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).

• Structural genomics: a new era for pharmaceutical research.

  PMID 11864367 · PMC139010 · Genome biology · 2002 · 8 claims · 6 setups

  Full-text index only

  Automation of crystal mounting, diffraction data collection, and structure determination/refinement is a critical factor enabling large-scale structural genomics projects.

  proteins target hiv x-ray thermal initio

• Machine learning and free energy clustering reveal PAH protein binding linked to AD risk.

  PMID 41953002 · PMC13053772 · iScience · 2026 · 7 claims · 8 setups

  Has reproduction · 78

  An integrated framework of bioinformatics, machine learning, and ΔG clustering can prioritize PAHs for AD-associated neurotoxicity.

  proteins microarray ad-associated pahs target differential wgcna

• Protein function assignment through mining cross-species protein-protein interactions.

  PMID 18253506 · PMC2216687 · PloS one · 2008 · 8 claims · 6 setups

  Full-text index only

  CSIDOP predicts protein molecular function with 95.42% accuracy using 2,972 GO functional categories in H. sapiens

  sapiens cross-species majority simple

• PA-GOSUB: a searchable database of model organism protein sequences with their predicted Gene Ontology molecular function and subcellular localization.

  PMID 15608166 · PMC540074 · Nucleic acids research · 2005 · 7 claims · 4 setups

  Full-text index only

  PA-GOSUB significantly extends the coverage of GO molecular function and subcellular localization annotations for 10 model organism proteomes compared with existing databases (GOA, Swiss-Prot).

  sequences query swiss-prot naive-bayes blast feature

• Identifying Molecular Subtypes and 6-Gene Prognostic Signature Based on Hypoxia for Optimizing Targeted Therapies in Non-Small Cell Lung Cancer.

  PMID 35509605 · PMC9058021 · International journal of general medicine · 2022 · 8 claims · 8 setups

  Has reproduction · 59

  NSCLC samples can be classified into two molecular subtypes (C1 and C2) based on hypoxia-related gene expression via consensus clustering

  tcga-nsclc geo bulk microarray unsupervised

• Expression of full-length p53 and its isoform Deltap53 in breast carcinomas in relation to mutation status and clinical parameters.

  PMID 17054774 · PMC1636663 · Molecular cancer · 2006 · 7 claims · 7 setups

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  The alternative splice isoform Δp53 mRNA is co-expressed with full-length p53 mRNA in breast tumors and cell lines

  breast universal p53 subset qrt-pcr bioinformatic structure

• Reconstruction of human protein interolog network using evolutionary conserved network.

  PMID 17493278 · PMC1885812 · BMC bioinformatics · 2007 · 8 claims · 7 setups

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  A relative conservation score derived from maximal quasi-cliques in protein interaction networks, combined with other interaction features, can score and rank predicted human interologs for confidence.

  ppi sequences interaction predicted interolog orthology quasi-clique

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

  PMID 34575658 · PMC8472680 · Journal of personalized medicine · 2021 · 6 claims · 4 setups

  Has reproduction · 86

  A training gene set of 719 unique upregulated DEGs (subtype-specific) can be used to build ML models that classify TNBC into BLIA, BLIS, MES, and LAR subtypes.

  known tnbc unique unknown gene machine term

• Integrative transcriptomic and machine learning framework reveals candidate genes and potential mechanisms of aflatoxin B1 exposure in breast cancer.

  PMID 41688730 · PMC12982753 · Scientific reports · 2026 · 7 claims · 8 setups

  Has reproduction · 83

  Twenty-two genes lie at the intersection of AFB1-predicted targets and breast cancer-associated co-expression modules/DEGs

  afb1 breast training candidate computational bulk weighted

• Molecular cloning, genomic characterization and over-expression of a novel gene, XRRA1, identified from human colorectal cancer cell HCT116Clone2_XRR and macaque testis.

  PMID 12908878 · PMC194569 · BMC genomics · 2003 · 8 claims · 7 setups

  Full-text index only

  XRRA1 is a novel gene down-regulated ~2-fold in XR-resistant HCT116 Clone2_XRR relative to HCT116 Clone10, identified via cDNA microarray

  hct116 macaque cos-7 genomic cdna est molecular

• Comparative genomic analysis reveals a novel mitochondrial isoform of human rTS protein and unusual phylogenetic distribution of the rTS gene.

  PMID 16162288 · PMC1261261 · BMC genomics · 2005 · 8 claims · 5 setups

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  A novel rTS protein isoform, rTSγ, exists with a 27-residue longer N-terminus generated from an alternative upstream start codon relative to rTSβ.

  rts rtsβ ccrf-cem comparative mitochondrial subcellular

• Identification and characterisation of the angiotensin converting enzyme-3 (ACE3) gene: a novel mammalian homologue of ACE.

  PMID 17597519 · PMC1925091 · BMC genomics · 2007 · 7 claims · 7 setups

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  A novel single-domain ACE-like gene, ACE3, exists in mouse, rat, cow, dog and human genomes, located on the same chromosome downstream of ACE.

  dog predicted ace3 panel blast sequence homology

• Mutations in NYX of individuals with high myopia, but without night blindness.

  PMID 17392683 · PMC2642916 · Molecular vision · 2007 · 7 claims · 5 setups

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  Two novel NYX missense mutations (Cys48Trp and Arg191Gln) were found in unrelated males with high myopia but no night blindness.

  unrelated individuals high model direct sequencing electroretinogram

• Next-generation phenotyping integrated in a national framework for patients with ultrarare disorders improves genetic diagnostics and yields new molecular findings.

  PMID 39039281 · PMC11319204 · Nature genetics · 2024 · 6 claims · 5 setups

  Has reproduction · 87

  A structured multidisciplinary exome sequencing framework established molecular genetic diagnoses in 32% of patients with suspected ultrarare disorders, comprising 370 distinct molecular causes.

  patients exome deep computer-assisted

• 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

• 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

• GenTB: A user-friendly genome-based predictor for tuberculosis resistance powered by machine learning.

  PMID 34461978 · PMC8407037 · Genome medicine · 2021 · 8 claims · 6 setups

  Has reproduction · 78

  GenTB is a free, open, web-based application offering two ML predictors (Random Forest and WDNN) that predict resistance to 13 and 10 anti-TB drugs, respectively.

  clinical tuberculosis registered whole-genome targeted retraining

• Human disease classification in the postgenomic era: a complex systems approach to human pathobiology.

  PMID 17625512 · PMC1948102 · Molecular systems biology · 2007 · 8 claims · 5 setups

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  Current syndromic disease classification lacks specificity despite historically serving clinicians well

  prostate neurodegenerative experimental genetic reverse-engineered protein-protein gene

• Discovery of molecular subtypes in leiomyosarcoma through integrative molecular profiling.

  PMID 19901961 · PMC2820592 · Oncogene · 2010 · 8 claims · 6 setups

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  Unsupervised gene expression clustering identifies 3 reproducible molecular subtypes of LMS (Group I/muscle-enriched, Group II, Group III)

  lms independent soft gene array immunohistochemistry

• Assessment tool based on fatty acid metabolic signatures for predicting the prognosis and treatment response in bladder cancer.

  PMID 38076064 · PMC10703629 · Heliyon · 2023 · 8 claims · 8 setups

  Has reproduction · 71

  Consensus clustering of prognosis-related fatty acid metabolism genes (FAMGs) identifies three molecular subtypes of BLCA (FAMC1, FAMC2, FAMC3) with distinct prognoses and tumor microenvironments

  tcga-blca famc1-3 differentially gse32894 bulk consensus gene