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).

• 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

• Pathway signatures derived from on-treatment tumor specimens predict response to anti-PD1 blockade in metastatic melanoma.

  PMID 34654806 · PMC8519947 · Nature communications · 2021 · 6 claims · 8 setups

  Has reproduction · 100

  A pathway-based super signature from on-treatment samples (PASS-ON) predicts anti-PD1 response with high accuracy (validation AUC 0.85-0.89, combined AUC 0.88) and outperforms existing signatures across all four datasets.

  metastatic pathway bulk gene elastic-net

• Analysis of protein sequence and interaction data for candidate disease gene prediction.

  PMID 17020920 · PMC1636487 · Nucleic acids research · 2006 · 8 claims · 7 setups

  Full-text index only

  Combining CPS and CMP using known disease genes as input achieves sensitivity 0.52 and specificity 0.97, reducing candidate lists 13-fold

  ophid biocarta kegg pfam-annotated common benchmarking multiple-interval

• Construction and Validation of an Immune Infiltration-Related Gene Signature for the Prediction of Prognosis and Therapeutic Response in Breast Cancer.

  PMID 33986754 · PMC8110914 · Frontiers in immunology · 2021 · 7 claims · 8 setups

  Has reproduction · 51

  A higher immune infiltration-related risk score (IRS) indicates worse prognosis and lower sensitivity to immunotherapy in breast cancer patients

  tcga candidate cancer univariate weighted lasso

• 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

• 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

• 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

• siRNA screen of the human signaling proteome identifies the PtdIns(3,4,5)P3-mTOR signaling pathway as a primary regulator of transferrin uptake.

  PMID 17640392 · PMC2323231 · Genome biology · 2007 · 8 claims · 8 setups

  Full-text index only

  The PtdIns(3,4,5)P3-mTOR signaling pathway is a primary positive regulator of transferrin uptake.

  hela sirna secondary synthetic

• Mutation of ERBB2 provides a novel alternative mechanism for the ubiquitous activation of RAS-MAPK in ovarian serous low malignant potential tumors.

  PMID 19010816 · PMC6953412 · Molecular cancer research : MCR · 2008 · 8 claims · 8 setups

  Full-text index only

  Activating RAS-MAPK pathway mutations are present in >70% of serous LMP tumors versus ~12.5% of serous ovarian carcinomas

  serous same lmp braf-mutant gene hotspot erbb2

• The specificity and polymorphism of the MHC class I prevents the global adaptation of HIV-1 to the monomorphic proteasome and TAP.

  PMID 18949050 · PMC2569417 · PloS one · 2008 · 6 claims · 5 setups

  Full-text index only

  Within individual hosts, proteasome and TAP escape mutations in HIV-1 occur frequently

  hiv-1 hla-genotyped predicted bioinformatic longitudinal ancestral

• A functional analysis of the CREB signaling pathway using HaloCHIP-chip and high throughput reporter assays.

  PMID 19860899 · PMC2774331 · BMC genomics · 2009 · 8 claims · 6 setups

  Full-text index only

  HaloCHIP is a functional antibody-free alternative to ChIP that uses covalent capture of HaloTag-fusion protein-DNA complexes on HaloLink resin

  hela computational living halochip halochip-chip chip-chip

• Deciphering the Immune Microenvironment at the Forefront of Tumor Aggressiveness by Constructing a Regulatory Network with Single-Cell and Spatial Transcriptomic Data.

  PMID 38254989 · PMC10815467 · Genes · 2024 · 7 claims · 8 setups

  Has reproduction · 85

  High expression of transcription factors FOXA1 and EZH2 in malignant cells at the invasive front plays a key role in driving tumor progression

  breast er+ epithelial malignant scrna-seq spatial copy

• Plant Soft Rot Development and Regulation from the Viewpoint of Transcriptomic Profiling.

  PMID 32927917 · PMC7570247 · Plants (Basel, Switzerland) · 2020 · 8 claims · 6 setups

  Has reproduction

  Pba infection of tobacco causes large-scale differential gene expression (8636 DEGs), reflecting profound host physiological reprogramming.

  tobacco potato whole-genome bulk qpcr rna-seq

• Identification and analysis of genes associated with epithelial ovarian cancer by integrated bioinformatics methods.

  PMID 34143800 · PMC8213194 · PloS one · 2021 · 8 claims · 7 setups

  Has reproduction · 75

  306 overlapping DEGs (265 up-regulated, 41 down-regulated) were identified from three independent GEO microarray datasets comparing EOC and adjacent normal ovarian tissue

  eoc analysis overlapping pubmed microarray kegg protein-protein

• Multimodal data integration for biologically-relevant artificial intelligence to guide adjuvant chemotherapy in stage II colorectal cancer.

  PMID 40472802 · PMC12171563 · EBioMedicine · 2025 · 6 claims · 7 setups

  Has reproduction · 83

  AI-derived radiological clustering identifies stage II CRC patients with significantly different survival benefit from adjuvant chemotherapy

  stage patients tumour whole-tumour radiomics bulk cellular

• A gene signature related to programmed cell death to predict immunotherapy response and prognosis in colon adenocarcinoma.

  PMID 39950044 · PMC11823652 · PeerJ · 2025 · 8 claims · 8 setups

  Has reproduction · 73

  COAD patients can be divided into two molecular subtypes (S1, S2) based on 21 prognostic PCD-related genes, with S1 showing worse prognosis and immunosuppressive microenvironment, S2 showing better prognosis and stronger anti-tumor immunity

  coad consensus cibersort mcp-counter

• Single-cell protein activity analysis reveals aberrant myogenesis and IGF2-PI3K pathway dependencies in MYOD1-mutant rhabdomyosarcoma.

  PMID 41758938 · PMC12947870 · Science advances · 2026 · 8 claims · 8 setups

  Has reproduction · 84

  MYOD1 L122R-mutant SRMS tumors contain three coexisting, conserved cell states (progenitor, transition, differentiated) reflecting aberrant myogenic differentiation

  patient-derived tumor single paired single-nucleus infercnv aracne-ap

• Molecular Classification Models for Triple Negative Breast Cancer Subtype Using Machine Learning.

  PMID 34575658 · PMC8472680 · Journal of personalized medicine · 2021 · 7 claims · 4 setups

  Has reproduction · 86

  TNBC can be divided into four gene-expression-defined subtypes: BLIA, BLIS, MES, and LAR

  tnbc unique 719-gene gene term machine

• Gene Set Enrichment Analysis Reveals Individual Variability in Host Responses in Tuberculosis Patients.

  PMID 34421903 · PMC8375662 · Frontiers in immunology · 2021 · 8 claims · 8 setups

  Has reproduction · 71

  TB patients show substantial individual variability in the intensity of hallmark IFN responses, as well as in complement system, metabolic, and other pathway responses.

  blood cynomolgus external gene differential principal

• RNA Editing Alterations Define Disease Manifestations in the Progression of Experimental Autoimmune Encephalomyelitis (EAE).

  PMID 36429012 · PMC9688714 · Cells · 2022 · 7 claims · 7 setups

  Has reproduction · 37

  RNA-editing events mediated by APOBEC and ADAR deaminases are significantly reduced throughout the course of EAE disease progression

  brain rna-edited brain-isolated naïve rna-seq pathway pcr