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).
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Has reproduction · 73
Comprehensive analysis of mitophagy in HPV-related head and neck squamous cell carcinoma.
PMID 37161060 · PMC10170109 · Scientific reports · 2023 · 8 claims · 8 setups
In HPV-associated HNSCC, the mitophagy process affects tumour development, immune cell infiltration and prognosis.
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Key regulatory molecules of cartilage destruction in rheumatoid arthritis: an in vitro study.
PMID 18205922 · PMC2374452 · Arthritis research & therapy · 2008 · 7 claims · 4 setups
A standardized 3D in vitro alginate bead model of chondrocytes stimulated with synovial fibroblast supernatants can be used to profile RA-related cartilage destruction genes
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Has reproduction · 55
Identification and verification of diagnostic biomarkers in recurrent pregnancy loss via machine learning algorithm and WGCNA.
PMID 37691920 · PMC10485775 · Frontiers in immunology · 2023 · 8 claims · 8 setups
352 DEGs (198 up-regulated, 154 down-regulated) were identified between RPL and control endometrial samples
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Has reproduction · 85
Prediction of condition-specific regulatory genes using machine learning.
PMID 32329779 · PMC7293043 · Nucleic acids research · 2020 · 8 claims · 6 setups
ConSReg integrates expression, DAP-seq TF-DNA binding, and ATAC-seq open chromatin data into machine learning models to predict condition-specific regulatory genes
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Gene expression study on peripheral blood identifies progranulin mutations.
PMID 18551524 · PMC2773201 · Annals of neurology · 2008 · 7 claims · 3 setups
PGRN is highly expressed in peripheral blood (97th percentile of all array genes)
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Has reproduction · 42
Machine learning-based identification of biomarkers and drugs in immunologically cold and hot pancreatic adenocarcinomas.
PMID 39152432 · PMC11328457 · Journal of translational medicine · 2024 · 7 claims · 8 setups
PAAD tumors can be consensus-clustered into immunologically hot and cold subtypes based on CIBERSORT-derived immune cell fractions, with significantly different survival outcomes.
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Identifying alternative hyper-splicing signatures in MG-thymoma by exon arrays.
PMID 18545673 · PMC2409220 · PloS one · 2008 · 8 claims · 6 setups
An integrative ad-hoc functional GO analysis combining threshold-based (Fisher exact/hypergeometric) and threshold-free (Kolmogorov-Smirnov) statistics, plus term-to-parent comparisons, detects disease-relevant splicing events from exon array data.
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Has reproduction · 83
Discovery and validation of molecular patterns and immune characteristics in the peripheral blood of ischemic stroke patients.
PMID 38650649 · PMC11034498 · PeerJ · 2024 · 8 claims · 8 setups
188 differentially expressed genes (DEGs) between IS and control blood samples were identified and enriched in immune-related biological pathways
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Has reproduction · 77
SurvConvMixer: robust and interpretable cancer survival prediction based on ConvMixer using pathway-level gene expression images.
PMID 38539106 · PMC10967213 · BMC bioinformatics · 2024 · 7 claims · 6 setups
SurvConvMixer reformats KEGG Pathways-in-Cancer gene expression values into pathway-level 2D gene expression images and applies a ConvMixer-based model for overall survival prediction
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VIRGO: computational prediction of gene functions.
PMID 16845022 · PMC1538839 · Nucleic acids research · 2006 · 8 claims · 6 setups
VIRGO constructs a functional linkage network (FLN) from gene expression and molecular interaction data, labels genes with GO annotations, and propagates these labels to predict functions of unlabelled genes
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Zebrafish whole-adult-organism chemogenomics for large-scale predictive and discovery chemical biology.
PMID 18618001 · PMC2442223 · PLoS genetics · 2008 · 8 claims · 6 setups
Zebrafish whole-adult-organism chemogenomics generates robust prediction models that discriminate P(H)AHs from ECs across independent experiments
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Has reproduction · 83
Gene-expression patterns in peripheral blood classify familial breast cancer susceptibility.
PMID 26538066 · PMC4634735 · BMC medical genomics · 2015 · 8 claims · 5 setups
A multigene peripheral-blood gene-expression biomarker accurately classifies which women from high-risk families develop familial breast cancer.
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Has reproduction · 62
Predicting Bone Metastasis Using Gene Expression-Based Machine Learning Models.
PMID 34858485 · PMC8631472 · Frontiers in genetics · 2021 · 7 claims · 5 setups
A DNN model using the top 34 betweenness-centrality-ranked hub genes predicts bone metastasis with AUC of 92.11% on the GEO validation data.
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Has reproduction · 90
A Decentralized Kidney Transplant Biopsy Classifier for Transplant Rejection Developed Using Genes of the Banff-Human Organ Transplant Panel.
PMID 35619722 · PMC9128066 · Frontiers in immunology · 2022 · 6 claims · 6 setups
A random forest model trained solely on B-HOT panel genes (B-HOT Model) accurately classifies kidney transplant biopsies as NR, ABMR, or TCMR.
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Has reproduction · 68
Systematic identification of ACE2 expression modulators reveals cardiomyopathy as a risk factor for mortality in COVID-19 patients.
PMID 35012625 · PMC8743438 · Genome biology · 2022 · 7 claims · 8 setups
GENEVA is a semi-automated, study-design-agnostic framework that mines large-scale public RNA-seq data to identify conditions modulating a gene of interest's expression
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Has reproduction · 100
Gene signature discovery and systematic validation across diverse clinical cohorts for TB prognosis and response to treatment.
PMID 37471455 · PMC10393163 · PLoS computational biology · 2023 · 8 claims · 8 setups
A network-based meta-analysis across studies identifies a common 45-gene signature specific to active TB disease that accounts for cohort/population heterogeneity
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Has reproduction · 48
Comparative analysis of molecular signatures reveals a hybrid approach in breast cancer: Combining the Nottingham Prognostic Index with gene expressions into a hybrid signature.
PMID 35143511 · PMC8830616 · PloS one · 2022 · 8 claims · 6 setups
A hybrid signature combining the Nottingham Prognostic Index with SIS-selected gene expressions can be built in a data-driven fashion (NPI treated as a gene expression during feature selection).
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Has reproduction · 91
Exploring the key genetic association between chronic pancreatitis and pancreatic ductal adenocarcinoma through integrated bioinformatics.
PMID 37501719 · PMC10369079 · Frontiers in genetics · 2023 · 6 claims · 7 setups
CEL (carboxyl ester lipase) is the real hub gene shared between CP and PDAC and is markedly downregulated in PDAC
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Asthma investigators begin to reap the fruits of genomics.
PMID 14611649 · PMC329104 · Genome biology · 2003 · 7 claims · 8 setups
Microarray profiling of animal models of allergic asthma can identify novel differentially expressed candidate genes involved in inflammation and airway remodeling.
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Validation of analytic methods for biomarkers used in drug development.
PMID 18829475 · PMC2744124 · Clinical cancer research : an official journal of the American Association for Cancer Research · 2008 · 8 claims · 8 setups
Analytical method validation (assessing assay performance/reproducibility) is a distinct process from clinical qualification (linking a biomarker to biological processes and clinical endpoints), though the two are intertwined.