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).

• STAT3-dependent analysis reveals PDK4 as independent predictor of recurrence in prostate cancer.

  PMID 32323921 · PMC7178451 · Molecular systems biology · 2020 · 8 claims · 6 setups

  Has reproduction · 66

  Low STAT3 expression in primary PCa is associated with increased OXPHOS and ribosomal biosynthesis at the transcriptomic level

  prostate bulk weighted reverse

• Utilization of genomic signatures to identify phenotype-specific drugs.

  PMID 19714244 · PMC2729377 · PloS one · 2009 · 8 claims · 8 setups

  Full-text index only

  A RAS pathway gene expression signature applied to NCI-60 cells identifies compounds selectively active against RAS-activated cells, including the MEK inhibitor Hypothemycin

  nci-60 breast mda-mb-231 signature-drug gene signature

• Differential Gene Expression and Methylation Analysis of Melanoma in TCGA Database to Further Study the Expression Pattern of KYNU in Melanoma.

  PMID 35893303 · PMC9329910 · Journal of personalized medicine · 2022 · 8 claims · 8 setups

  Has reproduction · 100

  Oncogenes MITF, KIT, CDH1, NRAS, AKT1, EGFR, TP53, and CDK4 are elevated while tumor suppressors PTEN, cAMP, and BCL2 are reduced in melanoma

  tcga-skcm melanoma-related intradermal keratinocytes rna-seq kegg copy

• Network Controllability Reveals Key Mitigation Points for Tumor-Promoting Signaling in Tumor-Educated Platelets.

  PMID 41226816 · PMC12609506 · International journal of molecular sciences · 2025 · 8 claims · 6 setups

  Has reproduction · 84

  TEPs from NSCLC patients show 111 upregulated and 108 downregulated genes compared to platelets from non-cancer donors

  platelets degs platelet-specific tep-specific transcriptome pathway k-means

• SurvConvMixer: robust and interpretable cancer survival prediction based on ConvMixer using pathway-level gene expression images.

  PMID 38539106 · PMC10967213 · BMC bioinformatics · 2024 · 6 claims · 5 setups

  Has reproduction · 77

  SurvConvMixer, using pathway-level gene expression images and ConvMixer, achieves strong internal validation AUC for overall survival prediction, especially on larger datasets like LUAD

  luad lusc skcm trained deep benchmark model

• Characterisation of p53 status at the gene, chromosomal and protein levels in oesophageal adenocarcinoma.

  PMID 14583777 · PMC2394414 · British journal of cancer · 2003 · 8 claims · 4 setups

  Full-text index only

  p53 gene mutations are infrequent in oesophageal adenocarcinoma (9.6%)

  formalin-fixed oesophageal evaluable pooled rflp fluorescence immunohistochemistry

• Gene module regulation in dilated cardiomyopathy and the role of Na/K-ATPase.

  PMID 35901050 · PMC9333241 · PloS one · 2022 · 7 claims · 7 setups

  Has reproduction · 55

  Several WGCNA gene co-expression modules are significantly associated with both LVEF and the DCM phenotype in heart failure patients.

  heart degs gene genes bulk gene kegg

• Transcriptome and proteome expressions involved in insulin resistance in muscle and activated T-lymphocytes of patients with type 2 diabetes.

  PMID 18267303 · PMC5054231 · Genomics, proteomics & bioinformatics · 2007 · 8 claims · 8 setups

  Full-text index only

  Gene expression of INSR, VDR, IDE, Akt, IRS-1, IRS-2, GLUT4, and glycolytic pathway enzymes is decreased at least 50% in T2DM muscle and activated T-cells versus non-diabetic controls

  activated skeletal muscle altered affymetrix quantitative sirna

• Harnessing secretory pathway differences between HEK293 and CHO to rescue production of difficult to express proteins.

  PMID 35301123 · PMC9189052 · Metabolic engineering · 2022 · 8 claims · 7 setups

  Has reproduction · 71

  Swapping expression host from CHO to HEK293 improves secreted titers for roughly one third of difficult-to-express human proteins

  expicho choebnalt85-1e9 freestyle culture transient semi-stable targeted

• Defining human diabetic nephropathy on the molecular level: integration of transcriptomic profiles with biological knowledge.

  PMID 18704688 · PMC2597685 · Reviews in endocrine & metabolic disorders · 2008 · 8 claims · 8 setups

  Full-text index only

  Genetic predisposition determines susceptibility and rate of progression to ESRD in diabetic patients, in addition to environmental factors

  kidney proximal pbmcs macrophages gene qrt-pcr immunohistochemistry

• Transcriptome profiling of osteoclast subsets associated with arthritis: A pathogenic role of CCR2(hi) osteoclast progenitors.

