locusta bulk interference transcriptional

• Application of Machine Learning in Predicting Hepatic Metastasis or Primary Site in Gastroenteropancreatic Neuroendocrine Tumors.

  PMID 37887568 · PMC10605255 · Current oncology (Toronto, Ont.) · 2023 · 8 claims · 7 setups

  Has reproduction · 59

  Multi-gene random forest models classify primary tumor vs. liver metastasis samples with 100% accuracy in training/test cohorts and >90% accuracy in an independent validation cohort

  pancreatic rna-seq liver tumor bulk machine multi-label

• Polymorphism identification and improved genome annotation of Brassica rapa through Deep RNA sequencing.

  PMID 25122667 · PMC4232532 · G3 (Bethesda, Md.) · 2014 · 8 claims · 8 setups

  Has reproduction · 50

  330,995 SNPs were identified in transcribed regions between B. rapa genotypes R500 and IMB211, at an average frequency of one SNP per 200 bases.

  brassica r500 rapa genomic bulk reference-based snp

• RNA-SeqEZPZ: a point-and-click pipeline for comprehensive transcriptomics analysis with interactive visualizations.

  PMID 41222189 · PMC12857227 · GigaScience · 2026 · 8 claims · 8 setups

  Full-text index only

  RNA-SeqEZPZ is the first open-source tool offering a point-and-click interface with interactive plots, spanning raw FASTQ reads through differential gene and pathway analysis.

  generic paired-end aligned gene bulk adapter read

• Loss of long-range co-expression is a common feature in cancer.

  PMID 41935098 · PMC13247121 · NPJ systems biology and applications · 2026 · 8 claims · 7 setups

  Full-text index only

  In cancer, the strongest co-expressed gene pairs (top MI values) are predominantly intra-chromosomal, unlike in normal tissue.

  tissues same bladder cancer bulk differential bootstrap

• Decoding the interconnected splicing patterns of hepatitis B virus and host using large language and deep learning models.

  PMID 41543530 · PMC12811152 · Microbial genomics · 2026 · 8 claims · 8 setups

  Full-text index only

  HBV splicing efficiency (coSI) correlates more strongly with disease progression than the overall proportion of spliced HBV RNA.

  hbv same host bulk splicing splicebert

• Bulk RNA-seq datasets analysis integration identifies robust drought-responsive genes and functional networks in Eucalyptus grandis.

  PMID 42038403 · PMC13106539 · Frontiers in bioinformatics · 2026 · 7 claims · 7 setups

  Full-text index only

  Meta-analysis integration of three independent RNA-seq drought studies identifies 472 robust differentially expressed genes (274 up, 198 down) that remain significant across the full meta-analysis and all leave-one-out Jackknife iterations

  grandis computational consistently bulk differential leave-one-out

• MetaScreener: a robust dual-mode framework for directional prioritization of actionable signatures through multi-dataset and multi-approach integration.

  PMID 41845481 · PMC13107662 · Journal of translational medicine · 2026 · 8 claims · 7 setups

  Full-text index only

  MetaScreener is a dual-mode framework (DiffMetaScreener for discrete labels, CorMetaScreener for continuous variables) integrating over 4,000 analysis pipelines to compute activation/inhibition directionality indices (ADI/IDI/DI) for gene signatures

  crc independent ctrp rko differential robustness single-cell

• Integrating single-cell and single-nucleus datasets improves bulk RNA-seq deconvolution.

  PMID 41895263 · PMC13106970 · Cell reports methods · 2026 · 8 claims · 5 setups

  Full-text index only

  scRNA-seq references yield significantly higher Pearson correlation and lower RMSE than snRNA-seq references for deconvolution across all four tissue datasets

  adipose same fat-cell real pseudobulk single-cell synthetic

• YAP1 Dysfunction Promotes Molecular Properties Linked to Breast Cancer Susceptibility.

  PMID 41431390 · PMC13040214 · Cancer prevention research (Philadelphia, Pa.) · 2026 · 7 claims · 8 setups

  Full-text index only

  YAP1 nuclear localization and mRNA expression significantly increase in luminal epithelial cells (LEp) with increased age and with genetic risk for breast cancer (e.g., BRCA1/2 mutation carriers)

  breast hmec post-stasis 184d-p16sh ihc bulk odds

• scTWAS: a powerful statistical framework for single-cell transcriptome-wide association studies.

  PMID 41820391 · PMC13121454 · Nature communications · 2026 · 8 claims · 5 setups

  Full-text index only

  scTWAS uses a latent-variable expression-measurement model combined with a moment-based regression to more accurately estimate genetic regulation of gene expression from single-cell data, improving GReX prediction across cell types and datasets

  onek1k-derived onek1k-based immune brain simulated two-sample stage

• A Soft Matrix Microenvironment Promotes Laterally Spreading Tumors via Oxidative Phosphorylation-Dependent Cell Adhesion.

  PMID 41833005 · PMC13248847 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 7 claims · 8 setups

  Full-text index only

  LSTs exhibit a more malignant phenotype than PAs, with higher inferred CNV scores, stronger genetic correlation with colorectal cancer, and downregulation of adhesion molecules

  patients bulk colorectal epithelial clinical bulk single-cell

• A global database for modeling tumor-immune cell communication.

  PMID 37438390 · PMC10338499 · Scientific data · 2023 · 7 claims · 6 setups

  Has reproduction · 66

  TICCom integrates 739 experimentally-validated or manually-curated TIC interactions collected from more than 3,000 literatures

  pubmed scrna-seq tcga basal manual scrna-seq bulk