  PMID 36591261 · PMC9797520 · Frontiers in immunology · 2022 · 8 claims · 6 setups

  Has reproduction · 50

  CCR2hi and CCR2lo periarticular bone marrow OCP subsets show a disparate transcriptome (863 differentially expressed genes)

  sorted rna-seq periarticular bulk gene flow

• A 14-bp motif in the KIT active promoter region is critical for melanin accumulation in yaks, mice, and humans.

  PMID 40629379 · PMC12239316 · BMC biology · 2025 · 8 claims · 7 setups

  Has reproduction · 54

  A 14-bp deletion in the KIT gene promoter region is associated with the all-white phenotype in yaks, identified via GWAS

  domestic re-sampled hek293t yak whole-genome pcr dual-luciferase

• In vivo application of RNA interference: from functional genomics to therapeutics.

  PMID 16096010 · PMC7112075 · Advances in genetics · 2005 · 7 claims · 7 setups

  Full-text index only

  RNAi operates through two mechanistically related but distinct pathways: cytoplasmic delivery of siRNA duplexes and nuclear delivery of shRNA expression cassettes that mimic miRNA

  mice tumor laser-induced herpetic cationic intraperitoneal aqueous

• Charting and probing the activity of ADARs in human development and cell-fate specification.

  PMID 39537590 · PMC11561244 · Nature communications · 2024 · 8 claims · 6 setups

  Has reproduction · 100

  RNA editing (AEI) and ADAR/ADARB1/ADARB2 expression show organ-specific dynamic shifts across fetal-to-adult developmental stages in human forebrain, hindbrain, heart, liver, kidney, and testis

  organ same 8-week-old week alu site-specific gene

• Network inference and network response identification: moving genome-scale data to the next level of biological discovery.

  PMID 20174676 · PMC3087299 · Molecular bioSystems · 2010 · 8 claims · 8 setups

  Full-text index only

  Cellular response to a signal is assumed to involve only specific TRN modules (conditionally active subnetworks) rather than the entire network, providing quantitative tractability

  yeast specified normal coli chip-on-chip chip-sequencing correlation-based

• Indoleamine 2, 3-Dioxygenase 1 and CD8 Expression Profiling Revealed an Immunological Subtype of Colon Cancer With a Poor Prognosis.

  PMID 33425745 · PMC7793995 · Frontiers in oncology · 2020 · 8 claims · 8 setups

  Has reproduction · 48

  A colon cancer subtype with CD8Ahigh IDO1high tumors shows the worst survival despite high CD8 T cell infiltrates

  tcga-coad ncbi-geo tisidb gepia rna-seq tumor-infiltrating gene

• Meta-analysis of COVID-19 single-cell studies confirms eight key immune responses.

  PMID 34675242 · PMC8531356 · Scientific reports · 2021 · 8 claims · 8 setups

  Has reproduction · 69

  Only 8 of 20 previously published COVID-19 scRNA-seq findings were reproducible across all relevant datasets in a standardized meta-analysis

  pbmc bronchoalveolar nasopharyngeal combined scrna-seq tcr bcr

• Phenotypic variation meets systems biology.

  PMID 19664197 · PMC2745761 · Genome biology · 2009 · 8 claims · 8 setups

  Full-text index only

  Cellular differentiation states are constrained by complex networks with substantial positive and negative regulation, challenging the concept of single 'master regulators'

  thp-1 arabidopsis unspecified mammalian deepcage protein-protein sequencing

• Dynamic Gene Attention Focus (DyGAF): Enhancing Biomarker Identification Through Dual-Model Attention Networks.

  PMID 40160891 · PMC11951896 · Bioinformatics and biology insights · 2025 · 6 claims · 5 setups

  Has reproduction · 44

  DyGAF, a dual-model attention neural network (independent Model A + dependent Model B), identifies and ranks genes by significance for COVID-19 biomarker discovery more effectively than differential expression analysis (DEA) and random forest (RF) feature selection

  nasopharyngeal same dygaf-ranked bulk differential random

• 'Genome design' model and multicellular complexity: golden middle.

  PMID 17062620 · PMC1635334 · Nucleic acids research · 2006 · 8 claims · 8 setups

  Full-text index only

  Intermediately expressed human genes are the longest genes genome-wide, in both coding and intronic sequence, longer than housekeeping or tissue-specific genes.

  normal genes proteins encoded oligonucleotide gene functional